From e66f0659c7d58df2f6aed6afc96e21863638a984 Mon Sep 17 00:00:00 2001 From: Lynn Liu Date: Tue, 29 Nov 2022 13:36:23 -0800 Subject: [PATCH 001/186] Add Broadcast client API interface (#675) This change introduces an API for Skyplane Broadcast Todos: - [x] Fix provisioning in BroadcastDataplane - Reuse provision loop via inheritance - Move `_start_gateway` to a class method and override it - Adapt broadcast to use `bound_nodes` - [x] Add BroadcastCopyJob (ideally extend CopyJob) - [x] Update tracker to monitor broadcast jobs - [x] Add multipart support - [x] Fix dependency issue via adding dockerfile and bc_requirements - [x] Integrate with gateway and test the monitoring side Co-authored-by: Paras Jain Co-authored-by: Sarah Wooders --- Dockerfile.broadcast | 40 + poetry.lock | 36 +- pyproject.toml | 4 + scripts/pack_docker_broadcast.sh | 27 + scripts/requirements-broadcast-gateway.txt | 24 + scripts/requirements-gateway.txt | 2 +- skyplane/api/config.py | 3 + skyplane/api/provision/dataplane.py | 73 +- skyplane/broadcast/__init__.py | 4 + skyplane/broadcast/bc_client.py | 120 + skyplane/broadcast/bc_dataplane.py | 320 + skyplane/broadcast/bc_plan.py | 122 + skyplane/broadcast/bc_planner.py | 541 ++ skyplane/broadcast/bc_solver.py | 85 + skyplane/broadcast/gateway/chunk_store.py | 66 +- skyplane/broadcast/gateway/gateway_daemon.py | 92 +- .../broadcast/gateway/gateway_daemon_api.py | 136 +- skyplane/broadcast/gateway/gateway_program.py | 2 +- skyplane/broadcast/gateway/gateway_queue.py | 72 +- .../gateway/operators/gateway_operator.py | 127 +- .../gateway/operators/gateway_receiver.py | 15 +- skyplane/broadcast/impl/bc_chunker.py | 139 + skyplane/broadcast/impl/bc_tracker.py | 264 + skyplane/broadcast/impl/bc_transfer_job.py | 191 + skyplane/broadcast/profiles/cost.csv | 3970 ++++++++++ skyplane/broadcast/profiles/throughput.csv | 7054 +++++++++++++++++ skyplane/broadcast/test/bc_demo.py | 59 + skyplane/chunk.py | 7 +- skyplane/compute/server.py | 38 +- 29 files changed, 13283 insertions(+), 350 deletions(-) create mode 100644 Dockerfile.broadcast create mode 100755 scripts/pack_docker_broadcast.sh create mode 100644 scripts/requirements-broadcast-gateway.txt create mode 100644 skyplane/broadcast/__init__.py create mode 100644 skyplane/broadcast/bc_client.py create mode 100644 skyplane/broadcast/bc_dataplane.py create mode 100644 skyplane/broadcast/bc_plan.py create mode 100644 skyplane/broadcast/bc_planner.py create mode 100644 skyplane/broadcast/bc_solver.py create mode 100644 skyplane/broadcast/impl/bc_chunker.py create mode 100644 skyplane/broadcast/impl/bc_tracker.py create mode 100644 skyplane/broadcast/impl/bc_transfer_job.py create mode 100644 skyplane/broadcast/profiles/cost.csv create mode 100755 skyplane/broadcast/profiles/throughput.csv create mode 100644 skyplane/broadcast/test/bc_demo.py diff --git a/Dockerfile.broadcast b/Dockerfile.broadcast new file mode 100644 index 000000000..e480c6ad4 --- /dev/null +++ b/Dockerfile.broadcast @@ -0,0 +1,40 @@ +# syntax=docker/dockerfile:1 +FROM python:3.11-slim + +# install apt packages +RUN --mount=type=cache,target=/var/cache/apt apt update \ + && apt-get install --no-install-recommends -y curl ca-certificates stunnel4 gcc libc-dev \ + && apt-get clean \ + && rm -rf /var/lib/apt/lists/* + +# configure stunnel +RUN mkdir -p /etc/stunnel \ + && openssl genrsa -out key.pem 2048 \ + && openssl req -new -x509 -key key.pem -out cert.pem -days 1095 -subj "/C=US/ST=California/L=San Francisco" \ + && cat key.pem cert.pem >> /etc/stunnel/stunnel.pem \ + && rm key.pem cert.pem \ + && mkdir -p /usr/local/var/run/ \ + && echo "client = no" >> /etc/stunnel/stunnel.conf \ + && echo "[gateway]" >> /etc/stunnel/stunnel.conf \ + && echo "accept = 8080" >> /etc/stunnel/stunnel.conf \ + && echo "connect = 8081" >> /etc/stunnel/stunnel.conf \ + && echo "cert = /etc/stunnel/stunnel.pem" >> /etc/stunnel/stunnel.conf + +# increase number of open files and concurrent TCP connections +RUN (echo 'net.ipv4.ip_local_port_range = 12000 65535' >> /etc/sysctl.conf) \ + && (echo 'fs.file-max = 1048576' >> /etc/sysctl.conf) \ + && mkdir -p /etc/security/ \ + && (echo '* soft nofile 1048576' >> /etc/security/limits.conf) \ + && (echo '* hard nofile 1048576' >> /etc/security/limits.conf) \ + && (echo 'root soft nofile 1048576' >> /etc/security/limits.conf) \ + && (echo 'root hard nofile 1048576' >> /etc/security/limits.conf) + +# install gateway +COPY scripts/requirements-broadcast-gateway.txt /tmp/requirements-gateway.txt +RUN --mount=type=cache,target=/root/.cache/pip pip3 install --no-cache-dir -r /tmp/requirements-gateway.txt && rm -r /tmp/requirements-gateway.txt + +WORKDIR /pkg +COPY . . +RUN pip3 install --no-dependencies -e ".[aws,azure,gcp,gateway]" + +CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local diff --git a/poetry.lock b/poetry.lock index 42935a4dc..ad09e656b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -10,7 +10,7 @@ python-versions = ">=3.5" dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"] docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"] tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"] -tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"] +tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"] [[package]] name = "azure-common" @@ -233,7 +233,7 @@ optional = false python-versions = ">=3.6.0" [package.extras] -unicode-backport = ["unicodedata2"] +unicode_backport = ["unicodedata2"] [[package]] name = "click" @@ -449,7 +449,7 @@ six = ">=1.9.0" [package.extras] aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"] -enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"] +enterprise_cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"] pyopenssl = ["pyopenssl (>=20.0.0)"] reauth = ["pyu2f (>=0.1.5)"] @@ -777,6 +777,21 @@ requests-oauthlib = ">=0.5.0" [package.extras] async = ["aiodns", "aiohttp (>=3.0)"] +[[package]] +name = "networkx" +version = "2.6.3" +description = "Python package for creating and manipulating graphs and networks" +category = "main" +optional = true +python-versions = ">=3.7" + +[package.extras] +default = ["matplotlib (>=3.3)", "numpy (>=1.19)", "pandas (>=1.1)", "scipy (>=1.5,!=1.6.1)"] +developer = ["black (==21.5b1)", "pre-commit (>=2.12)"] +doc = ["nb2plots (>=0.6)", "numpydoc (>=1.1)", "pillow (>=8.2)", "pydata-sphinx-theme (>=0.6,<1.0)", "sphinx (>=4.0,<5.0)", "sphinx-gallery (>=0.9,<1.0)", "texext (>=0.6.6)"] +extra = ["lxml (>=4.5)", "pydot (>=1.4.1)", "pygraphviz (>=1.7)"] +test = ["codecov (>=2.1)", "pytest (>=6.2)", "pytest-cov (>=2.12)"] + [[package]] name = "numpy" version = "1.21.1" @@ -832,10 +847,10 @@ python-versions = ">=3.7.1" [package.dependencies] numpy = [ - {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, {version = ">=1.17.3", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""}, {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, ] python-dateutil = ">=2.7.3" pytz = ">=2017.3" @@ -1157,7 +1172,7 @@ urllib3 = ">=1.21.1,<1.27" [package.extras] socks = ["PySocks (>=1.5.6,!=1.5.7)"] -use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] +use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"] [[package]] name = "requests-oauthlib" @@ -1288,7 +1303,7 @@ python-versions = "*" paramiko = ">=2.7.2" [package.extras] -build-sphinx = ["sphinx", "sphinxcontrib-napoleon"] +build_sphinx = ["sphinx", "sphinxcontrib-napoleon"] dev = ["check-manifest"] test = ["tox (>=1.8.1)"] @@ -1384,6 +1399,7 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools" all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] aws = ["boto3"] azure = ["azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob"] +broadcast = ["networkx", "numpy", "pandas", "cvxpy", "graphviz", "matplotlib"] gateway = ["flask", "lz4", "pynacl", "pyopenssl", "werkzeug"] gcp = ["google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] @@ -1391,7 +1407,7 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "1.1" python-versions = ">=3.7.1,<3.12" -content-hash = "ccd8ea81e6b22d464e9610b841eda9c53be256f75076cb6c2de995f5b5ccf994" +content-hash = "3f7d7935f1b869691ffc76f4dde8025701b1d7e583f0c7de22168c16e5c05f19" [metadata.files] attrs = [ @@ -2076,6 +2092,10 @@ msrest = [ {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"}, {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"}, ] +networkx = [ + {file = "networkx-2.6.3-py3-none-any.whl", hash = "sha256:80b6b89c77d1dfb64a4c7854981b60aeea6360ac02c6d4e4913319e0a313abef"}, + {file = "networkx-2.6.3.tar.gz", hash = "sha256:c0946ed31d71f1b732b5aaa6da5a0388a345019af232ce2f49c766e2d6795c51"}, +] numpy = [ {file = "numpy-1.21.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:38e8648f9449a549a7dfe8d8755a5979b45b3538520d1e735637ef28e8c2dc50"}, {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:fd7d7409fa643a91d0a05c7554dd68aa9c9bb16e186f6ccfe40d6e003156e33a"}, @@ -2164,6 +2184,8 @@ paramiko = [ {file = "paramiko-2.12.0.tar.gz", hash = "sha256:376885c05c5d6aa6e1f4608aac2a6b5b0548b1add40274477324605903d9cd49"}, ] pillow = [ + {file = "Pillow-9.3.0-1-cp37-cp37m-win32.whl", hash = "sha256:e6ea6b856a74d560d9326c0f5895ef8050126acfdc7ca08ad703eb0081e82b74"}, + {file = "Pillow-9.3.0-1-cp37-cp37m-win_amd64.whl", hash = "sha256:32a44128c4bdca7f31de5be641187367fe2a450ad83b833ef78910397db491aa"}, {file = "Pillow-9.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:0b7257127d646ff8676ec8a15520013a698d1fdc48bc2a79ba4e53df792526f2"}, {file = "Pillow-9.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b90f7616ea170e92820775ed47e136208e04c967271c9ef615b6fbd08d9af0e3"}, {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68943d632f1f9e3dce98908e873b3a090f6cba1cbb1b892a9e8d97c938871fbe"}, diff --git a/pyproject.toml b/pyproject.toml index f959afc9d..b26e8ee21 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -46,6 +46,9 @@ graphviz = { version = ">=0.15", optional = true } matplotlib = { version = ">=3.0.0", optional = true } numpy = { version = ">=1.19.0", optional = true } +# broadcast dependencies +networkx = { version = ">=2.5", optional = true } + # gateway dependencies flask = { version = "^2.1.2", optional = true } lz4 = { version = "^4.0.0", optional = true } @@ -60,6 +63,7 @@ gcp = ["google-api-python-client", "google-auth", "google-cloud-compute", "googl all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] gateway = ["flask", "lz4", "pynacl", "pyopenssl", "werkzeug"] solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] +broadcast = ["networkx", "numpy", "pandas", "cvxpy", "graphviz", "matplotlib"] [tool.poetry.dev-dependencies] pytest = ">=6.0.0" diff --git a/scripts/pack_docker_broadcast.sh b/scripts/pack_docker_broadcast.sh new file mode 100755 index 000000000..583ee51ea --- /dev/null +++ b/scripts/pack_docker_broadcast.sh @@ -0,0 +1,27 @@ +#!/bin/bash + + +# color output +BGreen='\033[1;32m' +BRed='\033[1;31m' +NC='\033[0m' # No Color + +set -e +[ "$#" -eq 1 ] || (>&2 echo -e "${BRed}1 argument required (your Github username), $# provided${NC}"; exit 1) +set +e + +>&2 echo -e "${BGreen}Building docker image${NC}" +set -e +>&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . +set +e + +DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" +>&2 echo -e "${BGreen}Uploading docker image to $DOCKER_URL${NC}" +set -e +>&2 sudo docker tag skyplane $DOCKER_URL +>&2 sudo docker push $DOCKER_URL +>&2 sudo docker system prune -f +set +e + +>&2 echo -e "${BGreen}SKYPLANE_DOCKER_IMAGE=$DOCKER_URL${NC}" +echo $DOCKER_URL diff --git a/scripts/requirements-broadcast-gateway.txt b/scripts/requirements-broadcast-gateway.txt new file mode 100644 index 000000000..b5a7d6102 --- /dev/null +++ b/scripts/requirements-broadcast-gateway.txt @@ -0,0 +1,24 @@ +# cloud dependencies +# awscrt +azure-identity +# removed from gateway due to large size +# azure-mgmt-compute +# azure-mgmt-network +# azure-mgmt-resource +azure-mgmt-storage +azure-mgmt-authorization +azure-storage-blob>=12.0.0 +boto3 +google-api-python-client +google-auth +google-cloud-compute +google-cloud-storage +# shared dependencies +cachetools +paramiko +rich +# gateway dependencies +flask +lz4 +pyopenssl +werkzeug diff --git a/scripts/requirements-gateway.txt b/scripts/requirements-gateway.txt index f5e955ba2..b5a7d6102 100644 --- a/scripts/requirements-gateway.txt +++ b/scripts/requirements-gateway.txt @@ -21,4 +21,4 @@ rich flask lz4 pyopenssl -werkzeug \ No newline at end of file +werkzeug diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 8bf8701a0..5cbf7f72a 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -47,6 +47,9 @@ class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False + # randomly generate data or not + random_chunk_size_mb: Optional[float] = None + # gateway settings use_bbr: bool = True use_compression: bool = True diff --git a/skyplane/api/provision/dataplane.py b/skyplane/api/provision/dataplane.py index a02b59be4..cb75eb455 100644 --- a/skyplane/api/provision/dataplane.py +++ b/skyplane/api/provision/dataplane.py @@ -61,6 +61,43 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + def _start_gateway( + self, + gateway_docker_image: str, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, + gateway_log_dir: Optional[PathLike] = None, + authorize_ssh_pub_key: Optional[str] = None, + e2ee_key_bytes: Optional[str] = None, + ): + # map outgoing ports + setup_args = {} + for n, v in self.topology.get_outgoing_paths(gateway_node).items(): + if isinstance(n, ReplicationTopologyGateway): + # use private ips for gcp to gcp connection + src_provider, dst_provider = gateway_node.region.split(":")[0], n.region.split(":")[0] + if src_provider == dst_provider and src_provider == "gcp": + setup_args[self.bound_nodes[n].private_ip()] = v + else: + setup_args[self.bound_nodes[n].public_ip()] = v + am_source = gateway_node in self.topology.source_instances() + am_sink = gateway_node in self.topology.sink_instances() + logger.fs.debug(f"[Dataplane._start_gateway] Setup args for {gateway_node}: {setup_args}") + + # start gateway + if gateway_log_dir: + gateway_server.init_log_files(gateway_log_dir) + if authorize_ssh_pub_key: + gateway_server.copy_public_key(authorize_ssh_pub_key) + gateway_server.start_gateway( + setup_args, + gateway_docker_image=gateway_docker_image, + e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, + use_bbr=self.transfer_config.use_bbr, + use_compression=self.transfer_config.use_compression, + use_socket_tls=self.transfer_config.use_socket_tls, + ) + def provision( self, allow_firewall: bool = True, @@ -117,45 +154,15 @@ def provision( # start gateways self.provisioned = True - def _start_gateway( - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, - ): - # map outgoing ports - setup_args = {} - for n, v in self.topology.get_outgoing_paths(gateway_node).items(): - if isinstance(n, ReplicationTopologyGateway): - # use private ips for gcp to gcp connection - src_provider, dst_provider = gateway_node.region.split(":")[0], n.region.split(":")[0] - if src_provider == dst_provider and src_provider == "gcp": - setup_args[self.bound_nodes[n].private_ip()] = v - else: - setup_args[self.bound_nodes[n].public_ip()] = v - am_source = gateway_node in self.topology.source_instances() - am_sink = gateway_node in self.topology.sink_instances() - logger.fs.debug(f"[Dataplane._start_gateway] Setup args for {gateway_node}: {setup_args}") - - # start gateway - if gateway_log_dir: - gateway_server.init_log_files(gateway_log_dir) - if authorize_ssh_pub_key: - gateway_server.copy_public_key(authorize_ssh_pub_key) - gateway_server.start_gateway( - setup_args, - gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, - use_compression=self.transfer_config.use_compression, - use_socket_tls=self.transfer_config.use_socket_tls, - ) - # todo: move server.py:start_gateway here logger.fs.info(f"Using docker image {gateway_docker_image}") e2ee_key_bytes = nacl.utils.random(nacl.secret.SecretBox.KEY_SIZE) jobs = [] for node, server in gateway_bound_nodes.items(): - jobs.append(partial(_start_gateway, node, server)) + jobs.append( + partial(self._start_gateway, gateway_docker_image, node, server, gateway_log_dir, authorize_ssh_pub_key, e2ee_key_bytes) + ) logger.fs.debug(f"[Dataplane.provision] Starting gateways on {len(jobs)} servers") do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") diff --git a/skyplane/broadcast/__init__.py b/skyplane/broadcast/__init__.py new file mode 100644 index 000000000..84bcf6da4 --- /dev/null +++ b/skyplane/broadcast/__init__.py @@ -0,0 +1,4 @@ +from pathlib import Path + +__root__ = Path(__file__).parent.parent +__all__ = ["__root__"] diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py new file mode 100644 index 000000000..6fb6b26e5 --- /dev/null +++ b/skyplane/broadcast/bc_client.py @@ -0,0 +1,120 @@ +import uuid +from datetime import datetime +from pathlib import Path + +from typing import TYPE_CHECKING, Optional, List + +from skyplane.api.client import tmp_log_dir +from skyplane.api.client import get_clientid +from skyplane.broadcast.bc_dataplane import BroadcastDataplane +from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner +from skyplane.api.provision.provisioner import Provisioner +from skyplane.api.config import TransferConfig +from skyplane.utils import logger + +if TYPE_CHECKING: + from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig + + +class SkyplaneBroadcastClient: + def __init__( + self, + aws_config: Optional["AWSConfig"] = None, + azure_config: Optional["AzureConfig"] = None, + gcp_config: Optional["GCPConfig"] = None, + transfer_config: Optional[TransferConfig] = None, + log_dir: Optional[str] = None, + multipart_enabled: Optional[bool] = False, + ): + self.clientid = get_clientid() + self.aws_auth = aws_config.make_auth_provider() if aws_config else None + self.azure_auth = azure_config.make_auth_provider() if azure_config else None + self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None + self.transfer_config = transfer_config if transfer_config else TransferConfig(multipart_enabled=multipart_enabled) + self.log_dir = ( + tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" + if log_dir is None + else Path(log_dir) + ) + + # set up logging + self.log_dir.mkdir(parents=True, exist_ok=True) + logger.open_log_file(self.log_dir / "client.log") + + self.provisioner = Provisioner( + host_uuid=self.clientid, + aws_auth=self.aws_auth, + azure_auth=self.azure_auth, + gcp_auth=self.gcp_auth, + ) + + # methods to create dataplane + def broadcast_dataplane( + self, + src_cloud_provider: str, + src_region: str, + dst_cloud_providers: List[str], + dst_regions: List[str], + type: str = "direct", + n_vms: int = 1, + num_connections: int = 32, + num_partitions: int = 2, + gbyte_to_transfer: float = 1, + target_time: float = 100, + ) -> BroadcastDataplane: + # TODO: did not change the data plan yet + if type == "direct": + planner = BroadcastDirectPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + ) + elif type == "MDST": + planner = BroadcastMDSTPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + ) + elif type == "HST": + # TODO: not usable now + planner = BroadcastHSTPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + ) + elif type == "ILP": + planner = BroadcastILPSolverPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + target_time, # target time budget + ) + else: + raise NotImplementedError(f"Dataplane type {type} not implemented") + + topo = planner.plan() + logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") + print(f"\nAlgorithm: {type}") + print(f"Solution: {topo.nx_graph.edges.data()}") + + return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py new file mode 100644 index 000000000..2c2c41695 --- /dev/null +++ b/skyplane/broadcast/bc_dataplane.py @@ -0,0 +1,320 @@ +import threading +import functools +from collections import Counter + +import urllib3 +from typing import TYPE_CHECKING, Dict, List, Optional, Tuple + +from skyplane import compute +from skyplane.api.provision.dataplane import Dataplane +from skyplane.api.config import TransferConfig +from skyplane.replicate.replication_plan import ReplicationTopologyGateway + +from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker +from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob + +from skyplane.broadcast.bc_plan import BroadcastReplicationTopology +from skyplane.broadcast.gateway.gateway_program import ( + GatewayProgram, + GatewaySend, + GatewayReceive, + GatewayReadObjectStore, + GatewayWriteObjectStore, + GatewayWriteLocal, + GatewayGenData, + GatewayMuxAnd, + GatewayMuxOr, + GatewayOperator, +) + +from skyplane.utils import logger +from skyplane.utils.fn import PathLike + + +if TYPE_CHECKING: + from skyplane.api.provision.provisioner import Provisioner + + +class BroadcastDataplane(Dataplane): + # TODO: need to change this + """A Dataplane represents a concrete Skyplane broadcast network, including topology and VMs.""" + + def __init__( + self, + clientid: str, + topology: BroadcastReplicationTopology, + provisioner: "Provisioner", + transfer_config: TransferConfig, + ): + self.clientid = clientid + self.topology = topology + self.src_region_tag = self.topology.source_region() + self.dst_region_tags = self.topology.sink_regions() + regions = Counter([node.region for node in self.topology.gateway_nodes]) + self.max_instances = int(regions[max(regions, key=regions.get)]) + self.provisioner = provisioner + self.transfer_config = transfer_config + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + self.provisioning_lock = threading.Lock() + self.provisioned = False + + # pending tracker tasks + self.jobs_to_dispatch: List[BCTransferJob] = [] + self.pending_transfers: List[BCTransferProgressTracker] = [] + self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + + def get_ips_in_region(self, region: str): + public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] + private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] + return public_ips, public_ips + + def get_object_store_connection(self, region: str): + provider = region.split(":")[0] + if provider == "aws" or provider == "gcp": + n_conn = 32 + elif provider == "azure": + n_conn = 24 # due to throttling limits from authentication + return n_conn + + def add_operator_receive_send( + self, + bc_pg: GatewayProgram, + region: str, + partition_id: str, + obj_store: Optional[Tuple[str, str]] = None, + dst_op: Optional[GatewayOperator] = None, + gen_random_data: bool = False, + max_conn_per_vm: int = 128, + ) -> bool: + if dst_op is not None: + receive_op = dst_op + else: + if obj_store is None: + if gen_random_data: + receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) + else: + receive_op = GatewayReceive() + else: + receive_op = GatewayReadObjectStore( + bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) + ) + + if self.topology.default_max_conn_per_vm is not None: + max_conn_per_vm = self.topology.default_max_conn_per_vm + + # find set of regions & ips in each region to send to for this partition + g = self.topology.nx_graph + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + + # if no regions to forward data to + if len(next_regions) == 0: + return False + + # region name --> ips in this region + region_to_ips_map = {} + region_to_private_ips_map = {} + for region in next_regions: + region_to_ips_map[region], region_to_private_ips_map[region] = self.get_ips_in_region(region) + + # use muxand or muxor for partition_id + operation = "MUX_AND" if len(next_regions) > 1 else "MUX_OR" + mux_op = GatewayMuxAnd() if len(next_regions) > 1 else GatewayMuxOr() + + # non-dst node: add receive_op into gateway program + if dst_op is None: + bc_pg.add_operator(receive_op, partition_id=partition_id) + + # MUX_AND: send this partition to multiple regions + if operation == "MUX_AND": + if dst_op is not None and dst_op.op_type == "mux_and": + mux_op = receive_op + else: # do not add any nested mux_and if dst_op parent is mux_and + bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + + tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) + + for next_region, next_region_ips in region_to_ips_map.items(): + num_connections = int(max_conn_per_vm / tot_senders) + + if ( + next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" + ): # gcp to gcp connection, use private ips + send_ops = [ + GatewaySend(ip, num_connections=num_connections, region=next_region) + for ip in region_to_private_ips_map[next_region] + ] + else: + send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in next_region_ips] + + # if next region has >1 gateways, add MUX_OR + if len(next_region_ips) > 1: + mux_or_op = GatewayMuxOr() + bc_pg.add_operator(mux_or_op, mux_op, partition_id=partition_id) + bc_pg.add_operators(send_ops, mux_or_op, partition_id=partition_id) + else: # otherwise, the parent of send_op is mux_op ("MUX_AND") + assert len(send_ops) == 1 + bc_pg.add_operator(send_ops[0], mux_op) + else: + # only send this partition to a single region + assert len(region_to_ips_map) == 1 + + next_region = list(region_to_ips_map.keys())[0] + + if next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp": + ips = [ip for next_region_ips in region_to_private_ips_map.values() for ip in next_region_ips] + else: + ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] + + num_connections = int(max_conn_per_vm / len(ips)) + send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] + + # if num of gateways > 1, then connect to MUX_OR + if len(ips) > 1: + bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + bc_pg.add_operators(send_ops, mux_op) + else: + bc_pg.add_operators(send_ops, receive_op, partition_id=partition_id) + + return True + + def add_dst_operator(self, bc_pg: GatewayProgram, region: str, partition_id: str, obj_store: Optional[Tuple[str, str]] = None): + receive_op = GatewayReceive() + bc_pg.add_operator(receive_op, partition_id=partition_id) + + if obj_store is None: + write_op = GatewayWriteLocal() + else: + write_op = GatewayWriteObjectStore( + bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) + ) + + g = self.topology.nx_graph + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + + # if no regions to forward data to, just write + if len(next_regions) == 0: + bc_pg.add_operator(write_op, receive_op, partition_id=partition_id) + else: # otherwise, "and" --> write and forward + mux_and_op = GatewayMuxAnd() + bc_pg.add_operator(mux_and_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(write_op, mux_and_op, partition_id=partition_id) + self.add_operator_receive_send(bc_pg, region, partition_id, dst_op=mux_and_op) + + @property + @functools.lru_cache(maxsize=None) + def current_gw_programs(self): + solution_graph = self.topology.nx_graph + + num_partitions = self.topology.num_partitions + src = self.src_region_tag + dsts = self.dst_region_tags + + # region name --> gateway program shared by all gateways in this region + gateway_programs = {} + + # NOTE: assume all transfer object share the same (src, dsts)? might not be correct + one_transfer_job = self.jobs_to_dispatch[0] + if not self.transfer_config.random_chunk_size_mb: + src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) + + dsts_obj_store_map = {} + # dst bucket, dst region + for b, r in one_transfer_job.dst_regions.items(): + dsts_obj_store_map[r] = (b, r) + + gen_random_data = False + else: + src_obj_store = None + dsts_obj_store_map = None + gen_random_data = True + + for node in solution_graph.nodes: + node_gateway_program = GatewayProgram() + for i in range(num_partitions): + # source node: read from object store or generate random data, then forward data + if node == src: + self.add_operator_receive_send( + node_gateway_program, node, str(i), obj_store=src_obj_store, gen_random_data=gen_random_data + ) + + # dst receive data, write to object store / write local (if obj_store=None), forward data if needed + elif node in dsts: + dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] + self.add_dst_operator(node_gateway_program, node, str(i), obj_store=dst_obj_store) + + # overlay node only forward data + else: + self.add_operator_receive_send(node_gateway_program, node, str(i), obj_store=None) + + gateway_programs[node] = node_gateway_program + + # for node, region in gateway_programs.items(): + # print("region: ", node) + # print(region.to_json()) + return gateway_programs + + def _start_gateway( + self, + gateway_docker_image: str, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, + gateway_log_dir: Optional[PathLike] = None, + authorize_ssh_pub_key: Optional[str] = None, + e2ee_key_bytes: Optional[str] = None, + ): + am_source = gateway_node in self.topology.source_instances() + am_sink = gateway_node in self.topology.sink_instances() + + # start gateway + if gateway_log_dir: + gateway_server.init_log_files(gateway_log_dir) + if authorize_ssh_pub_key: + gateway_server.copy_public_key(authorize_ssh_pub_key) + + gateway_server.start_gateway( + {}, # don't need setup arguments here to pass as outgoing_ports + gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs + gateway_docker_image=gateway_docker_image, + e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, + use_bbr=self.transfer_config.use_bbr, + use_compression=self.transfer_config.use_compression, + use_socket_tls=self.transfer_config.use_socket_tls, + ) + + def source_gateways(self) -> List[compute.Server]: + return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] + + def sink_gateways(self) -> List[compute.Server]: + return [self.bound_nodes[n] for n in self.topology.sink_instances()] if self.provisioned else [] + + def queue_copy( + self, + src: str, + dsts: List[str], + recursive: bool = False, + ) -> str: + job = BCCopyJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def queue_sync( + self, + src: str, + dsts: List[str], + recursive: bool = False, + ) -> str: + job = BCSyncJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def run_async(self) -> BCTransferProgressTracker: + if not self.provisioned: + logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") + tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config) + self.pending_transfers.append(tracker) + tracker.start() + logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") + self.jobs_to_dispatch = [] + return tracker diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py new file mode 100644 index 000000000..df6ad011b --- /dev/null +++ b/skyplane/broadcast/bc_plan.py @@ -0,0 +1,122 @@ +from dataclasses import dataclass +from typing import List, Optional, Tuple, Set + +import networkx as nx + +from skyplane.chunk import ChunkRequest +from skyplane.obj_store.object_store_interface import ObjectStoreObject +from skyplane.replicate.replication_plan import ( + ReplicationTopology, + ReplicationTopologyNode, + ReplicationTopologyGateway, + ReplicationTopologyObjectStore, +) +from skyplane.utils.definitions import MB + + +@dataclass +class BroadcastReplicationJob: + ource_region: str + dest_regions: List[str] + source_bucket: Optional[str] + dest_buckets: Optional[List[str]] + + # object transfer pairs (src, dest) + transfer_pairs: List[Tuple[ObjectStoreObject, ObjectStoreObject]] + + # progress tracking via a list of chunk_requests + chunk_requests: Optional[List[ChunkRequest]] = None + + # Generates random chunks for testing on the gateways + random_chunk_size_mb: Optional[int] = None + + @property + def transfer_size(self): + if not self.random_chunk_size_mb: + return sum(source_object.size for source_object, _ in self.transfer_pairs) + else: + return self.random_chunk_size_mb * len(self.transfer_pairs) * MB + + +class BroadcastReplicationTopology(ReplicationTopology): + """ + Multiple destinations - edges specify a which partition of data they are responsible for carrying + """ + + def __init__( + self, + nx_graph: nx.DiGraph, + num_partitions: int, + edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, + cost_per_gb: Optional[float] = None, + default_max_conn_per_vm: Optional[int] = None, + ): + + """ + Edge is represented by: + Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] + + """ + self.nx_graph = nx_graph + self.num_partitions = num_partitions + + self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] + self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) + self.cost_per_gb: Optional[float] = cost_per_gb + self.default_max_conn_per_vm: Optional[int] = default_max_conn_per_vm + + def get_outgoing_paths(self, src: ReplicationTopologyNode): + """Return nodes that follow src in the topology.""" + return {dest_gateway: num_connections for src_gateway, dest_gateway, num_connections, _ in self.edges if src_gateway == src} + + def get_incoming_paths(self, dest: ReplicationTopologyNode): + """Return nodes that precede dest in the topology.""" + return {src_gateway: num_connections for dest_gateway, src_gateway, num_connections, _ in self.edges if dest_gateway == dest} + + def sink_regions(self) -> List[str]: + instances = list(self.sink_instances()) + # assert all(i.region == instances[0].region for i in instances), "All sink instances must be in the same region" + return [instance.region for instance in instances] + + def source_instances(self) -> Set[ReplicationTopologyGateway]: + nodes = self.nodes - {v for u, v, _, _ in self.edges if not isinstance(u, ReplicationTopologyObjectStore)} + return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} + + def sink_instances(self) -> Set[ReplicationTopologyGateway]: + nodes = {u for u, v, _, _ in self.edges if isinstance(v, ReplicationTopologyObjectStore)} + return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} + + def add_instance_instance_edge( + self, + src_region: str, + src_instance: int, + dest_region: str, + dest_instance: int, + num_connections: int, + partition_ids: List[str], + ): + """Add relay edge between two instances.""" + src_gateway = ReplicationTopologyGateway(src_region, src_instance) + dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) + for partition_id in partition_ids: + self.edges.append((src_gateway, dest_gateway, int(num_connections), partition_id)) + self.nodes.add(src_gateway) + self.nodes.add(dest_gateway) + + def add_objstore_instance_edge(self, src_region: str, dest_region: str, dest_instance: int, partition_ids: List[str]): + """Add object store to instance node (i.e. source bucket to source gateway).""" + src_objstore = ReplicationTopologyObjectStore(src_region) + dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) + for partition_id in partition_ids: + self.edges.append((src_objstore, dest_gateway, 0, partition_id)) + self.nodes.add(src_objstore) + self.nodes.add(dest_gateway) + + def add_instance_objstore_edge(self, src_region: str, src_instance: int, dest_region: str, partition_ids: List[str]): + """Add instance to object store edge (i.e. destination gateway to destination bucket).""" + src_gateway = ReplicationTopologyGateway(src_region, src_instance) + dest_objstore = ReplicationTopologyObjectStore(dest_region) + for partition_id in partition_ids: + self.edges.append((src_gateway, dest_objstore, 0, partition_id)) + self.nodes.add(src_gateway) + self.nodes.add(dest_objstore) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py new file mode 100644 index 000000000..c48fef85d --- /dev/null +++ b/skyplane/broadcast/bc_planner.py @@ -0,0 +1,541 @@ +import os +import subprocess +from pathlib import Path + +from skyplane.api.client import tmp_log_dir +from skyplane.broadcast.bc_plan import BroadcastReplicationTopology +from skyplane.broadcast.bc_solver import BroadcastProblem, BroadcastSolution, GBIT_PER_GBYTE + +from typing import List, Optional +from pprint import pprint +import networkx as nx +import pandas as pd +import numpy as np + +from skyplane.utils import logger +from skyplane.broadcast import __root__ + + +class BroadcastPlanner: + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", + tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", + ): + + self.src_provider = src_provider + self.src_region = src_region + self.dst_providers = dst_providers + self.dst_regions = dst_regions + self.num_instances = num_instances + self.num_connections = num_connections + self.num_partitions = num_partitions + self.gbyte_to_transfer = gbyte_to_transfer + + # need to input cost_grid and tp_grid + self.costs = pd.read_csv(cost_grid_path) + self.throughput = pd.read_csv(tp_grid_path) + self.G = self.make_nx_graph(self.costs, self.throughput) + + def make_nx_graph(self, cost, throughput): + """ + Create nx graph with cost and throughput information on the edge + """ + G = nx.DiGraph() + for _, row in throughput.iterrows(): + if row["src_region"] == row["dst_region"]: + continue + G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) + + for _, row in cost.iterrows(): + if row["src"] in G and row["dest"] in G[row["src"]]: + G[row["src"]][row["dest"]]["cost"] = row["cost"] + else: + continue + return G + + def get_throughput_grid(self): + return np.array([e[2] for e in self.G.edges(data="throughput")]) + + def get_cost_grid(self): + return np.array([e[2] for e in self.G.edges(data="cost")]) + + def get_topo_from_nxgraph( + self, num_partitions: int, gbyte_to_transfer: float, solution_graph: nx.DiGraph + ) -> BroadcastReplicationTopology: + """ + Convert solutions (i.e. networkx graph) to BroadcastReplicationTopology + """ + partition_ids = list(range(num_partitions)) + partition_ids = [str(id) for id in partition_ids] + partition_size_in_GB = gbyte_to_transfer / num_partitions + + source_region = self.src_provider + ":" + self.src_region + dst_regions = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + topo = BroadcastReplicationTopology(solution_graph, num_partitions) + cost_egress = 0.0 + + # adding edges from object store + for i in range(solution_graph.nodes[source_region]["num_vms"]): + topo.add_objstore_instance_edge(source_region, source_region, i, partition_ids) + + # adding edges between instances from networkx DiGraph solutions + for edge in solution_graph.edges.data(): + s, d = edge[0], edge[1] + partitions_on_edge = edge[-1]["partitions"] + cost_egress += len(partitions_on_edge) * partition_size_in_GB * edge[-1]["cost"] + + print(solution_graph.nodes.data()) + s_num_instances = solution_graph.nodes[s]["num_vms"] + d_num_instances = solution_graph.nodes[d]["num_vms"] + + # TODO: fix it, might be wrong; if # of src region gateways != # of dst region gateways, how add the edge? + for i in range(s_num_instances): + for j in range(d_num_instances): + topo.add_instance_instance_edge(s, i, d, j, 0, partitions_on_edge) # set num_connections = 0 for now + + # adding edges to object store + for dst_region in dst_regions: + for i in range(solution_graph.nodes[dst_region]["num_vms"]): + topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) + + # set networkx solution graph in topo + topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes + topo.default_max_conn_per_vm = self.num_connections + return topo + + def plan(self) -> BroadcastReplicationTopology: + raise NotImplementedError + + +class BroadcastDirectPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + ): + super().__init__( + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + ) + + def plan(self) -> BroadcastReplicationTopology: + direct_graph = nx.DiGraph() + + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + for dst in dsts: + if src == dst: + cost_of_edge = 0 + else: + try: + cost_of_edge = self.G[src][dst]["cost"] + except Exception: + raise ValueError(f"Missing cost edge {src}->{dst}") + direct_graph.add_edge(src, dst, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) + + for node in direct_graph.nodes: + direct_graph.nodes[node]["num_vms"] = self.num_instances + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, direct_graph) + + +class BroadcastMDSTPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + ): + super().__init__( + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + ) + + def plan(self) -> BroadcastReplicationTopology: + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + h = self.G.copy() + h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) + + DST_graph = nx.algorithms.tree.Edmonds(h.subgraph([src] + dsts)) + opt_DST = DST_graph.find_optimum(attr="cost", kind="min", preserve_attrs=True, style="arborescence") + + # Construct MDST graph + MDST_graph = nx.DiGraph() + for edge in list(opt_DST.edges()): + s, d = edge[0], edge[1] + cost_of_edge = self.G[s][d]["cost"] + MDST_graph.add_edge(s, d, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) + + for node in MDST_graph.nodes: + MDST_graph.nodes[node]["num_vms"] = self.num_instances + + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, MDST_graph) + + +class BroadcastHSTPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + ): + super().__init__( + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + ) + + def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: + # TODO: not usable now + source_v, dest_v = self.src_provider + ":" + self.src_region, [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + h = self.G.copy() + h.remove_edges_from(list(h.in_edges(source_v)) + list(nx.selfloop_edges(h))) + + nodes, edges = list(h.nodes), list(h.edges) + num_nodes, num_edges = len(nodes), len(edges) + id_to_name = {nodes.index(n) + 1: n for n in nodes} + + config_loc = tmp_log_dir / "write.set" + write_loc = tmp_log_dir / "test.stplog" + param_loc = tmp_log_dir / "test.stp" + + with open(config_loc, "w") as f: + f.write('stp/logfile = "use_probname"') + f.close() + + command = " ~/Documents/Packages/scipoptsuite-8.0.2/build/bin/applications/scipstp " + command += f"-f {param_loc} -s {config_loc} -l {write_loc}" + + def construct_stp(): + section_begin = '33D32945 STP File, STP Format Version 1.0\n\nSECTION Comment\nName "Relay: cloud regions"\nCreator "S. Liu"\n' + section_begin += f'Remark "Cloud region problem adapted from relay"\nEND\n\nSECTION Graph\n' + section_begin += f"Nodes {num_nodes}\nEdges {num_edges}\nHopLimit {hop_limit}\n" + + Edge_info = [] + cnt = 0 + for edge in edges: + s, d = nodes.index(edge[0]) + 1, nodes.index(edge[1]) + 1 + cost = h[edge[0]][edge[1]]["cost"] + cnt += 1 + Edge_info.append(f"A {s} {d} {cost}\n") + if cnt == num_edges: + Edge_info.append("END\n") + + s = nodes.index(source_v) + 1 + v = [nodes.index(i) + 1 for i in dest_v] + terminal_info = [f"T {i}\n" for i in v] + terminal_info.append("END\n\nEOF") + section_terminal = f"""\nSECTION Terminals\nRoot {s}\nTerminals {len(dest_v)}\n""" + + with open(param_loc, "w") as f: + f.write(section_begin) + for edge in Edge_info: + f.write(edge.lstrip()) + f.write(section_terminal) + for t in terminal_info: + f.write(t) + f.close() + return + + def read_result(loc): + di_stree_graph = nx.DiGraph() + with open(loc, "r") as f: + lines = f.readlines() + for line in lines: + if line.startswith("E") and len(line.split()) == 3: + l = line.split() + src_r, dst_r = id_to_name[int(l[1])], id_to_name[int(l[2])] + cost_of_edge = self.G[src_r][dst_r]["cost"] + di_stree_graph.add_edge( + src_r, dst_r, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge + ) + + for node in di_stree_graph.nodes: + di_stree_graph.nodes[node]["num_vms"] = self.num_instances + + return di_stree_graph + + construct_stp() # construct problem to a file + process = subprocess.Popen(command, shell=True) # run the steiner tree solver + process.wait() + solution_graph = read_result(loc=write_loc) + + os.remove(config_loc) + os.remove(write_loc) + os.remove(param_loc) + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) + + +class BroadcastILPSolverPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + max_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + target_time: float, + ): + super().__init__( + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances=max_instances, + num_connections=num_connections, + num_partitions=num_partitions, + gbyte_to_transfer=gbyte_to_transfer, + ) + + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + self.problem = BroadcastProblem( + src=src, + dsts=dsts, + gbyte_to_transfer=gbyte_to_transfer, + instance_limit=max_instances, + num_partitions=num_partitions, + required_time_budget=target_time, + ) + + @staticmethod + def choose_solver(): + import cvxpy as cp + + try: + import gurobipy as _grb # pytype: disable=import-error + + return cp.GUROBI + except ImportError: + try: + import cylp as _cylp # pytype: disable=import-error + + logger.fs.warning("Gurobi not installed, using CoinOR instead.") + return cp.CBC + except ImportError: + logger.fs.warning("Gurobi and CoinOR not installed, using GLPK instead.") + return cp.GLPK + + def to_broadcast_replication_topology(self, solution: BroadcastSolution) -> BroadcastReplicationTopology: + """ + Convert ILP solution to BroadcastReplicationTopology + """ + v_result = solution.var_instances_per_region + result = np.array(solution.var_edge_partitions) + result_g = nx.DiGraph() # solution nx graph + for i in range(result.shape[0]): + edge = solution.var_edges[i] + partitions = [str(partition_i) for partition_i in range(result.shape[1]) if result[i][partition_i] > 0.5] + + if len(partitions) == 0: + continue + + src_node, dst_node = edge[0], edge[1] + result_g.add_edge( + src_node, + dst_node, + partitions=partitions, + throughput=self.G[src_node][dst_node]["throughput"], + cost=self.G[src_node][dst_node]["cost"], + ) + + for i in range(len(v_result)): + num_vms = int(v_result[i]) + node = solution.var_nodes[i] + if node in result_g.nodes: + result_g.nodes[node]["num_vms"] = num_vms + + # TODO: the generated topo itself is not used, but the networkx graph contains all information needed to generate gateway programs + return self.get_topo_from_nxgraph(solution.problem.num_partitions, solution.problem.gbyte_to_transfer, result_g) + + def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> BroadcastReplicationTopology: + + import cvxpy as cp + + if solver is None: + solver = cp.GUROBI + + problem = self.problem + + # OPTION1: use the graph with only source and destination nodes + # g = self.G.subgraph([problem.src] + problem.dsts).copy() + # cost = np.array([e[2] for e in g.edges(data="cost")]) + # tp = np.array([e[2] for e in g.edges(data="throughput")]) + + # OPTION2: use the entire graph + g = self.G + cost = self.get_cost_grid() + tp = self.get_throughput_grid() + + edges = list(g.edges) + nodes = list(g.nodes) + num_edges, num_nodes = len(edges), len(nodes) + num_dest = len(problem.dsts) + partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions + partition_size_gbit = partition_size_gb * GBIT_PER_GBYTE + + # define variables + p = cp.Variable((num_edges, problem.num_partitions), boolean=True) # whether edge is carrying partition + n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition + f = cp.Variable((num_nodes * problem.num_partitions, num_nodes + 1), integer=True) # enforce flow conservation + v = cp.Variable((num_nodes), integer=True) # number of VMs per region + + # define objective + egress_cost = cp.sum(cost @ p) * partition_size_gb + instance_cost = cp.sum(v) * (problem.cost_per_instance_hr / 3600) * problem.required_time_budget + tot_cost = egress_cost + instance_cost + obj = cp.Minimize(tot_cost) + + # define constants + constraints = [] + + # constraints on VM per region + for i in range(num_nodes): + constraints.append(v[i] <= problem.instance_limit) + constraints.append(v[i] >= 0) + + # constraints to enforce flow between source/dest nodes + for c in range(problem.num_partitions): + + for i in range(num_nodes): + for j in range(num_nodes + 1): + + if i != j: + + if j != num_nodes: + edge = (nodes[i], nodes[j]) + + constraints.append(f[c * num_nodes + i][j] <= p[edges.index(edge)][c] * num_dest) + # p = 0 -> f <= 0 + # p = 1 -> f <= num_dest + constraints.append(f[c * num_nodes + i][j] >= (p[edges.index(edge)][c] - 1) * (num_dest + 1) + 1) + # p = 0 -> f >= -(num_dest) + # p = 1 -> f >= 1 + + constraints.append(f[c * num_nodes + i][j] == -f[c * num_nodes + j][i]) + + # capacity constraint for special node + else: + if nodes[i] in problem.dsts: # only connected to destination nodes + constraints.append(f[c * num_nodes + i][j] <= 1) + else: + constraints.append(f[c * num_nodes + i][j] <= 0) + else: + constraints.append(f[c * num_nodes + i][i] == 0) + + # flow conservation + if nodes[i] != problem.src and i != num_nodes + 1: + constraints.append(cp.sum(f[c * num_nodes + i]) == 0) + + # source must have outgoing flow + constraints.append(cp.sum(f[c * num_nodes + nodes.index(problem.src), :]) == num_dest) + + # special node (connected to all destinations) must recieve all flow + constraints.append(cp.sum(f[c * num_nodes : (c + 1) * num_nodes, -1]) == num_dest) + + # node contained if edge is contained + for edge in edges: + constraints.append(n[nodes.index(edge[0])] >= cp.max(p[edges.index(edge)])) + constraints.append(n[nodes.index(edge[1])] >= cp.max(p[edges.index(edge)])) + + # throughput constraint + for edge_i in range(num_edges): + node_i = nodes.index(edge[0]) + constraints.append(cp.sum(p[edge_i] * partition_size_gbit) <= problem.required_time_budget * tp[edge_i] * v[node_i]) + + # instance limits + for node in nodes: + region = node.split(":")[0] + if region == "aws": + ingress_limit_gbps, egress_limit_gbps = problem.aws_instance_throughput_limit + elif region == "gcp": + ingress_limit_gbps, egress_limit_gbps = problem.gcp_instance_throughput_limit + elif region == "azure": + ingress_limit_gbps, egress_limit_gbps = problem.azure_instance_throughput_limit + + node_i = nodes.index(node) + # egress + i = np.zeros(num_edges) + for e in g.edges: + if e[0] == node: # edge goes to dest + i[edges.index(e)] = 1 + + constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * egress_limit_gbps * v[node_i]) + + # ingress + i = np.zeros(num_edges) + for e in g.edges: + # edge goes to dest + if e[1] == node: + i[edges.index(e)] = 1 + constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * ingress_limit_gbps * v[node_i]) + + print("Define problem done.") + + # solve + prob = cp.Problem(obj, constraints) + if solver == cp.GUROBI or solver == "gurobi": + solver_options = {} + solver_options["Threads"] = 1 + if save_lp_path: + solver_options["ResultFile"] = str(save_lp_path) + if not solver_verbose: + solver_options["OutputFlag"] = 0 + cost = prob.solve(verbose=solver_verbose, qcp=True, solver=cp.GUROBI, reoptimize=True, **solver_options) + elif solver == cp.CBC or solver == "cbc": + solver_options = {} + solver_options["maximumSeconds"] = 60 + solver_options["numberThreads"] = 1 + cost = prob.solve(verbose=solver_verbose, solver=cp.CBC, **solver_options) + else: + cost = prob.solve(solver=solver, verbose=solver_verbose) + + if prob.status == "optimal": + solution = BroadcastSolution( + problem=problem, + is_feasible=True, + var_edges=edges, + var_nodes=nodes, + var_edge_partitions=p.value, + var_node_transfer_partitions=n.value, + var_instances_per_region=v.value, + var_flow=f.value, + cost_egress=egress_cost.value, + cost_instance=instance_cost.value, + cost_total=tot_cost.value, + ) + else: + solution = BroadcastSolution(problem=problem, is_feasible=False, extra_data=dict(status=prob.status)) + + print("ILP solution: ") + pprint(solution.to_summary_dict()) + return self.to_broadcast_replication_topology(solution) diff --git a/skyplane/broadcast/bc_solver.py b/skyplane/broadcast/bc_solver.py new file mode 100644 index 000000000..01117ad16 --- /dev/null +++ b/skyplane/broadcast/bc_solver.py @@ -0,0 +1,85 @@ +import numpy as np +from dataclasses import dataclass +from typing import Dict, List, Optional, Tuple + +GBIT_PER_GBYTE = 8 + + +@dataclass +class BroadcastProblem: + src: str + dsts: List[str] + + gbyte_to_transfer: float + instance_limit: int # max # of vms per region + num_partitions: int + + required_time_budget: float = 10 # ILP specific, default to 10s + + const_throughput_grid_gbits: Optional[np.ndarray] = None # if not set, load from profiles + const_cost_per_gb_grid: Optional[np.ndarray] = None # if not set, load from profiles + + # provider bandwidth limits (ingress, egress) + aws_instance_throughput_limit: Tuple[float, float] = (10, 5) + gcp_instance_throughput_limit: Tuple[float, float] = (16, 7) # limited to 12.5 gbps due to CPU limit + azure_instance_throughput_limit: Tuple[float, float] = (16, 16) # limited to 12.5 gbps due to CPU limit + + # benchmarked_throughput_connections is the number of connections that the iperf3 throughput grid was run at, + # we assume throughput is linear up to this connection limit + benchmarked_throughput_connections = 64 + cost_per_instance_hr = 0.54 # based on m5.8xlarge spot + instance_cost_multiplier = 1.0 + # instance_provision_time_s = 0.0 + + def to_summary_dict(self): + """Simple summary of the problem""" + return { + "src": self.src, + "dsts": self.dsts, + "gbyte_to_transfer": self.gbyte_to_transfer, + "instance_limit": self.instance_limit, + "num_partitions": self.num_partitions, + "required_time_budget": self.required_time_budget, + "aws_instance_throughput_limit": self.aws_instance_throughput_limit, + "gcp_instance_throughput_limit": self.gcp_instance_throughput_limit, + "azure_instance_throughput_limit": self.azure_instance_throughput_limit, + "benchmarked_throughput_connections": self.benchmarked_throughput_connections, + "cost_per_instance_hr": self.cost_per_instance_hr, + "instance_cost_multiplier": self.instance_cost_multiplier + # "instance_provision_time_s": self.instance_provision_time_s, + } + + +@dataclass +class BroadcastSolution: + problem: BroadcastProblem + is_feasible: bool + extra_data: Optional[Dict] = None + + var_edges: Optional[List] = None # need to fix this, just for testing + var_nodes: Optional[List] = None # need to fix this, just for testing + + # solution variables + var_edge_partitions: Optional[np.ndarray] = None # each edge carries each partition or not + var_node_transfer_partitions: Optional[np.ndarray] = None # whether node transfers partition + var_instances_per_region: Optional[np.ndarray] = None # number of VMs per region + var_flow: Optional[np.ndarray] = None # enforce flow conservation, just used for checking + + # solution values + cost_egress: Optional[float] = None + cost_instance: Optional[float] = None + cost_total: Optional[float] = None + transfer_runtime_s: Optional[float] = None # NOTE: might not be able to calculate here + throughput_achieved_gbits: Optional[List[float]] = None # NOTE: might not be able to calculate here + + def to_summary_dict(self): + """Print simple summary of solution.""" + return { + "is_feasible": self.is_feasible, + "solution": { + "cost_egress": self.cost_egress, + "cost_instance": self.cost_instance, + "cost_total": self.cost_total, + "time_budget": self.problem.required_time_budget, + }, + } diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index db52920b4..0ebc3e999 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -1,15 +1,15 @@ import subprocess -from collections import defaultdict from datetime import datetime from multiprocessing import Queue from os import PathLike from pathlib import Path from typing import Dict, Optional -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue -from skyplane.chunk import ChunkRequest, ChunkState from skyplane.utils import logger +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue + class ChunkStore: def __init__(self, chunk_dir: PathLike): @@ -21,57 +21,49 @@ def __init__(self, chunk_dir: PathLike): logger.warning(f"Deleting existing chunk file {chunk_file}") chunk_file.unlink() - # multiprocess-safe concurrent structures - # TODO: Remove this and use queues instead - # self.manager = Manager() - # self.chunk_requests: Dict[int, ChunkRequest] = self.manager.dict() # type: ignore - # self.chunk_status: Dict[int, ChunkState] = self.manager.dict() # type: ignore - # self.chunk_requests: Dict[int, ChunkRequest] = {} # type: ignore - # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) self.chunk_requests: Dict[str, GatewayQueue] = {} # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() - self.chunk_completions = defaultdict(list) - - def add_partition(self, partition: str): - if partition in self.chunk_requests: - raise ValueError(f"Partition {partition} already exists") - self.chunk_requests[partition] = GatewayQueue() + def add_partition(self, partition_id: str): + """Create a queue for this partition.""" + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = GatewayQueue() - def get_chunk_file_path(self, chunk_id: str) -> Path: - return self.chunk_dir / f"{chunk_id:05d}.chunk" + def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): + """Enqueue new chunk request from Gateway API""" + if chunk_request.chunk.partition_id not in self.chunk_requests: + raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist - was the gateway program loaded?") + self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) + self.log_chunk_state(chunk_request, state) - ### - # ChunkState management - ### - def log_chunk_state(self, chunk_req: ChunkRequest, new_status: ChunkState, metadata: Optional[Dict] = None): + def log_chunk_state( + self, + chunk_req: ChunkRequest, + new_status: ChunkState, + worker_id: Optional[int] = None, + operator_handle: Optional[str] = None, + metadata: Optional[Dict] = None, + ): + """Add dict containing chunk status change (coming from operators) to queue""" rec = { "chunk_id": chunk_req.chunk.chunk_id, - "partition": chunk_req.chunk.partition, + "partition": chunk_req.chunk.partition_id, "state": new_status.name, "time": str(datetime.utcnow().isoformat()), + "handle": operator_handle, + "worker_id": worker_id, } - if metadata is not None: rec.update(metadata) - - # add to status queue self.chunk_status_queue.put(rec) - ### - # Chunk management - ### - def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): - - self.chunk_requests[chunk_request.chunk.partition].put(chunk_request) - # TODO: consider adding to partition queues here? - - # update state - self.log_chunk_state(chunk_request, state) - # Memory space calculation def remaining_bytes(self): return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + + def get_chunk_file_path(self, chunk_id: str) -> Path: + return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 697815bed..25b9ab2c1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -1,31 +1,31 @@ import argparse +from pprint import pprint import atexit import json import os import signal import sys -import time -from collections import defaultdict from multiprocessing import Event, Queue from os import PathLike from pathlib import Path -from pprint import pprint -from typing import Dict +from typing import Dict, List +from skyplane.utils import logger + +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue from skyplane.broadcast.gateway.chunk_store import ChunkStore from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.broadcast.gateway.gateway_queue import GatewayANDQueue, GatewayORQueue from skyplane.broadcast.gateway.operators.gateway_operator import ( - GatewayWaitReciever, - GatewayObjStoreReadOperator, - GatewayRandomDataGen, GatewaySender, - GatewayObjStoreWriteOperator, + GatewayRandomDataGen, GatewayWriteLocal, + GatewayObjStoreReadOperator, + GatewayObjStoreWriteOperator, + GatewayWaitReciever, ) from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.utils import logger +from collections import defaultdict # TODO: add default partition ID to main # create gateway broadcast @@ -44,7 +44,8 @@ def __init__( gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() gateway_program = json.load(open(gateway_program_path, "r")) - print(gateway_program) + print("starting gateway daemon", gateway_program_path) + pprint(gateway_program) self.use_tls = use_tls @@ -69,7 +70,6 @@ def __init__( self.operators = self.create_gateway_operators(gateway_program["_plan"]) # single gateway reciever - print("create gateway reciever") self.gateway_receiver = GatewayReceiver( "reciever", region=region, @@ -97,12 +97,11 @@ def create_gateway_operators(self, gateway_program: Dict): def create_output_queue(operator: Dict): # create output data queue - print("DETERMINING OUTPUT QUEUE", operator["children"]) if len(operator["children"]) == 0: return None if operator["children"][0]["op_type"] == "mux_and": return GatewayANDQueue() - return GatewayORQueue() + return GatewayQueue() def get_child_operators(operator): if len(operator["children"]) == 0: @@ -111,21 +110,29 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: Dict, partition_id: str): - print("OPERATORS", operators) + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str): for op in program: - handle = op["handle"] + handle = op["op_type"] + "_" + op["handle"] input_queue.register_handle(handle) - print("INPUT QUEUE", input_queue, input_queue.get_handles()) + + # get child operators + child_operators = get_child_operators(op) + + if op["op_type"] == "mux_or": + # parent must have been mux_and + assert isinstance(input_queue, GatewayANDQueue), f"Parent must have been mux_and {handle}, instead was {input_queue}" + + input_queue = input_queue.get_handle_queue(handle) + # recurse to children with single queue + create_gateway_operators_helper(input_queue, child_operators, partition_id) + continue + # create output data queue output_queue = create_output_queue(op) if output_queue is None: # track what opeartors need to complete processing the chunk - self.terminal_operators[partition_id].append(op["handle"]) - - # get child operators - child_operators = get_child_operators(op) + self.terminal_operators[partition_id].append(handle) # create operators if op["op_type"] == "receive": @@ -177,7 +184,7 @@ def create_gateway_operators_helper(input_queue, program: Dict, partition_id: st use_tls=self.use_tls, use_compression=False, # operator["compress"], e2ee_key_bytes=self.e2ee_key_bytes, - n_processes=op["num_connections"], + n_processes=32, # op["num_connections"], ) elif op["op_type"] == "write_object_store": operators[handle] = GatewayObjStoreWriteOperator( @@ -207,7 +214,6 @@ def create_gateway_operators_helper(input_queue, program: Dict, partition_id: st # recursively create for child operators create_gateway_operators_helper(output_queue, child_operators, partition_id) - print("GATEWAY PROGRAM") pprint(gateway_program) # create operator tree for each partition @@ -215,6 +221,7 @@ def create_gateway_operators_helper(input_queue, program: Dict, partition_id: st partition = str(partition) # create initial queue for partition + print(f"Addining partition {partition}") self.chunk_store.add_partition(partition) create_gateway_operators_helper( @@ -243,45 +250,8 @@ def exit_handler(signum, frame): logger.info("[gateway_daemon] Starting daemon loop") try: - print(self.operators) while not exit_flag.is_set() and not self.error_event.is_set(): - - print("pull queue...") self.api_server.pull_chunk_status_queue() - # pull from chunk requests queue - # print("running gateway daemon... nothing to do") - # while True: - # try: - # chunk_req = self.chunk_store.chunk_requests.get_nowait() - # except Empty: - # break - - # print("registered chunk", chunk_req.chunk.chunk_id, "partition", chunk_req.chunk.partition_id) - # partition_id = str(chunk_req.chunk.partition_id) - # if partition_id not in self.partition_queues: - # print(partition_id) - # print(list(self.partition_queues.keys())) - # raise ValueError(f"Partition {partition_id} does not exist in {list(self.partition_queues.keys())}") - - # # queue the chunk if it needs to be - # if self.push_chunks[partition_id]: - # self.partition_queues[partition_id].put(chunk_req) - - # print("listeners", self.partition_queues[partition_id].get_handles()) - # for handle in self.partition_queues[partition_id].get_handles(): - # print(self.operators[handle]) - - # Check self.completed queue for chunks which have been processed by all operators - # for partition, queue in self.completed.items(): - # for chunk_req in queue.get_all(): - # # unlink chunk that has finished processing - # chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) - # chunk_file_path.unlink() - # self.chunk_store.state_finish_upload(chunk_req.chunk.chunk_id) - # logger.info(f"Finished processing chunk: {chunk_req.chunk.chunk_id}, partition: {chunk_req.chunk.partition_id}") - - time.sleep(0.1) # yield - except Exception as e: self.error_queue.put(e) self.error_event.set() diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 8a456056c..f9bd004b5 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -1,19 +1,19 @@ import logging +from collections import defaultdict import logging.handlers import os import threading -from collections import defaultdict from multiprocessing import Queue from queue import Empty from traceback import TracebackException -from typing import Dict, List, Optional +from typing import Dict, List, Tuple, Optional from flask import Flask, jsonify, request from werkzeug.serving import make_server +from skyplane.chunk import ChunkRequest, ChunkState from skyplane.broadcast.gateway.chunk_store import ChunkStore from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.chunk import ChunkRequest, ChunkState from skyplane.utils import logger @@ -25,9 +25,9 @@ class GatewayDaemonAPI(threading.Thread): * POST /api/v1/servers - starts a new server * DELETE /api/v1/servers/ - stops a server * GET /api/v1/chunk_requests - returns list of chunk requests (use {'state': ''} to filter) - * GET /api/v1/chunk_requests/ - returns chunk request + * GET /api/v1/chunk_requests/ - returns chunk request * POST /api/v1/chunk_requests - adds a new chunk request - * PUT /api/v1/chunk_requests/ - updates chunk request + * PUT /api/v1/chunk_requests/ - updates chunk request * GET /api/v1/chunk_status_log - returns list of chunk status log entries """ @@ -64,71 +64,70 @@ def __init__( self.url = "http://{}:{}".format(host, port) # chunk status log + self.state_update_lock = threading.Lock() self.chunk_status: Dict[int, str] = {} # TODO: maintain as chunk_status_log is dumped - self.chunk_requests: Dict[int, ChunkRequest] = {} - self.sender_compressed_sizes: Dict = {} # TODO: maintain as chunks are completed + self.chunk_requests: Dict[str, ChunkRequest] = {} + self.sender_compressed_sizes: Dict[str, Tuple[int, int]] = {} # TODO: maintain as chunks are completed self.chunk_status_log: List[Dict] = [] - self.chunk_status_log_lock = threading.Lock() - self.chunk_completions = defaultdict(list) # socket profiles + # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] self.sender_socket_profiles_lock = threading.Lock() self.receiver_socket_profiles: List[Dict] = [] self.receiver_socket_profiles_lock = threading.Lock() - logging.getLogger("werkzeug").setLevel(logging.WARNING) + logging.getLogger("werkzeug").setLevel(logging.DEBUG) self.server = make_server(host, port, self.app, threaded=True) - def pull_chunk_status_queue(self): - print("pulling queue") - out_events = [] - while True: - try: - elem = self.chunk_store.chunk_status_queue.get_nowait() - print("status queue:", elem) - if elem["state"] == ChunkState.upload_complete.name: - self.chunk_completions[elem["chunk_id"]].append(elem["state"]) + def pull_chunk_status_queue(self, timeout=0.5): + with self.state_update_lock: + while True: + try: + elem = self.chunk_store.chunk_status_queue.get(timeout=timeout) + except Empty: + # print("[gateway_api] Chunk status queue empty, no more updates") + break + handle = elem["handle"] + state = elem["state"] chunk_id = elem["chunk_id"] - if self.chunk_status.get(elem["chunk_id"], None) != ChunkState.upload_complete.name and len( - self.chunk_completions[elem["chunk_id"]] - ) == len(self.terminal_operators[elem["partition"]]): - self.chunk_status[elem["chunk_id"]] = ChunkState.upload_complete.name - print( - f"chunk {chunk_id}: complete", - elem["chunk_id"], - "all operators have uploaded", - len(self.terminal_operators[elem["partition"]]), - self.terminal_operators, - ) + # if terminal operator, then mark a chunk completion + if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: + self.chunk_completions[chunk_id].append(handle) + + # if all terminal operators complete, then mark chunk complete + if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == len( + self.terminal_operators[elem["partition"]] + ): + # TODO: set this somewhere else + self.chunk_status[chunk_id] = ChunkState.complete.name + + print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") # remove chunk file chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) if os.path.exists(chunk_file_path): - print(f"chunk {chunk_id}: REMOVING FILE") + logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") chunk_file_path.unlink() # record compressed size - if "metadata" in elem and "compressed_size_bytes" in elem["metadata"]: - self.sender_compressed_sizes[elem["chunk_id"]] = elem["metadata"]["compressed_size_bytes"] + if "metadata" in elem and "compressed_size_bytes" in elem["metadata"] and "uncompressed_size_bytes" in elem["metadata"]: + self.sender_compressed_sizes[chunk_id] = ( + elem["metadata"]["compressed_size_bytes"], + elem["metadata"]["uncompressed_size_bytes"], + ) else: - if elem["state"] == ChunkState.upload_complete.name: + if elem["state"] == ChunkState.complete.name: print( - f"chunk {chunk_id}: not complete", - self.chunk_completions[elem["chunk_id"]], - self.terminal_operators[elem["partition"]], - elem["partition"], + f"[gateway_api] After {handle}, chunk {chunk_id}: not complete " + + f"operators {self.chunk_completions[chunk_id]} have uploaded " + + f"out of {self.terminal_operators[elem['partition']]}" ) else: - print(f"chunk {chunk_id}: {elem['state']}") - - out_events.append(elem) - except Empty: - break - - self.chunk_status_log.extend(out_events) + print(f"[gateway_api] chunk {chunk_id}: state = {elem['state']}") + self.chunk_status_log.append(elem) def run(self): self.server.serve_forever() @@ -137,12 +136,10 @@ def shutdown(self): self.server.shutdown() def register_global_routes(self, app): - # index route returns API version @app.route("/", methods=["GET"]) def get_index(): return jsonify({"version": "v1"}) - # index for v1 api routes, return all available routes as HTML page with links @app.route("/api/v1", methods=["GET"]) def get_v1_index(): output = "" @@ -152,12 +149,10 @@ def get_v1_index(): output += f"{rule.rule}: {methods}
" return output - # status route returns if API is up @app.route("/api/v1/status", methods=["GET"]) def get_status(): return jsonify({"status": "ok"}) - # shutdown route @app.route("/api/v1/shutdown", methods=["POST"]) def shutdown(): self.shutdown() @@ -165,18 +160,15 @@ def shutdown(): os._exit(1) def register_server_routes(self, app): - # list running gateway servers w/ ports @app.route("/api/v1/servers", methods=["GET"]) def get_server_ports(): return jsonify({"server_ports": self.gateway_receiver.server_ports}) - # add a new server @app.route("/api/v1/servers", methods=["POST"]) def add_server(): new_port = self.gateway_receiver.start_server() return jsonify({"server_port": new_port}) - # remove a server @app.route("/api/v1/servers/", methods=["DELETE"]) def remove_server(port: int): try: @@ -193,28 +185,29 @@ def make_chunk_req_payload(chunk_req: ChunkRequest): def get_chunk_reqs(state=None) -> Dict[int, Dict]: out = {} - for chunk_id, chunk_state in self.chunk_status.items(): + for chunk_id in list(self.chunk_status.keys()): + chunk_state = self.chunk_status[chunk_id] if state is None or chunk_state == state: chunk_req = self.chunk_requests[chunk_id] - out[chunk_id] = make_chunk_req_payload(chunk_id) + out[chunk_id] = make_chunk_req_payload(chunk_req) return out def add_chunk_req(body, state): if isinstance(body, dict): - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(body), state) + chunk_req = ChunkRequest.from_dict(body) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return 1 elif isinstance(body, list): - for chunk_req in body: - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(chunk_req), state) + for row in body: + chunk_req = ChunkRequest.from_dict(row) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return len(body) - # list all chunk requests - # body json options: - # if state is set in body, then filter by state @app.route("/api/v1/chunk_requests", methods=["GET"]) def get_chunk_requests(): state_param = request.args.get("state") - print("GOT REQUEST") if state_param is not None: try: state = ChunkState.from_str(state_param) @@ -240,15 +233,15 @@ def get_chunk_request(chunk_id: int): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): - print("GOT CHUNK REQUEST", request.json) + logging.debug(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue return jsonify({"status": "ok", "n_added": n_added}) # update chunk request - @app.route("/api/v1/chunk_requests/", methods=["PUT"]) - def update_chunk_request(chunk_id: int): + @app.route("/api/v1/chunk_requests/", methods=["PUT"]) + def update_chunk_request(chunk_id: str): chunk_req = self.chunk_requests.get(chunk_id) if chunk_req is None: return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 @@ -266,9 +259,11 @@ def update_chunk_request(chunk_id: int): # list chunk status log @app.route("/api/v1/chunk_status_log", methods=["GET"]) def get_chunk_status_log(): - with self.chunk_status_log_lock: # TODO: why is this needed? - # self.chunk_status_log.extend(self.chunk_store.drain_chunk_status_queue()) - return jsonify({"chunk_status_log": self.chunk_status_log}) + n_entries = len(self.chunk_status_log) + status_log_copy = [] # copy to support concurrent access + for i in range(n_entries): + status_log_copy.append(self.chunk_status_log[i]) + return jsonify({"chunk_status_log": status_log_copy}) def register_error_routes(self, app): @app.route("/api/v1/errors", methods=["GET"]) @@ -299,10 +294,9 @@ def get_receiver_socket_profiles(): @app.route("/api/v1/profile/compression", methods=["GET"]) def get_receiver_compression_profile(): total_size_compressed_bytes, total_size_uncompressed_bytes = 0, 0 - for k, v in self.sender_compressed_sizes.items(): - total_size_compressed_bytes += v - # TODO: figure out how to get final size of chunks - total_size_uncompressed_bytes += self.chunk_requests[k].chunk.chunk_length_bytes + for _, (compressed_size, uncompressed_size) in self.sender_compressed_sizes.items(): + total_size_compressed_bytes += compressed_size + total_size_uncompressed_bytes += uncompressed_size return jsonify( { "compressed_bytes_sent": total_size_compressed_bytes, diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 3969eb03d..817911ad8 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -1,6 +1,6 @@ +from typing import Optional, List import json from collections import defaultdict -from typing import Optional, List class GatewayOperator: diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 92262d697..230e09736 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -15,31 +15,28 @@ def put(self, chunk_req): def pop(self, requester_handle=None): self.q.pop() - def get_nowait(self, requester_handle): + def get_nowait(self, requester_handle=None): return self.q.get_nowait() def get_handles(self): return self.handles -class GatewayORQueue(GatewayQueue): - def __init__(self, maxsize=0): - super().__init__(maxsize) - - class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=0): - super().__init__(maxsize) self.q = {} self.maxsize = maxsize def register_handle(self, requester_handle): # create a queue per handle (operator) - self.q[requester_handle] = Queue(self.maxsize) + self.q[requester_handle] = GatewayQueue(self.maxsize) def get_handles(self): return list(self.q.keys()) + def get_handle_queue(self, requester_handle): + return self.q[requester_handle] + def put(self, chunk_req): # place chunk in all downstream operators queues for handle in self.q.keys(): @@ -51,62 +48,3 @@ def pop(self, requester_handle): def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() - - -# class GatewayChunkStoreCompleteQueue: -# -# """ Special queue that sends put events to the chunk store. -# Cannot pop items from this queue -# """ -# -# def __init__(self, chunk_store: ChunkStore, maxsize=0): -# self.q = Queue(maxsize) -# self.chunk_store = chunk_store -# -# def put(self, chunk_req, requester_handle: str, metadata: dict = None): -# # send message to chunk store -# if metadata: -# metadata["operator_handle"] = requester_handle -# else: -# metadata = {"operator_handle": requester_handle} -# -# self.chunk_store.set_chunk_state(chunk_req, "upload_complete", metadata) -# -# def pop(self, requester_handle): -# raise ValueError("Cannot pop from a output queue for a terminal operator") -# -# class GatewayDoneQueue: -# def __init__(self, chunk_store: ChunkStore, maxsize=0): -# #self.q = Queue(maxsize) -# self.manager = Manager() -# self.chunk_counts = self.manager.dict() -# self.handles = [] -# self.chunk_store = chunk_store -# -# def register_handle(self, handle): -# self.handles.append(handle) -# -# def get_handles(self): -# return self.handles -# -# def put(self, chunk_req): -# """ -# Track number of times chunk is completed. -# If all handles have completed the chunk, then place is -# in the done queue. -# """ -# if chunk_req.chunk.chunk_id in self.chunk_counts: -# self.chunk_counts[chunk_req.chunk.chunk_id] += 1 -# else: -# self.chunk_counts[chunk_req.chunk.chunk_id] = 1 -# -# # place is completed queue -# if self.chunk_counts[chunk_req.chunk.chunk_id] == len(self.handles): -# print("Placing chunk in done queue and removing", chunk_req.chunk.chunk_id) -# self.q.put(chunk_req) -# self.chunk_store.set_chunk_status("completed") -# del self.chunk_counts[chunk_req.chunk.chunk_id] -# else: -# print( -# "not enough chunk completitions", chunk_req.chunk.chunk_id, self.chunk_counts[chunk_req.chunk.chunk_id], len(self.handles) -# ) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 6e0772894..f14643c20 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -1,28 +1,29 @@ import json import os +from typing import List import queue import socket import ssl import time import traceback -from abc import ABC, abstractmethod from functools import partial from multiprocessing import Event, Process from typing import Dict, List, Optional -import nacl.secret import urllib3 +import nacl.secret +from abc import ABC, abstractmethod -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue -from skyplane.chunk import ChunkRequest -from skyplane.chunk import ChunkState from skyplane.config_paths import cloud_config -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.utils import logger from skyplane.utils.definitions import MB +from skyplane.utils import logger from skyplane.utils.retry import retry_backoff from skyplane.utils.timer import Timer +from skyplane.obj_store.object_store_interface import ObjectStoreInterface + +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue +from skyplane.broadcast.gateway.chunk_store import ChunkStore class GatewayOperator(ABC): @@ -35,7 +36,7 @@ def __init__( error_event, error_queue: GatewayQueue, chunk_store: ChunkStore, - n_processes: int = 1, + n_processes: Optional[int] = 1, ): self.handle = handle self.region = region @@ -72,7 +73,7 @@ def stop_workers(self): p.join() self.processes = [] - def worker_loop(self, worker_id: int, **kwargs): + def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: @@ -83,25 +84,26 @@ def worker_loop(self, worker_id: int, **kwargs): except queue.Empty: continue + # TODO: status logging + self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) + # process chunk - succ = self.process(chunk_req, **kwargs) + succ = self.process(chunk_req, *args) # place in output queue if succ: - print(f"{self.handle}: Placing chunk {chunk_req.chunk.chunk_id} in downstream queue", self.output_queue) + print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + print(self.handle) + self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: self.output_queue.put(chunk_req) - else: - # mark completed - print(f"{self.handle}: Marking chunk {chunk_req.chunk.chunk_id} as completed") - self.chunk_store.log_chunk_state(chunk_req, ChunkState.upload_complete, metadata={"handle": self.handle}) else: # failed to process - re-queue - self.input_queue.put(chunk_req) time.sleep(0.1) + self.input_queue.put(chunk_req) except Exception as e: - logger.error(f"[sender:{self.worker_id}] Exception: {e}") + logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") self.error_queue.put(traceback.format_exc()) self.error_event.set() self.exit_flags[worker_id].set() @@ -113,7 +115,7 @@ def worker_exit(self, worker_id: int): pass @abstractmethod - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest, **args): pass @@ -121,11 +123,21 @@ class GatewayWaitReciever(GatewayOperator): def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) - def process(self, chunk_req: ChunkRequest, **kwargs): + # TODO: alternative (potentially better performnace) implementation: connect via queue with GatewayReciever to listen + # for download completition events - join with chunk request queue from ChunkStore + def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - print("Chunk not downloaded yet, re-queueing", chunk_req.chunk.chunk_id, chunk_file_path) + logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False + + # check to see if file is completed downloading + with open(chunk_file_path, "rb") as f: + data = f.read() + if len(data) < chunk_req.chunk.chunk_length_bytes: + # download not complete + return False + return True @@ -140,10 +152,10 @@ def __init__( error_queue: GatewayQueue, chunk_store: ChunkStore, ip_addr: str, - use_tls: bool = True, - use_compression: bool = True, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, e2ee_key_bytes: Optional[bytes] = None, - n_processes: int = 32, + n_processes: Optional[int] = 32, ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) self.ip_addr = ip_addr @@ -166,7 +178,7 @@ def __init__( # SSL context if use_tls: - self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) # type: ignore + self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) self.ssl_context.check_hostname = False self.ssl_context.verify_mode = ssl.CERT_NONE logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") @@ -192,7 +204,7 @@ def wait_for_chunks(): cr_status = {} for ip, ip_chunk_ids in self.sent_chunk_ids.items(): response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") - assert response.status == 200, f"{response.status_code} {response.data}" + assert response.status == 200, f"{response.status} {response.data}" host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] for chunk_id in ip_chunk_ids: if chunk_id in host_state: @@ -234,35 +246,32 @@ def make_socket(self, dst_host): return sock # send chunks to other instances - def process(self, chunk_req: ChunkRequest, dst_host: str, **kwargs): + def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests + logger.debug(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + # TODO: does this function need to be implemented to work for a list of chunks? + chunk_ids = [chunk_req.chunk.chunk_id] chunk_reqs = [chunk_req] - print("sending!", chunk_ids) - # with Timer(f"prepare to pre-register chunks {chunk_ids} to {dst_host}"): - # logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} pre-registering chunks") - # chunk_reqs = [self.chunk_store.get_chunk_request(chunk_id) for chunk_id in chunk_ids] - # print("chunk reqs", chunk_reqs) with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") - print(register_body) - print("destination", f"https://{dst_host}:8080/api/v1/chunk_requests") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") response = self.http_pool.request( "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} ) assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} registered chunks") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} creating new socket") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") self.destination_sockets[dst_host] = retry_backoff( partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout ) - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} created new socket") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") sock = self.destination_sockets[dst_host] # TODO: cleanup so this isn't a loop @@ -289,9 +298,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str, **kwargs): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sending chunk header {header}") + logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent chunk header") + logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" @@ -308,7 +317,6 @@ def process(self, chunk_req: ChunkRequest, dst_host: str, **kwargs): self.sent_chunk_ids[dst_host].append(chunk_req.chunk.chunk_id) # success, so return true - print("Sending success!", chunk_req, dst_host) return True @@ -323,12 +331,13 @@ def __init__( error_queue: GatewayQueue, chunk_store: ChunkStore, size_mb: int, - n_processes: int = 1, + n_processes: Optional[int] = 1, ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) self.size_mb = size_mb - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest): + # wait until enough space available fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) size_bytes = int(self.size_mb * MB) @@ -346,16 +355,9 @@ def process(self, chunk_req: ChunkRequest, **kwargs): time.sleep(0.1) continue - # while self.chunk_store.remaining_bytes() < size_bytes * self.n_processes: - # logger.debug(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") - # time.sleep(0.1) - - # create file with random data - # os.system(f"fallocate -l {size_bytes} {fpath}") - # file_size = os.path.getsize(fpath) - # assert file_size == size_bytes, f"File {fpath} has size {file_size} but should be {size_bytes} - chunk store remaining size: {self.chunk_store.remaining_bytes()}" - print(f"Wrote chunk {chunk_req.chunk.chunk_id} to {fpath}") + logger.info(f"[{self.handle}:{self.worker_id}] Wrote chunk {chunk_req.chunk.chunk_id} with size {file_size} to {fpath}") chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) + return True @@ -373,7 +375,7 @@ def __init__( ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest): # do nothing (already written locally) return True @@ -387,7 +389,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - n_processes: int = 1, + n_processes: Optional[int] = 1, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, bucket_region: Optional[str] = None, @@ -432,13 +434,12 @@ def __init__( ) def process(self, chunk_req: ChunkRequest, **args): - print("reading", chunk_req.chunk.chunk_id, "key", chunk_req.chunk.src_key) fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) # wait for free space while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: time.sleep(0.1) - logger.debug(f"[obj_store:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") + logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) @@ -480,7 +481,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - n_processes: int = 32, + n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, bucket_region: Optional[str] = None, @@ -489,21 +490,27 @@ def __init__( handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region ) - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - print("writing", chunk_req.chunk.dest_key, self.bucket_name, self.bucket_region, chunk_req.chunk.chunk_length_bytes) logger.debug( - f"[obj_store:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" + f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" ) obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + + if chunk_req.chunk.region_to_upload_id is not None and self.bucket_region in chunk_req.chunk.region_to_upload_id: + # extract multi-part upload-id + upload_id = chunk_req.chunk.region_to_upload_id[self.bucket_region] + else: + upload_id = chunk_req.chunk.upload_id + retry_backoff( partial( obj_store_interface.upload_object, fpath, chunk_req.chunk.dest_key, chunk_req.chunk.part_number, - chunk_req.chunk.upload_id, + upload_id, check_md5=chunk_req.chunk.md5_hash, ), max_retries=4, diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 7dde575cf..425d51cb1 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -10,13 +10,14 @@ import nacl.secret -from skyplane.broadcast.gateway.cert import generate_self_signed_certificate -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.chunk import WireProtocolHeader -from skyplane.utils import logger from skyplane.utils.definitions import MB +from skyplane.utils import logger from skyplane.utils.timer import Timer +from skyplane.chunk import WireProtocolHeader +from skyplane.broadcast.gateway.cert import generate_self_signed_certificate +from skyplane.broadcast.gateway.chunk_store import ChunkStore + class GatewayReceiver: def __init__( @@ -28,8 +29,8 @@ def __init__( error_queue: Queue, recv_block_size=4 * MB, max_pending_chunks=1, - use_tls: bool = True, - use_compression: bool = True, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, e2ee_key_bytes: Optional[bytes] = None, ): @@ -153,9 +154,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region # wait for space - # TODO: implement same fix as for gen_data while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - logger.debug(f"[reciever] Chunk store full, waiting before recieving more chunks") time.sleep(0.1) # get data diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py new file mode 100644 index 000000000..bfe084e65 --- /dev/null +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -0,0 +1,139 @@ +import threading +from queue import Queue +import queue +from typing import Generator, List, Tuple, TypeVar +import uuid +import math + +from skyplane.api.config import TransferConfig +from skyplane.chunk import Chunk +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.utils.definitions import MB +from skyplane.api.transfer_job import Chunker + +T = TypeVar("T") + + +class BCChunker(Chunker): + def __init__( + self, + src_iface: ObjectStoreInterface, + dest_ifaces: List[ObjectStoreInterface], + transfer_config: TransferConfig, + num_partitions: int = 2, + concurrent_multipart_chunk_threads: int = 64, + ): + self.dest_iface = dest_ifaces[0] + super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) + self.num_partitions = num_partitions + self.dest_ifaces = dest_ifaces + self.multipart_upload_requests = [] + + def _run_multipart_chunk_thread( + self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]" + ): + """Chunks large files into many small chunks.""" + while not exit_event.is_set(): + try: + input_data = in_queue.get(block=False, timeout=0.1) # get data (one piece across destinations) + except queue.Empty: + continue + + # get source and destination object (dummy) and then compute number of chunks + src_object, dest_object = input_data + mime_type = self.src_iface.get_obj_mime_type(src_object.key) + + region_to_upload_id = {} + for dest_iface in self.dest_ifaces: + region_to_upload_id[dest_iface.region_tag()] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + + chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) + num_chunks = math.ceil(src_object.size / chunk_size_bytes) + if num_chunks > self.transfer_config.multipart_max_chunks: + chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) + chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb + num_chunks = math.ceil(src_object.size / chunk_size_bytes) + + # create chunks + offset = 0 + part_num = 1 + parts = [] + for _ in range(num_chunks): + file_size_bytes = min(chunk_size_bytes, src_object.size - offset) + assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" + chunk = Chunk( + src_key=src_object.key, + dest_key=dest_object.key, + chunk_id=uuid.uuid4().hex, + file_offset_bytes=offset, + partition_id=str(part_num % self.num_partitions), + chunk_length_bytes=file_size_bytes, + part_number=part_num, + region_to_upload_id=region_to_upload_id, + ) + offset += file_size_bytes + parts.append(part_num) + part_num += 1 + out_queue.put(chunk) + + # maintain multipart upload requests for multiple regions + # Dict[region] = upload id for this region + self.multipart_upload_requests.append( + dict(key=dest_object.key, parts=parts, region_to_upload_id=region_to_upload_id, dest_ifaces=self.dest_ifaces) + ) + # print("Multipart_uplaod_request:", self.multipart_upload_requests) + + def chunk( + self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] + ) -> Generator[Chunk, None, None]: + """Break transfer list into chunks.""" + # maintain a send queue across destinations, dest obj is only a dummy var in broadcast setting (assume dst_obj.key is the same across dsts) + multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() + + # maintain a queue of chunks across destinations + multipart_chunk_queue: Queue[Chunk] = Queue() + multipart_exit_event = threading.Event() + multipart_chunk_threads = [] + + # start chunking threads + if self.transfer_config.multipart_enabled: + print("Enable multi-part transfer") + for _ in range(self.concurrent_multipart_chunk_threads): + t = threading.Thread( + target=self._run_multipart_chunk_thread, + args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), + daemon=False, + ) + t.start() + multipart_chunk_threads.append(t) + + # begin chunking loop + idx = 0 + for src_obj, dst_obj in transfer_pair_generator: + if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: + # dummy dst_obj + multipart_send_queue.put((src_obj, dst_obj)) + else: + yield Chunk( + src_key=src_obj.key, + dest_key=dst_obj.key, + partition_id=str(idx % self.num_partitions), + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, + ) + + if self.transfer_config.multipart_enabled: + # drain multipart chunk queue and yield with updated chunk IDs + while not multipart_chunk_queue.empty(): + yield multipart_chunk_queue.get() + idx += 1 + + if self.transfer_config.multipart_enabled: + # send sentinel to all threads + multipart_exit_event.set() + for thread in multipart_chunk_threads: + thread.join() + + # drain multipart chunk queue and yield with updated chunk IDs + while not multipart_chunk_queue.empty(): + yield multipart_chunk_queue.get() diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py new file mode 100644 index 000000000..b1ad68228 --- /dev/null +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -0,0 +1,264 @@ +import time + +import urllib3 +import pandas as pd +from typing import TYPE_CHECKING, Dict, List, Optional, Set + +from skyplane import exceptions +from skyplane.api.config import TransferConfig +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.utils import logger, imports +from skyplane.utils.fn import do_parallel +from skyplane.api.usage import UsageClient +from skyplane.api.tracker import TransferProgressTracker +from concurrent.futures import ThreadPoolExecutor, as_completed +from skyplane.utils.definitions import GB, tmp_log_dir +from datetime import datetime + +if TYPE_CHECKING: + from skyplane.broadcast.impl.bc_transfer_job import BCTransferJob + + +class BCTransferProgressTracker(TransferProgressTracker): + def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig): + super().__init__(dataplane, jobs, transfer_config) + + self.dataplane = dataplane + self.type_list = set([job.type for job in jobs]) + self.recursive_list = set([str(job.recursive) for job in jobs]) + + self.jobs = {job.uuid: job for job in jobs} + self.transfer_config = transfer_config + + # log job details + logger.fs.debug(f"[TransferProgressTracker] Using dataplane {dataplane}") + logger.fs.debug(f"[TransferProgressTracker] Initialized with {len(jobs)} jobs:") + for job_uuid, job in self.jobs.items(): + logger.fs.debug(f"[TransferProgressTracker] * {job_uuid}: {job}") + logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") + + # transfer state + self.job_chunk_requests: Dict[str, List[ChunkRequest]] = {} + + # each job can have multiple destination + self.dst_regions = set([sink.region for sink in self.dataplane.topology.sink_instances()]) + self.dst_job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} + self.dst_job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} + + self.errors: Optional[Dict[str, List[str]]] = None + + # http_pool + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + + # store the chunk status log + self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") + self.transfer_dir.mkdir(exist_ok=True, parents=True) + + def __str__(self): + return f"TransferProgressTracker({self.dataplane}, {self.jobs})" + + def calculate_size(self, dst_region): + if len(self.job_chunk_requests) == 0: + return 0 + bytes_total_per_job = {} + for job_uuid in self.dst_job_complete_chunk_ids[dst_region].keys(): + bytes_total_per_job[job_uuid] = sum( + [ + cr.chunk.chunk_length_bytes + for cr in self.job_chunk_requests[job_uuid] + if cr.chunk.chunk_id in self.dst_job_complete_chunk_ids[dst_region][job_uuid] + ] + ) + return sum(bytes_total_per_job.values()) / GB + + def run(self): + src_cloud_provider = self.dataplane.src_region_tag.split(":")[0] + dst_cloud_providers = [dst_region_tag.split(":")[0] for dst_region_tag in self.dataplane.dst_region_tags] + + args = { + "cmd": ",".join(self.type_list), + "recursive": ",".join(self.recursive_list), + "multipart": self.transfer_config.multipart_enabled, + "instances_per_region": self.dataplane.max_instances, + "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), + "dst_instance_type": [ + getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class") for dst_cloud_provider in dst_cloud_providers + ], + "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), + "dst_spot_instance": [ + getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances") for dst_cloud_provider in dst_cloud_providers + ], + } + session_start_timestamp_ms = int(time.time() * 1000) + try: + for job_uuid, job in self.jobs.items(): + logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") + self.job_chunk_requests[job_uuid] = list(job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config)) + + for dst_region in self.dst_regions: + self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set( + [cr.chunk.chunk_id for cr in self.job_chunk_requests[job_uuid]] + ) + self.dst_job_complete_chunk_ids[dst_region][job_uuid] = set() + logger.fs.debug( + f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" + ) + except Exception as e: + UsageClient.log_exception("dispatch job", e, args, self.dataplane.src_region_tag, ":", session_start_timestamp_ms) + raise e + + def monitor_single_dst_helper(dst_region): + start_time = time.time() + try: + self.monitor_transfer(dst_region) + except exceptions.SkyplaneGatewayException as err: + reformat_err = Exception(err.pretty_print_str()[37:]) + UsageClient.log_exception( + "monitor transfer", + reformat_err, + args, + self.dataplane.src_region_tag, + dst_region, + session_start_timestamp_ms, + ) + raise err + except Exception as e: + UsageClient.log_exception( + "monitor transfer", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms + ) + raise e + end_time = time.time() + + try: + for job in self.jobs.values(): + logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") + job.bc_finalize(dst_region) + except Exception as e: + UsageClient.log_exception("finalize job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + raise e + + try: + for job in self.jobs.values(): + logger.fs.debug(f"[TransferProgressTracker] Verifying job {job.uuid}") + job.bc_verify(dst_region) + except Exception as e: + UsageClient.log_exception("verify job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + raise e + + runtime_s = end_time - start_time + # transfer successfully completed + transfer_stats = { + "dst_region": dst_region, + "total_runtime_s": round(runtime_s, 4), + "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), + } + UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + return transfer_stats + + # Record only the transfer time per destination + + results = [] + with ThreadPoolExecutor(max_workers=100) as executor: + e2e_start_time = time.time() + future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] + for future in as_completed(future_list): + results.append(future.result()) + e2e_end_time = time.time() + print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") + print(f"Transfer result:") + from pprint import pprint + + for i in results: + pprint(i) + print() + + size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) + cost_per_gb = self.dataplane.topology.cost_per_gb + print(f"Cost per gb: ${round(cost_per_gb, 4)}") + print(f"GB transferred: ${round(size_of_transfer, 8)}GB") + print(f"Total cost: ${round(cost_per_gb * size_of_transfer, 8)}\n") + + # write chunk status + print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") + chunk_status_df = pd.DataFrame(self._query_chunk_status()) + (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) + + @imports.inject("pandas") + def monitor_transfer(pd, self, dst_region): + # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress + sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} + sink_regions = {dst_region} + + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call + + # any of the jobs of this region is not complete + while any( + [len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) > 0 for job_uuid in self.dst_job_pending_chunk_ids[dst_region]] + ): + # refresh shutdown status by running noop + do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=-1) + + # check for errors and exit if there are any (while setting debug flags) + errors = self.dataplane.check_error_logs() + if any(errors.values()): + self.errors = errors + raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) + + log_df = pd.DataFrame(self._query_chunk_status()) + if log_df.empty: + logger.warning("No chunk status log entries yet") + time.sleep(0.05) + continue + + is_complete_rec = ( + lambda row: row["state"] == ChunkState.complete + and row["instance"] in [s.instance for s in sinks] + and row["region"] in [s.region for s in sinks] + ) + sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] + completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) + completed_chunk_ids = completed_status[completed_status].index + + # update job_complete_chunk_ids and job_pending_chunk_ids + for job_uuid, job in self.jobs.items(): + job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) + self.dst_job_complete_chunk_ids[dst_region][job_uuid] = self.dst_job_complete_chunk_ids[dst_region][job_uuid].union( + job_complete_chunk_ids + ) + self.dst_job_pending_chunk_ids[dst_region][job_uuid] = self.dst_job_pending_chunk_ids[dst_region][job_uuid].difference( + job_complete_chunk_ids + ) + + # sleep + time.sleep(0.05) + + @property + def is_complete(self): + return all( + [ + len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) == 0 + for dst_region in self.dst_regions + for job_uuid in self.jobs.keys() + ] + ) + + def query_bytes_remaining(self): + if len(self.job_chunk_requests) == 0: + return None + bytes_remaining_per_job = {} + for dst_region in self.dst_regions: + for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): + bytes_remaining_per_job[job_uuid] = [] + # job_uuid --> [dst1_remaining_bytes, dst2_remaining_bytes, ...] + bytes_remaining_per_job[job_uuid].append( + sum( + [ + cr.chunk.chunk_length_bytes + for cr in self.job_chunk_requests[job_uuid] + if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] + ] + ) + ) + logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") + # return the max remaining byte among dsts for each job + return sum([max(li) for li in bytes_remaining_per_job.values()]) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py new file mode 100644 index 000000000..2b5728dd1 --- /dev/null +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -0,0 +1,191 @@ +from dataclasses import dataclass, field + +import urllib3 +from typing import Generator, Optional, TYPE_CHECKING, Tuple + +from skyplane import exceptions +from skyplane.utils.path import parse_path +from skyplane.api.transfer_job import TransferJob +from skyplane.api.config import TransferConfig +from skyplane.chunk import ChunkRequest +import uuid + +import json +import time +from collections import defaultdict +from dataclasses import dataclass, field + +import urllib3 +from typing import Generator, Tuple, TYPE_CHECKING + +from skyplane.broadcast.impl.bc_chunker import BCChunker +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.utils import logger +from skyplane.utils.fn import do_parallel +from skyplane.utils.timer import Timer + +if TYPE_CHECKING: + from skyplane.broadcast.bc_dataplane import BroadcastDataplane + + +@dataclass +class BCTransferJob(TransferJob): + # TODO: might just use multiple TransferJob + src_path: str + dst_path: str # NOTE: should be None, not used + recursive: bool = False + dst_paths: list = field(default_factory=list) + requester_pays: bool = False + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + type: str = "" + + def __post_init__(self): + provider_src, bucket_src, self.src_prefix = parse_path(self.src_path) + self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) + self.src_bucket = bucket_src + self.src_region = self.src_iface.region_tag() + + self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region + for dst_path in self.dst_paths: + provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) + self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + self.dst_prefixes[bucket_dst] = dst_prefix + self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() + + # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) + self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) + self.dst_iface = self.dst_ifaces[self.bucket_dst] + + if self.requester_pays: + self.src_iface.set_requester_bool(True) + for dst_iface in self.dst_ifaces.values(): + dst_iface.set_requester_bool(True) + + def broadcast_dispatch(self, dataplane: "BroadcastDataplane", **kwargs) -> Generator[ChunkRequest, None, None]: + raise NotImplementedError("Broadcast Dispatch not implemented") + + def bc_finalize(self, dst_region: str): + raise NotImplementedError("Broadcast finalize not implemented") + + def bc_verify(self, dst_region: str): + """Verifies the transfer completed, otherwise raises TransferFailedException.""" + raise NotImplementedError("Broadcast verify not implemented") + + +@dataclass +class BCCopyJob(BCTransferJob): + transfer_list: list = field(default_factory=list) # transfer list for later verification + multipart_transfer_list: list = field(default_factory=list) + type: str = "copy" + + def __post_init__(self): + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + return super().__post_init__() + + def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """Generate transfer pairs for the transfer job.""" + if chunker is None: # used for external access to transfer pair list + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) + yield from chunker.transfer_pair_generator( + self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn, self._post_filter_fn + ) + + def broadcast_dispatch( + self, + dataplane: "BroadcastDataplane", + transfer_config: TransferConfig, + dispatch_batch_size: int = 64, + ) -> Generator[ChunkRequest, None, None]: + """Dispatch transfer job to specified gateways.""" + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) + transfer_pair_generator = self.gen_transfer_pairs(chunker) + gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) + chunks = chunker.chunk(gen_transfer_list) + chunk_requests = chunker.to_chunk_requests(chunks) + + # dispatch chunk requests + with Timer() as t: + src_gateways = dataplane.source_gateways() + bytes_dispatched = [0] * len(src_gateways) + n_multiparts = 0 + for batch in chunker.batch_generator(chunk_requests, dispatch_batch_size): + logger.fs.debug(f"Queried {len(batch)} chunks in {t.elapsed:.2f} seconds") + min_idx = bytes_dispatched.index(min(bytes_dispatched)) + server = src_gateways[min_idx] + n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) + bytes_dispatched[min_idx] += n_bytes + start = time.time() + reply = self.http_pool.request( + "POST", + f"{server.gateway_api_url}/api/v1/chunk_requests", + body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + end = time.time() + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( + f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + ) + yield from batch + + # copy new multipart transfers to the multipart transfer list + updated_len = len(chunker.multipart_upload_requests) + self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) + n_multiparts = updated_len + + def bc_finalize(self, dst_region: str): + groups = defaultdict(list) + + for req in self.multipart_transfer_list: + if "dest_ifaces" not in req or "region_to_upload_id" not in req: + raise Exception(f"Invalid broadcast multipart upload request: {req}") + + dest_iface_list = [d for d in req["dest_ifaces"] if d.region_tag() == dst_region] + for dest_iface in dest_iface_list: + region = dest_iface.region_tag() + bucket = dest_iface.bucket() + upload_id = req["region_to_upload_id"][region] + one_req = dict(upload_id=upload_id, key=req["key"], parts=req["parts"], region=region, bucket=bucket) + groups[(region, bucket)].append(one_req) + + for key, group in groups.items(): + region, bucket = key + batch_len = max(1, len(group) // 128) + batches = [group[i : i + batch_len] for i in range(0, len(group), batch_len)] + obj_store_interface = ObjectStoreInterface.create(region, bucket) + + def complete_fn(batch): + for req in batch: + obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + + do_parallel(complete_fn, batches, n=-1) + + def bc_verify(self, dst_region: str): + # NOTE: assume dst keys are the same across destinations? + dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} + dest_iface_list = [d for d in self.dst_ifaces.values() if d.region_tag() == dst_region] + + for dest_iface in dest_iface_list: + dest_iface.region_tag() + for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): + # check metadata (src.size == dst.size) && (src.modified <= dst.modified) + src_obj = dst_keys.get(obj.key) + if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: + del dst_keys[obj.key] + if dst_keys: + raise exceptions.TransferFailedException( + f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] + ) + + +@dataclass +class BCSyncJob(BCCopyJob): + type: str = "sync" + + def __post_init__(self): + return super().__post_init__() + + @classmethod + def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: + return not dest_obj.exists or (src_obj.last_modified > dest_obj.last_modified or src_obj.size != dest_obj.size) diff --git a/skyplane/broadcast/profiles/cost.csv b/skyplane/broadcast/profiles/cost.csv new file mode 100644 index 000000000..3a8ed3bff --- /dev/null +++ b/skyplane/broadcast/profiles/cost.csv @@ -0,0 +1,3970 @@ +src,dest,src_tier,dest_tier,cost +aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 +aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ca-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-north-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:me-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:sa-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,azure:australiaeast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:canadacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:francecentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:germanywestcentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:japaneast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:koreacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northcentralus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:uksouth,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus3,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast3-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-southeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-southeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:australia-southeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:australia-southeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-central2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-north1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west1-b,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west3-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west4-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west6-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:northamerica-northeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:northamerica-northeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:southamerica-east1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:southamerica-west1-a,PREMIUM,PREMIUM,0.154 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client.broadcast_dataplane( + src_cloud_provider="aws", + src_region="us-east-1", + dst_cloud_providers=["aws", "aws"], + dst_regions=["us-west-2", "us-west-1"], + # dst_regions=["ap-south-1", "us-east-2"], + n_vms=1 + # gbyte_to_transfer=32 NOTE: can probably remove this argument + ) + + with dp.auto_deprovision(): + # NOTE: need to queue copy first, then provision + # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name + + # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" + # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" + # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" + + source_file = "s3://awsbucketsky/bigann_learn.bvecs.gz" + dest1_file = "s3://awsbucketsky2/bigann_learn.bvecs.gz" + dest2_file = "s3://awsbucketsky3/bigann_learn.bvecs.gz" + + dp.queue_copy( + source_file, + [dest1_file, dest2_file], + recursive=False, + ) + dp.provision(allow_firewall=False, spinner=True) + tracker = dp.run_async() + + # monitor the transfer + print("Waiting for transfer to complete...") + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + print(f"Error on {ip}: {error}") + break + + bytes_remaining = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(1) + tracker.join() + print("Transfer complete!") diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 4697acbf1..1e40f85ff 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -14,8 +14,8 @@ class Chunk: dest_key: str # human readable path where object is stored chunk_id: str chunk_length_bytes: int + partition_id: Optional[str] = None # for broadcast mime_type: Optional[str] = None - partition: Optional[str] = None # checksum md5_hash: Optional[bytes] = None # 128 bits @@ -24,6 +24,7 @@ class Chunk: file_offset_bytes: Optional[int] = None part_number: Optional[int] = None upload_id: Optional[str] = None + region_to_upload_id: Optional[Dict[str, str]] = None # for broadcast multipart upload def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( @@ -82,6 +83,10 @@ class ChunkState(Enum): upload_complete = auto() failed = auto() + queued = auto() + in_progress = auto() + complete = auto() + @staticmethod def from_str(s: str): return ChunkState[s.lower()] diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 8f6ef123b..101729357 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -9,14 +9,16 @@ import urllib3 from typing import Dict, Optional, Tuple - from skyplane.compute.const_cmds import make_autoshutdown_script, make_dozzle_command, make_sysctl_tcp_tuning_command from skyplane.config_paths import config_path, cloud_config, __config_root__ +from skyplane.broadcast.gateway.gateway_program import GatewayProgram from skyplane.utils import logger from skyplane.utils.fn import PathLike, wait_for from skyplane.utils.retry import retry_backoff from skyplane.utils.timer import Timer +tmp_log_dir = Path("/tmp/skyplane") + class ServerState(Enum): PENDING = auto() @@ -271,6 +273,7 @@ def start_gateway( self, outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, + gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region log_viewer_port=8888, use_bbr=False, use_compression=False, @@ -327,9 +330,38 @@ def check_stderr(tup): docker_envs["E2EE_KEY_FILE"] = f"/pkg/data/{e2ee_key_file}" docker_run_flags += f" -v /tmp/{e2ee_key_file}:/pkg/data/{e2ee_key_file}" + # NOTE: (BC) upload gateway specification for this gateway + if gateway_programs: + region_tag = self.region_tag.replace(":", "_") + filename = f"gateway_programs_{region_tag}.json" + write_json_dir = tmp_log_dir / "gw_programs" + write_json_dir.mkdir(exist_ok=True, parents=True) + write_json_path = write_json_dir / filename + with open(write_json_path, "w") as f: + f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) + + # write gateway programs at all regions into a single file (for visualization) + write_json_complete_path = write_json_dir / "gateway_programs_complete.json" + with open(write_json_complete_path, "w") as f: + f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) + + self.upload_file(write_json_path, f"/tmp/{filename}") + docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" + docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" + gateway_daemon_cmd = ( + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + ) + print("has gateway program", gateway_daemon_cmd) + else: + # not use broadcast gateway programs, pass in outgoing ports + gateway_daemon_cmd = ( + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + ) + gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" + print("no gateway program", gateway_daemon_cmd) + docker_run_flags += " " + " ".join(f"--env {k}={v}" for k, v in docker_envs.items()) - gateway_daemon_cmd = f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" + gateway_daemon_cmd += f" --region {self.region_tag} {'--use-compression' if use_compression else ''}" gateway_daemon_cmd += f" {'--disable-e2ee' if e2ee_key_bytes is None else ''}" gateway_daemon_cmd += f" {'--disable-tls' if not use_socket_tls else ''}" From 8b842c1c5ec8ba535cb889f124b1e059e25ee52d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 29 Nov 2022 13:45:23 -0800 Subject: [PATCH 002/186] add bucket replication script for experiments --- examples/aws_bucket_replication.py | 377 +++++++++++++++++++++++++++++ 1 file changed, 377 insertions(+) create mode 100644 examples/aws_bucket_replication.py diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py new file mode 100644 index 000000000..aba4e579a --- /dev/null +++ b/examples/aws_bucket_replication.py @@ -0,0 +1,377 @@ +import boto3 +from tqdm import tqdm +import pandas as pd +import skyplane +import os +import time +import json + +from skyplane.obj_store.s3_interface import S3Interface + +import logging # Logging Configuration +fmt = '%(asctime)s [%(levelname)s] [%(module)s] - %(message)s' +logging.basicConfig(format=fmt, datefmt='%m/%d/%Y %I:%M:%S') +logging.getLogger("werkzeug").setLevel(logging.ERROR) + +from absl import app +from absl import flags + +FLAGS = flags.FLAGS +flags.DEFINE_string("src_region", None, "Source region") +flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") +flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") + +def bucket_handle(region): + return f"broadcast-experiment-{region}" + +def delete_policy(policy_arn): + client = boto3.client("iam") + response = client.delete_policy(PolicyArn=policy_arn) + +def delete_role(role_name, policy_arn, batch_policy_arn): + client = boto3.client("iam") + response = client.detach_role_policy(RoleName=role_name, PolicyArn=policy_arn) + print("Successfully detached policy", policy_arn) + response = client.detach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) + print("Successfully detached policy", batch_policy_arn) + response = client.delete_role(RoleName=role_name) + print("Deleted role", role_name) + +def create_iam_role(src_region, dst_regions): + """ + Create IAM policies for continual replication and batch replication, and attach to a single policy. + The policies are applied to all the destination region buckets and source region bucket. + """ + + client = boto3.client("iam") + bucket_names = [bucket_handle(region.split(":")[1]) for region in [src_region] + dst_regions] + + # S3 batch job policy + batch_policy = { + "Version": "2012-10-17", + "Statement": [ + { + "Effect": "Allow", + "Action": [ + "s3:InitiateReplication" + ], + "Resource": f"arn:aws:s3:::{bucket_names[0]}/*" + }, + { + "Effect": "Allow", + "Action": [ + "s3:GetObject", + "s3:GetObjectVersion" + ], + "Resource": [ + "arn:aws:s3:::{{ManifestDestination}}/*" + ] + }, + { + "Effect": "Allow", + "Action": [ + "s3:PutObject" + ], + "Resource": [ + "arn:aws:s3:::laion-400m-dataset/*" + ] + }, + { + "Effect": "Allow", + "Action": [ + "s3:GetReplicationConfiguration", + "s3:PutInventoryConfiguration" + ], + "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1" + }, + { + "Effect": "Allow", + "Action": [ + "s3:PutObject" + ], + "Resource": "arn:aws:s3:::{{ManifestDestination}}/*" + } + ] + } + + # S3 replication rule policy + policy = { + "Version": "2012-10-17", + "Statement": [ + { + "Action": [ + "s3:ListBucket", + "s3:GetReplicationConfiguration", + "s3:GetObjectVersionForReplication", + "s3:GetObjectVersionAcl", + "s3:GetObjectVersionTagging", + "s3:GetObjectRetention", + "s3:GetObjectLegalHold" + ], + "Effect": "Allow", + "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] + }, + { + "Action": [ + "s3:ReplicateObject", + "s3:ReplicateDelete", + "s3:ReplicateTags", + "s3:ObjectOwnerOverrideToBucketOwner" + ], + "Effect": "Allow", + "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] + } + ] + } + + # create policies + role_name = f"skyplane-bucket-replication-role-{int(time.time())}" + policy_name = f"skyplane-bucket-replication-policy-{int(time.time())}" + + response = client.create_policy( + PolicyName=policy_name, + PolicyDocument=json.dumps(policy) + ) + policy_arn = response["Policy"]["Arn"] + print("Created policy ARN", policy_arn) + + response = client.create_policy( + PolicyName="batch"+policy_name, + PolicyDocument=json.dumps(batch_policy) + ) + batch_policy_arn = response["Policy"]["Arn"] + print("Created batch policy ARN", batch_policy_arn) + + # allow assume role for s3 and batch + assume_role_policy_document = { + "Version": "2012-10-17", + "Statement": [ + { + "Effect": "Allow", + "Principal": { + "Service": "s3.amazonaws.com" + }, + "Action": "sts:AssumeRole" + }, + { + "Effect": "Allow", + "Principal": { + "Service": "batchoperations.s3.amazonaws.com" + }, + "Action": "sts:AssumeRole" + } + ] + } + # create role + resp = client.create_role( + RoleName=role_name, + AssumeRolePolicyDocument=json.dumps(assume_role_policy_document) + ) + role_arn = resp["Role"]["Arn"] + print("Created role", role_name, role_arn) + + time.sleep(5) # wait for role to finish creating + + # attach policies to role + response = client.attach_role_policy(RoleName=role_name, PolicyArn=policy_arn) + response = client.attach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) + + return role_name, role_arn, policy_arn, batch_policy_arn + +def write_source_data(src_region, target_data, directory): + """ + Use AWS CLI to copy data from target data directory into bucket + """ + bucket_name = bucket_handle(src_region.split(":")[1]) + sync_command = f"aws s3 sync {target_data} s3://{bucket_name}/{directory}/" + print("Syncing data to source bucket", sync_command) + os.system(sync_command) + + + + +def main(argv): + + src_region = FLAGS.src_region + dst_regions = list(FLAGS.dst_regions) + directory = "test_replication" + experiment_name = f"aws_replication_{int(time.time())}" + print("Destinations:", dst_regions) + + + buckets = {} + + # create temporary bucket for each region + for region in [src_region] + dst_regions: + region = region.split(":")[1] + bucket_name = bucket_handle(region) + bucket = S3Interface(bucket_name) + + bucket.create_bucket(region) + print(f"Created bucket {bucket_name} in {region}") + buckets[region] = bucket + + # clear bucket + print("Deleting bucket versions...") + s3 = boto3.resource('s3', region_name=region) + response = s3.Bucket(bucket_name).object_versions.delete() + + # set object versioning + print("Setting object versioning...") + response = bucket._s3_client(region).put_bucket_versioning( + Bucket=bucket_name, + VersioningConfiguration={ + 'Status': 'Enabled' + } + ) + + print(f"Enabled bucket versioning for {bucket_name}") + + + # put replication policy + src_name = bucket_handle(src_region.split(":")[1]) + # creat iam roles + role_name, role_arn, policy_arn, batch_policy_arn = create_iam_role(src_region, dst_regions) + time.sleep(5) + + client = buckets[src_region.split(":")[1]]._s3_client(src_region.split(":")[1]) + rules = [] + for dst_region in dst_regions: + dest_name = bucket_handle(dst_region.split(":")[1]) + print("destination:", f"arn:aws:s3:::{dest_name}", "priority:", dst_regions.index(dst_region)) + rules.append( + { + 'ID': dst_region, + 'Priority': dst_regions.index(dst_region), + 'Filter': {'Prefix': f'{directory}/'}, + 'Status': 'Enabled', + #'ExistingObjectReplication': { + # 'Status': 'Enabled' + #}, + 'Destination': { + 'Bucket': f"arn:aws:s3:::{dest_name}", + 'StorageClass': 'STANDARD', + 'ReplicationTime': { + 'Status': 'Enabled', + 'Time': { + 'Minutes': 15 + } + }, + 'Metrics': { + 'Status': 'Enabled', + 'EventThreshold': { + 'Minutes': 15 + } + } + }, + 'DeleteMarkerReplication': { + 'Status': 'Disabled' + } + } + ) + # create replication config + try: + resp = client.put_bucket_replication( + Bucket=src_name, + ReplicationConfiguration={ + 'Role': role_arn, + 'Rules': rules + } + ) + except Exception as e: + delete_role(role_name, policy_arn, batch_policy_arn) + delete_policy(policy_arn) + delete_policy(batch_policy_arn) + print("Error creating replication rule", e) + return + + # write data to source - use skyplane to quickly copy some target data into the source bucket + # NOTE: only data copied after the replication rules are created will get copied + src_region = src_region.split(":")[1] + target_data_bucket = FLAGS.target_data.split("/")[2] + target_data_region = S3Interface(target_data_bucket).aws_region + src_bucket = bucket_handle(src_region) + client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) + print(f"Log dir: {client.log_dir}/client.log") + + dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=6) # TODO: pass in target_throughput that we also pass to broadcast? + with dp.auto_deprovision(): + + # copy data with skyplane to source bucket + dp.provision(spinner=True) + dp.queue_copy( + FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True + ) + print("Waiting for data to copy to source bucket...") + + # TODO: make this async, and as chunk complete, send them to the broadcast dataplane + dp.run() + + # wait for copy at destinations + target_objects = list(buckets[src_region].list_objects(prefix=directory)) + print(f"Waiting for len(target_objects) to replicate", experiment_name) + num_src = len(target_objects) + # TODO: replace with better monitoring + while True: + completed = 0 + for region, bucket in buckets.items(): + if region == src_region: continue + objs = list(bucket.list_objects(prefix=directory)) + num_dest = len(objs) + print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") + if num_dest == num_src: + completed += 1 + + if completed == len(list(buckets.keys())) - 1: + print("All replication completed!") + break + + + time.sleep(1) + + # write results + results = [] + src_objs = list(buckets[src_region].list_objects(prefix=directory)) + for region, bucket in buckets.items(): + print(region) + if region == src_region: continue + dest_objs = list(bucket.list_objects(prefix=directory)) + + for src_obj, dest_obj in zip(src_objs, dest_objs): + assert src_obj.size == dest_obj.size + results.append({ + "name": src_obj.key, + "src_last_modified": src_obj.last_modified, + "dest_last_modified": dest_obj.last_modified, + "size": src_obj.size, + "src_region": src_region, + "dest_region": region + }) + df = pd.DataFrame(results) + df.to_csv(f"{experiment_name}.csv") + print(f"{experiment_name}.csv") + + + #for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): + # for region, bucket in buckets.items(): + # if region == src_region: + # continue + + # metadata = bucket.get_obj_metadata(src_obj.key) + # results.append({ + # "name": src_obj.key, + # "src_last_modified": src_obj.last_modified, + # "dest_last_modified": metadata["LastModified"], + # "size": metadata["ContentLength"], + # "src_region": src_region, + # "dest_region": region + # }) + # print(metadata) + # cleanup IAM roles and policies + delete_role(role_name, policy_arn, batch_policy_arn) + delete_policy(policy_arn) + delete_policy(batch_policy_arn) + + +if __name__ == '__main__': + app.run(main) \ No newline at end of file From d6a5a9a8a6db0428a2b525958b1e43dbae0a486d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 1 Dec 2022 12:03:21 -0800 Subject: [PATCH 003/186] fix region logic --- examples/aws_bucket_replication.py | 176 +++++++++++++----- .../gateway/operators/gateway_operator.py | 9 +- skyplane/broadcast/test/bc_demo.py | 27 ++- skyplane/obj_store/s3_interface.py | 12 +- 4 files changed, 160 insertions(+), 64 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index aba4e579a..ca14c422b 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -1,4 +1,5 @@ import boto3 +import concurrent.futures from tqdm import tqdm import pandas as pd import skyplane @@ -16,13 +17,16 @@ from absl import app from absl import flags +from skyplane.utils.fn import do_parallel + FLAGS = flags.FLAGS flags.DEFINE_string("src_region", None, "Source region") flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") def bucket_handle(region): - return f"broadcast-experiment-{region}" + #return f"broadcast-experiment-{region}" + return f"broadcast-{region}" def delete_policy(policy_arn): client = boto3.client("iam") @@ -201,32 +205,50 @@ def main(argv): buckets = {} + + #with concurrent.futures.ProcessPoolExecutor() as executor: # create temporary bucket for each region - for region in [src_region] + dst_regions: - region = region.split(":")[1] - bucket_name = bucket_handle(region) - bucket = S3Interface(bucket_name) + def setup_bucket(region): + try: + region = region.split(":")[1] + bucket_name = bucket_handle(region) + bucket = S3Interface(bucket_name) + + bucket.create_bucket(region) + print(f"Created bucket {bucket_name} in {region}") + #buckets[region] = bucket + + # clear bucket + print("Deleting bucket versions...") + s3 = boto3.resource('s3', region_name=region) + response = s3.Bucket(bucket_name).object_versions.delete() + + # set object versioning + print("Setting object versioning...") + response = bucket._s3_client(region).put_bucket_versioning( + Bucket=bucket_name, + VersioningConfiguration={ + 'Status': 'Enabled' + } + ) + print(f"Enabled bucket versioning for {bucket_name}") + return bucket + except Exception as e: + print(e) - bucket.create_bucket(region) - print(f"Created bucket {bucket_name} in {region}") + for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): + region = region.split(":")[1] buckets[region] = bucket - # clear bucket - print("Deleting bucket versions...") - s3 = boto3.resource('s3', region_name=region) - response = s3.Bucket(bucket_name).object_versions.delete() - - # set object versioning - print("Setting object versioning...") - response = bucket._s3_client(region).put_bucket_versioning( - Bucket=bucket_name, - VersioningConfiguration={ - 'Status': 'Enabled' - } - ) - - print(f"Enabled bucket versioning for {bucket_name}") + #futures = [] + #for region in [src_region] + dst_regions: + # #futures.append(executor.submit(setup_bucket, region)) + # print("future", region) + #print("waiting", futures) + #concurrent.futures.wait(futures) + #results = [f.result() for f in futures] + #print(results) # put replication policy src_name = bucket_handle(src_region.split(":")[1]) @@ -294,62 +316,114 @@ def main(argv): client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) print(f"Log dir: {client.log_dir}/client.log") - dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=6) # TODO: pass in target_throughput that we also pass to broadcast? + dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=8) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy( - FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True + FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=False ) print("Waiting for data to copy to source bucket...") # TODO: make this async, and as chunk complete, send them to the broadcast dataplane + start_transfer = time.time() dp.run() + end_transfer = time.time() + + # TODO: write custom broadcast dataplane that has replicate-random -> bucket (i.e. data generation) # wait for copy at destinations target_objects = list(buckets[src_region].list_objects(prefix=directory)) print(f"Waiting for len(target_objects) to replicate", experiment_name) num_src = len(target_objects) # TODO: replace with better monitoring + completed = {} while True: - completed = 0 - for region, bucket in buckets.items(): - if region == src_region: continue + # TODO: create seperate thread to approximate the replication time + #completed = 0 + #for region, bucket in buckets.items(): + # if region == src_region: continue + + def is_completed(region_bucket): + region, bucket = region_bucket + bucket = buckets[region] objs = list(bucket.list_objects(prefix=directory)) num_dest = len(objs) print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") if num_dest == num_src: - completed += 1 + return True + return False - if completed == len(list(buckets.keys())) - 1: - print("All replication completed!") - break + just_completed = do_parallel(is_completed, [(region, bucket) for region, bucket in buckets.items() if region != src_region]) + for (region, bucket), done in just_completed: + if done and region not in completed: + completed[region] = time.time() + print(just_completed) + print(completed) - time.sleep(1) + if len(list(completed.keys())) == len(dst_regions): + break - # write results - results = [] - src_objs = list(buckets[src_region].list_objects(prefix=directory)) - for region, bucket in buckets.items(): - print(region) - if region == src_region: continue - dest_objs = list(bucket.list_objects(prefix=directory)) - - for src_obj, dest_obj in zip(src_objs, dest_objs): - assert src_obj.size == dest_obj.size + results = [] + for region, complete_time in completed.items(): results.append({ - "name": src_obj.key, - "src_last_modified": src_obj.last_modified, - "dest_last_modified": dest_obj.last_modified, - "size": src_obj.size, - "src_region": src_region, - "dest_region": region + "src_region": src_region, + "dst_region": region, + "complete_time": complete_time, + "start_time": start_transfer, + "end_time": end_transfer, }) - df = pd.DataFrame(results) - df.to_csv(f"{experiment_name}.csv") - print(f"{experiment_name}.csv") + pd.DataFrame(results).to_csv(f"{experiment_name}.csv") + print(f"{experiment_name}.csv") + + + + #futures = [] + #for region, bucket in buckets.items(): + # if region == src_region: + # continue + # futures.append(executor.submit(setup_bucket, region)) + #completed = concurrent.futures.wait(futures) + #if all(completed): + # print("all completed") + # break + + + #with concurrent.futures.ProcessPoolExecutor() as executor: + # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) + # print(completed, buckets.keys()) + # if all(completed): + # print("all completed") + # break + + #if completed == len(list(buckets.keys())) - 1: + # print("All replication completed!") + # break + + + # write results + #results = [] + #src_objs = list(buckets[src_region].list_objects(prefix=directory)) + #for region, bucket in buckets.items(): + # print(region) + # if region == src_region: continue + # dest_objs = list(bucket.list_objects(prefix=directory)) + + # for src_obj, dest_obj in zip(src_objs, dest_objs): + # assert src_obj.size == dest_obj.size + # results.append({ + # "name": src_obj.key, + # "src_last_modified": src_obj.last_modified, + # "dest_last_modified": dest_obj.last_modified, + # "size": src_obj.size, + # "src_region": src_region, + # "dest_region": region + # }) + #df = pd.DataFrame(results) + #df.to_csv(f"{experiment_name}.csv") + #print(f"{experiment_name}.csv") #for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index f14643c20..1538f285d 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,6 +84,8 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue + print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) @@ -96,7 +98,10 @@ def worker_loop(self, worker_id: int, *args): print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: + print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) + else: + print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) @@ -454,7 +459,7 @@ def process(self, chunk_req: ChunkRequest, **args): chunk_req.chunk.chunk_length_bytes, generate_md5=True, ), - max_retries=4, + max_retries=32, # TODO: fix this - not a good solution ) # update md5sum for chunk requests @@ -513,7 +518,7 @@ def process(self, chunk_req: ChunkRequest): upload_id, check_md5=chunk_req.chunk.md5_hash, ), - max_retries=4, + max_retries=32, ) logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") return True diff --git a/skyplane/broadcast/test/bc_demo.py b/skyplane/broadcast/test/bc_demo.py index 1ea8fbb7d..44d0867ba 100644 --- a/skyplane/broadcast/test/bc_demo.py +++ b/skyplane/broadcast/test/bc_demo.py @@ -4,13 +4,23 @@ from skyplane.broadcast.bc_client import SkyplaneBroadcastClient if __name__ == "__main__": + src_region="ap-east-1" + dst_regions=[ + "ap-southeast-2", + "ap-south-1", + "ap-northeast-3", + "ap-northeast-2", + "ap-northeast-1" + ] + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") dp = client.broadcast_dataplane( src_cloud_provider="aws", - src_region="us-east-1", + src_region=src_region, + #type="ILP", dst_cloud_providers=["aws", "aws"], - dst_regions=["us-west-2", "us-west-1"], + dst_regions=dst_regions, # dst_regions=["ap-south-1", "us-east-2"], n_vms=1 # gbyte_to_transfer=32 NOTE: can probably remove this argument @@ -24,14 +34,15 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - source_file = "s3://awsbucketsky/bigann_learn.bvecs.gz" - dest1_file = "s3://awsbucketsky2/bigann_learn.bvecs.gz" - dest2_file = "s3://awsbucketsky3/bigann_learn.bvecs.gz" + source_file = f"s3://broadcast-experiment-{src_region}/test_replication/" + dest_files = [f"s3://broadcast-experiment-{d}/test_replication/" for d in dst_regions] + print(source_file) + print(dest_files) dp.queue_copy( - source_file, - [dest1_file, dest2_file], - recursive=False, + source_file, + dest_files, + recursive=True, ) dp.provision(allow_firewall=False, spinner=True) tracker = dp.run_async() diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index c7de5eea1..1c6beedbc 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -56,8 +56,14 @@ def _s3_client(self, region=None): return self._cached_s3_clients[region] @imports.inject("botocore.exceptions", pip_extra="aws") - def bucket_exists(botocore_exceptions, self): - s3_client = self._s3_client("us-east-1") + def bucket_exists(botocore_exceptions, self, region=None): + if region is None: # use current bucket region is available + try: + region = self.aws_region + except exceptions.MissingBucketException: + region = "us-east-1" + + s3_client = self._s3_client(region) try: requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) @@ -69,7 +75,7 @@ def bucket_exists(botocore_exceptions, self): def create_bucket(self, aws_region): s3_client = self._s3_client(aws_region) - if not self.bucket_exists(): + if not self.bucket_exists(aws_region): if aws_region == "us-east-1": s3_client.create_bucket(Bucket=self.bucket_name) else: From dfecc9c159db0fac63c1e650aad83872c054929a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 2 Dec 2022 14:50:54 -0800 Subject: [PATCH 004/186] add log copying --- skyplane/broadcast/impl/bc_tracker.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index b1ad68228..a13df4aea 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -1,4 +1,5 @@ import time +from pprint import pprint import urllib3 import pandas as pd @@ -183,6 +184,13 @@ def monitor_single_dst_helper(dst_region): chunk_status_df = pd.DataFrame(self._query_chunk_status()) (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) + def copy_log(self, instance): + instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") + pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") + instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") + pprint(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") + instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") + @imports.inject("pandas") def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress @@ -202,6 +210,10 @@ def monitor_transfer(pd, self, dst_region): errors = self.dataplane.check_error_logs() if any(errors.values()): self.errors = errors + logger.warning("Copying gateway logs...") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + self.errors = errors + pprint(errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) From 5881d459105cd1c2d663f4d5fbf119dd700f50e2 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 4 Dec 2022 13:11:24 -0800 Subject: [PATCH 005/186] update transfer cost grid --- .../compute/azure/azure_cloud_provider.py | 1 + skyplane/data/aws_transfer_costs.csv | 1204 +++++++++-------- 2 files changed, 676 insertions(+), 529 deletions(-) diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index d2f233ebb..c477c4e20 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -47,6 +47,7 @@ def lookup_continent(region: str) -> str: lookup_dict = { "oceania": {"australiaeast", "australiacentral", "australiasoutheast", "australiacentral2"}, "asia": { + "qatarcentral", "eastasia", "japaneast", "japanwest", diff --git a/skyplane/data/aws_transfer_costs.csv b/skyplane/data/aws_transfer_costs.csv index cbb9a18ca..11b26c48e 100644 --- a/skyplane/data/aws_transfer_costs.csv +++ b/skyplane/data/aws_transfer_costs.csv @@ -1,529 +1,675 @@ -src,dst,cost -us-gov-east-1,internet,0.155 -us-gov-east-1,af-south-1,0.03 -us-gov-east-1,ap-east-1,0.03 -us-gov-east-1,ap-southeast-3,0.03 -us-gov-east-1,ap-south-1,0.03 -us-gov-east-1,ap-northeast-3,0.03 -us-gov-east-1,ap-northeast-2,0.03 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+us-west-2,ca-central-1,0.02 +us-west-2,eu-central-1,0.02 +us-west-2,eu-west-1,0.02 +us-west-2,eu-west-2,0.02 +us-west-2,eu-south-1,0.02 +us-west-2,eu-west-3,0.02 +us-west-2,eu-south-2,0.02 +us-west-2,eu-north-1,0.02 +us-west-2,eu-central-2,0.02 +us-west-2,me-south-1,0.02 +us-west-2,me-central-1,0.02 +us-west-2,sa-east-1,0.02 +us-west-2,us-east-1,0.02 +us-west-2,us-east-2,0.02 +us-west-2,us-west-1,0.02 From 9f9c4dd665a70765a78549940bdabed2a88dada5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 5 Dec 2022 14:33:14 -0800 Subject: [PATCH 006/186] switch batch to recursive --- examples/aws_bucket_replication.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index ca14c422b..61ce5f0ca 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -322,7 +322,7 @@ def setup_bucket(region): # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy( - FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=False + FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True ) print("Waiting for data to copy to source bucket...") @@ -448,4 +448,4 @@ def is_completed(region_bucket): if __name__ == '__main__': - app.run(main) \ No newline at end of file + app.run(main) From 43a951482f93dea83716e2b678559a3368166563 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Tue, 6 Dec 2022 12:29:01 -0800 Subject: [PATCH 007/186] change the upload ids --- examples/aws_bucket_replication.py | 359 +++++++----------- skyplane/api/provisioner.py | 2 +- .../gateway/operators/gateway_operator.py | 10 +- skyplane/broadcast/impl/bc_chunker.py | 14 +- skyplane/broadcast/impl/bc_transfer_job.py | 4 +- skyplane/broadcast/test/bc_demo.py | 16 +- skyplane/chunk.py | 3 +- skyplane/obj_store/s3_interface.py | 2 +- 8 files changed, 160 insertions(+), 250 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 61ce5f0ca..ccf166f2a 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -1,6 +1,6 @@ import boto3 import concurrent.futures -from tqdm import tqdm +from tqdm import tqdm import pandas as pd import skyplane import os @@ -9,9 +9,10 @@ from skyplane.obj_store.s3_interface import S3Interface -import logging # Logging Configuration -fmt = '%(asctime)s [%(levelname)s] [%(module)s] - %(message)s' -logging.basicConfig(format=fmt, datefmt='%m/%d/%Y %I:%M:%S') +import logging # Logging Configuration + +fmt = "%(asctime)s [%(levelname)s] [%(module)s] - %(message)s" +logging.basicConfig(format=fmt, datefmt="%m/%d/%Y %I:%M:%S") logging.getLogger("werkzeug").setLevel(logging.ERROR) from absl import app @@ -24,14 +25,17 @@ flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") -def bucket_handle(region): - #return f"broadcast-experiment-{region}" + +def bucket_handle(region): + # return f"broadcast-experiment-{region}" return f"broadcast-{region}" + def delete_policy(policy_arn): client = boto3.client("iam") response = client.delete_policy(PolicyArn=policy_arn) + def delete_role(role_name, policy_arn, batch_policy_arn): client = boto3.client("iam") response = client.detach_role_policy(RoleName=role_name, PolicyArn=policy_arn) @@ -41,64 +45,33 @@ def delete_role(role_name, policy_arn, batch_policy_arn): response = client.delete_role(RoleName=role_name) print("Deleted role", role_name) + def create_iam_role(src_region, dst_regions): - """ - Create IAM policies for continual replication and batch replication, and attach to a single policy. - The policies are applied to all the destination region buckets and source region bucket. + """ + Create IAM policies for continual replication and batch replication, and attach to a single policy. + The policies are applied to all the destination region buckets and source region bucket. """ client = boto3.client("iam") bucket_names = [bucket_handle(region.split(":")[1]) for region in [src_region] + dst_regions] - - # S3 batch job policy + + # S3 batch job policy batch_policy = { "Version": "2012-10-17", "Statement": [ + {"Effect": "Allow", "Action": ["s3:InitiateReplication"], "Resource": f"arn:aws:s3:::{bucket_names[0]}/*"}, + {"Effect": "Allow", "Action": ["s3:GetObject", "s3:GetObjectVersion"], "Resource": ["arn:aws:s3:::{{ManifestDestination}}/*"]}, + {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": ["arn:aws:s3:::laion-400m-dataset/*"]}, { "Effect": "Allow", - "Action": [ - "s3:InitiateReplication" - ], - "Resource": f"arn:aws:s3:::{bucket_names[0]}/*" + "Action": ["s3:GetReplicationConfiguration", "s3:PutInventoryConfiguration"], + "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1", }, - { - "Effect": "Allow", - "Action": [ - "s3:GetObject", - "s3:GetObjectVersion" - ], - "Resource": [ - "arn:aws:s3:::{{ManifestDestination}}/*" - ] - }, - { - "Effect": "Allow", - "Action": [ - "s3:PutObject" - ], - "Resource": [ - "arn:aws:s3:::laion-400m-dataset/*" - ] - }, - { - "Effect": "Allow", - "Action": [ - "s3:GetReplicationConfiguration", - "s3:PutInventoryConfiguration" - ], - "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1" - }, - { - "Effect": "Allow", - "Action": [ - "s3:PutObject" - ], - "Resource": "arn:aws:s3:::{{ManifestDestination}}/*" - } - ] + {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": "arn:aws:s3:::{{ManifestDestination}}/*"}, + ], } - # S3 replication rule policy + # S3 replication rule policy policy = { "Version": "2012-10-17", "Statement": [ @@ -110,81 +83,57 @@ def create_iam_role(src_region, dst_regions): "s3:GetObjectVersionAcl", "s3:GetObjectVersionTagging", "s3:GetObjectRetention", - "s3:GetObjectLegalHold" + "s3:GetObjectLegalHold", ], "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] + "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] + + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], }, { - "Action": [ - "s3:ReplicateObject", - "s3:ReplicateDelete", - "s3:ReplicateTags", - "s3:ObjectOwnerOverrideToBucketOwner" - ], + "Action": ["s3:ReplicateObject", "s3:ReplicateDelete", "s3:ReplicateTags", "s3:ObjectOwnerOverrideToBucketOwner"], "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] - } - ] + "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], + }, + ], } - # create policies + # create policies role_name = f"skyplane-bucket-replication-role-{int(time.time())}" policy_name = f"skyplane-bucket-replication-policy-{int(time.time())}" - response = client.create_policy( - PolicyName=policy_name, - PolicyDocument=json.dumps(policy) - ) + response = client.create_policy(PolicyName=policy_name, PolicyDocument=json.dumps(policy)) policy_arn = response["Policy"]["Arn"] print("Created policy ARN", policy_arn) - response = client.create_policy( - PolicyName="batch"+policy_name, - PolicyDocument=json.dumps(batch_policy) - ) + response = client.create_policy(PolicyName="batch" + policy_name, PolicyDocument=json.dumps(batch_policy)) batch_policy_arn = response["Policy"]["Arn"] print("Created batch policy ARN", batch_policy_arn) - + # allow assume role for s3 and batch assume_role_policy_document = { "Version": "2012-10-17", "Statement": [ - { - "Effect": "Allow", - "Principal": { - "Service": "s3.amazonaws.com" - }, - "Action": "sts:AssumeRole" - }, - { - "Effect": "Allow", - "Principal": { - "Service": "batchoperations.s3.amazonaws.com" - }, - "Action": "sts:AssumeRole" - } - ] + {"Effect": "Allow", "Principal": {"Service": "s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, + {"Effect": "Allow", "Principal": {"Service": "batchoperations.s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, + ], } - # create role - resp = client.create_role( - RoleName=role_name, - AssumeRolePolicyDocument=json.dumps(assume_role_policy_document) - ) + # create role + resp = client.create_role(RoleName=role_name, AssumeRolePolicyDocument=json.dumps(assume_role_policy_document)) role_arn = resp["Role"]["Arn"] print("Created role", role_name, role_arn) - time.sleep(5) # wait for role to finish creating + time.sleep(5) # wait for role to finish creating - # attach policies to role + # attach policies to role response = client.attach_role_policy(RoleName=role_name, PolicyArn=policy_arn) response = client.attach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) return role_name, role_arn, policy_arn, batch_policy_arn -def write_source_data(src_region, target_data, directory): + +def write_source_data(src_region, target_data, directory): """ - Use AWS CLI to copy data from target data directory into bucket + Use AWS CLI to copy data from target data directory into bucket """ bucket_name = bucket_handle(src_region.split(":")[1]) sync_command = f"aws s3 sync {target_data} s3://{bucket_name}/{directory}/" @@ -192,8 +141,6 @@ def write_source_data(src_region, target_data, directory): os.system(sync_command) - - def main(argv): src_region = FLAGS.src_region @@ -202,12 +149,10 @@ def main(argv): experiment_name = f"aws_replication_{int(time.time())}" print("Destinations:", dst_regions) - buckets = {} - - #with concurrent.futures.ProcessPoolExecutor() as executor: - # create temporary bucket for each region + # with concurrent.futures.ProcessPoolExecutor() as executor: + # create temporary bucket for each region def setup_bucket(region): try: region = region.split(":")[1] @@ -216,41 +161,35 @@ def setup_bucket(region): bucket.create_bucket(region) print(f"Created bucket {bucket_name} in {region}") - #buckets[region] = bucket + # buckets[region] = bucket - # clear bucket + # clear bucket print("Deleting bucket versions...") - s3 = boto3.resource('s3', region_name=region) + s3 = boto3.resource("s3", region_name=region) response = s3.Bucket(bucket_name).object_versions.delete() # set object versioning print("Setting object versioning...") - response = bucket._s3_client(region).put_bucket_versioning( - Bucket=bucket_name, - VersioningConfiguration={ - 'Status': 'Enabled' - } - ) + response = bucket._s3_client(region).put_bucket_versioning(Bucket=bucket_name, VersioningConfiguration={"Status": "Enabled"}) print(f"Enabled bucket versioning for {bucket_name}") return bucket except Exception as e: print(e) - for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): + for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): region = region.split(":")[1] buckets[region] = bucket - - #futures = [] - #for region in [src_region] + dst_regions: + # futures = [] + # for region in [src_region] + dst_regions: # #futures.append(executor.submit(setup_bucket, region)) # print("future", region) - #print("waiting", futures) - #concurrent.futures.wait(futures) - #results = [f.result() for f in futures] - #print(results) + # print("waiting", futures) + # concurrent.futures.wait(futures) + # results = [f.result() for f in futures] + # print(results) - # put replication policy + # put replication policy src_name = bucket_handle(src_region.split(":")[1]) # creat iam roles role_name, role_arn, policy_arn, batch_policy_arn = create_iam_role(src_region, dst_regions) @@ -263,51 +202,33 @@ def setup_bucket(region): print("destination:", f"arn:aws:s3:::{dest_name}", "priority:", dst_regions.index(dst_region)) rules.append( { - 'ID': dst_region, - 'Priority': dst_regions.index(dst_region), - 'Filter': {'Prefix': f'{directory}/'}, - 'Status': 'Enabled', + "ID": dst_region, + "Priority": dst_regions.index(dst_region), + "Filter": {"Prefix": f"{directory}/"}, + "Status": "Enabled", #'ExistingObjectReplication': { # 'Status': 'Enabled' - #}, - 'Destination': { - 'Bucket': f"arn:aws:s3:::{dest_name}", - 'StorageClass': 'STANDARD', - 'ReplicationTime': { - 'Status': 'Enabled', - 'Time': { - 'Minutes': 15 - } - }, - 'Metrics': { - 'Status': 'Enabled', - 'EventThreshold': { - 'Minutes': 15 - } - } + # }, + "Destination": { + "Bucket": f"arn:aws:s3:::{dest_name}", + "StorageClass": "STANDARD", + "ReplicationTime": {"Status": "Enabled", "Time": {"Minutes": 15}}, + "Metrics": {"Status": "Enabled", "EventThreshold": {"Minutes": 15}}, }, - 'DeleteMarkerReplication': { - 'Status': 'Disabled' - } + "DeleteMarkerReplication": {"Status": "Disabled"}, } ) - # create replication config + # create replication config try: - resp = client.put_bucket_replication( - Bucket=src_name, - ReplicationConfiguration={ - 'Role': role_arn, - 'Rules': rules - } - ) + resp = client.put_bucket_replication(Bucket=src_name, ReplicationConfiguration={"Role": role_arn, "Rules": rules}) except Exception as e: delete_role(role_name, policy_arn, batch_policy_arn) delete_policy(policy_arn) delete_policy(batch_policy_arn) - print("Error creating replication rule", e) - return + print("Error creating replication rule", e) + return - # write data to source - use skyplane to quickly copy some target data into the source bucket + # write data to source - use skyplane to quickly copy some target data into the source bucket # NOTE: only data copied after the replication rules are created will get copied src_region = src_region.split(":")[1] target_data_bucket = FLAGS.target_data.split("/")[2] @@ -316,17 +237,17 @@ def setup_bucket(region): client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) print(f"Log dir: {client.log_dir}/client.log") - dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=8) # TODO: pass in target_throughput that we also pass to broadcast? + dp = client.dataplane( + "aws", target_data_region, "aws", src_region, n_vms=8 + ) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): # copy data with skyplane to source bucket dp.provision(spinner=True) - dp.queue_copy( - FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True - ) + dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) print("Waiting for data to copy to source bucket...") - # TODO: make this async, and as chunk complete, send them to the broadcast dataplane + # TODO: make this async, and as chunk complete, send them to the broadcast dataplane start_transfer = time.time() dp.run() end_transfer = time.time() @@ -339,74 +260,71 @@ def setup_bucket(region): num_src = len(target_objects) # TODO: replace with better monitoring completed = {} - while True: - # TODO: create seperate thread to approximate the replication time - #completed = 0 - #for region, bucket in buckets.items(): - # if region == src_region: continue + while True: + # TODO: create seperate thread to approximate the replication time + # completed = 0 + # for region, bucket in buckets.items(): + # if region == src_region: continue - def is_completed(region_bucket): + def is_completed(region_bucket): region, bucket = region_bucket bucket = buckets[region] objs = list(bucket.list_objects(prefix=directory)) num_dest = len(objs) print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") - if num_dest == num_src: - return True + if num_dest == num_src: + return True return False - just_completed = do_parallel(is_completed, [(region, bucket) for region, bucket in buckets.items() if region != src_region]) for (region, bucket), done in just_completed: - if done and region not in completed: + if done and region not in completed: completed[region] = time.time() print(just_completed) print(completed) - if len(list(completed.keys())) == len(dst_regions): + if len(list(completed.keys())) == len(dst_regions): break - results = [] + results = [] for region, complete_time in completed.items(): - results.append({ - "src_region": src_region, - "dst_region": region, - "complete_time": complete_time, - "start_time": start_transfer, - "end_time": end_transfer, - }) + results.append( + { + "src_region": src_region, + "dst_region": region, + "complete_time": complete_time, + "start_time": start_transfer, + "end_time": end_transfer, + } + ) pd.DataFrame(results).to_csv(f"{experiment_name}.csv") print(f"{experiment_name}.csv") - - - #futures = [] - #for region, bucket in buckets.items(): - # if region == src_region: - # continue - # futures.append(executor.submit(setup_bucket, region)) - #completed = concurrent.futures.wait(futures) - #if all(completed): - # print("all completed") - # break - - - #with concurrent.futures.ProcessPoolExecutor() as executor: - # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) - # print(completed, buckets.keys()) - # if all(completed): - # print("all completed") - # break - - #if completed == len(list(buckets.keys())) - 1: - # print("All replication completed!") - # break - - - # write results - #results = [] - #src_objs = list(buckets[src_region].list_objects(prefix=directory)) - #for region, bucket in buckets.items(): + # futures = [] + # for region, bucket in buckets.items(): + # if region == src_region: + # continue + # futures.append(executor.submit(setup_bucket, region)) + # completed = concurrent.futures.wait(futures) + # if all(completed): + # print("all completed") + # break + + # with concurrent.futures.ProcessPoolExecutor() as executor: + # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) + # print(completed, buckets.keys()) + # if all(completed): + # print("all completed") + # break + + # if completed == len(list(buckets.keys())) - 1: + # print("All replication completed!") + # break + + # write results + # results = [] + # src_objs = list(buckets[src_region].list_objects(prefix=directory)) + # for region, bucket in buckets.items(): # print(region) # if region == src_region: continue # dest_objs = list(bucket.list_objects(prefix=directory)) @@ -418,18 +336,17 @@ def is_completed(region_bucket): # "src_last_modified": src_obj.last_modified, # "dest_last_modified": dest_obj.last_modified, # "size": src_obj.size, - # "src_region": src_region, + # "src_region": src_region, # "dest_region": region # }) - #df = pd.DataFrame(results) - #df.to_csv(f"{experiment_name}.csv") - #print(f"{experiment_name}.csv") - + # df = pd.DataFrame(results) + # df.to_csv(f"{experiment_name}.csv") + # print(f"{experiment_name}.csv") - #for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): - # for region, bucket in buckets.items(): - # if region == src_region: - # continue + # for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): + # for region, bucket in buckets.items(): + # if region == src_region: + # continue # metadata = bucket.get_obj_metadata(src_obj.key) # results.append({ @@ -437,15 +354,15 @@ def is_completed(region_bucket): # "src_last_modified": src_obj.last_modified, # "dest_last_modified": metadata["LastModified"], # "size": metadata["ContentLength"], - # "src_region": src_region, + # "src_region": src_region, # "dest_region": region - # }) + # }) # print(metadata) - # cleanup IAM roles and policies + # cleanup IAM roles and policies delete_role(role_name, policy_arn, batch_policy_arn) delete_policy(policy_arn) delete_policy(batch_policy_arn) -if __name__ == '__main__': - app.run(main) +if __name__ == "__main__": + app.run(main) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 58fbc69b3..520a3a872 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -150,7 +150,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner private_ips = [s.private_ip() for t, s in results if t.cloud_provider == "gcp"] authorize_ip_jobs = [] if aws_provisioned: - authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, public_ips) for r in set(aws_regions)]) + authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) if gcp_provisioned: def authorize_gcp_gateways(): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 1538f285d..0dd3ab822 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -459,7 +459,7 @@ def process(self, chunk_req: ChunkRequest, **args): chunk_req.chunk.chunk_length_bytes, generate_md5=True, ), - max_retries=32, # TODO: fix this - not a good solution + max_retries=32, # TODO: fix this - not a good solution ) # update md5sum for chunk requests @@ -503,19 +503,13 @@ def process(self, chunk_req: ChunkRequest): obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - if chunk_req.chunk.region_to_upload_id is not None and self.bucket_region in chunk_req.chunk.region_to_upload_id: - # extract multi-part upload-id - upload_id = chunk_req.chunk.region_to_upload_id[self.bucket_region] - else: - upload_id = chunk_req.chunk.upload_id - retry_backoff( partial( obj_store_interface.upload_object, fpath, chunk_req.chunk.dest_key, chunk_req.chunk.part_number, - upload_id, + chunk_req.chunk.upload_id, # TODO: need to have a region+":"+bucket+":"+key mapping to upload ids check_md5=chunk_req.chunk.md5_hash, ), max_retries=32, diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index bfe084e65..8e96de31f 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -43,9 +43,11 @@ def _run_multipart_chunk_thread( src_object, dest_object = input_data mime_type = self.src_iface.get_obj_mime_type(src_object.key) - region_to_upload_id = {} + region_bucketkey_to_upload_id = {} for dest_iface in self.dest_ifaces: - region_to_upload_id[dest_iface.region_tag()] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + region_bucketkey_to_upload_id[ + dest_iface.region_tag() + ":" + dest_iface.bucket() + ":" + dest_object.key + ] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) @@ -69,7 +71,6 @@ def _run_multipart_chunk_thread( partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, - region_to_upload_id=region_to_upload_id, ) offset += file_size_bytes parts.append(part_num) @@ -79,7 +80,12 @@ def _run_multipart_chunk_thread( # maintain multipart upload requests for multiple regions # Dict[region] = upload id for this region self.multipart_upload_requests.append( - dict(key=dest_object.key, parts=parts, region_to_upload_id=region_to_upload_id, dest_ifaces=self.dest_ifaces) + dict( + key=dest_object.key, + parts=parts, + region_bucketkey_to_upload_id=region_bucketkey_to_upload_id, + dest_ifaces=self.dest_ifaces, + ) ) # print("Multipart_uplaod_request:", self.multipart_upload_requests) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 2b5728dd1..2737a20ab 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -138,14 +138,14 @@ def bc_finalize(self, dst_region: str): groups = defaultdict(list) for req in self.multipart_transfer_list: - if "dest_ifaces" not in req or "region_to_upload_id" not in req: + if "dest_ifaces" not in req or "region_bucketkey_to_upload_id" not in req: raise Exception(f"Invalid broadcast multipart upload request: {req}") dest_iface_list = [d for d in req["dest_ifaces"] if d.region_tag() == dst_region] for dest_iface in dest_iface_list: region = dest_iface.region_tag() bucket = dest_iface.bucket() - upload_id = req["region_to_upload_id"][region] + upload_id = req["region_bucketkey_to_upload_id"][region + ":" + bucket + ":" + req["key"]] one_req = dict(upload_id=upload_id, key=req["key"], parts=req["parts"], region=region, bucket=bucket) groups[(region, bucket)].append(one_req) diff --git a/skyplane/broadcast/test/bc_demo.py b/skyplane/broadcast/test/bc_demo.py index 44d0867ba..987803c4e 100644 --- a/skyplane/broadcast/test/bc_demo.py +++ b/skyplane/broadcast/test/bc_demo.py @@ -4,21 +4,15 @@ from skyplane.broadcast.bc_client import SkyplaneBroadcastClient if __name__ == "__main__": - src_region="ap-east-1" - dst_regions=[ - "ap-southeast-2", - "ap-south-1", - "ap-northeast-3", - "ap-northeast-2", - "ap-northeast-1" - ] - + src_region = "ap-east-1" + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") dp = client.broadcast_dataplane( src_cloud_provider="aws", src_region=src_region, - #type="ILP", + # type="ILP", dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, # dst_regions=["ap-south-1", "us-east-2"], @@ -40,7 +34,7 @@ print(dest_files) dp.queue_copy( - source_file, + source_file, dest_files, recursive=True, ) diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 1e40f85ff..b4185380f 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -23,8 +23,7 @@ class Chunk: # multi-part upload/download info file_offset_bytes: Optional[int] = None part_number: Optional[int] = None - upload_id: Optional[str] = None - region_to_upload_id: Optional[Dict[str, str]] = None # for broadcast multipart upload + upload_id: Optional[str] = None # TODO: can remove this if the upload id is assigned at the gateway def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index e44a1cbe9..5f68196b5 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -60,7 +60,7 @@ def _s3_client(self, region=None): @imports.inject("botocore.exceptions", pip_extra="aws") def bucket_exists(botocore_exceptions, self, region=None): - if region is None: # use current bucket region is available + if region is None: # use current bucket region is available try: region = self.aws_region except exceptions.MissingBucketException: From 0133f320d29fa2ff997653265c2c2cbb12d6b284 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Wed, 7 Dec 2022 15:21:16 -0800 Subject: [PATCH 008/186] put --- skyplane/api/provisioner.py | 11 +- skyplane/api/transfer_job.py | 1 + skyplane/broadcast/bc_client.py | 3 +- skyplane/broadcast/bc_dataplane.py | 27 ++-- skyplane/broadcast/bc_plan.py | 2 +- skyplane/broadcast/gateway/chunk_store.py | 8 ++ skyplane/broadcast/gateway/gateway_daemon.py | 5 +- .../broadcast/gateway/gateway_daemon_api.py | 13 ++ .../gateway/operators/gateway_operator.py | 9 +- skyplane/broadcast/impl/bc_chunker.py | 22 ++-- skyplane/broadcast/impl/bc_tracker.py | 8 +- skyplane/broadcast/impl/bc_transfer_job.py | 115 ++++++++++++++---- skyplane/broadcast/test/bc_objstore.py | 63 ++++++++++ skyplane/chunk.py | 2 +- 14 files changed, 226 insertions(+), 63 deletions(-) create mode 100644 skyplane/broadcast/test/bc_objstore.py diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 520a3a872..e7847ff7b 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -149,14 +149,13 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # authorize access to private IPs for GCP VMs due to global VPC private_ips = [s.private_ip() for t, s in results if t.cloud_provider == "gcp"] authorize_ip_jobs = [] + # NOTE: the following setup is for broadcast only if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) - if gcp_provisioned: - - def authorize_gcp_gateways(): - self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) - - authorize_ip_jobs.append(authorize_gcp_gateways) + # if gcp_provisioned: + # def authorize_gcp_gateways(): + # self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) + # authorize_ip_jobs.append(authorize_gcp_gateways) do_parallel( lambda fn: fn(), diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 800fe34a9..f230f4945 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -188,6 +188,7 @@ def transfer_pair_generator( else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") n_objs += 1 + logger.fs.debug(f"Yield: {obj}, {dest_obj}") yield obj, dest_obj if n_objs == 0: diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 6fb6b26e5..33d15fcc5 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -8,7 +8,7 @@ from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner -from skyplane.api.provision.provisioner import Provisioner +from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -31,6 +31,7 @@ def __init__( self.azure_auth = azure_config.make_auth_provider() if azure_config else None self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None self.transfer_config = transfer_config if transfer_config else TransferConfig(multipart_enabled=multipart_enabled) + print("transfer config: ", transfer_config) self.log_dir = ( tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" if log_dir is None diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 2c2c41695..0b00e6f22 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -6,10 +6,10 @@ from typing import TYPE_CHECKING, Dict, List, Optional, Tuple from skyplane import compute -from skyplane.api.provision.dataplane import Dataplane +from skyplane.api.dataplane import Dataplane from skyplane.api.config import TransferConfig -from skyplane.replicate.replication_plan import ReplicationTopologyGateway - +from skyplane.planner.topology import ReplicationTopology, ReplicationTopologyGateway +from skyplane.api.tracker import TransferHook from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob @@ -32,7 +32,7 @@ if TYPE_CHECKING: - from skyplane.api.provision.provisioner import Provisioner + from skyplane.api.provisioner import Provisioner class BroadcastDataplane(Dataplane): @@ -214,6 +214,7 @@ def current_gw_programs(self): # NOTE: assume all transfer object share the same (src, dsts)? might not be correct one_transfer_job = self.jobs_to_dispatch[0] + print("one transfer job: ", one_transfer_job) if not self.transfer_config.random_chunk_size_mb: src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) @@ -227,7 +228,8 @@ def current_gw_programs(self): src_obj_store = None dsts_obj_store_map = None gen_random_data = True - + + print("dst obj store map: ", dsts_obj_store_map) for node in solution_graph.nodes: node_gateway_program = GatewayProgram() for i in range(num_partitions): @@ -294,7 +296,7 @@ def queue_copy( recursive: bool = False, ) -> str: job = BCCopyJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + logger.fs.debug(f"[SkyplaneBroadcastClient] Queued copy job {job}") self.jobs_to_dispatch.append(job) return job.uuid @@ -305,16 +307,21 @@ def queue_sync( recursive: bool = False, ) -> str: job = BCSyncJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") + logger.fs.debug(f"[SkyplaneBroadcastClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid - def run_async(self) -> BCTransferProgressTracker: + def run_async(self, hooks: Optional[TransferHook] = None) -> BCTransferProgressTracker: if not self.provisioned: logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config) + tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) self.pending_transfers.append(tracker) tracker.start() - logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") + logger.fs.info(f"[SkyplaneBroadcastClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") self.jobs_to_dispatch = [] return tracker + + def run(self, hooks: Optional[TransferHook] = None): + tracker = self.run_async(hooks) + logger.fs.debug(f"[SkyplaneBroadcastClient] Waiting for transfer to complete") + tracker.join() \ No newline at end of file diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index df6ad011b..57315a247 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -5,7 +5,7 @@ from skyplane.chunk import ChunkRequest from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.replicate.replication_plan import ( +from skyplane.planner.topology import ( ReplicationTopology, ReplicationTopologyNode, ReplicationTopologyGateway, diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 0ebc3e999..6605a9b4e 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -16,6 +16,8 @@ def __init__(self, chunk_dir: PathLike): self.chunk_dir = Path(chunk_dir) self.chunk_dir.mkdir(parents=True, exist_ok=True) + self.region_key_upload_id_mappings: Dict[str, str] = {} + # delete existing chunks for chunk_file in self.chunk_dir.glob("*.chunk"): logger.warning(f"Deleting existing chunk file {chunk_file}") @@ -27,6 +29,12 @@ def __init__(self, chunk_dir: PathLike): # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() + def set_upload_ids_map(self, maps: Dict[str, str]): + self.region_key_upload_id_mappings.update(maps) + + def get_upload_ids_map(self): + return self.region_key_upload_id_mappings + def add_partition(self, partition_id: str): """Create a queue for this partition.""" if partition_id in self.chunk_requests: diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 25b9ab2c1..5d8d3c8d0 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -8,7 +8,7 @@ from multiprocessing import Event, Queue from os import PathLike from pathlib import Path -from typing import Dict, List +from typing import Dict, List, Optional from skyplane.utils import logger @@ -24,7 +24,6 @@ GatewayWaitReciever, ) from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver - from collections import defaultdict # TODO: add default partition ID to main @@ -84,7 +83,7 @@ def __init__( # API server self.api_server = GatewayDaemonAPI( - self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, self.terminal_operators + self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators ) self.api_server.start() atexit.register(self.api_server.shutdown) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index f9bd004b5..1d9f36e5d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -29,6 +29,7 @@ class GatewayDaemonAPI(threading.Thread): * POST /api/v1/chunk_requests - adds a new chunk request * PUT /api/v1/chunk_requests/ - updates chunk request * GET /api/v1/chunk_status_log - returns list of chunk status log entries + * POST /api/v1/upload_id_maps - post a json which contains mapping of region:bucket:key to upload id to each server """ def __init__( @@ -37,6 +38,7 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, + upload_ids_map: Optional[Dict[str, str]] = None, terminal_operators: Optional[Dict[str, List[str]]] = None, host="0.0.0.0", port=8081, @@ -71,6 +73,9 @@ def __init__( self.chunk_status_log: List[Dict] = [] self.chunk_completions = defaultdict(list) + # upload id mappings + self.upload_ids_map = upload_ids_map + # socket profiles # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] @@ -265,6 +270,14 @@ def get_chunk_status_log(): status_log_copy.append(self.chunk_status_log[i]) return jsonify({"chunk_status_log": status_log_copy}) + # post the upload ids mapping + @app.route("/api/v1/upload_id_maps", methods=["POST"]) + def update_upload_ids_mapping(): + self.upload_ids_map = (request.json) + print(f"[gateway_api] Gateway add upload IDs mapping {self.upload_ids_map}") + print(f"[gateway_api] id of chunk store: {id(self.chunk_store)}") + return jsonify({"status": "ok"}) + def register_error_routes(self, app): @app.route("/api/v1/errors", methods=["GET"]) def get_errors(): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0dd3ab822..0b445cf45 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -494,6 +494,7 @@ def __init__( super().__init__( handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region ) + self.chunk_store = chunk_store def process(self, chunk_req: ChunkRequest): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) @@ -502,6 +503,12 @@ def process(self, chunk_req: ChunkRequest): ) obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key + print(f"TYPE: {type(self.chunk_store.get_upload_ids_map())}") + print(f"id of operator chunk store: {id(self.chunk_store)}") + logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map: {self.chunk_store.get_upload_ids_map()}") + + upload_id = self.chunk_store.get_upload_ids_map()[key_to_upload_id] retry_backoff( partial( @@ -509,7 +516,7 @@ def process(self, chunk_req: ChunkRequest): fpath, chunk_req.chunk.dest_key, chunk_req.chunk.part_number, - chunk_req.chunk.upload_id, # TODO: need to have a region+":"+bucket+":"+key mapping to upload ids + upload_id, check_md5=chunk_req.chunk.md5_hash, ), max_retries=32, diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index 8e96de31f..6602ba73f 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -28,6 +28,7 @@ def __init__( self.num_partitions = num_partitions self.dest_ifaces = dest_ifaces self.multipart_upload_requests = [] + self.all_mappings_for_upload_ids = [] def _run_multipart_chunk_thread( self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]" @@ -87,7 +88,7 @@ def _run_multipart_chunk_thread( dest_ifaces=self.dest_ifaces, ) ) - # print("Multipart_uplaod_request:", self.multipart_upload_requests) + self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] @@ -103,7 +104,6 @@ def chunk( # start chunking threads if self.transfer_config.multipart_enabled: - print("Enable multi-part transfer") for _ in range(self.concurrent_multipart_chunk_threads): t = threading.Thread( target=self._run_multipart_chunk_thread, @@ -120,13 +120,17 @@ def chunk( # dummy dst_obj multipart_send_queue.put((src_obj, dst_obj)) else: - yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - partition_id=str(idx % self.num_partitions), - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, - ) + # Ignore the pair of folders + if src_obj.size == 0: + assert dst_obj.size is None + else: + yield Chunk( + src_key=src_obj.key, + dest_key=dst_obj.key, + partition_id=str(idx % self.num_partitions), + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, + ) if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a13df4aea..d9e75fd1b 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -11,7 +11,7 @@ from skyplane.utils import logger, imports from skyplane.utils.fn import do_parallel from skyplane.api.usage import UsageClient -from skyplane.api.tracker import TransferProgressTracker +from skyplane.api.tracker import TransferProgressTracker, TransferHook from concurrent.futures import ThreadPoolExecutor, as_completed from skyplane.utils.definitions import GB, tmp_log_dir from datetime import datetime @@ -21,8 +21,8 @@ class BCTransferProgressTracker(TransferProgressTracker): - def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig): - super().__init__(dataplane, jobs, transfer_config) + def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig, hooks: TransferHook): + super().__init__(dataplane, jobs, transfer_config, hooks) self.dataplane = dataplane self.type_list = set([job.type for job in jobs]) @@ -210,7 +210,7 @@ def monitor_transfer(pd, self, dst_region): errors = self.dataplane.check_error_logs() if any(errors.values()): self.errors = errors - logger.warning("Copying gateway logs...") + logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.errors = errors pprint(errors) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 2737a20ab..78108e94a 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -29,7 +29,7 @@ @dataclass -class BCTransferJob(TransferJob): +class BCTransferJob(): # TODO: might just use multiple TransferJob src_path: str dst_path: str # NOTE: should be None, not used @@ -40,7 +40,9 @@ class BCTransferJob(TransferJob): type: str = "" def __post_init__(self): - provider_src, bucket_src, self.src_prefix = parse_path(self.src_path) + print("Parse src: ", parse_path(self.src_path)) + provider_src, bucket_src, src_prefix = parse_path(self.src_path) + self.src_prefix = src_prefix self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) self.src_bucket = bucket_src self.src_region = self.src_iface.region_tag() @@ -71,6 +73,10 @@ def bc_verify(self, dst_region: str): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Broadcast verify not implemented") + @classmethod + def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: + """Optionally filter source objects before they are transferred.""" + return True @dataclass class BCCopyJob(BCTransferJob): @@ -87,14 +93,14 @@ def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[T if chunker is None: # used for external access to transfer pair list chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) yield from chunker.transfer_pair_generator( - self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn, self._post_filter_fn + self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn ) def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 64, + dispatch_batch_size: int = 1000, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) @@ -104,35 +110,78 @@ def broadcast_dispatch( chunk_requests = chunker.to_chunk_requests(chunks) # dispatch chunk requests - with Timer() as t: - src_gateways = dataplane.source_gateways() - bytes_dispatched = [0] * len(src_gateways) - n_multiparts = 0 - for batch in chunker.batch_generator(chunk_requests, dispatch_batch_size): - logger.fs.debug(f"Queried {len(batch)} chunks in {t.elapsed:.2f} seconds") - min_idx = bytes_dispatched.index(min(bytes_dispatched)) - server = src_gateways[min_idx] - n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) - bytes_dispatched[min_idx] += n_bytes + batches = chunker.batch_generator( + chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + ) + + src_gateways = dataplane.source_gateways() + bytes_dispatched = [0] * len(src_gateways) + n_multiparts = 0 + start = time.time() + for batch in batches: + end = time.time() + logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") + start = time.time() + min_idx = bytes_dispatched.index(min(bytes_dispatched)) + server = src_gateways[min_idx] + n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) + bytes_dispatched[min_idx] += n_bytes + start = time.time() + reply = self.http_pool.request( + "POST", + f"{server.gateway_api_url}/api/v1/chunk_requests", + body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + end = time.time() + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( + f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + ) + yield from batch + + # copy new multipart transfers to the multipart transfer list + print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) + + updated_len = len(chunker.multipart_upload_requests) + self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) + n_multiparts = updated_len + + def dispatch_id_maps_to_dst(): + # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids + dst_servers = dataplane.sink_gateways() + for dst_server in dst_servers: + construct_mappings = {} + dst_region_tag = dst_server.region_tag + print(f"Dst region tag: ", dst_region_tag) + + for mapping in chunker.all_mappings_for_upload_ids: + for key, value in mapping.items(): + # print(f"mapping: {key}, {value}") + if key.startswith(dst_region_tag): + construct_mappings[key] = value + + print("Construct mappings: ") + from pprint import pprint + pprint(construct_mappings) + + print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) + start = time.time() reply = self.http_pool.request( "POST", - f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(construct_mappings).encode("utf-8"), headers={"Content-Type": "application/json"}, ) end = time.time() + # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) - yield from batch + raise Exception(f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}") + logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") - # copy new multipart transfers to the multipart transfer list - updated_len = len(chunker.multipart_upload_requests) - self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) - n_multiparts = updated_len + dispatch_id_maps_to_dst() def bc_finalize(self, dst_region: str): groups = defaultdict(list) @@ -183,8 +232,20 @@ def bc_verify(self, dst_region: str): class BCSyncJob(BCCopyJob): type: str = "sync" - def __post_init__(self): - return super().__post_init__() + def estimate_cost(self): + raise NotImplementedError() + + def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """Generate transfer pairs for the transfer job.""" + raise NotImplementedError("Broadcast Sync Job get_transfer_pairs not implemented") + + def _enrich_dest_objs( + self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str + ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """ + For skyplane sync, we enrich dest obj metadata with our existing dest obj metadata from the dest bucket following a query. + """ + raise NotImplementedError("Broadcast Sync Job_enrich_dest_objs not implemented") @classmethod def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py new file mode 100644 index 000000000..a346e3c78 --- /dev/null +++ b/skyplane/broadcast/test/bc_objstore.py @@ -0,0 +1,63 @@ +import time + +import skyplane +from skyplane.broadcast.bc_client import SkyplaneBroadcastClient + +if __name__ == "__main__": + src_region = "us-east-1" + dst_regions = ["us-west-1", "us-west-2"] + + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) + print(f"Log dir: {client.log_dir}/client.log") + dp = client.broadcast_dataplane( + src_cloud_provider="aws", + src_region=src_region, + # type="ILP", + dst_cloud_providers=["aws", "aws"], + dst_regions=dst_regions, + n_vms=1 + ) + + with dp.auto_deprovision(): + # NOTE: need to queue copy first, then provision + # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name + + # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" + # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" + # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" + + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + + print(source_file) + print(dest_files) + + dp.queue_copy( + source_file, + dest_files, + recursive=True, + ) + dp.provision(allow_firewall=False, spinner=True) + tracker = dp.run_async() + + # monitor the transfer + print("Waiting for transfer to complete...") + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + print(f"Error on {ip}: {error}") + break + + bytes_remaining = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(1) + tracker.join() + print("Transfer complete!") \ No newline at end of file diff --git a/skyplane/chunk.py b/skyplane/chunk.py index b4185380f..47d518969 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -23,7 +23,7 @@ class Chunk: # multi-part upload/download info file_offset_bytes: Optional[int] = None part_number: Optional[int] = None - upload_id: Optional[str] = None # TODO: can remove this if the upload id is assigned at the gateway + upload_id: Optional[str] = None # TODO: for broadcast, this is not used def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( From 0da6d43713b8e0a8ddc0ff9a8bc77d8dd891b534 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Wed, 7 Dec 2022 21:08:13 -0800 Subject: [PATCH 009/186] changes for broadcast multipart --- skyplane/api/provisioner.py | 2 +- skyplane/broadcast/bc_dataplane.py | 6 +- skyplane/broadcast/gateway/chunk_store.py | 3 + .../broadcast/gateway/gateway_daemon_api.py | 17 ++-- .../gateway/operators/gateway_operator.py | 23 ++++- skyplane/broadcast/impl/bc_chunker.py | 6 +- skyplane/broadcast/impl/bc_tracker.py | 66 ++++++++++--- skyplane/broadcast/impl/bc_transfer_job.py | 92 ++++++++++--------- skyplane/broadcast/test/bc_objstore.py | 12 ++- skyplane/chunk.py | 3 +- skyplane/obj_store/s3_interface.py | 1 + test_log | 29 ++++++ 12 files changed, 177 insertions(+), 83 deletions(-) create mode 100644 test_log diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index e7847ff7b..29c7f0304 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -149,7 +149,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # authorize access to private IPs for GCP VMs due to global VPC private_ips = [s.private_ip() for t, s in results if t.cloud_provider == "gcp"] authorize_ip_jobs = [] - # NOTE: the following setup is for broadcast only + # NOTE: the following setup is for broadcast only if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) # if gcp_provisioned: diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 0b00e6f22..928ba66a8 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -228,8 +228,8 @@ def current_gw_programs(self): src_obj_store = None dsts_obj_store_map = None gen_random_data = True - - print("dst obj store map: ", dsts_obj_store_map) + + # print("dst obj store map: ", dsts_obj_store_map) for node in solution_graph.nodes: node_gateway_program = GatewayProgram() for i in range(num_partitions): @@ -324,4 +324,4 @@ def run_async(self, hooks: Optional[TransferHook] = None) -> BCTransferProgressT def run(self, hooks: Optional[TransferHook] = None): tracker = self.run_async(hooks) logger.fs.debug(f"[SkyplaneBroadcastClient] Waiting for transfer to complete") - tracker.join() \ No newline at end of file + tracker.join() diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 6605a9b4e..26a742a6b 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -73,5 +73,8 @@ def log_chunk_state( def remaining_bytes(self): return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + def get_upload_id_map_path(self) -> Path: + return self.chunk_dir / f"upload_id_map.json" + def get_chunk_file_path(self, chunk_id: str) -> Path: return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 1d9f36e5d..56951df12 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -7,7 +7,7 @@ from queue import Empty from traceback import TracebackException from typing import Dict, List, Tuple, Optional - +import json from flask import Flask, jsonify, request from werkzeug.serving import make_server @@ -38,7 +38,7 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, - upload_ids_map: Optional[Dict[str, str]] = None, + upload_ids_map: Optional[Dict[str, str]] = None, terminal_operators: Optional[Dict[str, List[str]]] = None, host="0.0.0.0", port=8081, @@ -73,9 +73,6 @@ def __init__( self.chunk_status_log: List[Dict] = [] self.chunk_completions = defaultdict(list) - # upload id mappings - self.upload_ids_map = upload_ids_map - # socket profiles # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] @@ -273,9 +270,13 @@ def get_chunk_status_log(): # post the upload ids mapping @app.route("/api/v1/upload_id_maps", methods=["POST"]) def update_upload_ids_mapping(): - self.upload_ids_map = (request.json) - print(f"[gateway_api] Gateway add upload IDs mapping {self.upload_ids_map}") - print(f"[gateway_api] id of chunk store: {id(self.chunk_store)}") + logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") + upload_id_file_path = self.chunk_store.get_upload_id_map_path() + + with upload_id_file_path.open("w") as f: + f.write(json.dumps(request.json)) + + print(f"[gateway_api] Gateway add upload IDs to {upload_id_file_path}") return jsonify({"status": "ok"}) def register_error_routes(self, app): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0b445cf45..fed9ab4a8 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -503,12 +503,25 @@ def process(self, chunk_req: ChunkRequest): ) obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key - print(f"TYPE: {type(self.chunk_store.get_upload_ids_map())}") - print(f"id of operator chunk store: {id(self.chunk_store)}") - logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map: {self.chunk_store.get_upload_ids_map()}") - upload_id = self.chunk_store.get_upload_ids_map()[key_to_upload_id] + if chunk_req.chunk.multi_part: + key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key + logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") + + map_file_path = self.chunk_store.get_upload_id_map_path() + if not os.path.exists(map_file_path): + logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") + return False + + with open(map_file_path, "rb") as f: + upload_ids_map = json.load(f) + + # logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") + upload_id = str(upload_ids_map[key_to_upload_id]) + logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") + + else: + upload_id = None retry_backoff( partial( diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index 6602ba73f..c195cca39 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -72,6 +72,7 @@ def _run_multipart_chunk_thread( partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, + multi_part=True, ) offset += file_size_bytes parts.append(part_num) @@ -89,6 +90,7 @@ def _run_multipart_chunk_thread( ) ) self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) + # print("Multipart upload request: ", self.multipart_upload_requests) def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] @@ -120,9 +122,9 @@ def chunk( # dummy dst_obj multipart_send_queue.put((src_obj, dst_obj)) else: - # Ignore the pair of folders + # Ignore the pair of folders if src_obj.size == 0: - assert dst_obj.size is None + assert dst_obj.size is None else: yield Chunk( src_key=src_obj.key, diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index d9e75fd1b..7e5899e16 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -4,14 +4,14 @@ import urllib3 import pandas as pd from typing import TYPE_CHECKING, Dict, List, Optional, Set - +import functools from skyplane import exceptions from skyplane.api.config import TransferConfig from skyplane.chunk import ChunkRequest, ChunkState from skyplane.utils import logger, imports from skyplane.utils.fn import do_parallel from skyplane.api.usage import UsageClient -from skyplane.api.tracker import TransferProgressTracker, TransferHook +from skyplane.api.tracker import TransferProgressTracker, TransferHook, EmptyTransferHook from concurrent.futures import ThreadPoolExecutor, as_completed from skyplane.utils.definitions import GB, tmp_log_dir from datetime import datetime @@ -39,7 +39,7 @@ def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: Tran logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") # transfer state - self.job_chunk_requests: Dict[str, List[ChunkRequest]] = {} + self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} # each job can have multiple destination self.dst_regions = set([sink.region for sink in self.dataplane.topology.sink_instances()]) @@ -66,7 +66,7 @@ def calculate_size(self, dst_region): bytes_total_per_job[job_uuid] = sum( [ cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid] + for cr in self.job_chunk_requests[job_uuid].values() if cr.chunk.chunk_id in self.dst_job_complete_chunk_ids[dst_region][job_uuid] ] ) @@ -92,22 +92,37 @@ def run(self): } session_start_timestamp_ms = int(time.time() * 1000) try: + # pre-dispatch chunks to begin pre-buffering chunks + cr_streams = { + job_uuid: job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config) + for job_uuid, job in self.jobs.items() + } for job_uuid, job in self.jobs.items(): logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") - self.job_chunk_requests[job_uuid] = list(job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config)) + + self.job_chunk_requests[job_uuid] = {} + + job_pending_chunk_ids = set() + for cr in cr_streams[job_uuid]: + chunks_dispatched = [cr.chunk] + self.job_chunk_requests[job_uuid][cr.chunk.chunk_id] = cr + job_pending_chunk_ids.add(cr.chunk.chunk_id) + self.hooks.on_chunk_dispatched(chunks_dispatched) for dst_region in self.dst_regions: - self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set( - [cr.chunk.chunk_id for cr in self.job_chunk_requests[job_uuid]] - ) self.dst_job_complete_chunk_ids[dst_region][job_uuid] = set() - logger.fs.debug( - f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" - ) + self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set() + + self.dst_job_pending_chunk_ids[dst_region][job_uuid].update([i for i in job_pending_chunk_ids]) + + logger.fs.debug(f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])}") + except Exception as e: UsageClient.log_exception("dispatch job", e, args, self.dataplane.src_region_tag, ":", session_start_timestamp_ms) raise e + self.hooks.on_dispatch_end() + def monitor_single_dst_helper(dst_region): start_time = time.time() try: @@ -191,6 +206,11 @@ def copy_log(self, instance): pprint(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") + @property + @functools.lru_cache(maxsize=None) + def _chunk_to_job_map(self): + return {chunk_id: job_uuid for job_uuid, cr_dict in self.job_chunk_requests.items() for chunk_id in cr_dict.keys()} + @imports.inject("pandas") def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress @@ -209,7 +229,6 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): - self.errors = errors logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.errors = errors @@ -234,12 +253,31 @@ def monitor_transfer(pd, self, dst_region): # update job_complete_chunk_ids and job_pending_chunk_ids for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) + + # print("Completed chunk ids: ", job_complete_chunk_ids) + + # TODO: this is wrong, should wait until these chunks finish + new_chunk_ids = ( + self.dst_job_complete_chunk_ids[dst_region][job_uuid] + .union(job_complete_chunk_ids) + .difference(self.dst_job_complete_chunk_ids[dst_region][job_uuid]) + ) + completed_chunks = [] + for id in new_chunk_ids: + completed_chunks.append(self.job_chunk_requests[job_uuid][id].chunk) + self.hooks.on_chunk_completed(completed_chunks) + self.dst_job_complete_chunk_ids[dst_region][job_uuid] = self.dst_job_complete_chunk_ids[dst_region][job_uuid].union( job_complete_chunk_ids ) self.dst_job_pending_chunk_ids[dst_region][job_uuid] = self.dst_job_pending_chunk_ids[dst_region][job_uuid].difference( job_complete_chunk_ids ) + # print(f"Complete chunk id for {dst_region} and {job_uuid}: ", self.dst_job_complete_chunk_ids[dst_region][job_uuid]) + # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) + + # TODO: FIX THIS, can't call it from the outside script as it gets stuck + print(f"{(self.query_bytes_remaining() / (2 ** 30)):.5f}GB left") # sleep time.sleep(0.05) @@ -261,12 +299,12 @@ def query_bytes_remaining(self): for dst_region in self.dst_regions: for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): bytes_remaining_per_job[job_uuid] = [] - # job_uuid --> [dst1_remaining_bytes, dst2_remaining_bytes, ...] + # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] bytes_remaining_per_job[job_uuid].append( sum( [ cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid] + for cr in self.job_chunk_requests[job_uuid].values() if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] ] ) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 78108e94a..a6ae4115e 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -29,7 +29,7 @@ @dataclass -class BCTransferJob(): +class BCTransferJob: # TODO: might just use multiple TransferJob src_path: str dst_path: str # NOTE: should be None, not used @@ -78,6 +78,7 @@ def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: """Optionally filter source objects before they are transferred.""" return True + @dataclass class BCCopyJob(BCTransferJob): transfer_list: list = field(default_factory=list) # transfer list for later verification @@ -92,9 +93,7 @@ def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[T """Generate transfer pairs for the transfer job.""" if chunker is None: # used for external access to transfer pair list chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) - yield from chunker.transfer_pair_generator( - self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn - ) + yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def broadcast_dispatch( self, @@ -108,8 +107,6 @@ def broadcast_dispatch( gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - - # dispatch chunk requests batches = chunker.batch_generator( chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) @@ -117,11 +114,53 @@ def broadcast_dispatch( src_gateways = dataplane.source_gateways() bytes_dispatched = [0] * len(src_gateways) n_multiparts = 0 + done_dispatch_map_to_dst = False + + # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) start = time.time() for batch in batches: end = time.time() logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") start = time.time() + + # copy new multipart transfers to the multipart transfer list + # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) + def dispatch_id_maps_to_dst(): + # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids + dst_servers = dataplane.sink_gateways() + for dst_server in dst_servers: + construct_mappings = {} + dst_region_tag = dst_server.region_tag + for mapping in chunker.all_mappings_for_upload_ids: + for key, value in mapping.items(): + # print(f"mapping: {key}, {value}") + if key.startswith(dst_region_tag): + construct_mappings[key] = value + + # print("Construct mappings: ") + # from pprint import pprint + # pprint(construct_mappings) + + # print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) + start = time.time() + reply = self.http_pool.request( + "POST", + f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(construct_mappings).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + end = time.time() + # TODO: assume that only destination nodes would write to the obj store + if reply.status != 200: + raise Exception( + f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}" + ) + logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") + + if not done_dispatch_map_to_dst: + dispatch_id_maps_to_dst() + done_dispatch_map_to_dst = True + min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) @@ -141,47 +180,9 @@ def broadcast_dispatch( ) yield from batch - # copy new multipart transfers to the multipart transfer list - print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) - updated_len = len(chunker.multipart_upload_requests) self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len - - def dispatch_id_maps_to_dst(): - # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids - dst_servers = dataplane.sink_gateways() - for dst_server in dst_servers: - construct_mappings = {} - dst_region_tag = dst_server.region_tag - print(f"Dst region tag: ", dst_region_tag) - - for mapping in chunker.all_mappings_for_upload_ids: - for key, value in mapping.items(): - # print(f"mapping: {key}, {value}") - if key.startswith(dst_region_tag): - construct_mappings[key] = value - - print("Construct mappings: ") - from pprint import pprint - pprint(construct_mappings) - - print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) - - start = time.time() - reply = self.http_pool.request( - "POST", - f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", - body=json.dumps(construct_mappings).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - # TODO: assume that only destination nodes would write to the obj store - if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}") - logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") - - dispatch_id_maps_to_dst() def bc_finalize(self, dst_region: str): groups = defaultdict(list) @@ -206,6 +207,7 @@ def bc_finalize(self, dst_region: str): def complete_fn(batch): for req in batch: + print("Complete multipart key:", req["key"], " and multipart ids: ", req["upload_id"]) obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) do_parallel(complete_fn, batches, n=-1) @@ -232,7 +234,7 @@ def bc_verify(self, dst_region: str): class BCSyncJob(BCCopyJob): type: str = "sync" - def estimate_cost(self): + def estimate_cost(self): raise NotImplementedError() def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index a346e3c78..fd4f4d6a0 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -15,7 +15,7 @@ # type="ILP", dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, - n_vms=1 + n_vms=1, ) with dp.auto_deprovision(): @@ -26,8 +26,12 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + + # Able to transfer 2 9.1GB data now + source_file = "s3://awsbucketsky/test_multipart/" + dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] print(source_file) print(dest_files) @@ -60,4 +64,4 @@ break time.sleep(1) tracker.join() - print("Transfer complete!") \ No newline at end of file + print("Transfer complete!") diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 47d518969..643b9a7f7 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -21,9 +21,10 @@ class Chunk: md5_hash: Optional[bytes] = None # 128 bits # multi-part upload/download info + multi_part: Optional[bool] = False file_offset_bytes: Optional[int] = None part_number: Optional[int] = None - upload_id: Optional[str] = None # TODO: for broadcast, this is not used + upload_id: Optional[str] = None # TODO: for broadcast, this is not used def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5f68196b5..cc9f6181e 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -225,6 +225,7 @@ def complete_multipart_upload(self, dst_object_name, upload_id): break all_parts += response["Parts"] all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) + print("Multipart upload: ", {"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}) response = s3_client.complete_multipart_upload( UploadId=upload_id, Bucket=self.bucket_name, diff --git a/test_log b/test_log new file mode 100644 index 000000000..4933ec95f --- /dev/null +++ b/test_log @@ -0,0 +1,29 @@ +transfer config: None +Log dir: /tmp/skyplane/transfer_logs/20221207_210330-27cd04ad/client.log +[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] +[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] + +Algorithm: direct +Solution: [('aws:us-east-1', 'aws:us-west-1', {'partitions': ['0', '1'], 'cost': 0.02}), ('aws:us-east-1', 'aws:us-west-2', {'partitions': ['0', '1'], 'cost': 0.02})] +s3://skyplane-broadcast/OPT-66B/ +['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'] +Parse src: ('aws', 'skyplane-broadcast', 'OPT-66B/') + + + +✓ Provisioning VMs (6/6) in 41.93s +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks + + + From 59b41769bc990979af650c60616655e02cc779c1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 7 Dec 2022 21:24:45 -0800 Subject: [PATCH 010/186] Mux_and fix (#718) --- examples/aws_bucket_replication.py | 14 ++++--- skyplane/broadcast/gateway/gateway_daemon.py | 40 +++++++++++++++++--- 2 files changed, 42 insertions(+), 12 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index ccf166f2a..6653b5945 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -154,11 +154,11 @@ def main(argv): # with concurrent.futures.ProcessPoolExecutor() as executor: # create temporary bucket for each region def setup_bucket(region): - try: - region = region.split(":")[1] - bucket_name = bucket_handle(region) - bucket = S3Interface(bucket_name) + region = region.split(":")[1] + bucket_name = bucket_handle(region) + bucket = S3Interface(bucket_name) + try: bucket.create_bucket(region) print(f"Created bucket {bucket_name} in {region}") # buckets[region] = bucket @@ -172,12 +172,14 @@ def setup_bucket(region): print("Setting object versioning...") response = bucket._s3_client(region).put_bucket_versioning(Bucket=bucket_name, VersioningConfiguration={"Status": "Enabled"}) print(f"Enabled bucket versioning for {bucket_name}") - return bucket except Exception as e: - print(e) + print("ERROR", e) + + return bucket for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): region = region.split(":")[1] + assert bucket is not None, f"Bucket is none {region}" buckets[region] = bucket # futures = [] diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 5d8d3c8d0..c47ad380c 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -89,7 +89,22 @@ def __init__( atexit.register(self.api_server.shutdown) logger.info(f"[gateway_daemon] API started at {self.api_server.url}") - def create_gateway_operators(self, gateway_program: Dict): + def print_operator_graph(self): + def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): + if queue is None: + return + print(f"{prefix} {partition}: Input queue:", queue, "handles:", queue.get_handles()) + for handle in queue.get_handles(): + print(f"{prefix} {partition}: Operator {handle}") + # TODO: causes error sometimes for mux_or + next_queue = self.operators[handle].output_queue + print_operator_graph_helper(partition, next_queue, prefix + "--") + + for partition, queue in self.chunk_store.chunk_requests.items(): + print(f"Partition {partition}, {queue}") + print_operator_graph_helper(partition, queue, "") + + def create_gateway_operators(self, gateway_program: Dict): """Create a gateway plan from a gateway program""" operators = {} @@ -98,6 +113,7 @@ def create_output_queue(operator: Dict): # create output data queue if len(operator["children"]) == 0: return None + print("get output queue", operator["op_type"], operator["children"][0]["op_type"]) if operator["children"][0]["op_type"] == "mux_and": return GatewayANDQueue() return GatewayQueue() @@ -113,6 +129,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ for op in program: handle = op["op_type"] + "_" + op["handle"] + print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") input_queue.register_handle(handle) # get child operators @@ -120,15 +137,18 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ if op["op_type"] == "mux_or": # parent must have been mux_and - assert isinstance(input_queue, GatewayANDQueue), f"Parent must have been mux_and {handle}, instead was {input_queue}" + assert isinstance( + input_queue, GatewayANDQueue + ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" - input_queue = input_queue.get_handle_queue(handle) # recurse to children with single queue - create_gateway_operators_helper(input_queue, child_operators, partition_id) + create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id) continue # create output data queue output_queue = create_output_queue(op) + print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") + print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") if output_queue is None: # track what opeartors need to complete processing the chunk self.terminal_operators[partition_id].append(handle) @@ -220,8 +240,16 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ partition = str(partition) # create initial queue for partition - print(f"Addining partition {partition}") - self.chunk_store.add_partition(partition) + if program[0]["op_type"] == "mux_and": + queue = GatewayANDQueue() + print(f"First operator is mux_and: queue {queue}") + assert len(program) == 1, f"mux_and cannot have siblings" + self.chunk_store.add_partition(partition, queue) + program = program[0]["children"] + else: + queue = GatewayQueue() + print(f"First operator is ", program[0], "queue", queue) + self.chunk_store.add_partition(partition, queue) create_gateway_operators_helper( self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition From 99f584d65ba83cb5986ee9fddd76cbe3d8c6dc48 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 7 Dec 2022 22:31:27 -0800 Subject: [PATCH 011/186] couple gateawy fixes --- skyplane/broadcast/gateway/chunk_store.py | 13 ++++++++++++- skyplane/broadcast/gateway/gateway_daemon.py | 3 ++- skyplane/broadcast/impl/bc_tracker.py | 2 ++ skyplane/broadcast/test/bc_objstore.py | 10 +++++++--- 4 files changed, 23 insertions(+), 5 deletions(-) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 26a742a6b..a481ad49d 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -41,6 +41,12 @@ def add_partition(self, partition_id: str): raise ValueError(f"Partition {partition_id} already exists") self.chunk_requests[partition_id] = GatewayQueue() + def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): + """Create a queue for this partition.""" + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = queue + def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API""" if chunk_request.chunk.partition_id not in self.chunk_requests: @@ -71,7 +77,12 @@ def log_chunk_state( # Memory space calculation def remaining_bytes(self): - return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + try: + remaining_bytes = int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + return remaining_bytes + except Exception as e: + raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() + assert False, f"{str(e)}: failed to parse {raw_output}" def get_upload_id_map_path(self) -> Path: return self.chunk_dir / f"upload_id_map.json" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index c47ad380c..2bff9a1da 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -104,7 +104,8 @@ def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): print(f"Partition {partition}, {queue}") print_operator_graph_helper(partition, queue, "") - def create_gateway_operators(self, gateway_program: Dict): + + def create_gateway_operators(self, gateway_program: Dict): """Create a gateway plan from a gateway program""" operators = {} diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 7e5899e16..a31f44288 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -228,7 +228,9 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() + print("ERRORS", errors) if any(errors.values()): + print("copying gateway logs") logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.errors = errors diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index fd4f4d6a0..8dbefdbef 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,7 +5,8 @@ if __name__ == "__main__": src_region = "us-east-1" - dst_regions = ["us-west-1", "us-west-2"] + #dst_regions = ["us-west-1", "us-west-2"] + dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -30,8 +31,11 @@ # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] # Able to transfer 2 9.1GB data now - source_file = "s3://awsbucketsky/test_multipart/" - dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] + #source_file = "s3://awsbucketsky/test_multipart/" + #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] + + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] print(source_file) print(dest_files) From d78508442e46a5b71591b1ba021349fd44175c7a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 7 Dec 2022 22:53:20 -0800 Subject: [PATCH 012/186] just return 0 --- skyplane/broadcast/gateway/chunk_store.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index a481ad49d..4e58404c3 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -82,7 +82,8 @@ def remaining_bytes(self): return remaining_bytes except Exception as e: raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() - assert False, f"{str(e)}: failed to parse {raw_output}" + print(f"{str(e)}: failed to parse {raw_output}") + return 0 def get_upload_id_map_path(self) -> Path: return self.chunk_dir / f"upload_id_map.json" From d6f70657bbd2da8685567cfc8da345e07eb31d8b Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 8 Dec 2022 01:14:56 -0800 Subject: [PATCH 013/186] fix bc verification --- .../broadcast/gateway/gateway_daemon_api.py | 1 - skyplane/broadcast/impl/bc_tracker.py | 22 +++++++------- skyplane/broadcast/impl/bc_transfer_job.py | 11 ++++--- skyplane/broadcast/test/bc_objstore.py | 12 ++++---- skyplane/obj_store/s3_interface.py | 1 - test_log | 29 ------------------- 6 files changed, 25 insertions(+), 51 deletions(-) delete mode 100644 test_log diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 56951df12..8f83c255d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -38,7 +38,6 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, - upload_ids_map: Optional[Dict[str, str]] = None, terminal_operators: Optional[Dict[str, List[str]]] = None, host="0.0.0.0", port=8081, diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a31f44288..cf42809f0 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -145,6 +145,16 @@ def monitor_single_dst_helper(dst_region): raise e end_time = time.time() + runtime_s = end_time - start_time + # transfer successfully completed + transfer_stats = { + "dst_region": dst_region, + "total_runtime_s": round(runtime_s, 4), + "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), + } + print("Individual transfer statistics") + pprint(transfer_stats) + try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -161,13 +171,6 @@ def monitor_single_dst_helper(dst_region): UsageClient.log_exception("verify job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) raise e - runtime_s = end_time - start_time - # transfer successfully completed - transfer_stats = { - "dst_region": dst_region, - "total_runtime_s": round(runtime_s, 4), - "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), - } UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) return transfer_stats @@ -182,8 +185,6 @@ def monitor_single_dst_helper(dst_region): e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") - from pprint import pprint - for i in results: pprint(i) print() @@ -228,7 +229,8 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() - print("ERRORS", errors) + # print("ERRORS", errors) + if any(errors.values()): print("copying gateway logs") logger.warning("Copying gateway logs") diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index a6ae4115e..5d9c18681 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -50,6 +50,7 @@ def __post_init__(self): self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region for dst_path in self.dst_paths: provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) + print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) self.dst_prefixes[bucket_dst] = dst_prefix self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() @@ -212,19 +213,21 @@ def complete_fn(batch): do_parallel(complete_fn, batches, n=-1) - def bc_verify(self, dst_region: str): + def bc_verify(self, dst_region: str): # NOTE: assume dst keys are the same across destinations? - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} - dest_iface_list = [d for d in self.dst_ifaces.values() if d.region_tag() == dst_region] + dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} + print("[verify] Dst keys: ", dst_keys) + + dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) for dest_iface in dest_iface_list: - dest_iface.region_tag() for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] if dst_keys: + print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) raise exceptions.TransferFailedException( f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] ) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 8dbefdbef..07f2ea8f6 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,8 +5,8 @@ if __name__ == "__main__": src_region = "us-east-1" - #dst_regions = ["us-west-1", "us-west-2"] - dst_regions = ["ap-east-1", "ap-northeast-1"] + dst_regions = ["us-west-1", "us-west-2"] + # dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -27,15 +27,15 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] # Able to transfer 2 9.1GB data now #source_file = "s3://awsbucketsky/test_multipart/" #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] print(source_file) print(dest_files) diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index cc9f6181e..5f68196b5 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -225,7 +225,6 @@ def complete_multipart_upload(self, dst_object_name, upload_id): break all_parts += response["Parts"] all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) - print("Multipart upload: ", {"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}) response = s3_client.complete_multipart_upload( UploadId=upload_id, Bucket=self.bucket_name, diff --git a/test_log b/test_log deleted file mode 100644 index 4933ec95f..000000000 --- a/test_log +++ /dev/null @@ -1,29 +0,0 @@ -transfer config: None -Log dir: /tmp/skyplane/transfer_logs/20221207_210330-27cd04ad/client.log -[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] -[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] - -Algorithm: direct -Solution: [('aws:us-east-1', 'aws:us-west-1', {'partitions': ['0', '1'], 'cost': 0.02}), ('aws:us-east-1', 'aws:us-west-2', {'partitions': ['0', '1'], 'cost': 0.02})] -s3://skyplane-broadcast/OPT-66B/ -['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'] -Parse src: ('aws', 'skyplane-broadcast', 'OPT-66B/') - - - -✓ Provisioning VMs (6/6) in 41.93s -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks - - - From 1093d5f07140fd162923c064b73796616226d6fa Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 8 Dec 2022 03:53:05 -0800 Subject: [PATCH 014/186] print per-dst remaining bytes --- skyplane/broadcast/impl/bc_tracker.py | 33 +++++++++++++++++++------- skyplane/broadcast/test/bc_objstore.py | 18 +++++++++----- 2 files changed, 37 insertions(+), 14 deletions(-) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index cf42809f0..4a3516d6c 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -281,7 +281,13 @@ def monitor_transfer(pd, self, dst_region): # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) # TODO: FIX THIS, can't call it from the outside script as it gets stuck - print(f"{(self.query_bytes_remaining() / (2 ** 30)):.5f}GB left") + bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() + print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") + print(f"Remaining bytes per destination (GB): ") + + for key, value in bytes_remaining_dict.items(): + bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] + pprint(bytes_remaining_dict) # sleep time.sleep(0.05) @@ -299,20 +305,31 @@ def is_complete(self): def query_bytes_remaining(self): if len(self.job_chunk_requests) == 0: return None + bytes_remaining_per_job = {} + for job_uuid in self.jobs.keys(): + bytes_remaining_per_job[job_uuid] = [] + + dst_order = [] for dst_region in self.dst_regions: + dst_order.append(dst_region) for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): - bytes_remaining_per_job[job_uuid] = [] # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] - bytes_remaining_per_job[job_uuid].append( - sum( - [ + li_of_bytes = [ cr.chunk.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] ] - ) - ) + bytes_remaining_per_job[job_uuid].append(sum(li_of_bytes)) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") # return the max remaining byte among dsts for each job - return sum([max(li) for li in bytes_remaining_per_job.values()]) + + # for each dst, there can be a list of bytes remaining + bytes_remaining_per_dst = {} + for i in range(len(dst_order)): + dst = dst_order[i] + bytes_remaining_per_dst[dst] = [] + for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): + bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) + + return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 07f2ea8f6..7afc7370f 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,7 +5,9 @@ if __name__ == "__main__": src_region = "us-east-1" - dst_regions = ["us-west-1", "us-west-2"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + dst_regions = ["ap-northeast-3", "ap-northeast-2"] + # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) @@ -14,9 +16,10 @@ src_cloud_provider="aws", src_region=src_region, # type="ILP", + # dst_cloud_providers=["aws", "aws", "aws", "aws", "aws", "aws"], dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, - n_vms=1, + n_vms=2, ) with dp.auto_deprovision(): @@ -27,8 +30,11 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # Able to transfer 2 9.1GB data now #source_file = "s3://awsbucketsky/test_multipart/" @@ -58,14 +64,14 @@ print(f"Error on {ip}: {error}") break - bytes_remaining = tracker.query_bytes_remaining() + bytes_remaining, _ = tracker.query_bytes_remaining() timestamp = time.strftime("%H:%M:%S", time.localtime()) if bytes_remaining is None: print(f"{timestamp} Transfer not yet started") elif bytes_remaining > 0: print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") else: - break + break time.sleep(1) tracker.join() print("Transfer complete!") From 8fb9a728e648832f7014d5388afbb6ab0c8796e2 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 14:55:00 -0800 Subject: [PATCH 015/186] fix obj store wait time --- .../gateway/operators/gateway_operator.py | 41 ++++++++++++------- skyplane/broadcast/test/bc_objstore.py | 2 +- 2 files changed, 27 insertions(+), 16 deletions(-) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index fed9ab4a8..5719a58bb 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -441,26 +441,37 @@ def __init__( def process(self, chunk_req: ChunkRequest, **args): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) # wait for free space - while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - time.sleep(0.1) - logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if self.src_requester_pays: obj_store_interface.set_requester_bool(True) - md5sum = retry_backoff( - partial( - obj_store_interface.download_object, - chunk_req.chunk.src_key, - fpath, - chunk_req.chunk.file_offset_bytes, - chunk_req.chunk.chunk_length_bytes, - generate_md5=True, - ), - max_retries=32, # TODO: fix this - not a good solution - ) + + #while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + + + while True: + #if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + # continue + try: + md5sum = retry_backoff( + partial( + obj_store_interface.download_object, + chunk_req.chunk.src_key, + fpath, + chunk_req.chunk.file_offset_bytes, + chunk_req.chunk.chunk_length_bytes, + generate_md5=True, + ), + max_retries=1, # TODO: fix this - not a good solution + ) + break + except Exception as e: + print("Failed", e) + time.sleep(0.1) # update md5sum for chunk requests # TODO: create checksum operator @@ -532,7 +543,7 @@ def process(self, chunk_req: ChunkRequest): upload_id, check_md5=chunk_req.chunk.md5_hash, ), - max_retries=32, + max_retries=1, ) logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") return True diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 8dbefdbef..0e1a4fcc7 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -16,7 +16,7 @@ # type="ILP", dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, - n_vms=1, + n_vms=2, ) with dp.auto_deprovision(): From 9c56692e6672a6d767a945c65e1cd3bf54bbfbfd Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 15:38:55 -0800 Subject: [PATCH 016/186] assert completed = file deleted --- skyplane/broadcast/gateway/gateway_daemon.py | 4 +--- .../broadcast/gateway/gateway_daemon_api.py | 4 ++++ .../gateway/operators/gateway_operator.py | 12 ++++++++-- skyplane/broadcast/impl/bc_tracker.py | 23 +++++++++++++------ skyplane/broadcast/test/bc_objstore.py | 12 +++++----- 5 files changed, 37 insertions(+), 18 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 2bff9a1da..cf4b3a4fe 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -27,9 +27,7 @@ from collections import defaultdict # TODO: add default partition ID to main -# create gateway broadcast - - +# create gateway br class GatewayDaemon: def __init__( self, diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 8f83c255d..74aadde34 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -95,6 +95,10 @@ def pull_chunk_status_queue(self, timeout=0.5): state = elem["state"] chunk_id = elem["chunk_id"] + if self.chunk_status[chunk_id] == ChunkState.complete.name: + assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" + continue + # if terminal operator, then mark a chunk completion if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: self.chunk_completions[chunk_id].append(handle) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 5719a58bb..204e3cdc1 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -451,7 +451,8 @@ def process(self, chunk_req: ChunkRequest, **args): #while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - + + assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" while True: #if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) @@ -468,7 +469,14 @@ def process(self, chunk_req: ChunkRequest, **args): ), max_retries=1, # TODO: fix this - not a good solution ) - break + + # ensure properly downloaded + file_size = os.path.getsize(fpath) + if file_size == chunk_req.chunk.chunk_length_bytes: + break + else: + print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) + except Exception as e: print("Failed", e) time.sleep(0.1) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 4a3516d6c..105b107f6 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -201,6 +201,7 @@ def monitor_single_dst_helper(dst_region): (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) def copy_log(self, instance): + print("COPY DATA TO", self.transfer_dir + f"gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") @@ -281,13 +282,22 @@ def monitor_transfer(pd, self, dst_region): # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) # TODO: FIX THIS, can't call it from the outside script as it gets stuck - bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() - print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") - print(f"Remaining bytes per destination (GB): ") + try: + bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() + print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") + print(f"Remaining bytes per destination (GB): ") - for key, value in bytes_remaining_dict.items(): - bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] - pprint(bytes_remaining_dict) + for key, value in bytes_remaining_dict.items(): + bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] + pprint(bytes_remaining_dict) + except Exception as e: + print(e) + print("copying gateway logs") + logger.warning("Copying gateway logs") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + self.errors = errors + pprint(errors) + raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep time.sleep(0.05) @@ -332,4 +342,3 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) - return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 7afc7370f..c753b2180 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -6,9 +6,9 @@ if __name__ == "__main__": src_region = "us-east-1" # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - dst_regions = ["ap-northeast-3", "ap-northeast-2"] + #dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] - # dst_regions = ["ap-east-1", "ap-northeast-1"] + dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -33,15 +33,15 @@ # source_file = "s3://skyplane-broadcast/OPT-66B/" # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + #dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # Able to transfer 2 9.1GB data now #source_file = "s3://awsbucketsky/test_multipart/" #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] print(source_file) print(dest_files) From b5350d0bc561a98bc7b97ab65282131531441954 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 15:44:23 -0800 Subject: [PATCH 017/186] minor fix --- skyplane/broadcast/impl/bc_tracker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 105b107f6..b4f2a81bd 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -201,7 +201,7 @@ def monitor_single_dst_helper(dst_region): (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) def copy_log(self, instance): - print("COPY DATA TO", self.transfer_dir + f"gateway_{instance.uuid()}.stdout") + print("COPY DATA TO", str(self.transfer_dir) + f"gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") From b4eb68d79bc084cc0bcd4f031019aadf43c959c5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 16:02:32 -0800 Subject: [PATCH 018/186] accidentally deleted line --- skyplane/broadcast/gateway/gateway_daemon_api.py | 3 +++ skyplane/broadcast/impl/bc_tracker.py | 8 +++++--- 2 files changed, 8 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 74aadde34..a862f339b 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -95,6 +95,9 @@ def pull_chunk_status_queue(self, timeout=0.5): state = elem["state"] chunk_id = elem["chunk_id"] + if chunk_id not in self.chunk_status: + self.chunk_status[chunk_id] = ChunkState.registered.name + if self.chunk_status[chunk_id] == ChunkState.complete.name: assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" continue diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index b4f2a81bd..83087a9ae 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -201,7 +201,7 @@ def monitor_single_dst_helper(dst_region): (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) def copy_log(self, instance): - print("COPY DATA TO", str(self.transfer_dir) + f"gateway_{instance.uuid()}.stdout") + print("COPY DATA TO", str(self.transfer_dir) + f"/gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") @@ -291,7 +291,7 @@ def monitor_transfer(pd, self, dst_region): bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] pprint(bytes_remaining_dict) except Exception as e: - print(e) + print("ERROR", e) print("copying gateway logs") logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) @@ -314,7 +314,7 @@ def is_complete(self): def query_bytes_remaining(self): if len(self.job_chunk_requests) == 0: - return None + return None, None bytes_remaining_per_job = {} for job_uuid in self.jobs.keys(): @@ -342,3 +342,5 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) + return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst + From 28ca5075c8ff4357a92f26f5ce3d6d22ce45e138 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 17:11:28 -0800 Subject: [PATCH 019/186] fix issue with terminal operators --- skyplane/broadcast/gateway/gateway_daemon.py | 9 ++++++++- skyplane/broadcast/gateway/gateway_daemon_api.py | 16 ++++++++++------ skyplane/compute/server.py | 4 ++++ 3 files changed, 22 insertions(+), 7 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index cf4b3a4fe..e692ab1ad 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -64,6 +64,7 @@ def __init__( # create gateway operators self.terminal_operators = defaultdict(list) # track terminal operators per partition + self.num_required_terminal = {} self.operators = self.create_gateway_operators(gateway_program["_plan"]) # single gateway reciever @@ -81,7 +82,7 @@ def __init__( # API server self.api_server = GatewayDaemonAPI( - self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators + self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators, num_required_terminal=self.num_required_terminal ) self.api_server.start() atexit.register(self.api_server.shutdown) @@ -146,6 +147,10 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # create output data queue output_queue = create_output_queue(op) + if isinstance(output_queue, GatewayANDQueue): + # update number of operations that must be completed + self.num_required_terminal[partition] = self.num_required_terminal[partition] - 1 + len(child_operators) + print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") if output_queue is None: @@ -245,10 +250,12 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ assert len(program) == 1, f"mux_and cannot have siblings" self.chunk_store.add_partition(partition, queue) program = program[0]["children"] + self.num_required_terminal[partition] = len(program) else: queue = GatewayQueue() print(f"First operator is ", program[0], "queue", queue) self.chunk_store.add_partition(partition, queue) + self.num_required_terminal[partition] = 1 create_gateway_operators_helper( self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index a862f339b..b86916760 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -38,7 +38,8 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, - terminal_operators: Optional[Dict[str, List[str]]] = None, + terminal_operators: Dict[str, List[str]], + num_required_terminal: Dict[str, int], host="0.0.0.0", port=8081, ): @@ -49,6 +50,7 @@ def __init__( self.error_event = error_event self.error_queue = error_queue self.terminal_operators = terminal_operators + self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() @@ -94,6 +96,7 @@ def pull_chunk_status_queue(self, timeout=0.5): handle = elem["handle"] state = elem["state"] chunk_id = elem["chunk_id"] + partition = elem["partition"] if chunk_id not in self.chunk_status: self.chunk_status[chunk_id] = ChunkState.registered.name @@ -107,9 +110,8 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_completions[chunk_id].append(handle) # if all terminal operators complete, then mark chunk complete - if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == len( - self.terminal_operators[elem["partition"]] - ): + if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition]: + # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name @@ -129,10 +131,12 @@ def pull_chunk_status_queue(self, timeout=0.5): else: if elem["state"] == ChunkState.complete.name: print( - f"[gateway_api] After {handle}, chunk {chunk_id}: not complete " + f"[gateway_api] After {handle}, chunk {chunk_id}, partition {partition}: not complete " + f"operators {self.chunk_completions[chunk_id]} have uploaded " - + f"out of {self.terminal_operators[elem['partition']]}" + + f"out of {self.terminal_operators}. " + + f"Required completitions = {self.num_required_terminal[partition]}" ) + else: print(f"[gateway_api] chunk {chunk_id}: state = {elem['state']}") self.chunk_status_log.append(elem) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 101729357..3ba519aba 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -1,5 +1,6 @@ import json import logging +from pprint import pprint import os import socket from contextlib import closing @@ -332,6 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: + for ip, program in gateway_programs.items(): + print(ip) + pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" write_json_dir = tmp_log_dir / "gw_programs" From c7e56da09d5ba007455242f19d0b984ab3d05506 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 8 Dec 2022 21:53:21 -0800 Subject: [PATCH 020/186] update tput profile & ILP --- MANIFEST.in | 2 +- skyplane/broadcast/bc_client.py | 39 +- skyplane/broadcast/bc_plan.py | 4 + skyplane/broadcast/bc_planner.py | 488 +- skyplane/broadcast/gateway/chunk_store.py | 4 +- skyplane/broadcast/gateway/gateway_daemon.py | 10 +- .../broadcast/gateway/gateway_daemon_api.py | 7 +- .../gateway/operators/gateway_operator.py | 13 +- skyplane/broadcast/impl/bc_tracker.py | 35 +- skyplane/broadcast/impl/bc_transfer_job.py | 8 +- .../profiles/whole_throughput_11_28.csv | 4971 ++++++++++++ skyplane/broadcast/test/bc_objstore.py | 103 +- skyplane/compute/server.py | 7 +- skyplane/data/throughput.csv | 7054 ----------------- 14 files changed, 5600 insertions(+), 7145 deletions(-) create mode 100644 skyplane/broadcast/profiles/whole_throughput_11_28.csv delete mode 100755 skyplane/data/throughput.csv diff --git a/MANIFEST.in b/MANIFEST.in index 5746002d9..86ea24510 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,2 +1,2 @@ include skyplane/data/aws_transfer_costs.csv -include skyplane/data/throughput.csv \ No newline at end of file +include skyplane/data/whole_throughput_11_28.csv \ No newline at end of file diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 33d15fcc5..e243ebaa4 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -59,12 +59,24 @@ def broadcast_dataplane( type: str = "direct", n_vms: int = 1, num_connections: int = 32, - num_partitions: int = 2, + num_partitions: int = 10, gbyte_to_transfer: float = 1, - target_time: float = 100, + + # ILP specific parameters + target_time: float = 10, + filter_node: bool = False, + filter_edge: bool = False, + solve_iterative: bool = False, + + # solve range (use aws/gcp/azure only nodes) + aws_only: bool = False, + gcp_only: bool = False, + azure_only: bool = False + ) -> BroadcastDataplane: # TODO: did not change the data plan yet - if type == "direct": + print(f"\nAlgorithm: {type}") + if type == "Ndirect": planner = BroadcastDirectPlanner( src_cloud_provider, src_region, @@ -74,7 +86,11 @@ def broadcast_dataplane( num_connections, num_partitions, gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan() elif type == "MDST": planner = BroadcastMDSTPlanner( src_cloud_provider, @@ -85,7 +101,11 @@ def broadcast_dataplane( num_connections, num_partitions, gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan() elif type == "HST": # TODO: not usable now planner = BroadcastHSTPlanner( @@ -97,7 +117,11 @@ def broadcast_dataplane( num_connections, num_partitions, gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan() elif type == "ILP": planner = BroadcastILPSolverPlanner( src_cloud_provider, @@ -109,13 +133,16 @@ def broadcast_dataplane( num_partitions, gbyte_to_transfer, target_time, # target time budget + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan(filter_edge=filter_edge, filter_node=filter_node, solve_iterative=solve_iterative, solver_verbose=True) else: raise NotImplementedError(f"Dataplane type {type} not implemented") - topo = planner.plan() logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - print(f"\nAlgorithm: {type}") - print(f"Solution: {topo.nx_graph.edges.data()}") + if type != "ILP": + print(f"Solution: {topo.nx_graph.edges.data()}") return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index 57315a247..cd3166040 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -49,6 +49,8 @@ def __init__( num_partitions: int, edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, cost_per_gb: Optional[float] = None, + tot_vms: Optional[int] = None, + tot_vm_price_per_s: Optional[float] = None, default_max_conn_per_vm: Optional[int] = None, ): @@ -63,6 +65,8 @@ def __init__( self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) self.cost_per_gb: Optional[float] = cost_per_gb + self.tot_vm_price_per_s: Optional[float] = tot_vm_price_per_s + self.tot_vms: Optional[int] = tot_vms self.default_max_conn_per_vm: Optional[int] = default_max_conn_per_vm def get_outgoing_paths(self, src: ReplicationTopologyNode): diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index c48fef85d..4277faf7d 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -14,7 +14,9 @@ from skyplane.utils import logger from skyplane.broadcast import __root__ - +import functools +import colorama +from colorama import Fore, Style class BroadcastPlanner: def __init__( @@ -27,8 +29,11 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", - tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", + tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "whole_throughput_11_28.csv", ): self.src_provider = src_provider @@ -45,10 +50,23 @@ def __init__( self.throughput = pd.read_csv(tp_grid_path) self.G = self.make_nx_graph(self.costs, self.throughput) + if aws_only: + self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) + elif gcp_only: + self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "azure"]) + elif azure_only: + self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "gcp"]) + else: + return + + @functools.lru_cache(maxsize=None) + def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): + from skyplane.compute.cloud_provider import CloudProvider + + assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" + return CloudProvider.get_transfer_cost(src, dst) + def make_nx_graph(self, cost, throughput): - """ - Create nx graph with cost and throughput information on the edge - """ G = nx.DiGraph() for _, row in throughput.iterrows(): if row["src_region"] == row["dst_region"]: @@ -60,6 +78,13 @@ def make_nx_graph(self, cost, throughput): G[row["src"]][row["dest"]]["cost"] = row["cost"] else: continue + + # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) + for edge in G.edges.data(): + if edge[-1]["cost"] is None: + edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) + + assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) return G def get_throughput_grid(self): @@ -94,7 +119,6 @@ def get_topo_from_nxgraph( partitions_on_edge = edge[-1]["partitions"] cost_egress += len(partitions_on_edge) * partition_size_in_GB * edge[-1]["cost"] - print(solution_graph.nodes.data()) s_num_instances = solution_graph.nodes[s]["num_vms"] d_num_instances = solution_graph.nodes[d]["num_vms"] @@ -108,8 +132,18 @@ def get_topo_from_nxgraph( for i in range(solution_graph.nodes[dst_region]["num_vms"]): topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) + tot_vm_price_per_s = 0 # total price per second + tot_vms = 0 # total number of vms + cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours + + for node in solution_graph.nodes: + tot_vm_price_per_s += solution_graph.nodes[node]["num_vms"] * cost_map[node.split(":")[0]] / 3600 + tot_vms += solution_graph.nodes[node]["num_vms"] + # set networkx solution graph in topo topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes + topo.tot_vm_price_per_s = tot_vm_price_per_s + topo.tot_vms = tot_vms topo.default_max_conn_per_vm = self.num_connections return topo @@ -128,9 +162,12 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only ) def plan(self) -> BroadcastReplicationTopology: @@ -165,9 +202,12 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only ) def plan(self) -> BroadcastReplicationTopology: @@ -204,9 +244,12 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only ) def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: @@ -303,6 +346,10 @@ def __init__( num_partitions: int, gbyte_to_transfer: float, target_time: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, + ): super().__init__( src_provider, @@ -313,6 +360,9 @@ def __init__( num_connections=num_connections, num_partitions=num_partitions, gbyte_to_transfer=gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) src = self.src_provider + ":" + self.src_region @@ -375,9 +425,390 @@ def to_broadcast_replication_topology(self, solution: BroadcastSolution) -> Broa result_g.nodes[node]["num_vms"] = num_vms # TODO: the generated topo itself is not used, but the networkx graph contains all information needed to generate gateway programs + print(f"Solution # of edges: {len(result_g.edges)}, # of nodes: {len(result_g.nodes)}") + print("solution (edge): ", result_g.edges.data()) + print() + print("solution (node):", result_g.nodes.data()) + print() return self.get_topo_from_nxgraph(solution.problem.num_partitions, solution.problem.gbyte_to_transfer, result_g) - def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> BroadcastReplicationTopology: + def combine_partition_subgraphs(self, partition_g): + bg = nx.DiGraph() + for i in range(len(partition_g)): + for edge in partition_g[i].edges: + if edge[0] in bg and edge[1] in bg[edge[0]]: + bg[edge[0]][edge[1]]["partitions"].append(i) + else: + e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] + bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) + + for node in partition_g[i].nodes: + if "num_vms" not in bg.nodes[node]: + bg.nodes[node]["num_vms"] = 0 + bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + + return bg + + def total_broadcast_cost(self, bg): + cost = 0 + for edge in bg.edges: + cost += len(bg[edge[0]][edge[1]]["partitions"]) * bg[edge[0]][edge[1]]["cost"] + return cost + + def create_topo_graph(self, p, v, g, edges, nodes): + result = p + v_result = v + result_g = nx.DiGraph() + + for i in range(result.shape[0]): + edge = edges[i] + + if result[i] == 0: + continue + for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs + result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) + + remove_nodes = [] # number of vms is one but the + for i in range(len(v_result)): + num_vms = int(v_result[i]) + if nodes[i] in result_g.nodes: + result_g.nodes[nodes[i]]["num_vms"] = num_vms + else: + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + remove_nodes.append(nodes[i]) + + return result_g + + def get_egress_ingress(self, g, nodes, edges, partition_size, p): + + partition_size *= 8 # need to convert to gbits? + + num_edges = len(edges) + egress = [] + ingress = [] + for node in nodes: + + node_i = nodes.index(node) + # egress + i = np.zeros(num_edges) + for e in g.edges: + if e[0] == node: # edge goes to dest + i[edges.index(e)] = 1 + egress.append(np.sum(i @ p) * partition_size) + + # ingress + i = np.zeros(num_edges) + for e in g.edges: + if e[1] == node: + i[edges.index(e)] = 1 + ingress.append(np.sum(i @ p) * partition_size) + + return egress, ingress + + def solve_partition( + self, + g, + cost, + tp, + nodes, + edges, + egress_limit, + ingress_limit, + existing_vms, # total number of existing VMs per region + existing_p, # total number of partitions along each edge + existing_egress, # total egress for each region + existing_ingress, # total ingress for each region + source_v, + dest_v, + partition_size_gb, + instance_cost_s, + max_vm_per_region, + s, + remaining_data_size_gb, # how much remaining data needs to be sent + filter_edge, # whether to filter all except 1-hop + ): + import cvxpy as cp + + num_edges = len(edges) + num_nodes = len(nodes) + num_dest = len(dest_v) + + # indicator matrix (must be 2-D) + p = cp.Variable((num_edges), boolean=True) # whether edge is carrying partition + n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition + f = cp.Variable((num_nodes, num_nodes + 1), integer=True) # enforce flow conservation + + v = cp.Variable((num_nodes), integer=True) # number of VMs per region + + # optimization problem (minimize sum of costs) + egress_cost = cp.sum(cost @ p) * partition_size_gb + instance_cost = cp.sum(v) * instance_cost_s * s # NOTE(sl): adding instance cost every time? + obj = cp.Minimize(egress_cost + instance_cost) + + constraints = [] + + # constraints on VM per region + for i in range(num_nodes): + constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) + constraints.append(v[i] >= 0) + + # constraints to enforce flow between source/dest nodes + for i in range(num_nodes): + for j in range(num_nodes + 1): + + if i != j: + + if j != num_nodes: + edge = (nodes[i], nodes[j]) + + constraints.append(f[i][j] <= p[edges.index(edge)] * num_dest) + # p = 0 -> f <= 0 + # p = 1 -> f <= num_dest + constraints.append(f[i][j] >= (p[edges.index(edge)] - 1) * (num_dest + 1) + 1) + # p = 0 -> f >= -(num_dest) + # p = 1 -> f >= 1 + + constraints.append(f[i][j] == -f[j][i]) + + # capacity constraint for special node + else: + if nodes[i] in dest_v: # only connected to destination nodes + constraints.append(f[i][j] <= 1) + else: + constraints.append(f[i][j] <= 0) + else: + constraints.append(f[i][i] == 0) + + # flow conservation + if nodes[i] != source_v and i != num_nodes + 1: + constraints.append(cp.sum(f[i]) == 0) + + # source must have outgoing flow + constraints.append(cp.sum(f[nodes.index(source_v), :]) == num_dest) + + # special node (connected to all destinations) must recieve all flow + constraints.append(cp.sum(f[:, -1]) == num_dest) + + # node contained (or previously contained) if edge is contained + for edge in edges: + n0 = nodes.index(edge[0]) + n1 = nodes.index(edge[1]) + constraints.append(existing_vms[n0] + n[n0] >= cp.max(p[edges.index(edge)])) + constraints.append(existing_vms[n1] + n[n1] >= cp.max(p[edges.index(edge)])) + + if filter_edge: + # hop limit = 2: either source is source node, and/or dest is terminal node + # all other edges must be 0 + # alternative: filter edges to matchi this + for edge in edges: + if edge[0] != source_v and edge[1] not in dest_v: + # cannot be in graph + constraints.append(p[edges.index(edge)] == 0) + + # throughput constraint + # TODO: update edge constraints + for edge_i in range(num_edges): + # constraints.append(cp.sum(p[edge_i]*partition_size_gb*8) <= s*tp[edge_i]) + node_i = nodes.index(edge[0]) + constraints.append( + cp.sum(p[edge_i] * partition_size_gb * 8) + cp.sum(existing_p[edge_i] * partition_size_gb * 8) + <= s * tp[edge_i] * (v[node_i] + existing_vms[node_i]) + ) + + # instance limits + for node in nodes: + + node_i = nodes.index(node) + # egress + i = np.zeros(num_edges) + for e in g.edges: + if e[0] == node: # edge goes to dest + i[edges.index(e)] = 1 + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] + <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) + ) + + if node == source_v: + # keep future solutions feasible by making sure source has enough remaining + # egress capacity to send remaining data + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] + <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 + ) + + # ingress + # + i = np.zeros(num_edges) + for e in g.edges: + if e[1] == node: # edge goes to dest + i[edges.index(e)] = 1 + # keep future solutions feasible by making sure destinations have + # enough remaining ingress to recieve the remaining data + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] + <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 + ) + + prob = cp.Problem(obj, constraints) + + cost = prob.solve(solver=cp.GUROBI, verbose=False) + + if cost is None: + print("No solution feasible") + + # NOTE: might not want to return the whole cost everytime, this looks wrong + return cost, p, n, f, v, egress_cost.value, instance_cost.value + + def plan_iterative( + self, + problem: BroadcastProblem, + solver=None, + filter_node: bool = False, + filter_edge: bool = False, + solve_iterative: bool = False, + solver_verbose: bool = False, + save_lp_path: Optional[str] = None, + ) -> BroadcastReplicationTopology: + import cvxpy as cp + + if solver is None: + solver = cp.GUROBI + + # get graph + g = self.G + + # node-approximation + if filter_node: + src_dst_li = [problem.src] + problem.dsts + sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] + g = g.subgraph(src_dst_li + sampled).copy() + print(f"Filter node (only use): {src_dst_li + sampled}") + + cost = np.array([e[2] for e in g.edges(data="cost")]) + tp = np.array([e[2] for e in g.edges(data="throughput")]) + edges = list(g.edges) + nodes = list(g.nodes) + source_v = problem.src + dest_v = problem.dsts + partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions + + dest_edges = [g.edges.index(e) for e in g.edges if e[1] == ""] + num_edges = len(g.edges) + num_nodes = len(nodes) + num_partitions = problem.num_partitions + num_dest = len(dest_v) + instance_cost_s = problem.cost_per_instance_hr / 3600 + transfer_size_gb = problem.gbyte_to_transfer + max_vm_per_region = problem.instance_limit + + print("Transfer size (GB):", transfer_size_gb) + print("Instance cost per second:", instance_cost_s) + print(f"Number partitions:", num_partitions) + print(f"Max VM per region:", max_vm_per_region) + print("Runtime:", problem.required_time_budget) + + total_v = np.zeros(num_nodes) + total_p = np.zeros(num_edges) + total_egress = np.zeros(num_nodes) + total_ingress = np.zeros(num_nodes) + total_cost, total_egress_cost, total_instance_cost = 0, 0, 0 + partition_g = [] + + spare_tp = [0] * num_edges + spare_egress_limit = [0] * num_nodes + spare_ingress_limit = [0] * num_nodes + sent_data_size = 0 + + egress_limit = [] + ingress_limit = [] + for node in g.nodes: + if "aws" in node: + egress_limit_gbps, ingress_limit_gbps = problem.aws_instance_throughput_limit + elif "gcp" in node: + egress_limit_gbps, ingress_limit_gbps = problem.gcp_instance_throughput_limit + elif "azure" in node: + egress_limit_gbps, ingress_limit_gbps = problem.azure_instance_throughput_limit + elif "cloudflare" in node: + egress_limit_gbps, ingress_limit_gbps = 1, 1 + else: + raise ValueError("node is not correct") + + egress_limit.append(egress_limit_gbps) + ingress_limit.append(ingress_limit_gbps) + + partitions = range(num_partitions) + for partition in partitions: + print(f"Solving partition {partition}...") + remaining_data_size_gb = partition_size_gb * len(partitions) - sent_data_size - partition_size_gb + c_cost, c_p, c_n, c_f, c_v, egress_cost, instance_cost = self.solve_partition( + g, + cost, + tp, + nodes, + edges, + egress_limit, + ingress_limit, + existing_vms=total_v, + existing_p=total_p, + existing_egress=total_egress, + existing_ingress=total_ingress, + source_v=source_v, + dest_v=dest_v, + partition_size_gb=partition_size_gb, + instance_cost_s=instance_cost_s, + max_vm_per_region=max_vm_per_region, + s=problem.required_time_budget, # time budget + remaining_data_size_gb=remaining_data_size_gb, + filter_edge=filter_edge, + ) + + print("Cost: ", c_cost) + # update state + sent_data_size += partition_size_gb + total_cost += c_cost + total_egress_cost += egress_cost + total_instance_cost += instance_cost + total_v = total_v + np.array(c_v.value) + total_p = total_p + np.array(c_p.value) + total_egress, total_ingress = self.get_egress_ingress(g, nodes, edges, partition_size_gb, total_p) + + # append partition graph + partition_g.append(self.create_topo_graph(np.array(c_p.value), np.array(c_v.value), g, edges, nodes)) + + broadcast_g = self.combine_partition_subgraphs(partition_g) + + actual_tot_instance_cost = 0 + print() + for node in broadcast_g.nodes: + print(f"Node: {node}, num_vms: ", broadcast_g.nodes[node]["num_vms"]) + actual_tot_instance_cost += broadcast_g.nodes[node]["num_vms"] * problem.required_time_budget * instance_cost_s + + print("avg instance cost: ", problem.required_time_budget * instance_cost_s) + actual_tot_cost = total_egress_cost + actual_tot_instance_cost + + print("Solver completes.\n") + print(f"{Fore.BLUE}Time budget = {Fore.YELLOW}{problem.required_time_budget}s{Style.RESET_ALL}") + print( + f"{Fore.BLUE}Calculated tput = {Fore.YELLOW}{round(transfer_size_gb * 8 / problem.required_time_budget, 4)} Gbps{Style.RESET_ALL}\n" + ) + print(f"{Fore.BLUE}Egress cost = {Fore.YELLOW}${round(total_egress_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Actual instance cost = {Fore.YELLOW}${round(actual_tot_instance_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(actual_tot_cost, 4)}{Style.RESET_ALL}\n") + + print(f"Solution (nodes): {broadcast_g.nodes.data()}\n") + print(f"Solution (edges): {broadcast_g.edges.data()}\n") + return self.get_topo_from_nxgraph(num_partitions, problem.gbyte_to_transfer, broadcast_g) + + def plan( + self, + solver=None, + filter_node: bool = False, + filter_edge: bool = False, + solve_iterative: bool = False, + solver_verbose: bool = False, + save_lp_path: Optional[str] = None, + ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -386,22 +817,30 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas problem = self.problem - # OPTION1: use the graph with only source and destination nodes - # g = self.G.subgraph([problem.src] + problem.dsts).copy() - # cost = np.array([e[2] for e in g.edges(data="cost")]) - # tp = np.array([e[2] for e in g.edges(data="throughput")]) + if solve_iterative: + return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path) - # OPTION2: use the entire graph g = self.G - cost = self.get_cost_grid() - tp = self.get_throughput_grid() + + # node-approximation + if filter_node: + src_dst_li = [problem.src] + problem.dsts + sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] + g = g.subgraph(src_dst_li + sampled).copy() + print(f"Filter node (only use): {src_dst_li + sampled}") + + cost = np.array([e[2] for e in g.edges(data="cost")]) + tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) nodes = list(g.nodes) num_edges, num_nodes = len(edges), len(nodes) num_dest = len(problem.dsts) + print(f"Num edges: {num_edges}, num nodes: {num_nodes}, num dest: {num_dest}, runtime budget: {problem.required_time_budget}s") + partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions partition_size_gbit = partition_size_gb * GBIT_PER_GBYTE + print("Partition size (gbit): ", partition_size_gbit) # define variables p = cp.Variable((num_edges, problem.num_partitions), boolean=True) # whether edge is carrying partition @@ -467,6 +906,17 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas constraints.append(n[nodes.index(edge[0])] >= cp.max(p[edges.index(edge)])) constraints.append(n[nodes.index(edge[1])] >= cp.max(p[edges.index(edge)])) + # edge approximation + if filter_edge: + # hop limit = 2: either source is source node, and/or dest is terminal node + # all other edges must be 0 + # alternative: filter edges to matchi this + print("Filter edge") + for edge in edges: + if edge[0] != problem.src and edge[1] not in problem.dsts: + # cannot be in graph + constraints.append(p[edges.index(edge)] == 0) + # throughput constraint for edge_i in range(num_edges): node_i = nodes.index(edge[0]) @@ -481,6 +931,8 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas ingress_limit_gbps, egress_limit_gbps = problem.gcp_instance_throughput_limit elif region == "azure": ingress_limit_gbps, egress_limit_gbps = problem.azure_instance_throughput_limit + elif region == "cloudflare": # TODO: not supported yet in the tput / cost graph + ingress_limit_gbps, egress_limit_gbps = 1, 1 node_i = nodes.index(node) # egress @@ -537,5 +989,5 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas solution = BroadcastSolution(problem=problem, is_feasible=False, extra_data=dict(status=prob.status)) print("ILP solution: ") - pprint(solution.to_summary_dict()) + # pprint(solution.to_summary_dict()) return self.to_broadcast_replication_topology(solution) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 4e58404c3..732545249 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -78,7 +78,9 @@ def log_chunk_state( # Memory space calculation def remaining_bytes(self): try: - remaining_bytes = int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + remaining_bytes = ( + int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + ) return remaining_bytes except Exception as e: raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index e692ab1ad..f745b830a 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -82,7 +82,12 @@ def __init__( # API server self.api_server = GatewayDaemonAPI( - self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators, num_required_terminal=self.num_required_terminal + self.chunk_store, + self.gateway_receiver, + self.error_event, + self.error_queue, + terminal_operators=self.terminal_operators, + num_required_terminal=self.num_required_terminal, ) self.api_server.start() atexit.register(self.api_server.shutdown) @@ -103,7 +108,6 @@ def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): print(f"Partition {partition}, {queue}") print_operator_graph_helper(partition, queue, "") - def create_gateway_operators(self, gateway_program: Dict): """Create a gateway plan from a gateway program""" @@ -147,7 +151,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # create output data queue output_queue = create_output_queue(op) - if isinstance(output_queue, GatewayANDQueue): + if isinstance(output_queue, GatewayANDQueue): # update number of operations that must be completed self.num_required_terminal[partition] = self.num_required_terminal[partition] - 1 + len(child_operators) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index b86916760..6b44ffbd1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -98,7 +98,7 @@ def pull_chunk_status_queue(self, timeout=0.5): chunk_id = elem["chunk_id"] partition = elem["partition"] - if chunk_id not in self.chunk_status: + if chunk_id not in self.chunk_status: self.chunk_status[chunk_id] = ChunkState.registered.name if self.chunk_status[chunk_id] == ChunkState.complete.name: @@ -110,7 +110,10 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_completions[chunk_id].append(handle) # if all terminal operators complete, then mark chunk complete - if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition]: + if ( + self.chunk_status.get(chunk_id, None) != ChunkState.complete.name + and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] + ): # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 204e3cdc1..c29d96044 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -448,14 +448,13 @@ def process(self, chunk_req: ChunkRequest, **args): if self.src_requester_pays: obj_store_interface.set_requester_bool(True) - #while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" - while True: - #if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - # time.sleep(0.1) + while True: + # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) # continue try: md5sum = retry_backoff( @@ -474,9 +473,9 @@ def process(self, chunk_req: ChunkRequest, **args): file_size = os.path.getsize(fpath) if file_size == chunk_req.chunk.chunk_length_bytes: break - else: + else: print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) - + except Exception as e: print("Failed", e) time.sleep(0.1) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 83087a9ae..4fd8ee9b9 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -185,15 +185,27 @@ def monitor_single_dst_helper(dst_region): e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") + tot_runtime = float('-inf') for i in results: pprint(i) + tot_runtime = max(tot_runtime, i["total_runtime_s"]) print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) cost_per_gb = self.dataplane.topology.cost_per_gb - print(f"Cost per gb: ${round(cost_per_gb, 4)}") - print(f"GB transferred: ${round(size_of_transfer, 8)}GB") - print(f"Total cost: ${round(cost_per_gb * size_of_transfer, 8)}\n") + tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) + tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * tot_runtime + + print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") + print(f"Total runtime: {tot_runtime}s\n") + + print(f"Cost per gb: {round(cost_per_gb, 4)}") + print(f"Total egress cost: ${tot_egress_cost}") + + print(f"Total # of vms: {self.dataplane.topology.tot_vms}") + print(f"Total instance cost: ${tot_instance_cost}") + + print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") # write chunk status print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") @@ -231,7 +243,7 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() # print("ERRORS", errors) - + if any(errors.values()): print("copying gateway logs") logger.warning("Copying gateway logs") @@ -288,7 +300,7 @@ def monitor_transfer(pd, self, dst_region): print(f"Remaining bytes per destination (GB): ") for key, value in bytes_remaining_dict.items(): - bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] + bytes_remaining_dict[key] = [round(v / (2**30), 5) for v in value] pprint(bytes_remaining_dict) except Exception as e: print("ERROR", e) @@ -326,15 +338,15 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] li_of_bytes = [ - cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] - ] + cr.chunk.chunk_length_bytes + for cr in self.job_chunk_requests[job_uuid].values() + if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] + ] bytes_remaining_per_job[job_uuid].append(sum(li_of_bytes)) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") # return the max remaining byte among dsts for each job - # for each dst, there can be a list of bytes remaining + # for each dst, there can be a list of bytes remaining bytes_remaining_per_dst = {} for i in range(len(dst_order)): dst = dst_order[i] @@ -342,5 +354,4 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) - return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst - + return sum([max(li, default=0) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 5d9c18681..39ab65cdf 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -134,15 +134,9 @@ def dispatch_id_maps_to_dst(): dst_region_tag = dst_server.region_tag for mapping in chunker.all_mappings_for_upload_ids: for key, value in mapping.items(): - # print(f"mapping: {key}, {value}") if key.startswith(dst_region_tag): construct_mappings[key] = value - # print("Construct mappings: ") - # from pprint import pprint - # pprint(construct_mappings) - - # print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) start = time.time() reply = self.http_pool.request( "POST", @@ -213,7 +207,7 @@ def complete_fn(batch): do_parallel(complete_fn, batches, n=-1) - def bc_verify(self, dst_region: str): + def bc_verify(self, dst_region: str): # NOTE: assume dst keys are the same across destinations? dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} print("[verify] Dst keys: ", dst_keys) diff --git a/skyplane/broadcast/profiles/whole_throughput_11_28.csv b/skyplane/broadcast/profiles/whole_throughput_11_28.csv new file mode 100644 index 000000000..962dc4de6 --- /dev/null +++ b/skyplane/broadcast/profiles/whole_throughput_11_28.csv @@ -0,0 +1,4971 @@ 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ObjectStoreInterface +from skyplane.utils.path import parse_path +from skyplane.utils.definitions import GB +import argparse -if __name__ == "__main__": - src_region = "us-east-1" - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - #dst_regions = ["ap-northeast-3", "ap-northeast-2"] +def start_transfer(args): + src_region = "ap-east-1" + dst_regions = ["ap-southeast-2", "ap-south-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] - dst_regions = ["ap-east-1", "ap-northeast-1"] + # dst_regions = ["ap-east-1", "ap-northeast-1"] + + src_cloud_provider = "aws" + dst_cloud_providers = ["aws"] * len(dst_regions) + + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + + print(source_file) + print(dest_files) + + # Get transfer size + if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: + try: + provider_src, bucket_src, path_src = parse_path(source_file) + src_region_tag = f"{provider_src}:infer" + + src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) + + src_objects = [] + for obj in src_client.list_objects(path_src): + src_objects.append(obj) + transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB + + print("Transfer size gbytes: ", transfer_size_gbytes) + except: + raise Exception("Cannot list size in the source bucket") + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") + dp = client.broadcast_dataplane( - src_cloud_provider="aws", + src_cloud_provider=src_cloud_provider, src_region=src_region, - # type="ILP", - # dst_cloud_providers=["aws", "aws", "aws", "aws", "aws", "aws"], - dst_cloud_providers=["aws", "aws"], + dst_cloud_providers=dst_cloud_providers, dst_regions=dst_regions, - n_vms=2, + type=args["algo"], + n_vms=int(args["num_vms"]), + num_partitions=int(args["num_partitions"]), + gbyte_to_transfer=transfer_size_gbytes, + target_time=args["runtime_budget"], + filter_node=args["filter_node"], + filter_edge=args["filter_edge"], + solve_iterative=args["iterative"], + aws_only=args["aws_only"], + gcp_only=args["gcp_only"], + azure_only=args["azure_only"] ) + with dp.auto_deprovision(): # NOTE: need to queue copy first, then provision # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name - # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" - # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" - # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] - - #source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - #dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] - - # Able to transfer 2 9.1GB data now - #source_file = "s3://awsbucketsky/test_multipart/" - #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] - - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] - - print(source_file) - print(dest_files) - dp.queue_copy( source_file, dest_files, @@ -71,7 +93,26 @@ elif bytes_remaining > 0: print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") else: - break + break time.sleep(1) tracker.join() print("Transfer complete!") + +def main(): + # Set up arguments + parser = argparse.ArgumentParser(description='Test object store transfer') + parser.add_argument('-a', '--algo', help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) + parser.add_argument('-s', '--runtime-budget', help='Maximum runtime budget', nargs='?', required=False, const=10, type=float) + parser.add_argument('-n', '--num-vms', help='Maximum number of vms per region', nargs='?', required=True, const=1, type=int) + parser.add_argument('-p', '--num-partitions', help='Number of partitions of the solver', nargs='?', required=True, const=10, type=int) + parser.add_argument('-fe', '--filter-edge', help='Filter edge (one-hop)', required=False, action='store_true') + parser.add_argument('-fn', '--filter-node', help='Filter node (random)', required=False, action='store_true') + parser.add_argument('-i', '--iterative', help='Chunk iterative solve', required=False, action='store_true') + parser.add_argument('-aws', '--aws-only', help='Use aws only nodes', required=False, action='store_true') + parser.add_argument('-gcp', '--gcp-only', help='Use gcp only nodes', required=False, action='store_true') + parser.add_argument('-azure', '--azure-only', help='Use azure only nodes', required=False, action='store_true') + args = vars(parser.parse_args()) + start_transfer(args) + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 3ba519aba..5238f755a 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,10 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - for ip, program in gateway_programs.items(): - print(ip) - pprint(program.to_dict()) + # for ip, program in gateway_programs.items(): + # print(ip) + # pprint(program.to_dict()) + region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" write_json_dir = tmp_log_dir / "gw_programs" diff --git a/skyplane/data/throughput.csv b/skyplane/data/throughput.csv deleted file mode 100755 index 3485f5ca2..000000000 --- a/skyplane/data/throughput.csv +++ /dev/null @@ -1,7054 +0,0 @@ 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-gcp:asia-southeast2-a,PREMIUM,n2-standard-32,azure:westeurope,PREMIUM,Standard_D32_v5,64,5,gcp:asia-southeast2-a:PREMIUM_azure:westeurope:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-southeast2-a:PREMIUM_azure:westeurope:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-southeast2-a:PREMIUM_azure:westeurope:PREMIUM.stderr,5304984000.0,4547825000.0,27.83442,True -gcp:asia-east2-a,PREMIUM,n2-standard-32,azure:germanywestcentral,PREMIUM,Standard_D32_v5,64,5,gcp:asia-east2-a:PREMIUM_azure:germanywestcentral:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-east2-a:PREMIUM_azure:germanywestcentral:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-east2-a:PREMIUM_azure:germanywestcentral:PREMIUM.stderr,6911274000.0,4651884000.0,26.838728,True 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-aws:us-west-1,PREMIUM,m5.8xlarge,aws:ap-south-1,PREMIUM,m5.8xlarge,64,5,aws:us-west-1:PREMIUM_aws:ap-south-1:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:us-west-1:PREMIUM_aws:ap-south-1:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:us-west-1:PREMIUM_aws:ap-south-1:PREMIUM.stderr,5107493903.613354,2837710417.165328,4.583262962037232,True -gcp:us-central1-a,PREMIUM,n2-standard-32,gcp:asia-south1-a,STANDARD,n2-standard-32,64,5,gcp:us-central1-a:PREMIUM_gcp:asia-south1-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:us-central1-a:PREMIUM_gcp:asia-south1-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:us-central1-a:PREMIUM_gcp:asia-south1-a:STANDARD.stderr,6877141000.0,4120458000.0,22.987905,True -aws:eu-central-1,PREMIUM,m5.8xlarge,azure:australiaeast,PREMIUM,Standard_D32_v5,64,5,aws:eu-central-1:PREMIUM_azure:australiaeast:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:eu-central-1:PREMIUM_azure:australiaeast:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:eu-central-1:PREMIUM_azure:australiaeast:PREMIUM.stderr,4776797959.431011,2589540475.612716,4.3201851119956425,True -aws:ap-northeast-1,PREMIUM,m5.8xlarge,gcp:europe-north1-a,STANDARD,n2-standard-32,64,5,aws:ap-northeast-1:PREMIUM_gcp:europe-north1-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-1:PREMIUM_gcp:europe-north1-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-1:PREMIUM_gcp:europe-north1-a:STANDARD.stderr,5292621424.805825,2843709439.0006056,4.542818428136856,True -aws:ap-northeast-3,PREMIUM,m5.8xlarge,gcp:southamerica-east1-a,PREMIUM,n2-standard-32,64,5,aws:ap-northeast-3:PREMIUM_gcp:southamerica-east1-a:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-3:PREMIUM_gcp:southamerica-east1-a:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-3:PREMIUM_gcp:southamerica-east1-a:PREMIUM.stderr,5096565051.455857,2802474642.662933,4.69589285969206,True -gcp:australia-southeast1-a,PREMIUM,n2-standard-32,gcp:europe-west1-b,PREMIUM,n2-standard-32,64,5,gcp:australia-southeast1-a:PREMIUM_gcp:europe-west1-b:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:australia-southeast1-a:PREMIUM_gcp:europe-west1-b:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:australia-southeast1-a:PREMIUM_gcp:europe-west1-b:PREMIUM.stderr,6833454000.0,3545164000.0,21.907525,True -gcp:europe-west6-a,STANDARD,n2-standard-32,gcp:australia-southeast1-a,STANDARD,n2-standard-32,64,5,gcp:europe-west6-a:STANDARD_gcp:australia-southeast1-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:europe-west6-a:STANDARD_gcp:australia-southeast1-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:europe-west6-a:STANDARD_gcp:australia-southeast1-a:STANDARD.stderr,6397574000.0,3471407000.0,21.140573,True -gcp:southamerica-west1-a,PREMIUM,n2-standard-32,gcp:asia-south1-a,PREMIUM,n2-standard-32,64,5,gcp:southamerica-west1-a:PREMIUM_gcp:asia-south1-a:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:southamerica-west1-a:PREMIUM_gcp:asia-south1-a:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:southamerica-west1-a:PREMIUM_gcp:asia-south1-a:PREMIUM.stderr,7191718000.0,2918419000.0,18.553323,True From 651fb97c2bd70ab245a837c85b43a21a9cdfc4e1 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Fri, 9 Dec 2022 12:18:09 -0800 Subject: [PATCH 021/186] update run config --- skyplane/broadcast/bc_client.py | 2 +- skyplane/broadcast/bc_dataplane.py | 2 +- skyplane/broadcast/impl/bc_tracker.py | 6 +++--- skyplane/broadcast/test/bc_objstore.py | 6 +++--- skyplane/compute/server.py | 6 +++--- 5 files changed, 11 insertions(+), 11 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index e243ebaa4..89f1740fa 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -58,7 +58,7 @@ def broadcast_dataplane( dst_regions: List[str], type: str = "direct", n_vms: int = 1, - num_connections: int = 32, + num_connections: int = 256, num_partitions: int = 10, gbyte_to_transfer: float = 1, diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 928ba66a8..90f15b2e2 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -84,7 +84,7 @@ def add_operator_receive_send( obj_store: Optional[Tuple[str, str]] = None, dst_op: Optional[GatewayOperator] = None, gen_random_data: bool = False, - max_conn_per_vm: int = 128, + max_conn_per_vm: int = 256, ) -> bool: if dst_op is not None: receive_op = dst_op diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 4fd8ee9b9..baba2f032 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -242,7 +242,7 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() - # print("ERRORS", errors) + print("ERRORS", errors) if any(errors.values()): print("copying gateway logs") @@ -255,7 +255,7 @@ def monitor_transfer(pd, self, dst_region): log_df = pd.DataFrame(self._query_chunk_status()) if log_df.empty: logger.warning("No chunk status log entries yet") - time.sleep(0.05) + time.sleep(10) continue is_complete_rec = ( @@ -312,7 +312,7 @@ def monitor_transfer(pd, self, dst_region): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep - time.sleep(0.05) + time.sleep(30) @property def is_complete(self): diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index e153484a9..4a431e65a 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -9,8 +9,8 @@ def start_transfer(args): src_region = "ap-east-1" - dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -94,7 +94,7 @@ def start_transfer(args): print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") else: break - time.sleep(1) + time.sleep(10) tracker.join() print("Transfer complete!") diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 5238f755a..6b6966ea5 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - # for ip, program in gateway_programs.items(): - # print(ip) - # pprint(program.to_dict()) + for ip, program in gateway_programs.items(): + print(ip) + pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From 3590de7554e2b5e11bdd5304f1b7a0344d79cc2f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 9 Dec 2022 14:14:51 -0800 Subject: [PATCH 022/186] reduce client parallism --- skyplane/api/dataplane.py | 3 ++- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 4 ++-- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 69bb56661..13d25225d 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -194,7 +194,8 @@ def get_error_logs(args): return json.loads(reply.data.decode("utf-8"))["errors"] errors: Dict[str, List[str]] = {} - for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): + #for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): + for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=1): errors[instance] = result return errors diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index baba2f032..e7ee309dc 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -247,7 +247,7 @@ def monitor_transfer(pd, self, dst_region): if any(errors.values()): print("copying gateway logs") logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) self.errors = errors pprint(errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 4a431e65a..9abede885 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -19,7 +19,7 @@ def start_transfer(args): dst_cloud_providers = ["aws"] * len(dst_regions) source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] print(source_file) print(dest_files) @@ -115,4 +115,4 @@ def main(): start_transfer(args) if __name__ == '__main__': - main() \ No newline at end of file + main() From aa83a89036ce636ebb54d34d18ca56c2185333c9 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 9 Dec 2022 21:16:25 -0800 Subject: [PATCH 023/186] count num processes --- skyplane/broadcast/gateway/gateway_daemon.py | 17 ++++++++++++----- skyplane/broadcast/gateway/gateway_queue.py | 4 ++-- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/compute/server.py | 6 +++--- 4 files changed, 18 insertions(+), 11 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index f745b830a..d62b3ff03 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -129,7 +129,7 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str): + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str, total_p = 0): for op in program: handle = op["op_type"] + "_" + op["handle"] @@ -146,7 +146,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" # recurse to children with single queue - create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id) + create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id, total_p) continue # create output data queue @@ -187,6 +187,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], ) + total_p += op["num_connections"] elif op["op_type"] == "gen_data": operators[handle] = GatewayRandomDataGen( handle=handle, @@ -211,8 +212,9 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ use_tls=self.use_tls, use_compression=False, # operator["compress"], e2ee_key_bytes=self.e2ee_key_bytes, - n_processes=32, # op["num_connections"], + n_processes=op["num_connections"], ) + total_p += op["num_connections"] elif op["op_type"] == "write_object_store": operators[handle] = GatewayObjStoreWriteOperator( handle=handle, @@ -226,6 +228,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], ) + total_p += op["num_connections"] elif op["op_type"] == "write_local": operators[handle] = GatewayWriteLocal( handle=handle, @@ -239,11 +242,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ else: raise ValueError(f"Unsupported op_type {op['op_type']}") # recursively create for child operators - create_gateway_operators_helper(output_queue, child_operators, partition_id) + create_gateway_operators_helper(output_queue, child_operators, partition_id, total_p) + return total_p pprint(gateway_program) # create operator tree for each partition + total_p = 0 for partition, program in gateway_program.items(): partition = str(partition) @@ -261,11 +266,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ self.chunk_store.add_partition(partition, queue) self.num_required_terminal[partition] = 1 - create_gateway_operators_helper( + total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition program, # single partition program partition, + 0, ) + print("TOTAL NUMBER OF PROCESSES", total_p) return operators def run(self): diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 230e09736..1b3b24a28 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = Queue(maxsize) self.handles = [] @@ -23,7 +23,7 @@ def get_handles(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = {} self.maxsize = maxsize diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index e7ee309dc..acb7f4a2f 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -177,7 +177,7 @@ def monitor_single_dst_helper(dst_region): # Record only the transfer time per destination results = [] - with ThreadPoolExecutor(max_workers=100) as executor: + with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: e2e_start_time = time.time() future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] for future in as_completed(future_list): diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 6b6966ea5..9b4f3a1d6 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - for ip, program in gateway_programs.items(): - print(ip) - pprint(program.to_dict()) + #for ip, program in gateway_programs.items(): + # print(ip) + # pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From fb460b6d711038ebf2feb676c40730cdb5126903 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Fri, 9 Dec 2022 23:43:54 -0800 Subject: [PATCH 024/186] add gw programs --- skyplane/broadcast/bc_dataplane.py | 103 ++++++----- skyplane/broadcast/bc_planner.py | 1 + skyplane/broadcast/gateway/gateway_program.py | 6 +- .../gateway/operators/gateway_operator.py | 12 +- skyplane/broadcast/test/bc_objstore.py | 15 +- skyplane/broadcast/visualize_gw.py | 170 ++++++++++++++++++ skyplane/compute/server.py | 2 +- 7 files changed, 255 insertions(+), 54 deletions(-) create mode 100644 skyplane/broadcast/visualize_gw.py diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 90f15b2e2..dbab213d5 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -3,8 +3,10 @@ from collections import Counter import urllib3 -from typing import TYPE_CHECKING, Dict, List, Optional, Tuple +import os +from typing import TYPE_CHECKING, Dict, List, Optional, Tuple +from collections import defaultdict, Counter from skyplane import compute from skyplane.api.dataplane import Dataplane from skyplane.api.config import TransferConfig @@ -12,7 +14,8 @@ from skyplane.api.tracker import TransferHook from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob - +from skyplane.utils.definitions import gateway_docker_image +from pprint import pprint from skyplane.broadcast.bc_plan import BroadcastReplicationTopology from skyplane.broadcast.gateway.gateway_program import ( GatewayProgram, @@ -29,7 +32,9 @@ from skyplane.utils import logger from skyplane.utils.fn import PathLike - +import nacl.secret +import nacl.utils +import urllib3 if TYPE_CHECKING: from skyplane.api.provisioner import Provisioner @@ -57,6 +62,7 @@ def __init__( self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False + self.gateway_programs = None # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -78,20 +84,21 @@ def get_object_store_connection(self, region: str): def add_operator_receive_send( self, + solution_graph, bc_pg: GatewayProgram, region: str, - partition_id: str, + partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None, - dst_op: Optional[GatewayOperator] = None, + dst_op: Optional[GatewayReceive] = None, gen_random_data: bool = False, - max_conn_per_vm: int = 256, + max_conn_per_vm: int = 128, ) -> bool: if dst_op is not None: receive_op = dst_op else: if obj_store is None: if gen_random_data: - receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) + receive_op = GatewayGenData(size_mb=self.job.random_chunk_size_mb) else: receive_op = GatewayReceive() else: @@ -99,22 +106,22 @@ def add_operator_receive_send( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) ) - if self.topology.default_max_conn_per_vm is not None: - max_conn_per_vm = self.topology.default_max_conn_per_vm - # find set of regions & ips in each region to send to for this partition - g = self.topology.nx_graph - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + g = solution_graph + + any_id = partition_ids[0] + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) # if no regions to forward data to if len(next_regions) == 0: + print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region region_to_ips_map = {} region_to_private_ips_map = {} - for region in next_regions: - region_to_ips_map[region], region_to_private_ips_map[region] = self.get_ips_in_region(region) + for next_region in next_regions: + region_to_ips_map[next_region], region_to_private_ips_map[next_region] = self.get_ips_in_region(next_region) # use muxand or muxor for partition_id operation = "MUX_AND" if len(next_regions) > 1 else "MUX_OR" @@ -122,14 +129,14 @@ def add_operator_receive_send( # non-dst node: add receive_op into gateway program if dst_op is None: - bc_pg.add_operator(receive_op, partition_id=partition_id) + bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) # MUX_AND: send this partition to multiple regions if operation == "MUX_AND": if dst_op is not None and dst_op.op_type == "mux_and": mux_op = receive_op else: # do not add any nested mux_and if dst_op parent is mux_and - bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) @@ -149,11 +156,11 @@ def add_operator_receive_send( # if next region has >1 gateways, add MUX_OR if len(next_region_ips) > 1: mux_or_op = GatewayMuxOr() - bc_pg.add_operator(mux_or_op, mux_op, partition_id=partition_id) - bc_pg.add_operators(send_ops, mux_or_op, partition_id=partition_id) + bc_pg.add_operator(mux_or_op, mux_op, partition_id=tuple(partition_ids)) + bc_pg.add_operators(send_ops, mux_or_op, partition_id=tuple(partition_ids)) else: # otherwise, the parent of send_op is mux_op ("MUX_AND") assert len(send_ops) == 1 - bc_pg.add_operator(send_ops[0], mux_op) + bc_pg.add_operator(send_ops[0], mux_op, partition_id=tuple(partition_ids)) else: # only send this partition to a single region assert len(region_to_ips_map) == 1 @@ -170,35 +177,41 @@ def add_operator_receive_send( # if num of gateways > 1, then connect to MUX_OR if len(ips) > 1: - bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) bc_pg.add_operators(send_ops, mux_op) else: - bc_pg.add_operators(send_ops, receive_op, partition_id=partition_id) + bc_pg.add_operators(send_ops, receive_op, partition_id=tuple(partition_ids)) + # print("Number of connections: ", num_connections) return True - def add_dst_operator(self, bc_pg: GatewayProgram, region: str, partition_id: str, obj_store: Optional[Tuple[str, str]] = None): + def add_dst_operator(self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None): receive_op = GatewayReceive() - bc_pg.add_operator(receive_op, partition_id=partition_id) + bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) + # write if obj_store is None: - write_op = GatewayWriteLocal() + write_op = GatewayWriteLocal() # not pass in the path for now else: write_op = GatewayWriteObjectStore( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) ) - g = self.topology.nx_graph - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + g = solution_graph + any_id = partition_ids[0] + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if any_id in edge[-1]["partitions"]]) # if no regions to forward data to, just write if len(next_regions) == 0: - bc_pg.add_operator(write_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(write_op, receive_op, partition_id=tuple(partition_ids)) else: # otherwise, "and" --> write and forward mux_and_op = GatewayMuxAnd() - bc_pg.add_operator(mux_and_op, receive_op, partition_id=partition_id) - bc_pg.add_operator(write_op, mux_and_op, partition_id=partition_id) - self.add_operator_receive_send(bc_pg, region, partition_id, dst_op=mux_and_op) + bc_pg.add_operator(mux_and_op, receive_op, partition_id=tuple(partition_ids)) + bc_pg.add_operator(write_op, mux_and_op, partition_id=tuple(partition_ids)) + self.add_operator_receive_send(bc_pg, region, partition_ids, dst_op=mux_and_op) + + def remap_keys(self, mapping): + return [{'partitions': k, 'value': v} for k, v in mapping.items()] @property @functools.lru_cache(maxsize=None) @@ -214,7 +227,6 @@ def current_gw_programs(self): # NOTE: assume all transfer object share the same (src, dsts)? might not be correct one_transfer_job = self.jobs_to_dispatch[0] - print("one transfer job: ", one_transfer_job) if not self.transfer_config.random_chunk_size_mb: src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) @@ -229,30 +241,37 @@ def current_gw_programs(self): dsts_obj_store_map = None gen_random_data = True - # print("dst obj store map: ", dsts_obj_store_map) for node in solution_graph.nodes: node_gateway_program = GatewayProgram() + + partition_to_next_regions = {} for i in range(num_partitions): - # source node: read from object store or generate random data, then forward data + partition_to_next_regions[i] = set([edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]]) + + import collections + keys_per_set = collections.defaultdict(list) + for key, value in partition_to_next_regions.items(): + keys_per_set[frozenset(value)].append(key) + + list_of_partitions = list(keys_per_set.values()) + + # source node: read from object store or generate random data, then forward data + for partitions in list_of_partitions: + # print("Processing partitions: ", partitions) if node == src: - self.add_operator_receive_send( - node_gateway_program, node, str(i), obj_store=src_obj_store, gen_random_data=gen_random_data - ) + self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data) # dst receive data, write to object store / write local (if obj_store=None), forward data if needed elif node in dsts: dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] - self.add_dst_operator(node_gateway_program, node, str(i), obj_store=dst_obj_store) + self.add_dst_operator(solution_graph, node_gateway_program, node, partitions, obj_store=dst_obj_store) # overlay node only forward data else: - self.add_operator_receive_send(node_gateway_program, node, str(i), obj_store=None) + self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=None) - gateway_programs[node] = node_gateway_program + gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) - # for node, region in gateway_programs.items(): - # print("region: ", node) - # print(region.to_json()) return gateway_programs def _start_gateway( diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 4277faf7d..8c00a199d 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -145,6 +145,7 @@ def get_topo_from_nxgraph( topo.tot_vm_price_per_s = tot_vm_price_per_s topo.tot_vms = tot_vms topo.default_max_conn_per_vm = self.num_connections + topo.nx_graph = solution_graph return topo def plan(self) -> BroadcastReplicationTopology: diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 817911ad8..3e39600e7 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional, List, Tuple import json from collections import defaultdict @@ -98,14 +98,14 @@ def __init__(self): self._plan = defaultdict(list) self._ops = {} - def add_operators(self, ops: List[GatewayOperator], parent_op: Optional[GatewayOperator] = None, partition_id: Optional[str] = None): + def add_operators(self, ops: List[GatewayOperator], parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): ops_handles = [] for op in ops: ops_handles.append(self.add_operator(op, parent_op, partition_id)) return ops_handles - def add_operator(self, op: GatewayOperator, parent_op: Optional[GatewayOperator] = None, partition_id: Optional[str] = None): + def add_operator(self, op: GatewayOperator, parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): if not parent_op: # root operation self._plan[partition_id].append(op) else: diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index c29d96044..fcba700bf 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -219,10 +219,14 @@ def wait_for_chunks(): logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") wait_success = False for _ in range(60): - if wait_for_chunks(): - wait_success = True - break - time.sleep(1) + try: + if wait_for_chunks(): + wait_success = True + break + except Exception as e: + logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") + + time.sleep(5) # originally 1 if not wait_success: raise Exception("Timed out waiting for chunks to reach state 'downloaded'") logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9abede885..457ebf600 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,12 +5,14 @@ from skyplane.obj_store.object_store_interface import ObjectStoreInterface from skyplane.utils.path import parse_path from skyplane.utils.definitions import GB +from skyplane.utils.definitions import gateway_docker_image import argparse def start_transfer(args): - src_region = "ap-east-1" - # dst_regions = ["ap-southeast-2", "ap-south-1"] - dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # src_region = "ap-east-1" + src_region = "us-east-1" + dst_regions = ["ap-southeast-2", "ap-south-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -18,9 +20,13 @@ def start_transfer(args): src_cloud_provider = "aws" dst_cloud_providers = ["aws"] * len(dst_regions) + # OPT model source_file = "s3://skyplane-broadcast/OPT-66B/" dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + # source_file = "s3://skyplane-broadcast/imagenet-images/" + # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] + print(source_file) print(dest_files) @@ -32,6 +38,7 @@ def start_transfer(args): src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) + print("Listing objects from the source bucket") src_objects = [] for obj in src_client.list_objects(path_src): src_objects.append(obj) @@ -53,7 +60,7 @@ def start_transfer(args): type=args["algo"], n_vms=int(args["num_vms"]), num_partitions=int(args["num_partitions"]), - gbyte_to_transfer=transfer_size_gbytes, + gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net target_time=args["runtime_budget"], filter_node=args["filter_node"], filter_edge=args["filter_edge"], diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py new file mode 100644 index 000000000..bdc81f346 --- /dev/null +++ b/skyplane/broadcast/visualize_gw.py @@ -0,0 +1,170 @@ +from pprint import pprint +import shutil +import networkx as nx +import graphviz as gv +import json +import pandas as pd +from random import randint +from skyplane.utils import logger +import functools + +@functools.lru_cache(maxsize=None) +def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): + from skyplane.compute.cloud_provider import CloudProvider + + assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" + return CloudProvider.get_transfer_cost(src, dst) + +def make_nx_graph(cost, throughput): + G = nx.DiGraph() + for _, row in throughput.iterrows(): + if row["src_region"] == row["dst_region"]: + continue + G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) + + for _, row in cost.iterrows(): + if row["src"] in G and row["dest"] in G[row["src"]]: + G[row["src"]][row["dest"]]["cost"] = row["cost"] + else: + continue + + # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) + for edge in G.edges.data(): + if edge[-1]["cost"] is None: + edge[-1]["cost"] = get_path_cost(edge[0], edge[1]) + + assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) + return G + + +def plot_children(h, start_node, region, li, partition_id): + # list of dicts + for i in li: + children = i["children"] + + if i["op_type"] == "send": + assert len(children) == 0 + if "region" not in i: + print("What is i?", i) + children = [{"op_type": "receive", "region": i["region"], "children": []}] + + if i["op_type"] == "receive" and "region" in i: + this_node = i["region"] + "/" + i["op_type"] + else: + this_node = region + "/" + i["op_type"] + # if i["op_type"] == "send": + # this_node += i["handle"].split("_")[-1] + + h = plot_children(h, this_node, region, children, partition_id) + + if h.has_edge(start_node, this_node): + h[start_node][this_node]["partition"].append(partition_id) + else: + h.add_edge(start_node, this_node, partition=[partition_id]) + return h + + +def get_nx_graph(path): + # if dot is not installed + has_dot = shutil.which("dot") is not None + if not has_dot: + logger.error("Graphviz is not installed. Please install it to plot the solution (sudo apt install graphviz).") + return None + + nx_g = nx.DiGraph() + start_node = "start" + nx_g.add_node(start_node) + with open(path, "r") as f: + data = json.load(f) + regions = list(data.keys()) + + # for region in regions + for region in regions: + # region = regions[0] + region_p = data[region] + plans = region_p["_plan"] + partitions = [int(i) for i in list(plans.keys())] + # print("partitions: ", [int(i) for i in list(plans.keys())]) + for pid in partitions: + p_plan = plans[str(pid)] + nx_g = plot_children(nx_g, start_node, region, p_plan, pid) + # break + + # print(partitions) + + add_nx_g = nx.DiGraph() + for edge in nx_g.edges: + s, d = edge[0], edge[1] + partition = list(set(nx_g[s][d]["partition"])) + add_nx_g.add_edge(s, d, partition=partition) + s_region = s.split("/")[-1][0] + if s.split("/")[-1].startswith("mux") and d.split("/")[-1] == "receive": + # print("Receive!:", d) + send_node = s_region + "/send" + add_nx_g.add_edge(s, send_node) + add_nx_g.add_edge(send_node, d) + add_nx_g.remove_node(start_node) + print(add_nx_g.edges.data()) + + # nx.draw(add_nx_g, with_labels=True) + return add_nx_g + + +from pprint import pprint +import shutil +import networkx as nx +import graphviz as gv +import json + + +def networkx_to_graphviz(g, label="partition"): + """Convert `networkx` graph `g` to `graphviz.Digraph`. + + @type g: `networkx.Graph` or `networkx.DiGraph` + @rtype: `graphviz.Digraph` + """ + if g.is_directed(): + h = gv.Digraph() + else: + h = gv.Graph() + # h.attr(rankdir="LR") + + for u, d in g.nodes(data=True): + # print(u, d) + a = u + # u = u.split(",")[0] + u = u.replace("/", ":") + u = u.replace(":", " ") + f = color_map[a.split("/")[0]] + if u.endswith("mux_and") or u.endswith("mux_or"): + f = "gray" + h.node(str(u), fillcolor=f, style="filled") + for u, v, d in g.edges(data=True): + # print('edge', u, v, d) + u_r = u.replace("/", ":") + u_r = u_r.replace(":", " ") + v_r = v.replace("/", ":") + v_r = v_r.replace(":", " ") + h.edge(str(u_r), str(v_r), label=str(d[label])) + return h + + +if __name__ == "__main__": + costs = pd.read_csv("profiles/cost.csv") + throughput = pd.read_csv("profiles/whole_throughput_11_28.csv") + + color = [] + n = 100 + for i in range(n): + color.append("#%06X" % randint(0, 0xFFFFFF)) + + complete = make_nx_graph(costs, throughput) + color_map = {} + nodes = list(complete.nodes) + for i in range(len(nodes)): + color_map[nodes[i]] = color[i] + + plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + add_nx_g = get_nx_graph(plot_path) + h = networkx_to_graphviz(add_nx_g) + h.view() \ No newline at end of file diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 6b6966ea5..bf174c8c1 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -335,7 +335,7 @@ def check_stderr(tup): if gateway_programs: for ip, program in gateway_programs.items(): print(ip) - pprint(program.to_dict()) + pprint(program) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From 207b8f4386687f7f41396606a9af825b238aa6f3 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 13:57:00 -0800 Subject: [PATCH 025/186] modify gateway program processing on gateway side --- skyplane/broadcast/gateway/chunk_store.py | 4 ++- skyplane/broadcast/gateway/gateway_daemon.py | 38 ++++++++++++-------- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/compute/server.py | 6 ++-- 4 files changed, 31 insertions(+), 19 deletions(-) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 732545249..ef140c739 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -43,14 +43,16 @@ def add_partition(self, partition_id: str): def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): """Create a queue for this partition.""" + print("Adding partition", partition_id, queue) if partition_id in self.chunk_requests: raise ValueError(f"Partition {partition_id} already exists") self.chunk_requests[partition_id] = queue + print(self.chunk_requests) def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API""" if chunk_request.chunk.partition_id not in self.chunk_requests: - raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist - was the gateway program loaded?") + raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?") self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) self.log_chunk_state(chunk_request, state) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index d62b3ff03..8d0db3aaf 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -65,7 +65,7 @@ def __init__( # create gateway operators self.terminal_operators = defaultdict(list) # track terminal operators per partition self.num_required_terminal = {} - self.operators = self.create_gateway_operators(gateway_program["_plan"]) + self.operators = self.create_gateway_operators(gateway_program) # single gateway reciever self.gateway_receiver = GatewayReceiver( @@ -129,7 +129,7 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str, total_p = 0): + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str], total_p = 0): for op in program: handle = op["op_type"] + "_" + op["handle"] @@ -146,20 +146,22 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" # recurse to children with single queue - create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id, total_p) + create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_ids, total_p) continue # create output data queue output_queue = create_output_queue(op) if isinstance(output_queue, GatewayANDQueue): # update number of operations that must be completed - self.num_required_terminal[partition] = self.num_required_terminal[partition] - 1 + len(child_operators) + for partition in partition_ids: + self.num_required_terminal[str(partition)] = self.num_required_terminal[str(partition)] - 1 + len(child_operators) print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") if output_queue is None: # track what opeartors need to complete processing the chunk - self.terminal_operators[partition_id].append(handle) + for partition in partition_ids: + self.terminal_operators[str(partition)].append(handle) # create operators if op["op_type"] == "receive": @@ -242,34 +244,42 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ else: raise ValueError(f"Unsupported op_type {op['op_type']}") # recursively create for child operators - create_gateway_operators_helper(output_queue, child_operators, partition_id, total_p) + create_gateway_operators_helper(output_queue, child_operators, partition_ids, total_p) return total_p pprint(gateway_program) # create operator tree for each partition total_p = 0 - for partition, program in gateway_program.items(): - partition = str(partition) + for program_group in gateway_program: + partitions = program_group["partitions"] + program = program_group["value"] + print("partitions", partitions) # create initial queue for partition if program[0]["op_type"] == "mux_and": queue = GatewayANDQueue() print(f"First operator is mux_and: queue {queue}") assert len(program) == 1, f"mux_and cannot have siblings" - self.chunk_store.add_partition(partition, queue) program = program[0]["children"] - self.num_required_terminal[partition] = len(program) + for partition in partitions: + self.num_required_terminal[str(partition)] = len(program) else: queue = GatewayQueue() print(f"First operator is ", program[0], "queue", queue) - self.chunk_store.add_partition(partition, queue) - self.num_required_terminal[partition] = 1 + for partition in partitions: + self.num_required_terminal[str(partition)] = 1 + + # link all partitions to same queue reference + for partition in partitions: + self.chunk_store.add_partition(str(partition), queue) + + # create DAG for this partition group total_p += create_gateway_operators_helper( - self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition + self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program - partition, + partitions, 0, ) print("TOTAL NUMBER OF PROCESSES", total_p) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index acb7f4a2f..a3eb3ad79 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -306,7 +306,7 @@ def monitor_transfer(pd, self, dst_region): print("ERROR", e) print("copying gateway logs") logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) self.errors = errors pprint(errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 6b6966ea5..9b4f3a1d6 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - for ip, program in gateway_programs.items(): - print(ip) - pprint(program.to_dict()) + #for ip, program in gateway_programs.items(): + # print(ip) + # pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From 5a798f7e3c19ef8413e9e9be399d6d26d125f59b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 16:34:21 -0800 Subject: [PATCH 026/186] working 5 dest transfer --- skyplane/broadcast/bc_dataplane.py | 2 +- .../broadcast/gateway/operators/gateway_operator.py | 11 +++++++++++ skyplane/broadcast/test/bc_objstore.py | 4 ++-- 3 files changed, 14 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index dbab213d5..b464b2d2c 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -297,7 +297,7 @@ def _start_gateway( gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs gateway_docker_image=gateway_docker_image, e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, + use_bbr=False, #self.transfer_config.use_bbr, use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index fcba700bf..ca9f278f9 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -268,9 +268,20 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + #while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) + response = self.http_pool.request( "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} ) + assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 457ebf600..a762c56c3 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -11,8 +11,8 @@ def start_transfer(args): # src_region = "ap-east-1" src_region = "us-east-1" - dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + #dst_regions = ["ap-southeast-2", "ap-south-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] From c176230c81a749e84371400be2537adf8fe8128f Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sat, 10 Dec 2022 21:52:45 -0800 Subject: [PATCH 027/186] broadcast random --- skyplane/api/config.py | 10 +- skyplane/api/dataplane.py | 2 +- skyplane/broadcast/bc_client.py | 47 ++++--- skyplane/broadcast/bc_dataplane.py | 53 ++++++-- skyplane/broadcast/bc_plan.py | 2 +- skyplane/broadcast/bc_planner.py | 60 ++++++--- skyplane/broadcast/gateway/chunk_store.py | 4 +- skyplane/broadcast/gateway/gateway_daemon.py | 8 +- skyplane/broadcast/gateway/gateway_program.py | 2 +- .../gateway/operators/gateway_operator.py | 6 +- skyplane/broadcast/impl/bc_chunker.py | 83 ++++++++++-- skyplane/broadcast/impl/bc_tracker.py | 4 +- skyplane/broadcast/impl/bc_transfer_job.py | 69 ++++++---- skyplane/broadcast/test/bc_objstore.py | 43 +++--- .../broadcast/test/test_random_broadcast.py | 122 ++++++++++++++++++ skyplane/broadcast/visualize_gw.py | 4 +- skyplane/compute/server.py | 4 +- 17 files changed, 403 insertions(+), 120 deletions(-) create mode 100644 skyplane/broadcast/test/test_random_broadcast.py diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 5cbf7f72a..dd95e5aa5 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -1,6 +1,6 @@ from dataclasses import dataclass -from typing import Optional +from typing import Optional, List from skyplane import compute @@ -42,13 +42,17 @@ def make_auth_provider(self) -> compute.GCPAuthentication: return compute.GCPAuthentication(config=self) # type: ignore -@dataclass(frozen=True) +@dataclass(frozen=True) class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False - # randomly generate data or not + # randomly generate data or not for broadcast + gen_random_data: bool = False random_chunk_size_mb: Optional[float] = None + num_random_chunks: Optional[int] = None + src_region: Optional[str] = None + dst_regions: Optional[List[str]] = None # gateway settings use_bbr: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 13d25225d..ea4d5d03f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -194,7 +194,7 @@ def get_error_logs(args): return json.loads(reply.data.decode("utf-8"))["errors"] errors: Dict[str, List[str]] = {} - #for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): + # for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=1): errors[instance] = result return errors diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 89f1740fa..428bb213d 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -11,6 +11,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger +from skyplane.utils.definitions import MB, GB if TYPE_CHECKING: from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig @@ -25,12 +26,29 @@ def __init__( transfer_config: Optional[TransferConfig] = None, log_dir: Optional[str] = None, multipart_enabled: Optional[bool] = False, + # random generate data or not + generate_random: Optional[bool] = False, + num_random_chunks: Optional[int] = 64, + random_chunk_size_mb: Optional[int] = 8, + src_region: Optional[str] = None, + dst_regions: Optional[List[str]] = None, ): self.clientid = get_clientid() self.aws_auth = aws_config.make_auth_provider() if aws_config else None self.azure_auth = azure_config.make_auth_provider() if azure_config else None self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None - self.transfer_config = transfer_config if transfer_config else TransferConfig(multipart_enabled=multipart_enabled) + self.transfer_config = ( + transfer_config + if transfer_config + else TransferConfig( + multipart_enabled=multipart_enabled, + gen_random_data=generate_random, + num_random_chunks=num_random_chunks, + random_chunk_size_mb=random_chunk_size_mb, + src_region=src_region, + dst_regions=dst_regions, + ) + ) print("transfer config: ", transfer_config) self.log_dir = ( tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" @@ -61,20 +79,16 @@ def broadcast_dataplane( num_connections: int = 256, num_partitions: int = 10, gbyte_to_transfer: float = 1, - - # ILP specific parameters + # ILP specific parameters target_time: float = 10, filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - + filter_edge: bool = False, + solve_iterative: bool = False, # solve range (use aws/gcp/azure only nodes) - aws_only: bool = False, - gcp_only: bool = False, - azure_only: bool = False - + aws_only: bool = False, + gcp_only: bool = False, + azure_only: bool = False, ) -> BroadcastDataplane: - # TODO: did not change the data plan yet print(f"\nAlgorithm: {type}") if type == "Ndirect": planner = BroadcastDirectPlanner( @@ -88,7 +102,7 @@ def broadcast_dataplane( gbyte_to_transfer, aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan() elif type == "MDST": @@ -103,7 +117,7 @@ def broadcast_dataplane( gbyte_to_transfer, aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan() elif type == "HST": @@ -119,7 +133,7 @@ def broadcast_dataplane( gbyte_to_transfer, aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan() elif type == "ILP": @@ -135,7 +149,7 @@ def broadcast_dataplane( target_time, # target time budget aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan(filter_edge=filter_edge, filter_node=filter_node, solve_iterative=solve_iterative, solver_verbose=True) else: @@ -145,4 +159,7 @@ def broadcast_dataplane( if type != "ILP": print(f"Solution: {topo.nx_graph.edges.data()}") + print("Transfer src region: ", self.transfer_config.src_region) + print("Transfer dst regions: ", self.transfer_config.dst_regions) + return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index dbab213d5..77ce4f17a 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -3,7 +3,7 @@ from collections import Counter import urllib3 -import os +import os from typing import TYPE_CHECKING, Dict, List, Optional, Tuple from collections import defaultdict, Counter @@ -15,7 +15,7 @@ from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob from skyplane.utils.definitions import gateway_docker_image -from pprint import pprint +from pprint import pprint from skyplane.broadcast.bc_plan import BroadcastReplicationTopology from skyplane.broadcast.gateway.gateway_program import ( GatewayProgram, @@ -62,7 +62,7 @@ def __init__( self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False - self.gateway_programs = None + self.gateway_programs = None # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -98,7 +98,7 @@ def add_operator_receive_send( else: if obj_store is None: if gen_random_data: - receive_op = GatewayGenData(size_mb=self.job.random_chunk_size_mb) + receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) else: receive_op = GatewayReceive() else: @@ -185,7 +185,9 @@ def add_operator_receive_send( # print("Number of connections: ", num_connections) return True - def add_dst_operator(self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None): + def add_dst_operator( + self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None + ): receive_op = GatewayReceive() bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) @@ -211,7 +213,7 @@ def add_dst_operator(self, solution_graph, bc_pg: GatewayProgram, region: str, p self.add_operator_receive_send(bc_pg, region, partition_ids, dst_op=mux_and_op) def remap_keys(self, mapping): - return [{'partitions': k, 'value': v} for k, v in mapping.items()] + return [{"partitions": k, "value": v} for k, v in mapping.items()] @property @functools.lru_cache(maxsize=None) @@ -227,7 +229,7 @@ def current_gw_programs(self): # NOTE: assume all transfer object share the same (src, dsts)? might not be correct one_transfer_job = self.jobs_to_dispatch[0] - if not self.transfer_config.random_chunk_size_mb: + if not self.transfer_config.gen_random_data: src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) dsts_obj_store_map = {} @@ -246,9 +248,12 @@ def current_gw_programs(self): partition_to_next_regions = {} for i in range(num_partitions): - partition_to_next_regions[i] = set([edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]]) + partition_to_next_regions[i] = set( + [edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]] + ) + + import collections - import collections keys_per_set = collections.defaultdict(list) for key, value in partition_to_next_regions.items(): keys_per_set[frozenset(value)].append(key) @@ -256,10 +261,12 @@ def current_gw_programs(self): list_of_partitions = list(keys_per_set.values()) # source node: read from object store or generate random data, then forward data - for partitions in list_of_partitions: + for partitions in list_of_partitions: # print("Processing partitions: ", partitions) if node == src: - self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data) + self.add_operator_receive_send( + solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data + ) # dst receive data, write to object store / write local (if obj_store=None), forward data if needed elif node in dsts: @@ -314,7 +321,20 @@ def queue_copy( dsts: List[str], recursive: bool = False, ) -> str: - job = BCCopyJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + if len(src) != 0: + assert self.transfer_config.gen_random_data is False + job = BCCopyJob( + src, + dsts[0], + recursive, + dst_paths=dsts, + requester_pays=self.transfer_config.requester_pays, + transfer_config=self.transfer_config, + ) + else: + assert self.transfer_config.gen_random_data is True + job = BCCopyJob("", "", False, [], requester_pays=self.transfer_config.requester_pays, transfer_config=self.transfer_config) + logger.fs.debug(f"[SkyplaneBroadcastClient] Queued copy job {job}") self.jobs_to_dispatch.append(job) return job.uuid @@ -325,7 +345,14 @@ def queue_sync( dsts: List[str], recursive: bool = False, ) -> str: - job = BCSyncJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + job = BCSyncJob( + src, + dsts[0], + recursive, + dst_paths=dsts, + requester_pays=self.transfer_config.requester_pays, + transfer_config=self.transfer_config, + ) logger.fs.debug(f"[SkyplaneBroadcastClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index cd3166040..4ceccec0e 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -49,7 +49,7 @@ def __init__( num_partitions: int, edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, cost_per_gb: Optional[float] = None, - tot_vms: Optional[int] = None, + tot_vms: Optional[int] = None, tot_vm_price_per_s: Optional[float] = None, default_max_conn_per_vm: Optional[int] = None, ): diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 8c00a199d..298394092 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -18,6 +18,7 @@ import colorama from colorama import Fore, Style + class BroadcastPlanner: def __init__( self, @@ -52,12 +53,12 @@ def __init__( if aws_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) - elif gcp_only: + elif gcp_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "azure"]) elif azure_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "gcp"]) else: - return + return @functools.lru_cache(maxsize=None) def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): @@ -132,14 +133,14 @@ def get_topo_from_nxgraph( for i in range(solution_graph.nodes[dst_region]["num_vms"]): topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) - tot_vm_price_per_s = 0 # total price per second - tot_vms = 0 # total number of vms - cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours + tot_vm_price_per_s = 0 # total price per second + tot_vms = 0 # total number of vms + cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours for node in solution_graph.nodes: tot_vm_price_per_s += solution_graph.nodes[node]["num_vms"] * cost_map[node.split(":")[0]] / 3600 tot_vms += solution_graph.nodes[node]["num_vms"] - + # set networkx solution graph in topo topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes topo.tot_vm_price_per_s = tot_vm_price_per_s @@ -168,7 +169,17 @@ def __init__( azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, ) def plan(self) -> BroadcastReplicationTopology: @@ -208,7 +219,17 @@ def __init__( azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, ) def plan(self) -> BroadcastReplicationTopology: @@ -250,7 +271,17 @@ def __init__( azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, ) def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: @@ -350,7 +381,6 @@ def __init__( aws_only: bool, gcp_only: bool, azure_only: bool, - ): super().__init__( src_provider, @@ -361,9 +391,9 @@ def __init__( num_connections=num_connections, num_partitions=num_partitions, gbyte_to_transfer=gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only, ) src = self.src_provider + ":" + self.src_region @@ -662,8 +692,8 @@ def solve_partition( return cost, p, n, f, v, egress_cost.value, instance_cost.value def plan_iterative( - self, - problem: BroadcastProblem, + self, + problem: BroadcastProblem, solver=None, filter_node: bool = False, filter_edge: bool = False, diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index ef140c739..68aaadc4c 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -52,7 +52,9 @@ def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API""" if chunk_request.chunk.partition_id not in self.chunk_requests: - raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?") + raise ValueError( + f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" + ) self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) self.log_chunk_state(chunk_request, state) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 8d0db3aaf..aed4996f1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -129,7 +129,7 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str], total_p = 0): + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str], total_p=0): for op in program: handle = op["op_type"] + "_" + op["handle"] @@ -274,13 +274,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # link all partitions to same queue reference for partition in partitions: self.chunk_store.add_partition(str(partition), queue) - - # create DAG for this partition group + + # create DAG for this partition group total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program partitions, - 0, + 0, ) print("TOTAL NUMBER OF PROCESSES", total_p) return operators diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 3e39600e7..b2f329df1 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -1,4 +1,4 @@ -from typing import Optional, List, Tuple +from typing import Optional, List, Tuple import json from collections import defaultdict diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index fcba700bf..dd0749ee6 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -219,14 +219,14 @@ def wait_for_chunks(): logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") wait_success = False for _ in range(60): - try: + try: if wait_for_chunks(): wait_success = True break except Exception as e: logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") - - time.sleep(5) # originally 1 + + time.sleep(5) # originally 1 if not wait_success: raise Exception("Timed out waiting for chunks to reach state 'downloaded'") logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index c195cca39..81bdfd7bf 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -1,15 +1,17 @@ import threading -from queue import Queue import queue -from typing import Generator, List, Tuple, TypeVar import uuid import math +from typing import Optional, Generator, List, Tuple, TypeVar +from skyplane.chunk import ChunkRequest, ChunkState, Chunk from skyplane.api.config import TransferConfig from skyplane.chunk import Chunk from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject from skyplane.utils.definitions import MB from skyplane.api.transfer_job import Chunker +from skyplane.utils import logger +from queue import Queue T = TypeVar("T") @@ -17,16 +19,25 @@ class BCChunker(Chunker): def __init__( self, - src_iface: ObjectStoreInterface, - dest_ifaces: List[ObjectStoreInterface], - transfer_config: TransferConfig, - num_partitions: int = 2, - concurrent_multipart_chunk_threads: int = 64, + src_iface: Optional[ObjectStoreInterface] = None, + dest_ifaces: Optional[List[ObjectStoreInterface]] = None, + transfer_config: Optional[TransferConfig] = None, + num_partitions: Optional[int] = 2, + concurrent_multipart_chunk_threads: Optional[int] = 64, ): - self.dest_iface = dest_ifaces[0] - super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) + # read/ write to object store + if src_iface is not None: + self.dest_iface = dest_ifaces[0] + super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) + self.dest_ifaces = dest_ifaces + else: # random generate data + assert transfer_config is not None + assert transfer_config.multipart_enabled is False + self.transfer_config = transfer_config + self.src_region = transfer_config.src_region + self.dst_regions = transfer_config.dst_regions + self.num_partitions = num_partitions - self.dest_ifaces = dest_ifaces self.multipart_upload_requests = [] self.all_mappings_for_upload_ids = [] @@ -92,6 +103,58 @@ def _run_multipart_chunk_thread( self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) # print("Multipart upload request: ", self.multipart_upload_requests) + def transfer_pair_random_generator(self) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """Generate random transfer pairs""" + assert self.transfer_config.gen_random_data + + n_chunks = self.transfer_config.num_random_chunks + random_chunk_size_mb = self.transfer_config.random_chunk_size_mb + + n_objs = 0 + for i in range(n_chunks): + src_obj = ObjectStoreObject(self.src_region.split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) + dst_obj = ObjectStoreObject(self.dst_regions[0].split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) + n_objs += 1 + logger.fs.debug(f"Yield: {src_obj}, {dst_obj}") + yield src_obj, dst_obj + + if n_objs == 0: + logger.error("No object was created from bc random generator.\n") + raise exceptions.MissingObjectException(f"No objects were created from bc random generator") + + def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: + """Converts a generator of chunks to a generator of chunk requests.""" + # read from object store + if not self.transfer_config.gen_random_data: + assert self.src_iface is not None + src_region = self.src_iface.region_tag() + dest_region = self.dst_iface.region_tag() + src_bucket = self.src_iface.bucket() + dest_bucket = self.dst_iface.bucket() + src_type = "object_store" + dst_type = src_type + + # read from random data generator + else: + src_region = self.src_region + dest_region = self.dst_regions[0] + src_bucket = None + dest_bucket = None + src_type = "random" + dst_type = "save_local" + + for chunk in gen_in: + yield ChunkRequest( + chunk=chunk, + src_region=src_region, + src_random_size_mb=self.transfer_config.random_chunk_size_mb, + dst_region=dest_region, + src_object_store_bucket=src_bucket, + dst_object_store_bucket=dest_bucket, + src_type=src_type, + dst_type=dst_type, + ) + def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] ) -> Generator[Chunk, None, None]: diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a3eb3ad79..0bccc4f9b 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -185,7 +185,7 @@ def monitor_single_dst_helper(dst_region): e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") - tot_runtime = float('-inf') + tot_runtime = float("-inf") for i in results: pprint(i) tot_runtime = max(tot_runtime, i["total_runtime_s"]) @@ -198,7 +198,7 @@ def monitor_single_dst_helper(dst_region): print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") print(f"Total runtime: {tot_runtime}s\n") - + print(f"Cost per gb: {round(cost_per_gb, 4)}") print(f"Total egress cost: ${tot_egress_cost}") diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 39ab65cdf..0140ef829 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -38,31 +38,34 @@ class BCTransferJob: requester_pays: bool = False uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) type: str = "" + transfer_config: TransferConfig = None def __post_init__(self): - print("Parse src: ", parse_path(self.src_path)) - provider_src, bucket_src, src_prefix = parse_path(self.src_path) - self.src_prefix = src_prefix - self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - self.src_bucket = bucket_src - self.src_region = self.src_iface.region_tag() - - self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region - for dst_path in self.dst_paths: - provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) - print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") - self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - self.dst_prefixes[bucket_dst] = dst_prefix - self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() - - # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) - self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) - self.dst_iface = self.dst_ifaces[self.bucket_dst] - - if self.requester_pays: - self.src_iface.set_requester_bool(True) - for dst_iface in self.dst_ifaces.values(): - dst_iface.set_requester_bool(True) + + if not self.transfer_config.gen_random_data: + print("Parse src: ", parse_path(self.src_path)) + provider_src, bucket_src, src_prefix = parse_path(self.src_path) + self.src_prefix = src_prefix + self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) + self.src_bucket = bucket_src + self.src_region = self.src_iface.region_tag() + + self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region + for dst_path in self.dst_paths: + provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) + print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") + self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + self.dst_prefixes[bucket_dst] = dst_prefix + self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() + + # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) + self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) + self.dst_iface = self.dst_ifaces[self.bucket_dst] + + if self.requester_pays: + self.src_iface.set_requester_bool(True) + for dst_iface in self.dst_ifaces.values(): + dst_iface.set_requester_bool(True) def broadcast_dispatch(self, dataplane: "BroadcastDataplane", **kwargs) -> Generator[ChunkRequest, None, None]: raise NotImplementedError("Broadcast Dispatch not implemented") @@ -92,9 +95,17 @@ def __post_init__(self): def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Generate transfer pairs for the transfer job.""" - if chunker is None: # used for external access to transfer pair list - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) + if self.transfer_config.gen_random_data: + if chunker is None: # used for external access to transfer pair list + chunker = BCChunker(transfer_config=self.transfer_config) + + yield from chunker.transfer_pair_random_generator() + + else: + if chunker is None: # used for external access to transfer pair list + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), self.transfer_config) + + yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def broadcast_dispatch( self, @@ -103,7 +114,11 @@ def broadcast_dispatch( dispatch_batch_size: int = 1000, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) + if not transfer_config.gen_random_data: + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) + else: + chunker = BCChunker(transfer_config=self.transfer_config, num_partitions=dataplane.topology.num_partitions) + transfer_pair_generator = self.gen_transfer_pairs(chunker) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 457ebf600..26c1bab48 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -6,7 +6,8 @@ from skyplane.utils.path import parse_path from skyplane.utils.definitions import GB from skyplane.utils.definitions import gateway_docker_image -import argparse +import argparse + def start_transfer(args): # src_region = "ap-east-1" @@ -20,7 +21,7 @@ def start_transfer(args): src_cloud_provider = "aws" dst_cloud_providers = ["aws"] * len(dst_regions) - # OPT model + # OPT model source_file = "s3://skyplane-broadcast/OPT-66B/" dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] @@ -30,14 +31,14 @@ def start_transfer(args): print(source_file) print(dest_files) - # Get transfer size + # Get transfer size if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: try: provider_src, bucket_src, path_src = parse_path(source_file) src_region_tag = f"{provider_src}:infer" src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) - + print("Listing objects from the source bucket") src_objects = [] for obj in src_client.list_objects(path_src): @@ -48,7 +49,6 @@ def start_transfer(args): except: raise Exception("Cannot list size in the source bucket") - client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -60,17 +60,16 @@ def start_transfer(args): type=args["algo"], n_vms=int(args["num_vms"]), num_partitions=int(args["num_partitions"]), - gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net - target_time=args["runtime_budget"], + gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net + target_time=args["runtime_budget"], filter_node=args["filter_node"], filter_edge=args["filter_edge"], solve_iterative=args["iterative"], aws_only=args["aws_only"], gcp_only=args["gcp_only"], - azure_only=args["azure_only"] + azure_only=args["azure_only"], ) - with dp.auto_deprovision(): # NOTE: need to queue copy first, then provision # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name @@ -105,21 +104,23 @@ def start_transfer(args): tracker.join() print("Transfer complete!") + def main(): # Set up arguments - parser = argparse.ArgumentParser(description='Test object store transfer') - parser.add_argument('-a', '--algo', help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) - parser.add_argument('-s', '--runtime-budget', help='Maximum runtime budget', nargs='?', required=False, const=10, type=float) - parser.add_argument('-n', '--num-vms', help='Maximum number of vms per region', nargs='?', required=True, const=1, type=int) - parser.add_argument('-p', '--num-partitions', help='Number of partitions of the solver', nargs='?', required=True, const=10, type=int) - parser.add_argument('-fe', '--filter-edge', help='Filter edge (one-hop)', required=False, action='store_true') - parser.add_argument('-fn', '--filter-node', help='Filter node (random)', required=False, action='store_true') - parser.add_argument('-i', '--iterative', help='Chunk iterative solve', required=False, action='store_true') - parser.add_argument('-aws', '--aws-only', help='Use aws only nodes', required=False, action='store_true') - parser.add_argument('-gcp', '--gcp-only', help='Use gcp only nodes', required=False, action='store_true') - parser.add_argument('-azure', '--azure-only', help='Use azure only nodes', required=False, action='store_true') + parser = argparse.ArgumentParser(description="Test object store transfer") + parser.add_argument("-a", "--algo", help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) + parser.add_argument("-s", "--runtime-budget", help="Maximum runtime budget", nargs="?", required=False, const=10, type=float) + parser.add_argument("-n", "--num-vms", help="Maximum number of vms per region", nargs="?", required=True, const=1, type=int) + parser.add_argument("-p", "--num-partitions", help="Number of partitions of the solver", nargs="?", required=True, const=10, type=int) + parser.add_argument("-fe", "--filter-edge", help="Filter edge (one-hop)", required=False, action="store_true") + parser.add_argument("-fn", "--filter-node", help="Filter node (random)", required=False, action="store_true") + parser.add_argument("-i", "--iterative", help="Chunk iterative solve", required=False, action="store_true") + parser.add_argument("-aws", "--aws-only", help="Use aws only nodes", required=False, action="store_true") + parser.add_argument("-gcp", "--gcp-only", help="Use gcp only nodes", required=False, action="store_true") + parser.add_argument("-azure", "--azure-only", help="Use azure only nodes", required=False, action="store_true") args = vars(parser.parse_args()) start_transfer(args) -if __name__ == '__main__': + +if __name__ == "__main__": main() diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py new file mode 100644 index 000000000..420b9fdfe --- /dev/null +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -0,0 +1,122 @@ +import traceback +import skyplane +import typer +import time + +from skyplane.obj_store.object_store_interface import ObjectStoreObject +from skyplane.utils.definitions import GB, MB +from skyplane.config_paths import cloud_config, config_path +from skyplane.cli.impl.common import console, print_header +from typing import List +from skyplane.broadcast.bc_client import SkyplaneBroadcastClient + +app = typer.Typer(name="broadcast") + + +@app.command() +def replicate_random( + src_region: str, + dst_regions: List[str], + num_gateways: int = typer.Option(1, "--num-gateways", "-n", help="Number of gateways"), + num_chunks: int = typer.Option(1, "--num-chunks", "-c", help="Number of chunks"), + # for ILP + num_partitions: int = typer.Option(10, "--num-partitions", "-p", help="Number of partitions"), + filter_node: bool = typer.Option(False, "--filter-nodes", "-fn", help="Filter nodes"), + filter_edge: bool = typer.Option(False, "--filter-edges", "-fe", help="Filter edges"), + iterative: bool = typer.Option(False, "--iterative", "-i", help="Chunk iterative solve"), + aws_only: bool = typer.Option(False, "--aws-only", "-aws", help="Use AWS only nodes and edges"), + gcp_only: bool = typer.Option(False, "--gcp-only", "-gcp", help="Use GCP only nodes and edges"), + azure_only: bool = typer.Option(False, "--azure-only", "-azure", help="Use Azure only nodes and edges"), + # transfer flags + reuse_gateways: bool = typer.Option(False, help="If true, will leave provisioned instances running to be reused"), + debug: bool = typer.Option(True, help="If true, will write debug information to debug directory."), + confirm: bool = typer.Option(cloud_config.get_flag("autoconfirm"), "--confirm", "-y", "-f", help="Confirm all transfer prompts"), + # solver + algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP]"), + solver_target_time_budget: float = typer.Option( + 10, "--time-budget", "-s", help="Solver option for ILP: Required time budget in seconds" + ), + solver_verbose: bool = False, +): + s_cloud_provider, s_region = src_region.split(":") + d_cloud_providers = [] + d_regions = [] + for d in dst_regions: + dst_cloud_provider, dst_region = d.split(":") + d_cloud_providers.append(dst_cloud_provider) + d_regions.append(dst_region) + + # create transfer list + # 8, 80, 800, 1600, 3200, 4000, 8000(n_chunks) + # 0.5, 5, 50, 100, 200, 250, 500 (transfer siz2e in GB) + # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) + + random_chunk_size_mb = 64 + transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB + + client = SkyplaneBroadcastClient( + aws_config=skyplane.AWSConfig(), + # all for transfer configs, might be better way to do this + multipart_enabled=False, + generate_random=True, + num_random_chunks=num_chunks, + random_chunk_size_mb=random_chunk_size_mb, + src_region=src_region, + dst_regions=dst_regions, + ) + print(f"Log dir: {client.log_dir}/client.log") + print("Transfer size (in GB): ", transfer_size_gbytes) + + dp = client.broadcast_dataplane( + src_cloud_provider=s_cloud_provider, + src_region=s_region, + dst_cloud_providers=d_cloud_providers, + dst_regions=d_regions, + type=algo, + n_vms=int(num_gateways), + num_partitions=int(num_partitions), + gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net + target_time=solver_target_time_budget, + filter_node=filter_node, + filter_edge=filter_edge, + solve_iterative=iterative, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only, + ) + + with dp.auto_deprovision(): + # not doing anything + dp.queue_copy( + "", + [], + ) + + dp.provision(allow_firewall=False, spinner=True) + tracker = dp.run_async() + + # monitor the transfer + print("Waiting for transfer to complete...") + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + print(f"Error on {ip}: {error}") + break + + bytes_remaining, _ = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(10) + tracker.join() + print("Transfer complete!") + + +if __name__ == "__main__": + app() diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index bdc81f346..e0815f1a0 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -8,6 +8,7 @@ from skyplane.utils import logger import functools + @functools.lru_cache(maxsize=None) def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): from skyplane.compute.cloud_provider import CloudProvider @@ -15,6 +16,7 @@ def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" return CloudProvider.get_transfer_cost(src, dst) + def make_nx_graph(cost, throughput): G = nx.DiGraph() for _, row in throughput.iterrows(): @@ -167,4 +169,4 @@ def networkx_to_graphviz(g, label="partition"): plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) - h.view() \ No newline at end of file + h.view() diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 9b4f3a1d6..7967fb570 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,10 +333,10 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - #for ip, program in gateway_programs.items(): + # for ip, program in gateway_programs.items(): # print(ip) # pprint(program.to_dict()) - + region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" write_json_dir = tmp_log_dir / "gw_programs" From b5e3d185d09a054a34e5e6ca5796ffb54a5d7741 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 21:59:31 -0800 Subject: [PATCH 028/186] add more regions --- examples/aws_bucket_replication.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 24 +++++++++++++++++----- skyplane/compute/aws/aws_cloud_provider.py | 1 + 3 files changed, 21 insertions(+), 6 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 6653b5945..5de49a239 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -28,7 +28,7 @@ def bucket_handle(region): # return f"broadcast-experiment-{region}" - return f"broadcast-{region}" + return f"broadcast-opt-{region}" def delete_policy(policy_arn): diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index a762c56c3..a45668a83 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -1,4 +1,5 @@ import time +from skyplane.obj_store.s3_interface import S3Interface import skyplane from skyplane.broadcast.bc_client import SkyplaneBroadcastClient @@ -9,10 +10,13 @@ import argparse def start_transfer(args): - # src_region = "ap-east-1" - src_region = "us-east-1" + #src_region = "ap-east-1" + src_region = "af-south-1" + #src_region = "us-east-1" #dst_regions = ["ap-southeast-2", "ap-south-1"] - dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-3", "ap-northeast-1"] + #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] + dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -21,12 +25,22 @@ def start_transfer(args): dst_cloud_providers = ["aws"] * len(dst_regions) # OPT model - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://skyplane-broadcast/OPT-66B/" + source_file = f"s3://broadcast-opt-{src_region}/test_replication/" + dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] + # create bucket if it doesn't exist + for (region, bucket_path) in zip(dst_regions, dest_files): + bucket_name = bucket_path.split("/")[2] + bucket = S3Interface(bucket_name) + try: + bucket.create_bucket(region) + except Exception as e: + print(e) + print(source_file) print(dest_files) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index ed69755b6..36c0da216 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -221,6 +221,7 @@ def start_instance(subnet_id: str): current_subnet_id = 0 for i in range(max_retries): try: + print("subnet", region, subnets[current_subnet_id]) instance = start_instance(subnets[current_subnet_id].id) break except exceptions.ClientError as e: From 04b84f03db9e1883bfa046a43e0f7369cc8ad4ec Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 23:43:02 -0800 Subject: [PATCH 029/186] increase queue size --- skyplane/broadcast/gateway/gateway_queue.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 1b3b24a28..3c50b4259 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=1000): + def __init__(self, maxsize=100000): self.q = Queue(maxsize) self.handles = [] @@ -23,7 +23,7 @@ def get_handles(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=1000): + def __init__(self, maxsize=100000): self.q = {} self.maxsize = maxsize From 9befa07f121a289c4f4abf772c547f609ee134ec Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 11 Dec 2022 16:27:50 -0800 Subject: [PATCH 030/186] merge --- skyplane/broadcast/bc_client.py | 1 + skyplane/broadcast/bc_dataplane.py | 2 +- .../broadcast/gateway/gateway_daemon_api.py | 2 +- skyplane/broadcast/gateway/gateway_queue.py | 4 +- skyplane/broadcast/impl/bc_tracker.py | 24 +++++++++--- skyplane/broadcast/impl/bc_transfer_job.py | 39 ++++++++++--------- skyplane/broadcast/test/bc_objstore.py | 15 ++++--- .../broadcast/test/test_random_broadcast.py | 6 +-- 8 files changed, 56 insertions(+), 37 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 428bb213d..a4ed3dcc8 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -47,6 +47,7 @@ def __init__( random_chunk_size_mb=random_chunk_size_mb, src_region=src_region, dst_regions=dst_regions, + use_bbr = False ) ) print("transfer config: ", transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 77ce4f17a..f24702c43 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -304,7 +304,7 @@ def _start_gateway( gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs gateway_docker_image=gateway_docker_image, e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, + use_bbr=False, use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 6b44ffbd1..34fadcf66 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -248,7 +248,7 @@ def get_chunk_request(chunk_id: int): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): - logging.debug(f"[gateway_api] Recieved chunk request {request.json}") + logging.info(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 3c50b4259..e94a05daa 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=100000): + def __init__(self, maxsize=4000): self.q = Queue(maxsize) self.handles = [] @@ -23,7 +23,7 @@ def get_handles(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=100000): + def __init__(self, maxsize=4000): self.q = {} self.maxsize = maxsize diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 0bccc4f9b..f57c91342 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -172,6 +172,7 @@ def monitor_single_dst_helper(dst_region): raise e UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + return transfer_stats # Record only the transfer time per destination @@ -179,9 +180,20 @@ def monitor_single_dst_helper(dst_region): results = [] with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: e2e_start_time = time.time() - future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] - for future in as_completed(future_list): - results.append(future.result()) + try: + future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] + for future in as_completed(future_list): + results.append(future.result()) + except Exception as e: + print("copying gateway logs") + logger.warning("Copying gateway logs") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) + raise e + finally: + print("copying gateway logs") + logger.warning("Copying gateway logs") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) + e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") @@ -242,7 +254,7 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() - print("ERRORS", errors) + # print("ERRORS", errors) if any(errors.values()): print("copying gateway logs") @@ -255,7 +267,7 @@ def monitor_transfer(pd, self, dst_region): log_df = pd.DataFrame(self._query_chunk_status()) if log_df.empty: logger.warning("No chunk status log entries yet") - time.sleep(10) + time.sleep(50) continue is_complete_rec = ( @@ -312,7 +324,7 @@ def monitor_transfer(pd, self, dst_region): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep - time.sleep(30) + time.sleep(100) @property def is_complete(self): diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 0140ef829..013ba11ce 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -111,7 +111,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 1000, + dispatch_batch_size: int = 200, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: @@ -223,23 +223,26 @@ def complete_fn(batch): do_parallel(complete_fn, batches, n=-1) def bc_verify(self, dst_region: str): - # NOTE: assume dst keys are the same across destinations? - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} - print("[verify] Dst keys: ", dst_keys) - - dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) - - for dest_iface in dest_iface_list: - for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): - # check metadata (src.size == dst.size) && (src.modified <= dst.modified) - src_obj = dst_keys.get(obj.key) - if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: - del dst_keys[obj.key] - if dst_keys: - print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) - raise exceptions.TransferFailedException( - f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] - ) + # only veryfiy when there's an object store connection + + if not self.transfer_config.gen_random_data: + # NOTE: assume dst keys are the same across destinations? + dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} + print("[verify] Dst keys: ", dst_keys) + + dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) + + for dest_iface in dest_iface_list: + for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): + # check metadata (src.size == dst.size) && (src.modified <= dst.modified) + src_obj = dst_keys.get(obj.key) + if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: + del dst_keys[obj.key] + if dst_keys: + print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) + raise exceptions.TransferFailedException( + f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] + ) @dataclass diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 26c1bab48..30fc0c7f3 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -10,10 +10,10 @@ def start_transfer(args): - # src_region = "ap-east-1" - src_region = "us-east-1" - dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + src_region = "ap-east-1" + # src_region = "us-east-1" + # dst_regions = ["ap-southeast-2", "ap-south-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -22,8 +22,11 @@ def start_transfer(args): dst_cloud_providers = ["aws"] * len(dst_regions) # OPT model - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 420b9fdfe..967def52d 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -47,9 +47,9 @@ def replicate_random( d_regions.append(dst_region) # create transfer list - # 8, 80, 800, 1600, 3200, 4000, 8000(n_chunks) - # 0.5, 5, 50, 100, 200, 250, 500 (transfer siz2e in GB) - # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) + # 8, 80, 800, 1600, 3200, 4000, 4800 8000(n_chunks) + # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer siz2e in GB) + # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) random_chunk_size_mb = 64 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB From eb6772e9c3170bbca810181e7557e7ad7192b59e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 11 Dec 2022 16:29:57 -0800 Subject: [PATCH 031/186] change regions --- skyplane/broadcast/test/bc_objstore.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index a45668a83..67b816546 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -10,13 +10,14 @@ import argparse def start_transfer(args): - #src_region = "ap-east-1" - src_region = "af-south-1" + src_region = "ap-east-1" + #src_region = "af-south-1" #src_region = "us-east-1" #dst_regions = ["ap-southeast-2", "ap-south-1"] - #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-1", "ap-northeast-3", "ap-northeast-2"] #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] - dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] + #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] + # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] From 5f222371c23666455d929e46f4f66d38bb337de9 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 11 Dec 2022 19:13:11 -0800 Subject: [PATCH 032/186] reduce # of connections --- .gitignore | 1 + skyplane/broadcast/bc_dataplane.py | 10 ++++++---- skyplane/broadcast/impl/bc_tracker.py | 14 ++++++++++++-- 3 files changed, 19 insertions(+), 6 deletions(-) diff --git a/.gitignore b/.gitignore index b04eef281..4eb96cdff 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ __pycache__/ # Distribution / packaging .Python +log/ build/ develop-eggs/ dist/ diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index f24702c43..e6cb99556 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -100,7 +100,7 @@ def add_operator_receive_send( if gen_random_data: receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) else: - receive_op = GatewayReceive() + receive_op = GatewayReceive(max_pending_chunks=64) else: receive_op = GatewayReadObjectStore( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) @@ -141,7 +141,8 @@ def add_operator_receive_send( tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) for next_region, next_region_ips in region_to_ips_map.items(): - num_connections = int(max_conn_per_vm / tot_senders) + # num_connections = int(max_conn_per_vm / tot_senders) + num_connections = 32 if ( next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" @@ -172,7 +173,8 @@ def add_operator_receive_send( else: ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] - num_connections = int(max_conn_per_vm / len(ips)) + # num_connections = int(max_conn_per_vm / len(ips)) + num_connections = 32 send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] # if num of gateways > 1, then connect to MUX_OR @@ -188,7 +190,7 @@ def add_operator_receive_send( def add_dst_operator( self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None ): - receive_op = GatewayReceive() + receive_op = GatewayReceive(max_pending_chunks=64) bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) # write diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index f57c91342..095704e08 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -155,6 +155,16 @@ def monitor_single_dst_helper(dst_region): print("Individual transfer statistics") pprint(transfer_stats) + size_of_transfer = self.calculate_size(dst_region) + cost_per_gb = self.dataplane.topology.cost_per_gb + tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) + + print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") + print(f"Cost per gb: {round(cost_per_gb, 4)}") + print(f"Total egress cost: ${tot_egress_cost}") + print(f"Total # of vms: {self.dataplane.topology.tot_vms}") + print(f"Total vm price per s: {self.dataplane.topology.tot_vm_price_per_s}") + try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -267,7 +277,7 @@ def monitor_transfer(pd, self, dst_region): log_df = pd.DataFrame(self._query_chunk_status()) if log_df.empty: logger.warning("No chunk status log entries yet") - time.sleep(50) + time.sleep(10) continue is_complete_rec = ( @@ -324,7 +334,7 @@ def monitor_transfer(pd, self, dst_region): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep - time.sleep(100) + time.sleep(30) @property def is_complete(self): From 5a6cfe6f342f8c7afd2846ebd63960bff770e613 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 11 Dec 2022 22:06:57 -0800 Subject: [PATCH 033/186] lower # of connections --- skyplane/broadcast/bc_dataplane.py | 4 ++-- skyplane/broadcast/gateway/gateway_daemon.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 8 ++++---- 3 files changed, 7 insertions(+), 7 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index e6cb99556..27faf4429 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -142,7 +142,7 @@ def add_operator_receive_send( for next_region, next_region_ips in region_to_ips_map.items(): # num_connections = int(max_conn_per_vm / tot_senders) - num_connections = 32 + num_connections = 8 if ( next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" @@ -174,7 +174,7 @@ def add_operator_receive_send( ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] # num_connections = int(max_conn_per_vm / len(ips)) - num_connections = 32 + num_connections = 8 send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] # if num of gateways > 1, then connect to MUX_OR diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 0da2d1248..63bb5a5eb 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -283,7 +283,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ program, # single partition program partitions ) - print("TOTAL NUMBER OF PROCESSES", total_p) + # print("TOTAL NUMBER OF PROCESSES", total_p) return operators def run(self): diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9f6390763..23bf65450 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -27,11 +27,11 @@ def start_transfer(args): # OPT model #source_file = "s3://skyplane-broadcast/OPT-66B/" - source_file = f"s3://broadcast-opt-{src_region}/test_replication/" - dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] + # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" + # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - #source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - #dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] From 4db2767c024a077a34c8b45117e821e5277e957d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 12:14:42 -0800 Subject: [PATCH 034/186] fix error --- skyplane/api/provisioner.py | 1 + skyplane/broadcast/gateway/gateway_daemon.py | 3 ++- skyplane/utils/fn.py | 2 +- 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 29c7f0304..a07281738 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -85,6 +85,7 @@ def get_node(self, uuid: str) -> compute.Server: return self.provisioned_vms[uuid] def _provision_task(self, task: ProvisionerTask): + print("provision", task.region) with Timer() as t: if task.cloud_provider == "aws": assert self.aws.auth.enabled(), "AWS credentials not configured" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 0da2d1248..fcd8ed07e 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -253,6 +253,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ pprint(gateway_program) # create operator tree for each partition + total_p = 0 for program_group in gateway_program: partitions = program_group["partitions"] program = program_group["value"] @@ -278,7 +279,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ self.chunk_store.add_partition(str(partition), queue) # create DAG for this partition group - total_p = create_gateway_operators_helper( + total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program partitions diff --git a/skyplane/utils/fn.py b/skyplane/utils/fn.py index 076963339..78d9bcafc 100644 --- a/skyplane/utils/fn.py +++ b/skyplane/utils/fn.py @@ -42,7 +42,7 @@ def wrapped_fn(args): try: return args, func(args) except Exception as e: - logger.error(f"Error running {func.__name__}: {e}") + logger.error(f"Error running {func.__name__}, {args}: {e}") raise results = [] From 7c43ab2156018b11af7c020674b6842ce7ad7db9 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 15:41:05 -0800 Subject: [PATCH 035/186] add banned nodes --- skyplane/broadcast/bc_dataplane.py | 2 +- skyplane/broadcast/bc_planner.py | 11 +++++++++++ skyplane/broadcast/impl/bc_transfer_job.py | 5 +++++ skyplane/broadcast/test/bc_objstore.py | 4 ++-- 4 files changed, 19 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 27faf4429..78a4eea34 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,7 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - print(f"{region} has no next region to forward data to: {g.edges.data()}") + #print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 298394092..0c09fc88b 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -578,6 +578,12 @@ def solve_partition( constraints = [] + # dirty hack to ban some regions + print(nodes) + #for banned_node in ["aws:eu-south-2"]: + # i = nodes.index(banned_node) + # constraints.append(v[i] == 1) + # constraints on VM per region for i in range(num_nodes): constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) @@ -716,6 +722,11 @@ def plan_iterative( g = g.subgraph(src_dst_li + sampled).copy() print(f"Filter node (only use): {src_dst_li + sampled}") + # banned nodes + sampled = list(self.G.nodes) + sampled.remove("aws:eu-south-2") + g = g.subgraph(sampled).copy() + cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 013ba11ce..46b442739 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -184,7 +184,12 @@ def dispatch_id_maps_to_dst(): ) end = time.time() if reply.status != 200: + print("failed to dispatch") + print(server.instance_name()) + print(server.public_ip()) + time.sleep(100000) raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 23bf65450..3dd995983 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -30,8 +30,8 @@ def start_transfer(args): # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] From 3104803f5d854d5549f0a897f0a6c914cda3b459 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 17:06:28 -0800 Subject: [PATCH 036/186] Filter out specific regions and fix ILP (#723) --- skyplane/api/provisioner.py | 1 + skyplane/broadcast/bc_dataplane.py | 6 ++++- skyplane/broadcast/bc_planner.py | 28 +++++++++++++++++--- skyplane/broadcast/gateway/gateway_daemon.py | 4 ++- skyplane/broadcast/impl/bc_transfer_job.py | 5 ++++ skyplane/broadcast/test/bc_objstore.py | 4 +-- skyplane/utils/fn.py | 2 +- 7 files changed, 41 insertions(+), 9 deletions(-) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 29c7f0304..a07281738 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -85,6 +85,7 @@ def get_node(self, uuid: str) -> compute.Server: return self.provisioned_vms[uuid] def _provision_task(self, task: ProvisionerTask): + print("provision", task.region) with Timer() as t: if task.cloud_provider == "aws": assert self.aws.auth.enabled(), "AWS credentials not configured" diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 27faf4429..f37ddaf07 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,7 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - print(f"{region} has no next region to forward data to: {g.edges.data()}") + #print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region @@ -280,6 +280,8 @@ def current_gw_programs(self): self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=None) gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) + assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" + print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -301,6 +303,8 @@ def _start_gateway( if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) + print("current program", self.current_gw_programs) + gateway_server.start_gateway( {}, # don't need setup arguments here to pass as outgoing_ports gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 298394092..7cd645433 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -1,4 +1,5 @@ import os +from random import sample import subprocess from pathlib import Path @@ -578,6 +579,12 @@ def solve_partition( constraints = [] + # dirty hack to ban some regions + print(nodes) + #for banned_node in ["aws:eu-south-2"]: + # i = nodes.index(banned_node) + # constraints.append(v[i] == 1) + # constraints on VM per region for i in range(num_nodes): constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) @@ -676,10 +683,11 @@ def solve_partition( i[edges.index(e)] = 1 # keep future solutions feasible by making sure destinations have # enough remaining ingress to recieve the remaining data - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] - <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 - ) + if node in dest_v: + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] + <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 + ) prob = cp.Problem(obj, constraints) @@ -716,6 +724,12 @@ def plan_iterative( g = g.subgraph(src_dst_li + sampled).copy() print(f"Filter node (only use): {src_dst_li + sampled}") + # banned nodes + sampled = list(self.G.nodes) + sampled.remove("aws:eu-south-2") + sampled.remove("aws:eu-central-2") + g = g.subgraph(sampled).copy() + cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) @@ -860,6 +874,12 @@ def plan( g = g.subgraph(src_dst_li + sampled).copy() print(f"Filter node (only use): {src_dst_li + sampled}") + # banned nodes + sampled = list(self.G.nodes) + sampled.remove("aws:eu-south-2") + sampled.remove("aws:eu-central-2") + g = g.subgraph(sampled).copy() + cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 63bb5a5eb..1365d8eb2 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -43,6 +43,7 @@ def __init__( print("starting gateway daemon", gateway_program_path) pprint(gateway_program) + assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" self.use_tls = use_tls @@ -253,6 +254,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ pprint(gateway_program) # create operator tree for each partition + total_p = 0 for program_group in gateway_program: partitions = program_group["partitions"] program = program_group["value"] @@ -278,7 +280,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ self.chunk_store.add_partition(str(partition), queue) # create DAG for this partition group - total_p = create_gateway_operators_helper( + total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program partitions diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 013ba11ce..46b442739 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -184,7 +184,12 @@ def dispatch_id_maps_to_dst(): ) end = time.time() if reply.status != 200: + print("failed to dispatch") + print(server.instance_name()) + print(server.public_ip()) + time.sleep(100000) raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 23bf65450..3dd995983 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -30,8 +30,8 @@ def start_transfer(args): # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] diff --git a/skyplane/utils/fn.py b/skyplane/utils/fn.py index 076963339..78d9bcafc 100644 --- a/skyplane/utils/fn.py +++ b/skyplane/utils/fn.py @@ -42,7 +42,7 @@ def wrapped_fn(args): try: return args, func(args) except Exception as e: - logger.error(f"Error running {func.__name__}: {e}") + logger.error(f"Error running {func.__name__}, {args}: {e}") raise results = [] From a47c341a4aa010c1945cd669369c6f01d586cf1f Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 17:35:03 -0800 Subject: [PATCH 037/186] merge --- .gitignore | 3 + skyplane/api/config.py | 4 +- skyplane/broadcast/bc_client.py | 2 +- skyplane/broadcast/bc_dataplane.py | 18 +- skyplane/broadcast/bc_planner.py | 31 +- skyplane/broadcast/gateway/gateway_daemon.py | 4 +- .../gateway/operators/gateway_operator.py | 2 +- .../gateway/operators/gateway_receiver.py | 2 +- skyplane/broadcast/impl/bc_chunker.py | 6 +- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/broadcast/impl/bc_transfer_job.py | 2 +- skyplane/broadcast/profiles/old/cost.csv | 3970 +++++++++++++ .../profiles/{ => old}/throughput.csv | 0 .../profiles/old/whole_throughput_11_28.csv | 4971 +++++++++++++++++ skyplane/broadcast/test/bc_objstore.py | 16 +- .../broadcast/test/test_random_broadcast.py | 5 +- 16 files changed, 9000 insertions(+), 38 deletions(-) create mode 100644 skyplane/broadcast/profiles/old/cost.csv rename skyplane/broadcast/profiles/{ => old}/throughput.csv (100%) create mode 100644 skyplane/broadcast/profiles/old/whole_throughput_11_28.csv diff --git a/.gitignore b/.gitignore index 4eb96cdff..337daf55d 100644 --- a/.gitignore +++ b/.gitignore @@ -11,6 +11,9 @@ __pycache__/ # C extensions *.so +# experiment scripts +*.sh + # Distribution / packaging .Python log/ diff --git a/skyplane/api/config.py b/skyplane/api/config.py index dd95e5aa5..eb01b91e9 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -42,12 +42,12 @@ def make_auth_provider(self) -> compute.GCPAuthentication: return compute.GCPAuthentication(config=self) # type: ignore -@dataclass(frozen=True) +@dataclass(frozen=True) class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False - # randomly generate data or not for broadcast + # randomly generate data or not for broadcast gen_random_data: bool = False random_chunk_size_mb: Optional[float] = None num_random_chunks: Optional[int] = None diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index a4ed3dcc8..906dd41f7 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -47,7 +47,7 @@ def __init__( random_chunk_size_mb=random_chunk_size_mb, src_region=src_region, dst_regions=dst_regions, - use_bbr = False + use_bbr=False, ) ) print("transfer config: ", transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index f37ddaf07..4445dc2ae 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -72,7 +72,7 @@ def __init__( def get_ips_in_region(self, region: str): public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] - return public_ips, public_ips + return public_ips, private_ips def get_object_store_connection(self, region: str): provider = region.split(":")[0] @@ -91,7 +91,7 @@ def add_operator_receive_send( obj_store: Optional[Tuple[str, str]] = None, dst_op: Optional[GatewayReceive] = None, gen_random_data: bool = False, - max_conn_per_vm: int = 128, + max_conn_per_vm: int = 256, ) -> bool: if dst_op is not None: receive_op = dst_op @@ -100,7 +100,7 @@ def add_operator_receive_send( if gen_random_data: receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) else: - receive_op = GatewayReceive(max_pending_chunks=64) + receive_op = GatewayReceive() else: receive_op = GatewayReadObjectStore( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) @@ -114,7 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - #print(f"{region} has no next region to forward data to: {g.edges.data()}") + # print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region @@ -141,12 +141,12 @@ def add_operator_receive_send( tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) for next_region, next_region_ips in region_to_ips_map.items(): - # num_connections = int(max_conn_per_vm / tot_senders) - num_connections = 8 + num_connections = int(max_conn_per_vm / tot_senders) if ( next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" ): # gcp to gcp connection, use private ips + print("GCP to GCP connection, should use private ips") send_ops = [ GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in region_to_private_ips_map[next_region] @@ -169,12 +169,12 @@ def add_operator_receive_send( next_region = list(region_to_ips_map.keys())[0] if next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp": + print("GCP to GCP connection, should use private ips") ips = [ip for next_region_ips in region_to_private_ips_map.values() for ip in next_region_ips] else: ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] - # num_connections = int(max_conn_per_vm / len(ips)) - num_connections = 8 + num_connections = int(max_conn_per_vm / len(ips)) send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] # if num of gateways > 1, then connect to MUX_OR @@ -190,7 +190,7 @@ def add_operator_receive_send( def add_dst_operator( self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None ): - receive_op = GatewayReceive(max_pending_chunks=64) + receive_op = GatewayReceive() bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) # write diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 7cd645433..eab0ccc50 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -469,15 +469,24 @@ def combine_partition_subgraphs(self, partition_g): for i in range(len(partition_g)): for edge in partition_g[i].edges: if edge[0] in bg and edge[1] in bg[edge[0]]: - bg[edge[0]][edge[1]]["partitions"].append(i) + bg[edge[0]][edge[1]]["partitions"].append(str(i)) else: e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) - for node in partition_g[i].nodes: - if "num_vms" not in bg.nodes[node]: - bg.nodes[node]["num_vms"] = 0 - bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + for node in bg.nodes: + bg.nodes[node]["num_vms"] = 0 + for i in range(len(partition_g)): + if node in partition_g[i].nodes: + bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) + + # for i in range(len(partition_g)): + # for node in partition_g[i].nodes: + # if node not in bg.nodes: + # continue + # if "num_vms" not in bg.nodes[node]: + # bg.nodes[node]["num_vms"] = 0 + # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -501,14 +510,18 @@ def create_topo_graph(self, p, v, g, edges, nodes): result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) remove_nodes = [] # number of vms is one but the + for i in range(len(v_result)): num_vms = int(v_result[i]) if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen - remove_nodes.append(nodes[i]) + result_g.add_node(nodes[i], num_vms=num_vms) + print("Edge: ", result_g.edges.data()) + print("Node: ", result_g.nodes.data()) + print("Num of node: ", len(result_g.nodes)) + print("TOPO GRPAH RESULTS: ", v_result) return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): @@ -574,7 +587,7 @@ def solve_partition( # optimization problem (minimize sum of costs) egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s # NOTE(sl): adding instance cost every time? + instance_cost = cp.sum(v) * instance_cost_s * s * 10000000 # NOTE(sl): adding instance cost every time? obj = cp.Minimize(egress_cost + instance_cost) constraints = [] @@ -868,6 +881,8 @@ def plan( g = self.G # node-approximation + from random import sample + if filter_node: src_dst_li = [problem.src] + problem.dsts sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 1365d8eb2..0cfc3c743 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -173,7 +173,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ region=self.region, input_queue=input_queue, output_queue=output_queue, - n_processes=1, # dummy wait thread, not actual reciever + n_processes=1, # dummy wait thread, not actual reciever chunk_store=self.chunk_store, error_event=self.error_event, error_queue=self.error_queue, @@ -283,7 +283,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program - partitions + partitions, ) # print("TOTAL NUMBER OF PROCESSES", total_p) return operators diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 2fc3b2c19..aa76e050d 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -268,7 +268,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - #while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index d57c6c157..aeebeb33b 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -40,7 +40,7 @@ def __init__( self.error_event = error_event self.error_queue = error_queue self.recv_block_size = recv_block_size - self.max_pending_chunks = 64 #max_pending_chunks + self.max_pending_chunks = 64 # max_pending_chunks self.use_compression = use_compression if e2ee_key_bytes is None: self.e2ee_secretbox = None diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index 81bdfd7bf..ae9a826da 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -25,7 +25,7 @@ def __init__( num_partitions: Optional[int] = 2, concurrent_multipart_chunk_threads: Optional[int] = 64, ): - # read/ write to object store + # read/ write to object store if src_iface is not None: self.dest_iface = dest_ifaces[0] super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) @@ -139,7 +139,7 @@ def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[C src_region = self.src_region dest_region = self.dst_regions[0] src_bucket = None - dest_bucket = None + dest_bucket = None src_type = "random" dst_type = "save_local" @@ -147,7 +147,7 @@ def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[C yield ChunkRequest( chunk=chunk, src_region=src_region, - src_random_size_mb=self.transfer_config.random_chunk_size_mb, + src_random_size_mb=self.transfer_config.random_chunk_size_mb, dst_region=dest_region, src_object_store_bucket=src_bucket, dst_object_store_bucket=dest_bucket, diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 095704e08..e9feb24be 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -190,7 +190,7 @@ def monitor_single_dst_helper(dst_region): results = [] with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: e2e_start_time = time.time() - try: + try: future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] for future in as_completed(future_list): results.append(future.result()) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 46b442739..828c920f5 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -230,7 +230,7 @@ def complete_fn(batch): def bc_verify(self, dst_region: str): # only veryfiy when there's an object store connection - if not self.transfer_config.gen_random_data: + if not self.transfer_config.gen_random_data: # NOTE: assume dst keys are the same across destinations? dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} print("[verify] Dst keys: ", dst_keys) diff --git a/skyplane/broadcast/profiles/old/cost.csv b/skyplane/broadcast/profiles/old/cost.csv new file mode 100644 index 000000000..3a8ed3bff --- /dev/null +++ b/skyplane/broadcast/profiles/old/cost.csv @@ -0,0 +1,3970 @@ +src,dest,src_tier,dest_tier,cost +aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 +aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ca-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-north-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:me-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:sa-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,azure:australiaeast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:canadacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:francecentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:germanywestcentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:japaneast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:koreacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northcentralus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:uksouth,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus3,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast3-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-southeast1-a,PREMIUM,PREMIUM,0.154 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["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] - #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] + # src_region = "af-south-1" + # src_region = "us-east-1" + # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] + # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-southeast-2", "ap-south-1"] dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] @@ -25,8 +25,8 @@ def start_transfer(args): src_cloud_provider = "aws" dst_cloud_providers = ["aws"] * len(dst_regions) - # OPT model - #source_file = "s3://skyplane-broadcast/OPT-66B/" + # OPT model + # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] @@ -37,12 +37,12 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] # create bucket if it doesn't exist - for (region, bucket_path) in zip(dst_regions, dest_files): + for (region, bucket_path) in zip(dst_regions, dest_files): bucket_name = bucket_path.split("/")[2] bucket = S3Interface(bucket_name) try: bucket.create_bucket(region) - except Exception as e: + except Exception as e: print(e) print(source_file) diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 967def52d..f07f0bf78 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -51,12 +51,15 @@ def replicate_random( # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer siz2e in GB) # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) + # 200 --> 3200 as the # of chunks + # 100 --> 1600 as the # of chunks + random_chunk_size_mb = 64 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB client = SkyplaneBroadcastClient( aws_config=skyplane.AWSConfig(), - # all for transfer configs, might be better way to do this + # all for transfer configs, might be better way to do this multipart_enabled=False, generate_random=True, num_random_chunks=num_chunks, From 319756bdd17fe0165b52936dda41ff576a5e4cd0 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 17:39:07 -0800 Subject: [PATCH 038/186] remove multiplication --- skyplane/broadcast/bc_planner.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index eab0ccc50..e64b044f9 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -587,7 +587,7 @@ def solve_partition( # optimization problem (minimize sum of costs) egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s * 10000000 # NOTE(sl): adding instance cost every time? + instance_cost = cp.sum(v) * instance_cost_s * s obj = cp.Minimize(egress_cost + instance_cost) constraints = [] From b0c6ac86a55c0c792f498c47cb1ec978cfdb7028 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 17:39:11 -0800 Subject: [PATCH 039/186] remove multiplication --- skyplane/broadcast/bc_planner.py | 20 ++++++-------------- 1 file changed, 6 insertions(+), 14 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index e64b044f9..992858b63 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -474,19 +474,10 @@ def combine_partition_subgraphs(self, partition_g): e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) - for node in bg.nodes: - bg.nodes[node]["num_vms"] = 0 - for i in range(len(partition_g)): - if node in partition_g[i].nodes: - bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) - - # for i in range(len(partition_g)): - # for node in partition_g[i].nodes: - # if node not in bg.nodes: - # continue - # if "num_vms" not in bg.nodes[node]: - # bg.nodes[node]["num_vms"] = 0 - # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + for node in partition_g[i].nodes: + if "num_vms" not in bg.nodes[node]: + bg.nodes[node]["num_vms"] = 0 + bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -516,7 +507,8 @@ def create_topo_graph(self, p, v, g, edges, nodes): if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - result_g.add_node(nodes[i], num_vms=num_vms) + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + remove_nodes.append(nodes[i]) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) From 4a5cdc4456ad1965106a96d857f64d5d39fcbd59 Mon Sep 17 00:00:00 2001 From: Paras Jain Date: Mon, 12 Dec 2022 20:13:30 -0800 Subject: [PATCH 040/186] Check gbyte_to_transfer --- skyplane/broadcast/bc_planner.py | 1 + 1 file changed, 1 insertion(+) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 992858b63..de1f5eaf3 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -143,6 +143,7 @@ def get_topo_from_nxgraph( tot_vms += solution_graph.nodes[node]["num_vms"] # set networkx solution graph in topo + assert gbyte_to_transfer > 0 topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes topo.tot_vm_price_per_s = tot_vm_price_per_s topo.tot_vms = tot_vms From 2682608f3f981609136dbac42c8b681dc58805b6 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 20:35:41 -0800 Subject: [PATCH 041/186] script with aws/gcp/azure --- .gitignore | 1 - network_aws.sh | 0 network_azure.sh | 9 +++++++++ network_gcp.sh | 9 +++++++++ skyplane/broadcast/bc_dataplane.py | 1 - skyplane/broadcast/bc_planner.py | 24 ++++++++++++++++-------- 6 files changed, 34 insertions(+), 10 deletions(-) create mode 100644 network_aws.sh create mode 100644 network_azure.sh create mode 100644 network_gcp.sh diff --git a/.gitignore b/.gitignore index 337daf55d..9869a1f66 100644 --- a/.gitignore +++ b/.gitignore @@ -12,7 +12,6 @@ __pycache__/ *.so # experiment scripts -*.sh # Distribution / packaging .Python diff --git a/network_aws.sh b/network_aws.sh new file mode 100644 index 000000000..e69de29bb diff --git a/network_azure.sh b/network_azure.sh new file mode 100644 index 000000000..bcd99ce31 --- /dev/null +++ b/network_azure.sh @@ -0,0 +1,9 @@ +#!/bin/bash +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 800 -n 2 -p 5 -azure > log/network/azure/Ndirect +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 800 -n 2 -p 5 -azure > log/network/azure/MDST +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 800 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file diff --git a/network_gcp.sh b/network_gcp.sh new file mode 100644 index 000000000..4103b10fd --- /dev/null +++ b/network_gcp.sh @@ -0,0 +1,9 @@ +#!/bin/bash +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 800 -n 2 -p 5 -gcp > log/network/gcp/Ndirect +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 800 -n 2 -p 5 -gcp > log/network/gcp/MDST +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 800 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 4445dc2ae..095059e1a 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,7 +114,6 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - # print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index de1f5eaf3..7cda95833 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -473,12 +473,21 @@ def combine_partition_subgraphs(self, partition_g): bg[edge[0]][edge[1]]["partitions"].append(str(i)) else: e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] - bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) - - for node in partition_g[i].nodes: - if "num_vms" not in bg.nodes[node]: - bg.nodes[node]["num_vms"] = 0 - bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + bg.add_edge(edge[0], edge[1], partitions=[str(i)], cost=e["cost"], throughput=e["throughput"]) + + for node in bg.nodes: + bg.nodes[node]["num_vms"] = 0 + for i in range(len(partition_g)): + if node in partition_g[i].nodes: + bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) + + # for i in range(len(partition_g)): + # for node in partition_g[i].nodes: + # if node not in bg.nodes: + # continue + # if "num_vms" not in bg.nodes[node]: + # bg.nodes[node]["num_vms"] = 0 + # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -508,8 +517,7 @@ def create_topo_graph(self, p, v, g, edges, nodes): if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen - remove_nodes.append(nodes[i]) + result_g.add_node(nodes[i], num_vms=num_vms) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) From cb7b5141bef947ec4a8e3bdf0ce5b53e9bc9ae22 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 20:42:21 -0800 Subject: [PATCH 042/186] update num_vms for iterative ILP --- skyplane/broadcast/bc_planner.py | 26 ++++++++++---------------- 1 file changed, 10 insertions(+), 16 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 7cda95833..457d5205a 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -475,19 +475,10 @@ def combine_partition_subgraphs(self, partition_g): e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] bg.add_edge(edge[0], edge[1], partitions=[str(i)], cost=e["cost"], throughput=e["throughput"]) - for node in bg.nodes: - bg.nodes[node]["num_vms"] = 0 - for i in range(len(partition_g)): - if node in partition_g[i].nodes: - bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) - - # for i in range(len(partition_g)): - # for node in partition_g[i].nodes: - # if node not in bg.nodes: - # continue - # if "num_vms" not in bg.nodes[node]: - # bg.nodes[node]["num_vms"] = 0 - # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + for node in partition_g[i].nodes: + if "num_vms" not in bg.nodes[node]: + bg.nodes[node]["num_vms"] = 0 + bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -510,19 +501,22 @@ def create_topo_graph(self, p, v, g, edges, nodes): for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) - remove_nodes = [] # number of vms is one but the - + remove_nodes = [] # number of vms is one but the for i in range(len(v_result)): num_vms = int(v_result[i]) if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - result_g.add_node(nodes[i], num_vms=num_vms) + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + remove_nodes.append(nodes[i]) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) print("Num of node: ", len(result_g.nodes)) print("TOPO GRPAH RESULTS: ", v_result) + + print(f"Create topo: {result_g.edges.data()}") + print(f"Create topo node: {result_g.nodes.data()}") return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): From ec3d9c5c0bdc6781a0d86ca4e3eaf6c51300ab66 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 21:01:06 -0800 Subject: [PATCH 043/186] update aws script --- network_aws.sh | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/network_aws.sh b/network_aws.sh index e69de29bb..8895477f1 100644 --- a/network_aws.sh +++ b/network_aws.sh @@ -0,0 +1,8 @@ +#!/bin/bash +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 800 -n 2 -p 5 -aws > log/network/aws/Ndirect +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 800 -n 2 -p 5 -aws > log/network/aws/MDST +skyplane deprovision \ No newline at end of file From 4e7554e7e1210c9de64d87be15c991a198e82b9e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 21:27:06 -0800 Subject: [PATCH 044/186] reset queue sizes --- skyplane/api/transfer_job.py | 4 +++- skyplane/broadcast/bc_dataplane.py | 3 ++- skyplane/broadcast/gateway/gateway_queue.py | 7 +++++-- skyplane/broadcast/gateway/operators/gateway_operator.py | 4 +++- skyplane/broadcast/impl/bc_transfer_job.py | 4 +++- 5 files changed, 16 insertions(+), 6 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index f230f4945..e246e88b8 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -367,7 +367,7 @@ def dispatch( self, dataplane: "Dataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 1000, + dispatch_batch_size: int = 100, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" chunker = Chunker(self.src_iface, self.dst_iface, transfer_config) @@ -393,6 +393,8 @@ def dispatch( n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() + parts = sum([cr.chunk.partition for cr in batch]) + print(parts) reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 78a4eea34..6bb28c2c5 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -77,7 +77,8 @@ def get_ips_in_region(self, region: str): def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": - n_conn = 32 + #n_conn = 32 + n_conn = 16 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication return n_conn diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index e94a05daa..94cb44afd 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=4000): + def __init__(self, maxsize=1000): self.q = Queue(maxsize) self.handles = [] @@ -21,9 +21,11 @@ def get_nowait(self, requester_handle=None): def get_handles(self): return self.handles + def size(self): + return self.q.qsize() class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=4000): + def __init__(self, maxsize=1000): self.q = {} self.maxsize = maxsize @@ -40,6 +42,7 @@ def get_handle_queue(self, requester_handle): def put(self, chunk_req): # place chunk in all downstream operators queues for handle in self.q.keys(): + print("add queue", handle, self.q[handle].size()) # self.q[handle].put(copy.deepcopy(chunk_req)) self.q[handle].put(chunk_req) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 2fc3b2c19..141820f15 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -88,6 +88,7 @@ def worker_loop(self, worker_id: int, *args): # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) + print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) @@ -105,6 +106,7 @@ def worker_loop(self, worker_id: int, *args): else: # failed to process - re-queue time.sleep(0.1) + print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -493,7 +495,7 @@ def process(self, chunk_req: ChunkRequest, **args): except Exception as e: print("Failed", e) - time.sleep(0.1) + time.sleep(1) # update md5sum for chunk requests # TODO: create checksum operator diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 46b442739..0edc6420d 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -183,8 +183,10 @@ def dispatch_id_maps_to_dst(): headers={"Content-Type": "application/json"}, ) end = time.time() + partitions = [cr.chunk.partition_id for cr in batch] + print("partitions", partitions) if reply.status != 200: - print("failed to dispatch") + print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) From ca4115fcda5fa5a459bf8dca4a3f2254ca744452 Mon Sep 17 00:00:00 2001 From: Paras Jain Date: Mon, 12 Dec 2022 23:30:39 -0800 Subject: [PATCH 045/186] Increase retry pool by default --- skyplane/api/tracker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d1fc20ba4..de47e6312 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -91,7 +91,7 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf self.errors: Optional[Dict[str, List[str]]] = None # http_pool - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=9)) def __str__(self): return f"TransferProgressTracker({self.dataplane}, {self.jobs})" From d1c956fc0a7445342e01513af0324a01869ec421 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 23:39:25 -0800 Subject: [PATCH 046/186] update script --- network_aws.sh | 12 +- network_azure.sh | 10 +- network_gcp.sh | 10 +- network_inter.sh | 3 + skyplane/broadcast/bc_dataplane.py | 5 +- skyplane/broadcast/test/bc_objstore.py | 9 +- test | 887 +++++++++++++++++++++++++ 7 files changed, 915 insertions(+), 21 deletions(-) create mode 100644 network_inter.sh create mode 100644 test diff --git a/network_aws.sh b/network_aws.sh index 8895477f1..23789e3b5 100644 --- a/network_aws.sh +++ b/network_aws.sh @@ -1,8 +1,10 @@ #!/bin/bash skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 800 -n 2 -p 5 -aws > log/network/aws/Ndirect +# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 1600 -n 2 -p 5 -aws > log/network/aws/Ndirect +# skyplane deprovision +# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP +# skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/MDST skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 800 -n 2 -p 5 -aws > log/network/aws/MDST -skyplane deprovision \ No newline at end of file +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/HST +skyplane deprovision \ No newline at end of file diff --git a/network_azure.sh b/network_azure.sh index bcd99ce31..d2ad883fb 100644 --- a/network_azure.sh +++ b/network_azure.sh @@ -1,9 +1,9 @@ #!/bin/bash skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 800 -n 2 -p 5 -azure > log/network/azure/Ndirect +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 1600 -n 2 -p 5 -azure > log/network/azure/Ndirect skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP +# python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP +# skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 1600 -n 2 -p 5 -azure > log/network/azure/MDST skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 800 -n 2 -p 5 -azure > log/network/azure/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 800 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 1600 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file diff --git a/network_gcp.sh b/network_gcp.sh index 4103b10fd..1a0c7b046 100644 --- a/network_gcp.sh +++ b/network_gcp.sh @@ -1,9 +1,9 @@ #!/bin/bash skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 800 -n 2 -p 5 -gcp > log/network/gcp/Ndirect +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP +# python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP +# skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/MDST skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 800 -n 2 -p 5 -gcp > log/network/gcp/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 800 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file diff --git a/network_inter.sh b/network_inter.sh new file mode 100644 index 000000000..4b0a52633 --- /dev/null +++ b/network_inter.sh @@ -0,0 +1,3 @@ +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect +skyplane deprovision \ No newline at end of file diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 095059e1a..ab55595de 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,6 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: + print(f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}") return False # region name --> ips in this region @@ -250,7 +251,7 @@ def current_gw_programs(self): partition_to_next_regions = {} for i in range(num_partitions): partition_to_next_regions[i] = set( - [edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]] + [edge[1] for edge in solution_graph.out_edges(node, data=True) if str(i) in edge[-1]["partitions"]] ) import collections @@ -302,8 +303,6 @@ def _start_gateway( if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) - print("current program", self.current_gw_programs) - gateway_server.start_gateway( {}, # don't need setup arguments here to pass as outgoing_ports gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9dbd196d8..7fceaa24d 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -30,11 +30,14 @@ def start_transfer(args): # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] + # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + + # create bucket if it doesn't exist for (region, bucket_path) in zip(dst_regions, dest_files): diff --git a/test b/test new file mode 100644 index 000000000..6db96e671 --- /dev/null +++ b/test @@ -0,0 +1,887 @@ +s3://broadcast-exp1-ap-east-1/OPT-66B/ +['s3://broadcast-exp1-ap-southeast-2/OPT-66B/', 's3://broadcast-exp1-ap-south-1/OPT-66B/', 's3://broadcast-exp1-ap-northeast-3/OPT-66B/', 's3://broadcast-exp1-ap-northeast-2/OPT-66B/', 's3://broadcast-exp1-ap-northeast-1/OPT-66B/'] +Listing objects from the source bucket +Transfer size gbytes: 61.35541298612952 +transfer config: None +Log dir: /tmp/skyplane/transfer_logs/20221212_220309-b997cb69/client.log + +Algorithm: ILP +Transfer size (GB): 61.35541298612952 +Instance cost per second: 0.00015000000000000001 +Number partitions: 4 +Max VM per region: 4 +Runtime: 50.0 +Solving partition 0... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Set parameter Username +Academic license - for non-commercial use only - expires 2023-10-07 +Cost: 3.0118821168411523 +Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] +Num of node: 7 +TOPO GRPAH RESULTS: [ 0. -0. 0. 0. 0. 0. -0. -0. 0. 0. 0. -0. 2. 2. 1. 2. 2. 0. + 2. 0. 0. 0. 2.] +Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Create topo node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] +Solving partition 1... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Cost: 2.921882116841152 +Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Num of node: 7 +TOPO GRPAH RESULTS: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.] +Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Solving partition 2... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Cost: 2.921882116841152 +Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Num of node: 7 +TOPO GRPAH RESULTS: [-0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. + -0. -0. -0. -0. 1.] +Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Solving partition 3... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Cost: 2.9293821168411527 +Edge: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] +Node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] +Num of node: 7 +TOPO GRPAH RESULTS: [-0. 2. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. + -0. -0. -0. -0. 0.] +Create topo: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] +Create topo node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] + +Node: aws:ap-east-1, num_vms: 1 +Node: aws:eu-west-1, num_vms: 4 +Node: aws:ap-northeast-1, num_vms: 2 +Node: aws:ap-south-1, num_vms: 2 +Node: aws:ap-northeast-2, num_vms: 2 +Node: aws:ap-southeast-2, num_vms: 2 +Node: aws:ap-northeast-3, num_vms: 2 +Node: aws:us-west-2, num_vms: 2 +avg instance cost: 0.007500000000000001 +Solver completes. + +Time budget = 50.0s +Calculated tput = 9.8169 Gbps + +Egress cost = $11.6575 +Actual instance cost = $0.1275 +Total cost = $11.785 + +Solution (nodes): [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 4}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] + +Solution (edges): [('aws:ap-east-1', 'aws:eu-west-1', {'partitions': ['0', '1', '2'], 'cost': 0.09, 'throughput': 5.07299323338676}), ('aws:ap-east-1', 'aws:us-west-2', {'partitions': ['3'], 'cost': 0.09, 'throughput': 4.803016582945627}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437}), ('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] + +Transfer src region: None +Transfer dst regions: None +Parse src: ('aws', 'broadcast-exp1-ap-east-1', 'OPT-66B/') +Provider dst: aws, bucket dst: broadcast-exp1-ap-southeast-2, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-south-1, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-3, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-2, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-1, dst_prefix: OPT-66B/ + + +provision ap-southeast-2 +provision ap-south-1 +provision ap-northeast-3 +provision us-west-2 +provision eu-west-1 +provision ap-northeast-2 +provision ap-southeast-2 +provision eu-west-1 +provision ap-northeast-2 +provision ap-northeast-1 +provision ap-south-1 +provision us-west-2 +provision eu-west-1 +provision eu-west-1 +provision ap-east-1 +provision ap-northeast-3 +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet ap-east-1 ec2.Subnet(id='subnet-0cc8fed14237473af') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +provision ap-northeast-1 +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') + +✓ Provisioning VMs (17/17) in 71.31s +PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}] +Region aws:eu-west-1, any id: 3, partition ids: [3], has no next region to forward data to: [('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437})] +PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +Region aws:us-west-2, any id: 0, partition ids: [0, 1, 2], has no next region to forward data to: [('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] +PROGRAM [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks + +✓ Starting gateway container on VMs (17/17) in 34.11s +Waiting for transfer to complete... + + + + + + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout + +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') + + +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') + +{AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0c08ca84e9b471a30): [], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bc9a30c9f0701b80): [], + AWSServer(region_tag=aws:us-west-2, instance_id=i-049bcb92b7dba94e9): [], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0ebfef491578677ea): [], + AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-0c21b8b4afb1f9509): [], + AWSServer(region_tag=aws:us-west-2, instance_id=i-0808693a85de99df1): [], + AWSServer(region_tag=aws:ap-south-1, instance_id=i-0190cf7407d624ff3): [], + AWSServer(region_tag=aws:ap-east-1, instance_id=i-04e53a30a11c12b86): ['Traceback ' + '(most ' + 'recent ' + 'call ' + 'last):\n' + ' ' + 'File ' + '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' + 'line ' + '93, ' + 'in ' + 'worker_loop\n' + ' ' + 'succ ' + '= ' + 'self.process(chunk_req, ' + '*args)\n' + ' ' + '^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n' + ' ' + 'File ' + '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' + 'line ' + '291, ' + 'in ' + 'process\n' + ' ' + 'self.destination_sockets[dst_host] ' + '= ' + 'retry_backoff(\n' + ' ' + '^^^^^^^^^^^^^^\n' + ' ' + 'File ' + '"/pkg/skyplane/utils/retry.py", ' + 'line ' + '27, ' + 'in ' + 'retry_backoff\n' + ' ' + 'return ' + 'fn()\n' + ' ' + '^^^^\n' + ' ' + 'File ' + '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' + 'line ' + '246, ' + 'in ' + 'make_socket\n' + ' ' + 'sock.connect((dst_host, ' + 'self.destination_ports[dst_host]))\n' + 'TypeError: ' + 'str, ' + 'bytes ' + 'or ' + 'bytearray ' + 'expected, ' + 'not ' + 'int\n'], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bd36694edde576ec): [], + AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-07aa1b778492e82eb): [], + AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0577e4ea3286ee3e0): [], + AWSServer(region_tag=aws:ap-south-1, instance_id=i-039dc8e9dca3f97b1): [], + AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-09d994c31b23db142): [], + AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-0293fc82a52c1e4a4): [], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0c5c5f7af82d3140f): [], + AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-044751c37dadcc0da): [], + AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-09d0a2689e13eb0c8): []} +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') + +Transfer complete! + From 76f68d8a5397d7b087cb23c9d14fccce9905c5c4 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 23:39:43 -0800 Subject: [PATCH 047/186] update script --- test | 887 ----------------------------------------------------------- 1 file changed, 887 deletions(-) delete mode 100644 test diff --git a/test b/test deleted file mode 100644 index 6db96e671..000000000 --- a/test +++ /dev/null @@ -1,887 +0,0 @@ -s3://broadcast-exp1-ap-east-1/OPT-66B/ -['s3://broadcast-exp1-ap-southeast-2/OPT-66B/', 's3://broadcast-exp1-ap-south-1/OPT-66B/', 's3://broadcast-exp1-ap-northeast-3/OPT-66B/', 's3://broadcast-exp1-ap-northeast-2/OPT-66B/', 's3://broadcast-exp1-ap-northeast-1/OPT-66B/'] -Listing objects from the source bucket -Transfer size gbytes: 61.35541298612952 -transfer config: None -Log dir: /tmp/skyplane/transfer_logs/20221212_220309-b997cb69/client.log - -Algorithm: ILP -Transfer size (GB): 61.35541298612952 -Instance cost per second: 0.00015000000000000001 -Number partitions: 4 -Max VM per region: 4 -Runtime: 50.0 -Solving partition 0... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Set parameter Username -Academic license - for non-commercial use only - expires 2023-10-07 -Cost: 3.0118821168411523 -Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] -Num of node: 7 -TOPO GRPAH RESULTS: [ 0. -0. 0. 0. 0. 0. -0. -0. 0. 0. 0. -0. 2. 2. 1. 2. 2. 0. - 2. 0. 0. 0. 2.] -Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Create topo node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] -Solving partition 1... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Cost: 2.921882116841152 -Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Num of node: 7 -TOPO GRPAH RESULTS: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.] -Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Solving partition 2... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Cost: 2.921882116841152 -Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Num of node: 7 -TOPO GRPAH RESULTS: [-0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. - -0. -0. -0. -0. 1.] -Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Solving partition 3... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Cost: 2.9293821168411527 -Edge: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] -Node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] -Num of node: 7 -TOPO GRPAH RESULTS: [-0. 2. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. - -0. -0. -0. -0. 0.] -Create topo: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] -Create topo node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] - -Node: aws:ap-east-1, num_vms: 1 -Node: aws:eu-west-1, num_vms: 4 -Node: aws:ap-northeast-1, num_vms: 2 -Node: aws:ap-south-1, num_vms: 2 -Node: aws:ap-northeast-2, num_vms: 2 -Node: aws:ap-southeast-2, num_vms: 2 -Node: aws:ap-northeast-3, num_vms: 2 -Node: aws:us-west-2, num_vms: 2 -avg instance cost: 0.007500000000000001 -Solver completes. - -Time budget = 50.0s -Calculated tput = 9.8169 Gbps - -Egress cost = $11.6575 -Actual instance cost = $0.1275 -Total cost = $11.785 - -Solution (nodes): [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 4}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] - -Solution (edges): [('aws:ap-east-1', 'aws:eu-west-1', {'partitions': ['0', '1', '2'], 'cost': 0.09, 'throughput': 5.07299323338676}), ('aws:ap-east-1', 'aws:us-west-2', {'partitions': ['3'], 'cost': 0.09, 'throughput': 4.803016582945627}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437}), ('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] - -Transfer src region: None -Transfer dst regions: None -Parse src: ('aws', 'broadcast-exp1-ap-east-1', 'OPT-66B/') -Provider dst: aws, bucket dst: broadcast-exp1-ap-southeast-2, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-south-1, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-3, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-2, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-1, dst_prefix: OPT-66B/ - - -provision ap-southeast-2 -provision ap-south-1 -provision ap-northeast-3 -provision us-west-2 -provision eu-west-1 -provision ap-northeast-2 -provision ap-southeast-2 -provision eu-west-1 -provision ap-northeast-2 -provision ap-northeast-1 -provision ap-south-1 -provision us-west-2 -provision eu-west-1 -provision eu-west-1 -provision ap-east-1 -provision ap-northeast-3 -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet ap-east-1 ec2.Subnet(id='subnet-0cc8fed14237473af') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -provision ap-northeast-1 -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') - -✓ Provisioning VMs (17/17) in 71.31s -PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}] -Region aws:eu-west-1, any id: 3, partition ids: [3], has no next region to forward data to: [('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437})] -PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -Region aws:us-west-2, any id: 0, partition ids: [0, 1, 2], has no next region to forward data to: [('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] -PROGRAM [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks - -✓ Starting gateway container on VMs (17/17) in 34.11s -Waiting for transfer to complete... - - - - - - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout - -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') - - -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') - -{AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0c08ca84e9b471a30): [], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bc9a30c9f0701b80): [], - AWSServer(region_tag=aws:us-west-2, instance_id=i-049bcb92b7dba94e9): [], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0ebfef491578677ea): [], - AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-0c21b8b4afb1f9509): [], - AWSServer(region_tag=aws:us-west-2, instance_id=i-0808693a85de99df1): [], - AWSServer(region_tag=aws:ap-south-1, instance_id=i-0190cf7407d624ff3): [], - AWSServer(region_tag=aws:ap-east-1, instance_id=i-04e53a30a11c12b86): ['Traceback ' - '(most ' - 'recent ' - 'call ' - 'last):\n' - ' ' - 'File ' - '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' - 'line ' - '93, ' - 'in ' - 'worker_loop\n' - ' ' - 'succ ' - '= ' - 'self.process(chunk_req, ' - '*args)\n' - ' ' - '^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n' - ' ' - 'File ' - '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' - 'line ' - '291, ' - 'in ' - 'process\n' - ' ' - 'self.destination_sockets[dst_host] ' - '= ' - 'retry_backoff(\n' - ' ' - '^^^^^^^^^^^^^^\n' - ' ' - 'File ' - '"/pkg/skyplane/utils/retry.py", ' - 'line ' - '27, ' - 'in ' - 'retry_backoff\n' - ' ' - 'return ' - 'fn()\n' - ' ' - '^^^^\n' - ' ' - 'File ' - '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' - 'line ' - '246, ' - 'in ' - 'make_socket\n' - ' ' - 'sock.connect((dst_host, ' - 'self.destination_ports[dst_host]))\n' - 'TypeError: ' - 'str, ' - 'bytes ' - 'or ' - 'bytearray ' - 'expected, ' - 'not ' - 'int\n'], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bd36694edde576ec): [], - AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-07aa1b778492e82eb): [], - AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0577e4ea3286ee3e0): [], - AWSServer(region_tag=aws:ap-south-1, instance_id=i-039dc8e9dca3f97b1): [], - AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-09d994c31b23db142): [], - AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-0293fc82a52c1e4a4): [], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0c5c5f7af82d3140f): [], - AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-044751c37dadcc0da): [], - AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-09d0a2689e13eb0c8): []} -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') - -Transfer complete! - From e44d5b328458f533995f4d2ea2fbafa6ec3f23e4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 23 Dec 2022 17:08:51 -0600 Subject: [PATCH 048/186] modify connection num --- examples/aws_bucket_replication.py | 2 +- skyplane/api/transfer_job.py | 2 -- skyplane/broadcast/bc_dataplane.py | 7 +++---- skyplane/broadcast/bc_planner.py | 1 + skyplane/broadcast/gateway/gateway_queue.py | 4 ++-- skyplane/compute/aws/aws_auth.py | 5 +++++ 6 files changed, 12 insertions(+), 9 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 5de49a239..5c390a065 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -28,7 +28,7 @@ def bucket_handle(region): # return f"broadcast-experiment-{region}" - return f"broadcast-opt-{region}" + return f"broadcast-imagenet-images-{region}" def delete_policy(policy_arn): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index e246e88b8..cdb7cb947 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -393,8 +393,6 @@ def dispatch( n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() - parts = sum([cr.chunk.partition for cr in batch]) - print(parts) reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 25083f269..c401ebe48 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -78,7 +78,7 @@ def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": #n_conn = 32 - n_conn = 16 + n_conn = 32 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication return n_conn @@ -252,7 +252,7 @@ def current_gw_programs(self): partition_to_next_regions = {} for i in range(num_partitions): partition_to_next_regions[i] = set( - [edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]] + [edge[1] for edge in solution_graph.out_edges(node, data=True) if str(i) in edge[-1]["partitions"]] ) import collections @@ -282,7 +282,7 @@ def current_gw_programs(self): gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - print("PROGRAM", gateway_programs[node]) + #print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -304,7 +304,6 @@ def _start_gateway( if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) - print("current program", self.current_gw_programs) gateway_server.start_gateway( {}, # don't need setup arguments here to pass as outgoing_ports diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 457d5205a..2c473415e 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -736,6 +736,7 @@ def plan_iterative( sampled = list(self.G.nodes) sampled.remove("aws:eu-south-2") sampled.remove("aws:eu-central-2") + sampled.remove("aws:ca-central-1") g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 94cb44afd..1cb391553 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = Queue(maxsize) self.handles = [] @@ -25,7 +25,7 @@ def size(self): return self.q.qsize() class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = {} self.maxsize = maxsize diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index 78eee3872..a3c2797c8 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -29,12 +29,16 @@ def save_region_config(boto3, self, config: SkyplaneConfig): return with aws_config_path.open("w") as f: region_list = [] + + # query regions describe_regions = boto3.client("ec2", region_name="us-east-1").describe_regions() for region in describe_regions["Regions"]: if region["OptInStatus"] == "opt-in-not-required" or region["OptInStatus"] == "opted-in": region_text = region["Endpoint"] region_name = region_text[region_text.find(".") + 1 : region_text.find(".amazon")] region_list.append(region_name) + + # get VCPU limits f.write("\n".join(region_list)) def clear_region_config(self): @@ -96,6 +100,7 @@ def get_boto3_client(self, service_name, aws_region=None): else: return self.get_boto3_session().client(service_name, region_name=aws_region) + def get_azs_in_region(self, region): ec2 = self.get_boto3_client("ec2", region) azs = [] From b7f29567428e9eb49140646a4d53987617d09719 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Fri, 23 Dec 2022 20:18:02 -0800 Subject: [PATCH 049/186] fixed ips --- skyplane/broadcast/bc_dataplane.py | 10 ++++++++-- skyplane/broadcast/bc_planner.py | 10 +++++----- skyplane/broadcast/impl/bc_transfer_job.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 2 -- 4 files changed, 14 insertions(+), 10 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index ab55595de..7854d8b24 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -71,7 +71,11 @@ def __init__( def get_ips_in_region(self, region: str): public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] - private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] + try: # NOTE: Azure does not have private ips implemented + private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] + except Exception as e: + private_ips = public_ips + return public_ips, private_ips def get_object_store_connection(self, region: str): @@ -114,7 +118,9 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - print(f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}") + print( + f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}" + ) return False # region name --> ips in this region diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 457d5205a..877d3fbba 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -501,20 +501,20 @@ def create_topo_graph(self, p, v, g, edges, nodes): for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) - remove_nodes = [] # number of vms is one but the + remove_nodes = [] # number of vms is one but the for i in range(len(v_result)): num_vms = int(v_result[i]) if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen remove_nodes.append(nodes[i]) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) print("Num of node: ", len(result_g.nodes)) print("TOPO GRPAH RESULTS: ", v_result) - + print(f"Create topo: {result_g.edges.data()}") print(f"Create topo node: {result_g.nodes.data()}") return result_g @@ -582,14 +582,14 @@ def solve_partition( # optimization problem (minimize sum of costs) egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s + instance_cost = cp.sum(v) * instance_cost_s * s obj = cp.Minimize(egress_cost + instance_cost) constraints = [] # dirty hack to ban some regions print(nodes) - #for banned_node in ["aws:eu-south-2"]: + # for banned_node in ["aws:eu-south-2"]: # i = nodes.index(banned_node) # constraints.append(v[i] == 1) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 828c920f5..8c0e953f8 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -184,7 +184,7 @@ def dispatch_id_maps_to_dst(): ) end = time.time() if reply.status != 200: - print("failed to dispatch") + print("failed to dispatch") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 7fceaa24d..9971fc587 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -37,8 +37,6 @@ def start_transfer(args): source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] - - # create bucket if it doesn't exist for (region, bucket_path) in zip(dst_regions, dest_files): bucket_name = bucket_path.split("/")[2] From 7091c90c2d906c0267f5a1a8e164e04a6aab91bc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 29 Dec 2022 13:28:47 -0600 Subject: [PATCH 050/186] add topology plotting during runtime --- skyplane/broadcast/bc_client.py | 28 ++++++++++ .../broadcast/gateway/gateway_daemon_api.py | 4 +- skyplane/broadcast/gateway/gateway_queue.py | 4 +- .../gateway/operators/gateway_operator.py | 52 +++++++++---------- .../gateway/operators/gateway_receiver.py | 6 ++- skyplane/broadcast/impl/bc_tracker.py | 2 + .../broadcast/test/test_random_broadcast.py | 2 +- 7 files changed, 66 insertions(+), 32 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 906dd41f7..6b24d018a 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -68,6 +68,31 @@ def __init__( gcp_auth=self.gcp_auth, ) + + def networkx_to_graphviz(self, src, dsts, g, label='partitions'): + import graphviz as gv + """Convert `networkx` graph `g` to `graphviz.Digraph`. + + @type g: `networkx.Graph` or `networkx.DiGraph` + @rtype: `graphviz.Digraph` + """ + if g.is_directed(): + h = gv.Digraph() + else: + h = gv.Graph() + for u, d in g.nodes(data=True): + #u = u.split(",")[0] + if u.split(",")[0] == src: + h.node(str(u.replace(":", " ")), fillcolor="red", style='filled') + elif u.split(",")[0] in dsts: + h.node(str(u.replace(":", " ")), fillcolor="green", style='filled') + h.node(str(u.replace(":", " "))) + for u, v, d in g.edges(data=True): + # print('edge', u, v, d) + h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) + h.render(directory='solution', view=True) + return h + # methods to create dataplane def broadcast_dataplane( self, @@ -159,6 +184,9 @@ def broadcast_dataplane( logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") if type != "ILP": print(f"Solution: {topo.nx_graph.edges.data()}") + print(topo.nx_graph.nodes) + print(src_region) + self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 34fadcf66..ada6c77f1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -140,8 +140,8 @@ def pull_chunk_status_queue(self, timeout=0.5): + f"Required completitions = {self.num_required_terminal[partition]}" ) - else: - print(f"[gateway_api] chunk {chunk_id}: state = {elem['state']}") + #else: + # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") self.chunk_status_log.append(elem) def run(self): diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 1cb391553..940cb2dc8 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=10000): + def __init__(self, maxsize=0): self.q = Queue(maxsize) self.handles = [] @@ -25,7 +25,7 @@ def size(self): return self.q.qsize() class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=10000): + def __init__(self, maxsize=0): self.q = {} self.maxsize = maxsize diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index acbaccb99..0a7bec509 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,29 +84,29 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue - print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - print(self.handle) + #print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + #print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + #print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) - print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -135,7 +135,7 @@ def __init__(self, *args, **kwargs): def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + #logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False # check to see if file is completed downloading @@ -144,7 +144,7 @@ def process(self, chunk_req: ChunkRequest): if len(data) < chunk_req.chunk.chunk_length_bytes: # download not complete return False - + print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}") return True @@ -261,7 +261,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests - logger.debug(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") # TODO: does this function need to be implemented to work for a list of chunks? @@ -269,31 +269,31 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): chunk_reqs = [chunk_req] with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - # while True: - # try: - # response = self.http_pool.request( - # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - # ) - # break - # except Exception as e: - # print("sender post error", e) - # time.sleep(1) + print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + #while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) response = self.http_pool.request( "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} ) assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") + print(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") self.destination_sockets[dst_host] = retry_backoff( partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout ) - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") + print(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") sock = self.destination_sockets[dst_host] # TODO: cleanup so this isn't a loop @@ -320,9 +320,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" @@ -332,7 +332,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): sock.sendall(data) # logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") + print(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") if dst_host not in self.sent_chunk_ids: self.sent_chunk_ids[dst_host] = [] @@ -373,7 +373,7 @@ def process(self, chunk_req: ChunkRequest): if file_size == size_bytes: break except Exception: - logger.debug(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") + print(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") time.sleep(0.1) continue diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index aeebeb33b..4c4fa41f7 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -40,7 +40,8 @@ def __init__( self.error_event = error_event self.error_queue = error_queue self.recv_block_size = recv_block_size - self.max_pending_chunks = 64 # max_pending_chunks + self.max_pending_chunks = max_pending_chunks + print("Max pending chunks", self.max_pending_chunks) self.use_compression = use_compression if e2ee_key_bytes is None: self.e2ee_secretbox = None @@ -141,6 +142,8 @@ def stop_workers(self): def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): server_port = conn.getsockname()[1] chunks_received = [] + init_space = self.chunk_store.remaining_bytes() + print("Init space", init_space) while True: # receive header and write data to file logger.debug(f"[receiver:{server_port}] Blocking for next header") @@ -155,6 +158,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") time.sleep(0.1) # get data diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index e9feb24be..e2dcf8295 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -137,11 +137,13 @@ def monitor_single_dst_helper(dst_region): dst_region, session_start_timestamp_ms, ) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) raise err except Exception as e: UsageClient.log_exception( "monitor transfer", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms ) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) raise e end_time = time.time() diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index f07f0bf78..abcc2cd63 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -54,7 +54,7 @@ def replicate_random( # 200 --> 3200 as the # of chunks # 100 --> 1600 as the # of chunks - random_chunk_size_mb = 64 + random_chunk_size_mb = 8 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB client = SkyplaneBroadcastClient( From 7ffb026a0b3ce20bf6899aab64746298273f7b39 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 29 Dec 2022 13:56:53 -0600 Subject: [PATCH 051/186] update visualize gateway program --- skyplane/broadcast/visualize_gw.py | 31 ++++++++++++++++++++---------- 1 file changed, 21 insertions(+), 10 deletions(-) diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index e0815f1a0..6672fa4fa 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -84,13 +84,23 @@ def get_nx_graph(path): for region in regions: # region = regions[0] region_p = data[region] - plans = region_p["_plan"] - partitions = [int(i) for i in list(plans.keys())] - # print("partitions: ", [int(i) for i in list(plans.keys())]) - for pid in partitions: - p_plan = plans[str(pid)] - nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - # break + print("Region: ", region) + pprint(region_p) + + for partition_group in region_p: + partitions = partition_group["partitions"] + p_plan = partition_group['value'] + for pid in partitions: + nx_g = plot_children(nx_g, start_node, region, p_plan, pid) + + #pprint(region_p) + #plans = region_p["_plan"] + #partitions = [int(i) for i in list(plans.keys())] + ## print("partitions: ", [int(i) for i in list(plans.keys())]) + #for pid in partitions: + # p_plan = plans[str(pid)] + # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) + ## break # print(partitions) @@ -152,8 +162,8 @@ def networkx_to_graphviz(g, label="partition"): if __name__ == "__main__": - costs = pd.read_csv("profiles/cost.csv") - throughput = pd.read_csv("profiles/whole_throughput_11_28.csv") + costs = pd.read_csv("broadcast/profiles/cost.csv") + throughput = pd.read_csv("broadcast/profiles/old/whole_throughput_11_28.csv") color = [] n = 100 @@ -166,7 +176,8 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) h.view() From 3b4c573cf222c683eb2dd5cd8c76f7f4c260ee0a Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 29 Dec 2022 13:22:24 -0800 Subject: [PATCH 052/186] fix partitions --- .gitignore | 1 + skyplane/broadcast/bc_dataplane.py | 5 +++-- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/.gitignore b/.gitignore index 9869a1f66..7976803fe 100644 --- a/.gitignore +++ b/.gitignore @@ -12,6 +12,7 @@ __pycache__/ *.so # experiment scripts +solution/ # Distribution / packaging .Python diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index c6684dad9..66b973fe4 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -210,7 +210,7 @@ def add_dst_operator( g = solution_graph any_id = partition_ids[0] - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if any_id in edge[-1]["partitions"]]) + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) # if no regions to forward data to, just write if len(next_regions) == 0: @@ -219,7 +219,7 @@ def add_dst_operator( mux_and_op = GatewayMuxAnd() bc_pg.add_operator(mux_and_op, receive_op, partition_id=tuple(partition_ids)) bc_pg.add_operator(write_op, mux_and_op, partition_id=tuple(partition_ids)) - self.add_operator_receive_send(bc_pg, region, partition_ids, dst_op=mux_and_op) + self.add_operator_receive_send(solution_graph, bc_pg, region, partition_ids, dst_op=mux_and_op) def remap_keys(self, mapping): return [{"partitions": k, "value": v} for k, v in mapping.items()] @@ -228,6 +228,7 @@ def remap_keys(self, mapping): @functools.lru_cache(maxsize=None) def current_gw_programs(self): solution_graph = self.topology.nx_graph + # print("Solution graph: ", solution_graph.edges.data()) num_partitions = self.topology.num_partitions src = self.src_region_tag From 6491a990e1e5b0ce29fd321314c93014619ae770 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 29 Dec 2022 20:17:26 -0600 Subject: [PATCH 053/186] partially implemented support for reading existing gw program --- skyplane/broadcast/bc_client.py | 12 +++++++++ skyplane/broadcast/bc_dataplane.py | 25 +++++++++++++------ skyplane/broadcast/bc_planner.py | 16 +++++++++++- .../broadcast/test/test_random_broadcast.py | 3 +++ 4 files changed, 48 insertions(+), 8 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 6b24d018a..28569974b 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -93,6 +93,18 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): h.render(directory='solution', view=True) return h + def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: + # load dataplane for existing gateway program + + return BroadcastDataplane( + clientid=self.clientid, + gateway_program_path = gateway_program_path, + provisioner=self.provisioner, + transfer_config=self.transfer_config + ) + + + # methods to create dataplane def broadcast_dataplane( self, diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index c6684dad9..50f5afcba 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -1,4 +1,5 @@ import threading +import json import functools from collections import Counter @@ -47,22 +48,21 @@ class BroadcastDataplane(Dataplane): def __init__( self, clientid: str, - topology: BroadcastReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + topology: Optional[BroadcastReplicationTopology] = None, + gateway_program_path: Optional[str] = None, ): self.clientid = clientid - self.topology = topology - self.src_region_tag = self.topology.source_region() - self.dst_region_tags = self.topology.sink_regions() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - self.max_instances = int(regions[max(regions, key=regions.get)]) self.provisioner = provisioner self.transfer_config = transfer_config self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False - self.gateway_programs = None + + # either set topology or gateway program + self.gateway_program_path = gateway_program_path + self.topology = topology # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -227,6 +227,17 @@ def remap_keys(self, mapping): @property @functools.lru_cache(maxsize=None) def current_gw_programs(self): + + if self.gateway_program_path is not None: + # return existing gateway program file + return json.load(open(self.gateway_program_path, "r")) + + + src_region_tag = self.topology.source_region() + dst_region_tags = self.topology.sink_regions() + regions = Counter([node.region for node in self.topology.gateway_nodes]) + max_instances = int(regions[max(regions, key=regions.get)]) + solution_graph = self.topology.nx_graph num_partitions = self.topology.num_partitions diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 71fe546e2..50a11d32a 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -19,7 +19,6 @@ import colorama from colorama import Fore, Style - class BroadcastPlanner: def __init__( self, @@ -205,6 +204,21 @@ def plan(self) -> BroadcastReplicationTopology: return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, direct_graph) +class BroadcastPlannerFromFile(BroadcastPlanner): + + def __init__(self, filename: str, **kwargs): + self.filename = filename + super().__init__(**kwargs) + + def plan(self) -> BroadcastReplicationTopology: + gw_program = json.load(open(self.filename)) + + # loop through region + + # loop hough operators with recieve or gen data -> collect (instace, region) + graph = nx.DiGraph() + + class BroadcastMDSTPlanner(BroadcastPlanner): def __init__( self, diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index abcc2cd63..43d6aa1b5 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -70,6 +70,9 @@ def replicate_random( print(f"Log dir: {client.log_dir}/client.log") print("Transfer size (in GB): ", transfer_size_gbytes) + # use existing gw program file + #dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") + dp = client.broadcast_dataplane( src_cloud_provider=s_cloud_provider, src_region=s_region, From a70b712239ee11a7e61b7b7a489fa89368d9d358 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 31 Dec 2022 12:41:57 -0600 Subject: [PATCH 054/186] change instance types --- skyplane/api/config.py | 4 ++-- skyplane/api/provisioner.py | 1 + skyplane/broadcast/bc_dataplane.py | 11 ++++++----- skyplane/broadcast/test/test_random_broadcast.py | 2 +- skyplane/broadcast/visualize_gw.py | 4 ++-- 5 files changed, 12 insertions(+), 10 deletions(-) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index eb01b91e9..993340e64 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,8 +65,8 @@ class TransferConfig: azure_use_spot_instances: bool = False gcp_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" - azure_instance_class: str = "Standard_D2_v5" - gcp_instance_class: str = "n2-standard-16" + azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory + gcp_instance_class: str = "n2-standard-32" gcp_use_premium_network: bool = True # multipart config diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index a07281738..45a3d768e 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -92,6 +92,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.aws.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "azure": assert self.azure.auth.enabled(), "Azure credentials not configured" + print("PROVISION", task.tags, task.vm_type) server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 47097fbdf..19ee86eea 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -63,6 +63,11 @@ def __init__( # either set topology or gateway program self.gateway_program_path = gateway_program_path self.topology = topology + self.src_region_tag = self.topology.source_region() + self.dst_region_tags = self.topology.sink_regions() + regions = Counter([node.region for node in self.topology.gateway_nodes]) + self.max_instances = int(regions[max(regions, key=regions.get)]) + # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -233,11 +238,7 @@ def current_gw_programs(self): return json.load(open(self.gateway_program_path, "r")) - src_region_tag = self.topology.source_region() - dst_region_tags = self.topology.sink_regions() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - max_instances = int(regions[max(regions, key=regions.get)]) - + solution_graph = self.topology.nx_graph # print("Solution graph: ", solution_graph.edges.data()) diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 43d6aa1b5..c56b2345f 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -54,7 +54,7 @@ def replicate_random( # 200 --> 3200 as the # of chunks # 100 --> 1600 as the # of chunks - random_chunk_size_mb = 8 + random_chunk_size_mb = 64 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB client = SkyplaneBroadcastClient( diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 6672fa4fa..e4c8f13ce 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -176,8 +176,8 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" - plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" + plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + #plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) h.view() From 1cdf74047f01a457d9073bbb0c00aae256b0a4e1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 5 Jan 2023 15:53:59 -0800 Subject: [PATCH 055/186] add log directory for deprovision --- skyplane/api/dataplane.py | 14 ++++++++++++++ skyplane/broadcast/bc_client.py | 8 +++++++- skyplane/broadcast/bc_dataplane.py | 7 +++++-- skyplane/broadcast/visualize_gw.py | 4 ++-- skyplane/compute/aws/aws_cloud_provider.py | 8 +++++++- 5 files changed, 35 insertions(+), 6 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index ea4d5d03f..5abf07d0d 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -29,8 +29,20 @@ def __init__(self, dataplane: "Dataplane"): def __enter__(self): return self.dataplane + def copy_log(self, instance): + print("COPY DATA TO", str(self.dataplane.log_dir) + f"/gateway_{instance.uuid()}.stdout") + instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") + print(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") + instance.download_file("/tmp/gateway.stdout", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stdout") + print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") + instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") + + def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") + print("Starting deprovision") + # TODO: insert log copy here? + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -43,7 +55,9 @@ def __init__( topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + log_dir: str, ): + self.log_dir = log_dir self.clientid = clientid self.topology = topology self.src_region_tag = self.topology.source_region() diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 28569974b..178c572c8 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -1,4 +1,5 @@ import uuid +import json from datetime import datetime from pathlib import Path @@ -96,6 +97,11 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: # load dataplane for existing gateway program + # create topology + gw_program = json.load(open(gateway_program_path, "r")) + + + return BroadcastDataplane( clientid=self.clientid, gateway_program_path = gateway_program_path, @@ -203,4 +209,4 @@ def broadcast_dataplane( print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) - return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) + return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 19ee86eea..579d2e42e 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -49,10 +49,12 @@ def __init__( self, clientid: str, provisioner: "Provisioner", + log_dir: str, transfer_config: TransferConfig, topology: Optional[BroadcastReplicationTopology] = None, gateway_program_path: Optional[str] = None, ): + self.log_dir = log_dir self.clientid = clientid self.provisioner = provisioner self.transfer_config = transfer_config @@ -318,8 +320,9 @@ def _start_gateway( am_sink = gateway_node in self.topology.sink_instances() # start gateway - if gateway_log_dir: - gateway_server.init_log_files(gateway_log_dir) + #if sgateway_log_dir: + if self.log_dir: + gateway_server.init_log_files(self.log_dir) if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index e4c8f13ce..5307a0962 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -176,8 +176,8 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" - #plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" + #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) h.view() diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 36c0da216..aabc93948 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -228,12 +228,18 @@ def start_instance(subnet_id: str): if i == max_retries - 1: raise elif "VcpuLimitExceeded" in str(e): + print("VCPU LIMIT ERROR") raise skyplane_exceptions.InsufficientVCPUException() from e - elif "Invalid IAM Instance Profile name" not in str(e): + elif "Invalid IAM Instance Profile name" in str(e): + print("INVALID IAM INSTANCE PROFILE NAME") logger.warning(str(e)) elif "InsufficientInstanceCapacity" in str(e): # try another subnet + print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) + print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) + else: + print("UNKNOWN", e) time.sleep(backoff) backoff = min(backoff * 2, max_backoff) From d4c065ac387523c5a1fd286e2e5a7aa49efe0f91 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 13 Jan 2023 18:07:26 -0800 Subject: [PATCH 056/186] reduce gateway cp parallism and fix recieve bug --- skyplane/api/tracker.py | 6 +++--- .../gateway/operators/gateway_receiver.py | 19 +++++++++++++++++-- 2 files changed, 20 insertions(+), 5 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index de47e6312..87e093d63 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -195,13 +195,13 @@ def monitor_transfer(pd, self): sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop - do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=-1) + do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): logger.warning("Copying gateway logs...") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=8) self.errors = errors raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) @@ -259,7 +259,7 @@ def get_chunk_status(args): return logs rows = [] - for result in do_parallel(get_chunk_status, self.dataplane.bound_nodes.items(), n=-1, return_args=False): + for result in do_parallel(get_chunk_status, self.dataplane.bound_nodes.items(), n=8, return_args=False): rows.extend(result) return rows diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 4c4fa41f7..7f2796796 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -166,7 +166,8 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") with Timer() as t: - with self.chunk_store.get_chunk_file_path(chunk_header.chunk_id).open("wb") as f: + fpath = self.chunk_store.get_chunk_file_path(chunk_header.chunk_id) + with fpath.open("wb") as f: socket_data_len = chunk_header.data_len chunk_received_size = 0 to_write = bytearray(socket_data_len) @@ -184,7 +185,21 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) ) to_write = bytes(to_write) - f.write(to_write) + + # try to write data until successful + while True: + try: + f.write(to_write) + + # check size + file_size = os.path.getsize(fpath) + if file_size == chunk_header.data_len: + break + except Exception as e: + print(e) + + print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + time.sleep(1) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" From b46e8dcedc545e08d249b104cb0f217c35d41632 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 30 Jan 2023 19:25:17 -0800 Subject: [PATCH 057/186] fix tracker timer --- skyplane/api/client.py | 2 +- skyplane/broadcast/impl/bc_tracker.py | 15 ++++++++++----- 2 files changed, 11 insertions(+), 6 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 3f2d852c5..b514ce62f 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -79,6 +79,6 @@ def dataplane( planner = DirectPlanner(src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections) topo = planner.plan() logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) + return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=None) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index e2dcf8295..a1da3c72d 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -124,9 +124,9 @@ def run(self): self.hooks.on_dispatch_end() def monitor_single_dst_helper(dst_region): - start_time = time.time() + # start_time = time.time() try: - self.monitor_transfer(dst_region) + runtime_s = self.monitor_transfer(dst_region) except exceptions.SkyplaneGatewayException as err: reformat_err = Exception(err.pretty_print_str()[37:]) UsageClient.log_exception( @@ -145,9 +145,9 @@ def monitor_single_dst_helper(dst_region): ) do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) raise e - end_time = time.time() + # end_time = time.time() - runtime_s = end_time - start_time + # runtime_s = end_time - start_time # transfer successfully completed transfer_stats = { "dst_region": dst_region, @@ -254,7 +254,8 @@ def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} sink_regions = {dst_region} - + runtime_s = 0 + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call # any of the jobs of this region is not complete @@ -291,6 +292,8 @@ def monitor_transfer(pd, self, dst_region): completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) completed_chunk_ids = completed_status[completed_status].index + runtime_s = (sink_status_df.time.max() - log_df.time.min()).total_seconds() + # update job_complete_chunk_ids and job_pending_chunk_ids for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) @@ -338,6 +341,8 @@ def monitor_transfer(pd, self, dst_region): # sleep time.sleep(30) + return runtime_s + @property def is_complete(self): return all( From 862d36bee22ea0f7b2bb0091286f99662d38e672 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sat, 4 Feb 2023 21:52:02 -0800 Subject: [PATCH 058/186] tracker output --- skyplane/broadcast/bc_planner.py | 19 ++++++------- skyplane/broadcast/impl/bc_tracker.py | 39 ++++++++++++++++----------- 2 files changed, 34 insertions(+), 24 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 50a11d32a..cea5e39f2 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -747,11 +747,11 @@ def plan_iterative( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - sampled.remove("aws:ca-central-1") - g = g.subgraph(sampled).copy() + # sampled = list(self.G.nodes) + # sampled.remove("aws:eu-south-2") + # sampled.remove("aws:eu-central-2") + # sampled.remove("aws:ca-central-1") + # g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) @@ -900,10 +900,11 @@ def plan( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - g = g.subgraph(sampled).copy() + # NOTE: why do we do this? + # sampled = list(self.G.nodes) + # sampled.remove("aws:eu-south-2") + # sampled.remove("aws:eu-central-2") + # g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a1da3c72d..26ce948ad 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -15,6 +15,7 @@ from concurrent.futures import ThreadPoolExecutor, as_completed from skyplane.utils.definitions import GB, tmp_log_dir from datetime import datetime +from colorama import Fore, Style if TYPE_CHECKING: from skyplane.broadcast.impl.bc_transfer_job import BCTransferJob @@ -207,29 +208,37 @@ def monitor_single_dst_helper(dst_region): do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) e2e_end_time = time.time() - print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") + print(f"End to end experiment time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") - tot_runtime = float("-inf") + overall_runtime_s = float("-inf") for i in results: pprint(i) - tot_runtime = max(tot_runtime, i["total_runtime_s"]) + overall_runtime_s = max(overall_runtime_s, i["total_runtime_s"]) print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) + overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s + cost_per_gb = self.dataplane.topology.cost_per_gb tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) - tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * tot_runtime - - print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") - print(f"Total runtime: {tot_runtime}s\n") - - print(f"Cost per gb: {round(cost_per_gb, 4)}") - print(f"Total egress cost: ${tot_egress_cost}") - - print(f"Total # of vms: {self.dataplane.topology.tot_vms}") - print(f"Total instance cost: ${tot_instance_cost}") - - print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") + tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * overall_runtime_s + + print(f"{Fore.BLUE}\n---> Aggregate result (runtime & tput) {Style.RESET_ALL}") + print(f"{Fore.BLUE}transferred size = {Fore.YELLOW}{round(size_of_transfer, 8)}GB") + print(f"{Fore.BLUE}overall runtime = {Fore.YELLOW}{round(overall_runtime_s, 4)} s{Style.RESET_ALL}") + print(f"{Fore.BLUE}overall throughput = {Fore.YELLOW}{round(overall_tput_gbps, 4)} Gbps{Style.RESET_ALL}\n") + + print(f"{Fore.BLUE}\n---> Aggregate result (cost) {Style.RESET_ALL}") + print(f"{Fore.BLUE}total # of vms = {Fore.YELLOW}{self.dataplane.topology.tot_vms}{Style.RESET_ALL}") + print(f"{Fore.BLUE}total egress cost = {Fore.YELLOW}$ {tot_egress_cost}{Style.RESET_ALL}") + print(f"{Fore.BLUE}total instance cost = {Fore.YELLOW}$ {tot_instance_cost}{Style.RESET_ALL}") + print(f"{Fore.BLUE}total cost = {Fore.YELLOW}$ {tot_egress_cost + tot_instance_cost}{Style.RESET_ALL}\n") + + # print(f"Cost per gb: {round(cost_per_gb, 4)}") + # print(f"Total egress cost: ${tot_egress_cost}") + # print(f"Total # of vms: {self.dataplane.topology.tot_vms}") + # print(f"Total instance cost: ${tot_instance_cost}") + # print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") # write chunk status print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") From 1e920e4ad3bbb44c723c7182302887d1b415c597 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 6 Feb 2023 00:33:58 -0800 Subject: [PATCH 059/186] update p2p algorithms --- .gitignore | 1 + network_aws.sh | 10 - network_azure.sh | 9 - network_gcp.sh | 9 - network_inter.sh | 3 - skyplane/broadcast/bc_client.py | 18 +- skyplane/broadcast/bc_planner.py | 371 +- skyplane/broadcast/impl/bc_transfer_job.py | 2 +- skyplane/broadcast/profiles/cost.csv | 8941 +++++++++-------- ...le_throughput_11_28.csv => throughput.csv} | 0 .../broadcast/test/test_random_broadcast.py | 4 +- skyplane/broadcast/visualize_gw.py | 2 +- 12 files changed, 5342 insertions(+), 4028 deletions(-) delete mode 100644 network_aws.sh delete mode 100644 network_azure.sh delete mode 100644 network_gcp.sh delete mode 100644 network_inter.sh rename skyplane/broadcast/profiles/{whole_throughput_11_28.csv => throughput.csv} (100%) diff --git a/.gitignore b/.gitignore index 7976803fe..90fdc7a7c 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ __pycache__/ # experiment scripts solution/ +out/ # Distribution / packaging .Python diff --git a/network_aws.sh b/network_aws.sh deleted file mode 100644 index 23789e3b5..000000000 --- a/network_aws.sh +++ /dev/null @@ -1,10 +0,0 @@ -#!/bin/bash -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 1600 -n 2 -p 5 -aws > log/network/aws/Ndirect -# skyplane deprovision -# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP -# skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/HST -skyplane deprovision \ No newline at end of file diff --git a/network_azure.sh b/network_azure.sh deleted file mode 100644 index d2ad883fb..000000000 --- a/network_azure.sh +++ /dev/null @@ -1,9 +0,0 @@ -#!/bin/bash -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 1600 -n 2 -p 5 -azure > log/network/azure/Ndirect -skyplane deprovision -# python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP -# skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 1600 -n 2 -p 5 -azure > log/network/azure/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 1600 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file diff --git a/network_gcp.sh b/network_gcp.sh deleted file mode 100644 index 1a0c7b046..000000000 --- a/network_gcp.sh +++ /dev/null @@ -1,9 +0,0 @@ -#!/bin/bash -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect -skyplane deprovision -# python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP -# skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file diff --git a/network_inter.sh b/network_inter.sh deleted file mode 100644 index 4b0a52633..000000000 --- a/network_inter.sh +++ /dev/null @@ -1,3 +0,0 @@ -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect -skyplane deprovision \ No newline at end of file diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 178c572c8..09517364b 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -8,7 +8,7 @@ from skyplane.api.client import tmp_log_dir from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner +from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner, BroadcastSpiderPlanner from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -165,7 +165,6 @@ def broadcast_dataplane( ) topo = planner.plan() elif type == "HST": - # TODO: not usable now planner = BroadcastHSTPlanner( src_cloud_provider, src_region, @@ -180,6 +179,21 @@ def broadcast_dataplane( azure_only=azure_only, ) topo = planner.plan() + elif type == "SPIDER": + planner = BroadcastSpiderPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only, + ) + topo = planner.plan() elif type == "ILP": planner = BroadcastILPSolverPlanner( src_cloud_provider, diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index cea5e39f2..34f307706 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -12,10 +12,10 @@ import networkx as nx import pandas as pd import numpy as np - from skyplane.utils import logger from skyplane.broadcast import __root__ import functools +import random import colorama from colorama import Fore, Style @@ -34,7 +34,7 @@ def __init__( gcp_only: bool, azure_only: bool, cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", - tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "whole_throughput_11_28.csv", + tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", ): self.src_provider = src_provider @@ -49,7 +49,7 @@ def __init__( # need to input cost_grid and tp_grid self.costs = pd.read_csv(cost_grid_path) self.throughput = pd.read_csv(tp_grid_path) - self.G = self.make_nx_graph(self.costs, self.throughput) + self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) if aws_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) @@ -67,12 +67,12 @@ def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" return CloudProvider.get_transfer_cost(src, dst) - def make_nx_graph(self, cost, throughput): + def make_nx_graph(self, cost, throughput, num_instances=1): G = nx.DiGraph() for _, row in throughput.iterrows(): if row["src_region"] == row["dst_region"]: continue - G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) + G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=num_instances * row["throughput_sent"] / 1e9) for _, row in cost.iterrows(): if row["src"] in G and row["dest"] in G[row["src"]]: @@ -80,7 +80,7 @@ def make_nx_graph(self, cost, throughput): else: continue - # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) + # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] for edge in G.edges.data(): if edge[-1]["cost"] is None: edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) @@ -381,6 +381,246 @@ def read_result(loc): os.remove(param_loc) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) +class BroadcastSpiderPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, + ): + super().__init__( + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, + ) + + self.eg_lims = { + "aws": 5 * num_instances, + "gcp": 7 * num_instances, + "azure": 16 * num_instances, + } + self.in_lims = { + "aws": 10 * num_instances, + "gcp": 16 * num_instances, + "azure": 16 * num_instances, + } + + def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): + print() + print("-" * 10 + " Evaluate\n") + + makespan = data_vol * 8 / sum(bw) + cost_per_instance_hr = 0.54 + + import math + def split(my_list, weight_list): + sublists = [] + prev_index = 0 + for weight in weight_list: + next_index = prev_index + math.ceil( (len(my_list) * weight) ) + + sublists.append(my_list[prev_index : next_index] ) + prev_index = next_index + + return sublists + + partitions = list(range(num_partitions)) + output_partitions = split(partitions, [b / sum(bw) for b in bw]) + print(f"Bw: {bw}, split: {output_partitions}") + + from itertools import islice + egress_cost = 0 + complete_tree = nx.DiGraph() + + for i in range(len(tree_set)): + if len(output_partitions[i]) == 0: + continue # not assigning any partition to this tree + + egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) + + # give each tree the output partitions + for edge in tree_set[i].edges.data(): + src, dst = edge[0], edge[1] + complete_tree.add_edge( + src, dst, partitions=output_partitions[i], throughput=self.G[src][dst]["throughput"], cost=self.G[src][dst]["cost"] + ) + + print("Tree cost: ", sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * (bw[i] / sum(bw))) + + for node in complete_tree.nodes: + complete_tree.nodes[node]["num_vms"] = num_vms + + print(f"SPIDER solution (tree node): ", complete_tree.nodes.data()) + print(f"SPIDER solution (tree edge): ", complete_tree.edges.data()) + + instance_cost = len(tree_set[0].nodes) * num_vms * (cost_per_instance_hr / 3600) * makespan + tot_cost = egress_cost + instance_cost + + print(f"{Fore.BLUE}Data vol = {Fore.YELLOW}{round(data_vol, 4)} GB or {round(data_vol*8, 4)} Gbits{Style.RESET_ALL}\n") + print(f"{Fore.BLUE}Bandwidth of each tree = {Fore.YELLOW}{[round(i, 4) for i in bw]}{Style.RESET_ALL}\n") + print(f"{Fore.BLUE}Total runtime = {Fore.YELLOW}{round(makespan, 4)} s{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total throughput = {Fore.YELLOW}{round(sum(bw), 4)} Gbps{Style.RESET_ALL}\n") + print(f"{Fore.BLUE}Total egress cost (per GB) = {Fore.YELLOW}${round(egress_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total instance cost = {Fore.YELLOW}${round(instance_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(tot_cost, 4)}{Style.RESET_ALL}") + + # return sum(bw), makespan, tot_cost, complete_tree + return complete_tree + + def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limits, ro=[]): + for tree in tree_set: + assert len(tree.nodes) >= 1 + len(dsts) + assert len(tree.edges) == len(tree.nodes) - 1 + for node in [src] + dsts: + if not tree.has_node(node): + return False + # assert(tree.has_node(node)) + for node in [src] + dsts + ro: + sum_egress, sum_ingress = 0, 0 + for i in range(len(tree_set)): + sum_egress += len(tree_set[i].out_edges(node)) * bw[i] + sum_ingress += len(tree_set[i].in_edges(node)) * bw[i] + if not sum_egress <= egress_limits[node.split(":")[0]]: + return False + assert sum_ingress <= ingress_limits[node.split(":")[0]] + + print("Pass validation") + return True + + def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): + import copy + N = set([src] + dsts) # set of nodes that each tree must span + Tree_set = [] # output: a set of trees + bw = [] # list of bandwidth for each tree + + if elim_set is None: + elim_set = {node: egress_limits[node.split(":")[0]] for node in h.nodes} # egress limit for each node in the graph + ilim_set = {node: ingress_limits[node.split(":")[0]] for node in h.nodes} + + while True: + CurrentTree = nx.DiGraph() # constructed tree + InTree = {src} # nodes of constructed tree + CurrentTreeBottleneck = float("inf") # bottleneck link + elim_copy = copy.deepcopy(elim_set) # copy of egress limit + ilim_copy = copy.deepcopy(ilim_set) # copy of ingress limit + + while not N.issubset(InTree): + M_n, R_n = {}, {} + for n in InTree: + # max outgoing bandwidth arc to nodes outside InTree + out_edges = [edge for edge in list(h.out_edges(n)) if edge[1] not in InTree] + out_edges_tput = [h[e[0]][e[1]]["throughput"] for e in out_edges] + max_out_tput = max(out_edges_tput, default=0) + + if max_out_tput <= 0 or elim_copy[n] <= 0: + continue + + M_n[n] = out_edges[out_edges_tput.index(max_out_tput)] + + if ilim_copy[M_n[n][1]] <= 0: + M_n[n] = None + continue + + R_n[n] = elim_copy[n] - min(max_out_tput, CurrentTreeBottleneck) + + if len(R_n) == 0: # all ineasible + break + + max_val_set = [i for i, j in R_n.items() if j == max(R_n.values())] + + # pick node x with max_j{R_j} + random.shuffle(max_val_set) + x = sample(max_val_set, 1)[0] + + # edge with max_j{b_xj} + Mx = M_n[x] + src_add, dst_add = Mx[0], Mx[1] + assert elim_copy[src_add] >= 0 + + # if add this edge to the tree, make sure that it won't exceed the egress limit + CurrentTreeBottleneck = min( + [CurrentTreeBottleneck, elim_copy[src_add], ilim_copy[dst_add], h[src_add][dst_add]["throughput"]] + ) + + print("Current bottleneck: ", CurrentTreeBottleneck) + if ( + elim_set[src_add] - CurrentTreeBottleneck >= 0 + and ilim_set[dst_add] - CurrentTreeBottleneck >= 0 + and CurrentTreeBottleneck > 0 + ): + print(f"Add edge: {src_add}, {dst_add}\n") + src_provider, dst_provider = src_add.split(":")[0], dst_add.split(":")[0] + flow = min([h[src_add][dst_add]["throughput"], egress_limits[src_provider], ingress_limits[dst_provider]]) + CurrentTree.add_edge(src_add, dst_add, cost=h[src_add][dst_add]["cost"], throughput=flow) + InTree.add(Mx[1]) # add dst of Mx to InTree list + for node in CurrentTree.nodes: + num_out_edges = len(CurrentTree.out_edges(node)) + num_in_edges = len(CurrentTree.in_edges(node)) + elim_copy[node] = elim_set[node] - CurrentTreeBottleneck * num_out_edges + ilim_copy[node] = ilim_set[node] - CurrentTreeBottleneck * num_in_edges + + if not CurrentTree.edges: + break + + # reduce the bandwidth on all edges of the tree by amount of bottleneck bandwidth + bottleneck = CurrentTreeBottleneck + src_node = set() + dst_node = set() + for edge in CurrentTree.edges: + h[edge[0]][edge[1]]["throughput"] -= bottleneck + src_node.add(edge[0]) + dst_node.add(edge[1]) + + # Extra check (capacity, tree nodes) + infeasible = any([elim_set[n] - bottleneck < 0 for n in src_node]) or len(CurrentTree.nodes) < 1 + len(dsts) + if not infeasible: + # print("Number of nodes: ", len(CurrentTree.nodes)) + if self.validate_tree_set(Tree_set + [CurrentTree], src, dsts, bw + [bottleneck], egress_limits, ingress_limits): + print("Feasible") + print(f"Throughput of tree {len(Tree_set)} is: {bottleneck} Gbps\n") + print("-" * 40) + bw.append(bottleneck) + Tree_set.append(CurrentTree) + for n in src_node: + elim_set[n] -= bottleneck + for n in dst_node: + ilim_set[n] -= bottleneck + else: + print("Infeasible, ignore above\n") + else: + print("Infeasible, ignore above\n") + continue + + return Tree_set, bw, h, elim_set + + def plan(self) -> BroadcastReplicationTopology: + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) + h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) + Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) + Spider_graph = self.evaluate( + Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1 + ) + + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) class BroadcastILPSolverPlanner(BroadcastPlanner): def __init__( @@ -730,6 +970,7 @@ def plan_iterative( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, + n_clusters: Optional[int] = 20 ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -739,12 +980,58 @@ def plan_iterative( # get graph g = self.G + source_v = problem.src + dest_v = problem.dsts + # node-approximation - if filter_node: - src_dst_li = [problem.src] + problem.dsts - sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] - g = g.subgraph(src_dst_li + sampled).copy() - print(f"Filter node (only use): {src_dst_li + sampled}") + if filter_node: + from sklearn.cluster import KMeans + + random.seed(10) + node_map, node_list = {}, list(g.nodes) + print("Number of nodes: ", len(node_list)) + for node in node_list: + node_map[node] = [] + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["cost"]) + else: + node_map[node].append(0) # cost to itself + + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["throughput"]) + else: + node_map[node].append(100) # tput to itself or throughput within a single region? + + np_node_map = np.array([li for li in node_map.values()]) + print(f"node map: {np_node_map}, shape: {np_node_map.shape}") + print(f"Num cluster: {n_clusters}") + km = KMeans(n_clusters=n_clusters) + kmeans = km.fit_predict(np_node_map) + print("kmeans: ", kmeans) + print("labels:", list(km.labels_)) + + cluster_to_node_map = {} + labels = list(km.labels_) + for i in range(len(labels)): + label = labels[i] + if label not in cluster_to_node_map: + cluster_to_node_map[label] = [] + cluster_to_node_map[label].append(node_list[i]) + + print("CLSUTER TO NODE MAP: ") + pprint(cluster_to_node_map) + + keep_node = [] + for node_list in cluster_to_node_map.values(): + keep_node.append(sample(node_list, 1)[0]) + + print(f"Keep node {len(keep_node)}: {keep_node}") + remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] + g.remove_nodes_from(remove_nodes) + print(f"Remove {len(remove_nodes)}: {remove_nodes}") + print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes # sampled = list(self.G.nodes) @@ -757,8 +1044,6 @@ def plan_iterative( tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) nodes = list(g.nodes) - source_v = problem.src - dest_v = problem.dsts partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions dest_edges = [g.edges.index(e) for e in g.edges if e[1] == ""] @@ -876,6 +1161,7 @@ def plan( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, + n_clusters: Optional[int] = 20 ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -886,18 +1172,61 @@ def plan( problem = self.problem if solve_iterative: - return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path) + return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path, n_clusters) g = self.G + source_v = problem.src + dest_v = problem.dsts # node-approximation - from random import sample - - if filter_node: - src_dst_li = [problem.src] + problem.dsts - sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] - g = g.subgraph(src_dst_li + sampled).copy() - print(f"Filter node (only use): {src_dst_li + sampled}") + if filter_node: + from sklearn.cluster import KMeans + + random.seed(10) + node_map, node_list = {}, list(g.nodes) + print("Number of nodes: ", len(node_list)) + for node in node_list: + node_map[node] = [] + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["cost"]) + else: + node_map[node].append(0) # cost to itself + + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["throughput"]) + else: + node_map[node].append(100) # tput to itself or throughput within a single region? + + np_node_map = np.array([li for li in node_map.values()]) + print(f"node map: {np_node_map}, shape: {np_node_map.shape}") + print(f"Num cluster: {n_clusters}") + km = KMeans(n_clusters=n_clusters) + kmeans = km.fit_predict(np_node_map) + print("kmeans: ", kmeans) + print("labels:", list(km.labels_)) + + cluster_to_node_map = {} + labels = list(km.labels_) + for i in range(len(labels)): + label = labels[i] + if label not in cluster_to_node_map: + cluster_to_node_map[label] = [] + cluster_to_node_map[label].append(node_list[i]) + + print("CLSUTER TO NODE MAP: ") + pprint(cluster_to_node_map) + + keep_node = [] + for node_list in cluster_to_node_map.values(): + keep_node.append(sample(node_list, 1)[0]) + + print(f"Keep node {len(keep_node)}: {keep_node}") + remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] + g.remove_nodes_from(remove_nodes) + print(f"Remove {len(remove_nodes)}: {remove_nodes}") + print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes # NOTE: why do we do this? diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 97c081f82..abaca558a 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -111,7 +111,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 200, + dispatch_batch_size: int = 128, # need to change it back later ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: diff --git a/skyplane/broadcast/profiles/cost.csv b/skyplane/broadcast/profiles/cost.csv index 3a8ed3bff..3bbcb9c80 100644 --- a/skyplane/broadcast/profiles/cost.csv +++ b/skyplane/broadcast/profiles/cost.csv @@ -1,3970 +1,4971 @@ -src,dest,src_tier,dest_tier,cost -aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 -aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 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+aws:eu-west-1,gcp:asia-east1-a,0.09 +aws:eu-west-1,gcp:europe-west3-a,0.09 +aws:eu-west-1,aws:us-east-2,0.02 +aws:eu-west-1,aws:me-central-1,0.02 +aws:eu-west-1,gcp:asia-northeast3-a,0.09 +aws:eu-west-1,azure:switzerlandnorth,0.09 +aws:eu-west-1,aws:ap-east-1,0.02 +aws:eu-west-1,gcp:asia-east2-a,0.09 +aws:eu-west-1,azure:swedencentral,0.09 +aws:eu-west-1,gcp:us-west4-a,0.09 +aws:eu-west-1,aws:ap-southeast-1,0.02 +aws:eu-west-1,aws:me-south-1,0.02 +aws:eu-west-1,aws:ap-southeast-3,0.02 +aws:eu-west-1,azure:northcentralus,0.09 +aws:eu-west-1,azure:uksouth,0.09 +aws:eu-west-1,azure:canadacentral,0.09 +aws:eu-west-1,gcp:southamerica-west1-a,0.09 +aws:eu-west-1,aws:ap-northeast-2,0.02 +aws:eu-west-1,azure:centralindia,0.09 +aws:eu-west-1,aws:eu-central-1,0.02 +aws:eu-west-1,aws:us-west-1,0.02 +aws:eu-west-1,azure:westeurope,0.09 +aws:eu-west-1,azure:southcentralus,0.09 +aws:eu-west-1,gcp:europe-west4-a,0.09 +aws:eu-west-1,aws:ap-southeast-2,0.02 +aws:eu-west-1,gcp:us-east4-a,0.09 +aws:eu-west-1,aws:eu-west-2,0.02 +aws:eu-west-1,gcp:asia-northeast2-a,0.09 +aws:eu-west-1,aws:ap-northeast-3,0.02 +aws:eu-west-1,gcp:us-east1-b,0.09 +aws:eu-west-1,aws:ca-central-1,0.02 +aws:eu-west-1,gcp:australia-southeast1-a,0.09 +aws:eu-west-1,gcp:asia-southeast2-a,0.09 +aws:eu-west-1,gcp:us-west1-a,0.09 +aws:eu-west-1,azure:brazilsouth,0.09 diff --git a/skyplane/broadcast/profiles/whole_throughput_11_28.csv b/skyplane/broadcast/profiles/throughput.csv similarity index 100% rename from skyplane/broadcast/profiles/whole_throughput_11_28.csv rename to skyplane/broadcast/profiles/throughput.csv diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index c56b2345f..41b17e0b6 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -32,7 +32,7 @@ def replicate_random( debug: bool = typer.Option(True, help="If true, will write debug information to debug directory."), confirm: bool = typer.Option(cloud_config.get_flag("autoconfirm"), "--confirm", "-y", "-f", help="Confirm all transfer prompts"), # solver - algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP]"), + algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP, SPIDER]"), solver_target_time_budget: float = typer.Option( 10, "--time-budget", "-s", help="Solver option for ILP: Required time budget in seconds" ), @@ -48,7 +48,7 @@ def replicate_random( # create transfer list # 8, 80, 800, 1600, 3200, 4000, 4800 8000(n_chunks) - # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer siz2e in GB) + # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer size in GB) # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) # 200 --> 3200 as the # of chunks diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 5307a0962..563592946 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -163,7 +163,7 @@ def networkx_to_graphviz(g, label="partition"): if __name__ == "__main__": costs = pd.read_csv("broadcast/profiles/cost.csv") - throughput = pd.read_csv("broadcast/profiles/old/whole_throughput_11_28.csv") + throughput = pd.read_csv("broadcast/profiles/throughput.csv") color = [] n = 100 From f5966b819559e3c861ecf3de2d491712670a9cc8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Feb 2023 21:16:39 -0800 Subject: [PATCH 060/186] fix region issue --- skyplane/broadcast/bc_client.py | 10 +++++----- skyplane/broadcast/bc_planner.py | 18 +++++++++--------- skyplane/broadcast/test/bc_objstore.py | 14 ++++++++------ skyplane/obj_store/s3_interface.py | 7 +++++-- 4 files changed, 27 insertions(+), 22 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 178c572c8..2dc39458f 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -200,11 +200,11 @@ def broadcast_dataplane( raise NotImplementedError(f"Dataplane type {type} not implemented") logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - if type != "ILP": - print(f"Solution: {topo.nx_graph.edges.data()}") - print(topo.nx_graph.nodes) - print(src_region) - self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) + #if type != "ILP": + print(f"Solution: {topo.nx_graph.edges.data()}") + print(topo.nx_graph.nodes) + print(src_region) + self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 50a11d32a..40ac2633b 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -747,11 +747,11 @@ def plan_iterative( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - sampled.remove("aws:ca-central-1") - g = g.subgraph(sampled).copy() + #sampled = list(self.G.nodes) + #sampled.remove("aws:eu-south-2") + #sampled.remove("aws:eu-central-2") + #sampled.remove("aws:ca-central-1") + #g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) @@ -900,10 +900,10 @@ def plan( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - g = g.subgraph(sampled).copy() + #sampled = list(self.G.nodes) + #sampled.remove("aws:eu-south-2") + #sampled.remove("aws:eu-central-2") + #g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9971fc587..cc9ea8519 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -34,14 +34,16 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" + source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist - for (region, bucket_path) in zip(dst_regions, dest_files): + for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] bucket = S3Interface(bucket_name) try: + print("Create bucket", region) bucket.create_bucket(region) except Exception as e: print(e) @@ -53,13 +55,13 @@ def start_transfer(args): if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: try: provider_src, bucket_src, path_src = parse_path(source_file) - src_region_tag = f"{provider_src}:infer" + src_region_tag = f"{provider_src}:{src_region}" src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) - print("Listing objects from the source bucket") + print(f"Listing objects from the source bucket {src_region}") src_objects = [] - for obj in src_client.list_objects(path_src): + for obj in src_client.list_objects(path_src, src_region): src_objects.append(obj) transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5f68196b5..a9add5a2a 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -27,6 +27,7 @@ def __init__(self, bucket_name: str): def path(self): return f"s3://{self.bucket_name}" + @property @lru_cache(maxsize=1) def aws_region(self): @@ -83,12 +84,14 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name) else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) + else: + print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): self._s3_client().delete_bucket(Bucket=self.bucket_name) - def list_objects(self, prefix="") -> Iterator[S3Object]: - paginator = self._s3_client().get_paginator("list_objects_v2") + def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: + paginator = self._s3_client(region).get_paginator("list_objects_v2") requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) for page in page_iterator: From 4694265c66d349f5880ea268d7145979937420ee Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 24 Feb 2023 18:03:27 -0800 Subject: [PATCH 061/186] test broadcast object store in gcp --- skyplane/broadcast/test/bc_objstore.py | 30 ++++++++++++++++++-------- skyplane/obj_store/gcs_interface.py | 3 ++- 2 files changed, 23 insertions(+), 10 deletions(-) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index cc9ea8519..11cec83af 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -1,5 +1,6 @@ import time from skyplane.obj_store.s3_interface import S3Interface +from skyplane.obj_store.gcs_interface import GCSInterface import skyplane from skyplane.broadcast.bc_client import SkyplaneBroadcastClient @@ -11,19 +12,25 @@ def start_transfer(args): - src_region = "ap-east-1" + #src_region = "ap-east-1" # src_region = "af-south-1" # src_region = "us-east-1" # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-southeast-2", "ap-south-1"] - dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] - src_cloud_provider = "aws" - dst_cloud_providers = ["aws"] * len(dst_regions) + src_region = "us-east1" + dst_regions = ["europe-southwest1", "us-west1", "us-west3", "europe-north1", "europe-west2", "asia-south1"] + + src_cloud_provider = "gcp" + dst_cloud_providers = ["gcp"] * len(dst_regions) + + source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" @@ -35,13 +42,18 @@ def start_transfer(args): # source_file = "s3://skyplane-broadcast/imagenet-images/" #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" - source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + #dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] - bucket = S3Interface(bucket_name) + if "s3://" in bucket_path: + bucket = S3Interface(bucket_name) + elif "gs://" in bucket_path: + bucket = GCSInterface(bucket_name) + else: + print("Unsupported cloud provider", bucket_path) try: print("Create bucket", region) bucket.create_bucket(region) @@ -66,8 +78,8 @@ def start_transfer(args): transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB print("Transfer size gbytes: ", transfer_size_gbytes) - except: - raise Exception("Cannot list size in the source bucket") + except Exception as e: + raise Exception("Cannot list size in the source bucket", e) client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 3a3fc846e..0f2690b20 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -75,6 +75,7 @@ def bucket(self) -> str: return self.bucket_name def bucket_exists(self): + print("list client objects") iterator = self._gcs_client.list_blobs(self.bucket_name, page_size=1) try: next(iterator.pages, None) @@ -102,7 +103,7 @@ def create_bucket(self, gcp_region, premium_tier=True): def delete_bucket(self): self._gcs_client.get_bucket(self.bucket_name).delete() - def list_objects(self, prefix="") -> Iterator[GCSObject]: + def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: blobs = self._gcs_client.list_blobs(self.bucket_name, prefix=prefix) for blob in blobs: yield GCSObject("gcs", self.bucket_name, blob.name, blob.size, blob.updated, mime_type=getattr(blob, "content_type", None)) From 7baa9baca87d4ba08d1d676df3817f7f887f8b81 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 27 Feb 2023 21:15:45 -0800 Subject: [PATCH 062/186] stash --- skyplane/api/dataplane.py | 10 ++--- skyplane/broadcast/bc_dataplane.py | 45 ++++++++++++++-------- skyplane/broadcast/bc_planner.py | 12 ++++++ skyplane/broadcast/impl/bc_tracker.py | 4 +- skyplane/broadcast/test/bc_objstore.py | 28 ++++++++------ skyplane/compute/gcp/gcp_cloud_provider.py | 4 ++ skyplane/compute/gcp/gcp_server.py | 2 +- 7 files changed, 68 insertions(+), 37 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index f36dcb121..5d439bf04 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -58,10 +58,8 @@ def __init__( provisioner: "Provisioner", transfer_config: TransferConfig, log_dir: str, + debug: bool = True, ): -<<<<<<< HEAD - self.log_dir = log_dir -======= """ :param clientid: the uuid of the local host to create the dataplane :type clientid: str @@ -72,7 +70,6 @@ def __init__( :param transfer_config: the configuration during the transfer :type transfer_config: TransferConfig """ ->>>>>>> 25539e166769edfc172e2df3b3b78b80b83144fd self.clientid = clientid self.topology = topology self.src_region_tag = self.topology.source_region() @@ -90,6 +87,7 @@ def __init__( # transfer logs self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) + self.debug = debug # pending tracker tasks self.jobs_to_dispatch: List[TransferJob] = [] @@ -196,7 +194,9 @@ def provision( servers_by_region = defaultdict(list) for s in servers: servers_by_region[s.region_tag].append(s) + print(servers_by_region) for node in self.topology.gateway_nodes: + print(node.region) instance = servers_by_region[node.region].pop() self.bound_nodes[node] = instance logger.fs.debug(f"[Dataplane.provision] bound_nodes = {self.bound_nodes}") @@ -236,7 +236,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): :type spinner: bool """ with self.provisioning_lock: - if debug: + if self.debug: logger.fs.info("Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 579d2e42e..3909ef8bf 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -53,7 +53,9 @@ def __init__( transfer_config: TransferConfig, topology: Optional[BroadcastReplicationTopology] = None, gateway_program_path: Optional[str] = None, + debug: bool = False, ): + self.log_dir = log_dir self.clientid = clientid self.provisioner = provisioner @@ -61,6 +63,7 @@ def __init__( self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False + self.debug = debug # either set topology or gateway program self.gateway_program_path = gateway_program_path @@ -158,7 +161,7 @@ def add_operator_receive_send( num_connections = int(max_conn_per_vm / tot_senders) if ( - next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" + next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" ): # gcp to gcp connection, use private ips print("GCP to GCP connection, should use private ips") send_ops = [ @@ -319,22 +322,30 @@ def _start_gateway( am_source = gateway_node in self.topology.source_instances() am_sink = gateway_node in self.topology.sink_instances() - # start gateway - #if sgateway_log_dir: - if self.log_dir: - gateway_server.init_log_files(self.log_dir) - if authorize_ssh_pub_key: - gateway_server.copy_public_key(authorize_ssh_pub_key) - - gateway_server.start_gateway( - {}, # don't need setup arguments here to pass as outgoing_ports - gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs - gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=False, - use_compression=self.transfer_config.use_compression, - use_socket_tls=self.transfer_config.use_socket_tls, - ) + + try: + + print("Gateway", gateway_docker_image) + #import pdb; pdb.set_trace() + + # start gateway + #if sgateway_log_dir: + if self.log_dir: + gateway_server.init_log_files(self.log_dir) + if authorize_ssh_pub_key: + gateway_server.copy_public_key(authorize_ssh_pub_key) + + gateway_server.start_gateway( + {}, # don't need setup arguments here to pass as outgoing_ports + gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs + gateway_docker_image=gateway_docker_image, + e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, + use_bbr=False, + use_compression=self.transfer_config.use_compression, + use_socket_tls=self.transfer_config.use_socket_tls, + ) + except Exception as e: + print("ERROR: ", e) def source_gateways(self) -> List[compute.Server]: return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 34f307706..69efd9f13 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -49,6 +49,18 @@ def __init__( # need to input cost_grid and tp_grid self.costs = pd.read_csv(cost_grid_path) self.throughput = pd.read_csv(tp_grid_path) + + ## remove subregion + #def remove_subregion(region): + # print("region", region, region[-2:]) + # if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": + # return region[:-2] + # return region + #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) if aws_only: diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 26ce948ad..313ec488c 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -248,9 +248,9 @@ def monitor_single_dst_helper(dst_region): def copy_log(self, instance): print("COPY DATA TO", str(self.transfer_dir) + f"/gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") + pprint(f"Copying gateway std out files to {self.transfer_dir}/gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - pprint(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") + pprint(f"Copying gateway std err files to {self.transfer_dir}/gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") @property diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 11cec83af..c18525d5d 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -21,17 +21,24 @@ def start_transfer(args): # dst_regions = ["ap-southeast-2", "ap-south-1"] #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] - # dst_regions = ["ap-east-1", "ap-northeast-1"] - src_region = "us-east1" - dst_regions = ["europe-southwest1", "us-west1", "us-west3", "europe-north1", "europe-west2", "asia-south1"] + #src_region = "us-east1" - src_cloud_provider = "gcp" - dst_cloud_providers = ["gcp"] * len(dst_regions) - - source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + #dst_cloud_providers = ["gcp"] * len(dst_regions) + #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] + #dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + dst_regions = ["ap-east-1", "ap-northeast-1"] + dst_cloud_providers = ["aws"] * len(dst_regions) dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + src_cloud_provider = "aws" + src_region = "us-east-1" + source_file = "s3://laion-400m-dataset/" + + #src_cloud_provider = "gcp" + #src_region = "us-west1-a" + #source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" @@ -54,11 +61,8 @@ def start_transfer(args): bucket = GCSInterface(bucket_name) else: print("Unsupported cloud provider", bucket_path) - try: - print("Create bucket", region) - bucket.create_bucket(region) - except Exception as e: - print(e) + print("Create bucket", region, bucket_path) + bucket.create_bucket(region) print(source_file) print(dest_files) diff --git a/skyplane/compute/gcp/gcp_cloud_provider.py b/skyplane/compute/gcp/gcp_cloud_provider.py index 1b3906d11..b990f1cff 100644 --- a/skyplane/compute/gcp/gcp_cloud_provider.py +++ b/skyplane/compute/gcp/gcp_cloud_provider.py @@ -132,6 +132,10 @@ def provision_instance( name = f"skyplane-gcp-{str(uuid.uuid4().hex[:8])}" compute = self.auth.get_gcp_client() + #if region[-2:] != "-a" or region[-2:] != "-b": + # region = region + "-a" + # print("Adding subregion to region", region) + if instance_os == "ubuntu": image = "projects/ubuntu-os-cloud/global/images/family/ubuntu-2004-lts" elif instance_os == "cos": diff --git a/skyplane/compute/gcp/gcp_server.py b/skyplane/compute/gcp/gcp_server.py index 32b2ed07d..479e9f209 100644 --- a/skyplane/compute/gcp/gcp_server.py +++ b/skyplane/compute/gcp/gcp_server.py @@ -38,7 +38,7 @@ def get_gcp_instance(self): for i in instances["items"]: if i["name"] == self.gcp_instance_name: return i - raise ValueError(f"No instance found with name {self.gcp_instance_name}, {instances}") + raise ValueError(f"No instance found with name {self.gcp_instance_name}, {self.gcp_region}, {instances}") def get_instance_property(self, prop): instance = self.get_gcp_instance() From 65f9df8f2880bbe17b5d2da63cf10f389f8c02a5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 28 Feb 2023 11:32:41 -0800 Subject: [PATCH 063/186] stash --- Dockerfile.broadcast | 2 +- scripts/requirements-broadcast-gateway.txt | 1 + skyplane/broadcast/bc_dataplane.py | 6 +++ skyplane/broadcast/bc_planner.py | 21 +++++----- skyplane/broadcast/gateway/gateway_daemon.py | 1 + skyplane/broadcast/test/bc_objstore.py | 40 +++++++++++++------- 6 files changed, 46 insertions(+), 25 deletions(-) diff --git a/Dockerfile.broadcast b/Dockerfile.broadcast index e480c6ad4..e4d931e97 100644 --- a/Dockerfile.broadcast +++ b/Dockerfile.broadcast @@ -30,7 +30,7 @@ RUN (echo 'net.ipv4.ip_local_port_range = 12000 65535' >> /etc/sysctl.conf) \ && (echo 'root hard nofile 1048576' >> /etc/security/limits.conf) # install gateway -COPY scripts/requirements-broadcast-gateway.txt /tmp/requirements-gateway.txt +COPY scripts/requirements-gateway.txt /tmp/requirements-gateway.txt RUN --mount=type=cache,target=/root/.cache/pip pip3 install --no-cache-dir -r /tmp/requirements-gateway.txt && rm -r /tmp/requirements-gateway.txt WORKDIR /pkg diff --git a/scripts/requirements-broadcast-gateway.txt b/scripts/requirements-broadcast-gateway.txt index b5a7d6102..47087b7fb 100644 --- a/scripts/requirements-broadcast-gateway.txt +++ b/scripts/requirements-broadcast-gateway.txt @@ -22,3 +22,4 @@ flask lz4 pyopenssl werkzeug +numpy diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 3909ef8bf..5eba119e7 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -297,6 +297,7 @@ def current_gw_programs(self): # dst receive data, write to object store / write local (if obj_store=None), forward data if needed elif node in dsts: + print("dest obj", dsts_obj_store_map) dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] self.add_dst_operator(solution_graph, node_gateway_program, node, partitions, obj_store=dst_obj_store) @@ -322,6 +323,9 @@ def _start_gateway( am_source = gateway_node in self.topology.source_instances() am_sink = gateway_node in self.topology.sink_instances() + import traceback + import sys + try: @@ -345,6 +349,8 @@ def _start_gateway( use_socket_tls=self.transfer_config.use_socket_tls, ) except Exception as e: + print(traceback.format_exc()) + print(sys.exc_info()[2]) print("ERROR: ", e) def source_gateways(self) -> List[compute.Server]: diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 69efd9f13..5b9b45c32 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -50,16 +50,17 @@ def __init__( self.costs = pd.read_csv(cost_grid_path) self.throughput = pd.read_csv(tp_grid_path) - ## remove subregion - #def remove_subregion(region): - # print("region", region, region[-2:]) - # if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": - # return region[:-2] - # return region - #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + # remove subregion + # TODO: lookup subregions with matching region and duplicate (so lookups dont fail) + def remove_subregion(region): + print("region", region, region[-2:]) + if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": + return region[:-2] + return region + self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 6d09b6e9b..ead5e7a90 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -25,6 +25,7 @@ ) from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger +from collections import defaultdict # TODO: add default partition ID to main # create gateway br diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index c18525d5d..f8b6acbfb 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -22,23 +22,28 @@ def start_transfer(args): #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] - #src_region = "us-east1" - #dst_cloud_providers = ["gcp"] * len(dst_regions) - #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] - #dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - dst_regions = ["ap-east-1", "ap-northeast-1"] - dst_cloud_providers = ["aws"] * len(dst_regions) - dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - - src_cloud_provider = "aws" - src_region = "us-east-1" - source_file = "s3://laion-400m-dataset/" - #src_cloud_provider = "gcp" - #src_region = "us-west1-a" - #source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + # GCP + # gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a + src_cloud_provider = "gcp" + #src_region = "asia-southeast2-a" + src_region = "us-east1-b" + source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] + dst_regions = ["australia-southeast1-a", "southamerica-east1-a", "europe-west4-a", "europe-west6-a", "asia-east1-a", "europe-west2-a"] + dst_cloud_providers = ["gcp"] * len(dst_regions) + dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + + ## AWS + #dst_regions = ["ap-east-1", "ap-northeast-1"] + #dst_cloud_providers = ["aws"] * len(dst_regions) + #dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + #src_cloud_provider = "aws" + #src_region = "us-east-1" + #source_file = "s3://laion-400m-dataset/" + # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" @@ -53,6 +58,8 @@ def start_transfer(args): #dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist + + actual_dest_regions = [] for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] if "s3://" in bucket_path: @@ -64,6 +71,11 @@ def start_transfer(args): print("Create bucket", region, bucket_path) bucket.create_bucket(region) + actual_dest_regions.append(bucket.gcp_region) + + print("acutual dest", actual_dest_regions, dst_regions) + dst_regions = actual_dest_regions + print(source_file) print(dest_files) From c358bcb1201a9f3c053cf46e18e6ff6ca25d6b91 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 2 Mar 2023 12:58:47 -0800 Subject: [PATCH 064/186] map subregions --- skyplane/broadcast/bc_planner.py | 43 +++++++++++++++++-- .../gateway/operators/gateway_operator.py | 4 +- .../gateway/operators/gateway_receiver.py | 2 + 3 files changed, 44 insertions(+), 5 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 5b9b45c32..6e2f226b3 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -57,10 +57,45 @@ def remove_subregion(region): if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": return region[:-2] return region - self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + + def map_subregions(df, source_key, dest_key): + # create subregion -> region map + regions = df[source_key].apply(lambda region: remove_subregion(region)) + region_map = {} + for full_region, region in zip(df[source_key].tolist(), regions.tolist()): + # TODO: include full set of regions (list) + region_map[region] = full_region + + regions = list(set(regions)) + zones = ["a", "b", "c"] + for region in regions: + for zone in zones: + subregion = f"{region}-{zone}" + if subregion not in df[source_key].values: + mapped_region = region_map[region] + if mapped_region == subregion: + continue + + # append new rows + print(f"Adding region {subregion} with {mapped_region}") + #print("ORIGINAL", df) + region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index(drop=True) + region_df[source_key] = region_df[source_key].replace(mapped_region, subregion) + region_df[dest_key] = region_df[dest_key].replace(mapped_region, subregion) + #print("NEW", region_df) + #df = pd.concat([df, region_df], axis=1).reset_index() + df = df.append(region_df, ignore_index=True) + #print("combin", df) + + return df + + self.costs = map_subregions(self.costs.reset_index(), "src", "dest") + self.throughput = map_subregions(self.throughput.reset_index(), "src_region", "dst_region") + + #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0a7bec509..476c34846 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -139,12 +139,14 @@ def process(self, chunk_req: ChunkRequest): return False # check to see if file is completed downloading + # Successfully recieved chunk 38400a29812142a486eaefcdebedf371, 161867776 0, 67108864 with open(chunk_file_path, "rb") as f: data = f.read() if len(data) < chunk_req.chunk.chunk_length_bytes: # download not complete return False - print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}") + assert len(data) == chunk_req.chunk.chunk_length_bytes, f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}") return True diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 807a0a481..6ba930bfa 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -203,6 +203,8 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): socket_data_len == 0 and chunk_received_size == chunk_header.data_len ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" + logger.debug(f"Recieved chunk {chunk_header.chunk_id} size {chunk_header.data_len}") + # todo check hash # self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") chunks_received.append(chunk_header.chunk_id) From a56aafcb87e75c0537c9769562962a68d7d94daf Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:27:26 -0800 Subject: [PATCH 065/186] add basic obj store interfacing to client, write tests, and fix bucket deletion --- skyplane/api/client.py | 35 ++++++++++++++++++++ skyplane/obj_store/gcs_interface.py | 9 +++++ skyplane/obj_store/s3_interface.py | 13 ++++++++ tests/unit_nocloud/test_api_client.py | 47 +++++++++++++++++++++++++++ 4 files changed, 104 insertions(+) create mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 455f72216..7fc3da0fe 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -142,3 +142,38 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") + + def download_object(self, bucket_name: str, provider: str, key: str, filename: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.download_object(key, filename) + + def upload_object(self, filename: str, bucket_name: str, provider: str, key: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.upload_object(filename, key) + + def exists(self, bucket_name: str, provider: str, key: str) -> bool: + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.exists(key) + + def bucket_exists(self, bucket_name: str, provider: str) -> bool: + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.bucket_exists() + + def create_bucket(self, region: str, bucket_name: str): + obj_store = ObjectStoreInterface.create(region, bucket_name) + obj_store.create_bucket(region.split(":")[1]) + provider = region.split(":")[0] + + # TODO: create util function for this + if provider == "aws": + return f"s3://{bucket_name}" + elif provider == "gcp": + return f"gs://{bucket_name}" + elif provider == "azure": + return f"az://{bucket_name}" + else: + raise NotImplementedError(f"Provider {provider} not implemented") + + def delete_bucket(self, bucket_name: str, provider: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.delete_bucket() \ No newline at end of file diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 0e818d941..358cbfaf3 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -100,6 +100,15 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): + keys = [] + for key in self.list_objects(): + keys.append(key.key) + if len(keys) >= 1000: + self.delete_objects(keys) + keys = [] + self.delete_objects(keys) + assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" + self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 914ce2160..13f3c6c75 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -1,4 +1,5 @@ import base64 +import time import hashlib import os from functools import lru_cache @@ -79,6 +80,18 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) def delete_bucket(self): + # delete 1000 keys at a time + keys = [] + for key in self.list_objects(): + keys.append(key.key) + if len(keys) == 1000: + self.delete_objects(keys) + keys = [] + print("Deleted 1000 keys") + self.delete_objects(keys) + assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + + # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) def list_objects(self, prefix="") -> Iterator[S3Object]: diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py new file mode 100644 index 000000000..d82c7a91c --- /dev/null +++ b/tests/unit_nocloud/test_api_client.py @@ -0,0 +1,47 @@ +from skyplane.api.client import SkyplaneClient +import uuid +import os + +def test_region(region): + client = SkyplaneClient() + bucket_name = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace('-', '') + src_filename = f"src_{key}" + dst_filename = f"dst_{key}" + provider = region.split(":")[0] + file_size = 1024 + + # create bucket + bucket_path = client.create_bucket(region, bucket_name) + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, 'wb') as fout: + fout.write(os.urandom(file_size)) + client.upload_object(src_filename, bucket_name, provider, key) + assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # download object + client.download_object(bucket_name, provider, key, dst_filename) + assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + + # delete bucket + client.delete_bucket(bucket_name, provider) + assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) + os.remove(dst_filename) + + +def test_aws_interface(): + test_region('aws:us-east-1') + return True + +def test_gcp_interface(): + test_region('gcp:us-central1-a') + return True + +def test_azure_interface(): + test_region('azure:canadacentral') + return True From 6484f35344b86e1578ede6a1ef41204df5da72c1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:50:16 -0800 Subject: [PATCH 066/186] reformat --- skyplane/api/client.py | 25 +++++------ skyplane/api/dataplane.py | 31 +++----------- skyplane/api/provisioner.py | 20 ++------- skyplane/api/transfer_job.py | 21 ++-------- skyplane/broadcast/gateway/gateway_daemon.py | 13 +----- skyplane/cli/cli.py | 15 ++----- skyplane/cli/cli_transfer.py | 5 +-- skyplane/cli/experiments/cli_query.py | 12 ++---- skyplane/compute/aws/aws_cloud_provider.py | 5 +-- skyplane/compute/azure/azure_auth.py | 4 +- .../compute/azure/azure_cloud_provider.py | 17 ++------ skyplane/compute/gcp/gcp_network.py | 12 +----- skyplane/compute/key_utils.py | 6 +-- skyplane/obj_store/gcs_interface.py | 8 +--- skyplane/obj_store/s3_interface.py | 6 +-- tests/unit_nocloud/test_api_client.py | 41 +++++++++++-------- 16 files changed, 70 insertions(+), 171 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 7fc3da0fe..b62e5102a 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -55,12 +55,7 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner( - host_uuid=self.clientid, - aws_auth=self.aws_auth, - azure_auth=self.azure_auth, - gcp_auth=self.gcp_auth, - ) + self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ @@ -142,8 +137,8 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def download_object(self, bucket_name: str, provider: str, key: str, filename: str): + + def download_object(self, bucket_name: str, provider: str, key: str, filename: str): obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) obj_store.download_object(key, filename) @@ -154,26 +149,26 @@ def upload_object(self, filename: str, bucket_name: str, provider: str, key: str def exists(self, bucket_name: str, provider: str, key: str) -> bool: obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) return obj_store.exists(key) - - def bucket_exists(self, bucket_name: str, provider: str) -> bool: + + def bucket_exists(self, bucket_name: str, provider: str) -> bool: obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) return obj_store.bucket_exists() - - def create_bucket(self, region: str, bucket_name: str): + + def create_bucket(self, region: str, bucket_name: str): obj_store = ObjectStoreInterface.create(region, bucket_name) obj_store.create_bucket(region.split(":")[1]) provider = region.split(":")[0] # TODO: create util function for this - if provider == "aws": + if provider == "aws": return f"s3://{bucket_name}" elif provider == "gcp": return f"gs://{bucket_name}" elif provider == "azure": return f"az://{bucket_name}" - else: + else: raise NotImplementedError(f"Provider {provider} not implemented") def delete_bucket(self, bucket_name: str, provider: str): obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.delete_bucket() \ No newline at end of file + obj_store.delete_bucket() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 63182a93b..bc62a8a3f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,11 +40,7 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, - clientid: str, - topology: ReplicationTopology, - provisioner: "Provisioner", - transfer_config: TransferConfig, + self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -127,11 +123,7 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision( - authorize_firewall=allow_firewall, - max_jobs=max_jobs, - spinner=spinner, - ) + uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -148,8 +140,7 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -224,8 +215,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, - spinner=spinner, + max_jobs=max_jobs, spinner=spinner, ) self.provisioned = False @@ -261,12 +251,7 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy( - self, - src: str, - dst: str, - recursive: bool = False, - ) -> str: + def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -283,11 +268,7 @@ def queue_copy( self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync( - self, - src: str, - dst: str, - ) -> str: + def queue_sync(self, src: str, dst: str,) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 894edfede..ec9bcf07c 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,11 +156,7 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, - task.vm_type, - use_spot_instances=task.spot, - gcp_premium_network=False, - tags=task.tags, + task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -203,12 +199,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, - provision_tasks, - n=max_jobs, - spinner=spinner, - spinner_persist=spinner, - desc="Provisioning VMs", + self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", ) # configure firewall @@ -278,12 +269,7 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, - servers, - n=max_jobs, - spinner=spinner, - spinner_persist=False, - desc="Deprovisioning VMs", + deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 8056e15cb..1bcec58a1 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -59,10 +59,7 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, - exit_event: threading.Event, - in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", - out_queue: "Queue[Chunk]", + self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -181,11 +178,7 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, return join(dest_prefix, src_path_after_prefix) def transfer_pair_generator( - self, - src_prefix: str, - dst_prefix: str, - recursive: bool, - prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, + self, src_prefix: str, dst_prefix: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Query source region and return list of objects to transfer. @@ -261,10 +254,7 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -457,10 +447,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, - dataplane: "Dataplane", - transfer_config: TransferConfig, - dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 2244a963d..317b1cf6b 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,12 +32,7 @@ class GatewayDaemon: def __init__( - self, - region: str, - chunk_dir: PathLike, - max_incoming_ports=64, - use_tls=True, - use_e2ee=False, + self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -302,9 +297,5 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon( - region=args.region, - chunk_dir=args.chunk_dir, - use_tls=not args.disable_tls, - ) + daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 52ca6da3f..635b38d8b 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,18 +16,9 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command( - name="cp", - help="Copy files between any two cloud object stores", -)(cp) -app.command( - name="sync", - help="Sync files between any two cloud object stores", -)(sync) -app.command( - name="init", - help="Initialize the Skyplane CLI with your cloud credentials", -)(init) +app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) +app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) +app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index e73be5dbf..d95cad3fb 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -188,10 +188,7 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), - SpinnerColumn(), - TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), - transient=True, + TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 3f7725a89..20cb638b0 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,21 +6,15 @@ def util_grid_throughput( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) def util_grid_cost( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index ed69755b6..5762817b9 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,10 +196,7 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - { - "DeviceName": "/dev/sda1", - "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, - } + {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index a78921f57..12a13c654 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,9 +19,7 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", - "azure.identity.ManagedIdentityCredential", - pip_extra="azure", + "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index e5b4b447b..415d1d9c2 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,10 +385,7 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": { - "principal_id": cloud_config.azure_principal_id, - "client_id": cloud_config.azure_client_id, - }, + "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, } ], }, @@ -401,11 +398,7 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - { - "managed_disk": { - "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, - } - } + {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -413,11 +406,7 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update( - resource_group, - AzureServer.vm_name(name), - vm_params, - ) + poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index df0fa1ba8..abe6c8cb6 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,16 +112,8 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", - ["0.0.0.0/0"], - ["22"], - ["tcp"], - priority=65533, + "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", - ["0.0.0.0/0"], - [], - ["icmp"], - priority=65533, + "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index cdb17c328..6e4fac0c8 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,11 +9,7 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key( - backend=crypto_default_backend(), - public_exponent=65537, - key_size=4096, - ) + key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 358cbfaf3..014160ba3 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -100,7 +100,7 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - keys = [] + keys = [] for key in self.list_objects(): keys.append(key.key) if len(keys) >= 1000: @@ -228,11 +228,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, - {"uploadId": upload_id, "partNumber": part_number}, - "PUT", - headers=headers, - data=open(src_file_path, "rb"), + dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 13f3c6c75..2fb7c411f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -80,8 +80,8 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) def delete_bucket(self): - # delete 1000 keys at a time - keys = [] + # delete 1000 keys at a time + keys = [] for key in self.list_objects(): keys.append(key.key) if len(keys) == 1000: @@ -145,7 +145,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2**16, + write_block_size=2 ** 16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index d82c7a91c..2e3caaf50 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -2,46 +2,55 @@ import uuid import os + def test_region(region): client = SkyplaneClient() - bucket_name = str(uuid.uuid4()).replace('-', '') - key = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace("-", "") src_filename = f"src_{key}" dst_filename = f"dst_{key}" provider = region.split(":")[0] + if provider == "azure": + # need both storage account and container + bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + else: + bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 - # create bucket + # create bucket bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - # upload object - with open(src_filename, 'wb') as fout: - fout.write(os.urandom(file_size)) + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) client.upload_object(src_filename, bucket_name, provider, key) assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - # download object + # download object client.download_object(bucket_name, provider, key, dst_filename) - assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + assert ( + open(src_filename, "rb").read() == open(dst_filename, "rb").read() + ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" # delete bucket client.delete_bucket(bucket_name, provider) assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - # cleanup + # cleanup os.remove(src_filename) os.remove(dst_filename) -def test_aws_interface(): - test_region('aws:us-east-1') +def test_aws_interface(): + test_region("aws:us-east-1") return True -def test_gcp_interface(): - test_region('gcp:us-central1-a') + +def test_gcp_interface(): + test_region("gcp:us-central1-a") return True -def test_azure_interface(): - test_region('azure:canadacentral') + +def test_azure_interface(): + test_region("azure:canadacentral") return True From 63ac6767dcb8aecf18fc43f69be772075cf3314e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 17:37:48 -0800 Subject: [PATCH 067/186] fix formatting --- skyplane/api/client.py | 7 ++++- skyplane/api/dataplane.py | 31 +++++++++++++++---- skyplane/api/provisioner.py | 20 ++++++++++-- skyplane/api/transfer_job.py | 21 ++++++++++--- skyplane/broadcast/gateway/gateway_daemon.py | 13 ++++++-- skyplane/cli/cli.py | 15 +++++++-- skyplane/cli/cli_transfer.py | 5 ++- skyplane/cli/experiments/cli_query.py | 12 +++++-- skyplane/compute/aws/aws_cloud_provider.py | 5 ++- skyplane/compute/azure/azure_auth.py | 4 ++- .../compute/azure/azure_cloud_provider.py | 17 ++++++++-- skyplane/compute/gcp/gcp_network.py | 12 +++++-- skyplane/compute/key_utils.py | 6 +++- skyplane/obj_store/azure_blob_interface.py | 3 +- skyplane/obj_store/gcs_interface.py | 6 +++- skyplane/obj_store/s3_interface.py | 2 +- tests/unit_nocloud/test_api_client.py | 12 +++---- 17 files changed, 151 insertions(+), 40 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index b62e5102a..97da44f84 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -55,7 +55,12 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) + self.provisioner = Provisioner( + host_uuid=self.clientid, + aws_auth=self.aws_auth, + azure_auth=self.azure_auth, + gcp_auth=self.gcp_auth, + ) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index bc62a8a3f..63182a93b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,7 +40,11 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + self, + clientid: str, + topology: ReplicationTopology, + provisioner: "Provisioner", + transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -123,7 +127,11 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) + uuids = self.provisioner.provision( + authorize_firewall=allow_firewall, + max_jobs=max_jobs, + spinner=spinner, + ) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -140,7 +148,8 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -215,7 +224,8 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, spinner=spinner, + max_jobs=max_jobs, + spinner=spinner, ) self.provisioned = False @@ -251,7 +261,12 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: + def queue_copy( + self, + src: str, + dst: str, + recursive: bool = False, + ) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -268,7 +283,11 @@ def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync(self, src: str, dst: str,) -> str: + def queue_sync( + self, + src: str, + dst: str, + ) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index ec9bcf07c..894edfede 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,7 +156,11 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, + task.region, + task.vm_type, + use_spot_instances=task.spot, + gcp_premium_network=False, + tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -199,7 +203,12 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", + self._provision_task, + provision_tasks, + n=max_jobs, + spinner=spinner, + spinner_persist=spinner, + desc="Provisioning VMs", ) # configure firewall @@ -269,7 +278,12 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", + deprovision_gateway_instance, + servers, + n=max_jobs, + spinner=spinner, + spinner_persist=False, + desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 1bcec58a1..8056e15cb 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -59,7 +59,10 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", + self, + exit_event: threading.Event, + in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", + out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -178,7 +181,11 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, return join(dest_prefix, src_path_after_prefix) def transfer_pair_generator( - self, src_prefix: str, dst_prefix: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, + self, + src_prefix: str, + dst_prefix: str, + recursive: bool, + prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Query source region and return list of objects to transfer. @@ -254,7 +261,10 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, + src_key=src_obj.key, + dest_key=dst_obj.key, + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -447,7 +457,10 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, + dataplane: "Dataplane", + transfer_config: TransferConfig, + dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 317b1cf6b..2244a963d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,7 +32,12 @@ class GatewayDaemon: def __init__( - self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, + self, + region: str, + chunk_dir: PathLike, + max_incoming_ports=64, + use_tls=True, + use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -297,5 +302,9 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) + daemon = GatewayDaemon( + region=args.region, + chunk_dir=args.chunk_dir, + use_tls=not args.disable_tls, + ) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 635b38d8b..52ca6da3f 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,9 +16,18 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) -app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) -app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) +app.command( + name="cp", + help="Copy files between any two cloud object stores", +)(cp) +app.command( + name="sync", + help="Sync files between any two cloud object stores", +)(sync) +app.command( + name="init", + help="Initialize the Skyplane CLI with your cloud credentials", +)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index d95cad3fb..e73be5dbf 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -188,7 +188,10 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, + TextColumn(" "), + SpinnerColumn(), + TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), + transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 20cb638b0..3f7725a89 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,15 +6,21 @@ def util_grid_throughput( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) def util_grid_cost( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 5762817b9..ed69755b6 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,7 +196,10 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} + { + "DeviceName": "/dev/sda1", + "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, + } ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index 12a13c654..a78921f57 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,7 +19,9 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", + "azure.identity.DefaultAzureCredential", + "azure.identity.ManagedIdentityCredential", + pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index 415d1d9c2..e5b4b447b 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,7 +385,10 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, + "value": { + "principal_id": cloud_config.azure_principal_id, + "client_id": cloud_config.azure_client_id, + }, } ], }, @@ -398,7 +401,11 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} + { + "managed_disk": { + "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, + } + } ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -406,7 +413,11 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) + poller = compute_client.virtual_machines.begin_create_or_update( + resource_group, + AzureServer.vm_name(name), + vm_params, + ) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index abe6c8cb6..df0fa1ba8 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,8 +112,16 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, + "skyplane-default-allow-ssh", + ["0.0.0.0/0"], + ["22"], + ["tcp"], + priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, + "skyplane-default-allow-icmp", + ["0.0.0.0/0"], + [], + ["icmp"], + priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index 6e4fac0c8..cdb17c328 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,7 +9,11 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) + key = rsa.generate_private_key( + backend=crypto_default_backend(), + public_exponent=65537, + key_size=4096, + ) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index 335dd9fa0..dff740716 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,7 +48,8 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - except exceptions.ResourceNotFoundError: + # except exceptions.ResourceNotFoundError: + except Exception as e: return False def exists(self, obj_name): diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 014160ba3..cf6638008 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -228,7 +228,11 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), + dst_object_name, + {"uploadId": upload_id, "partNumber": part_number}, + "PUT", + headers=headers, + data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 2fb7c411f..6906d98c6 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -145,7 +145,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2 ** 16, + write_block_size=2**16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 2e3caaf50..3cc31f2a9 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -11,7 +11,7 @@ def test_region(region): provider = region.split(":")[0] if provider == "azure": # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") else: bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 @@ -41,6 +41,11 @@ def test_region(region): os.remove(dst_filename) +def test_azure_interface(): + test_region("azure:canadacentral") + return True + + def test_aws_interface(): test_region("aws:us-east-1") return True @@ -49,8 +54,3 @@ def test_aws_interface(): def test_gcp_interface(): test_region("gcp:us-central1-a") return True - - -def test_azure_interface(): - test_region("azure:canadacentral") - return True From 369de0d0054753187101945c2422079e24e8b379 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 19:11:14 -0800 Subject: [PATCH 068/186] temporarily give up on azure --- skyplane/api/client.py | 16 +++++++++++++--- skyplane/obj_store/azure_blob_interface.py | 3 +-- tests/unit_nocloud/test_api_client.py | 7 ++++--- 3 files changed, 18 insertions(+), 8 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 97da44f84..f34f61a46 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -156,24 +156,34 @@ def exists(self, bucket_name: str, provider: str, key: str) -> bool: return obj_store.exists(key) def bucket_exists(self, bucket_name: str, provider: str) -> bool: + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) return obj_store.bucket_exists() def create_bucket(self, region: str, bucket_name: str): + provider = region.split(":")[0] + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + obj_store = ObjectStoreInterface.create(region, bucket_name) obj_store.create_bucket(region.split(":")[1]) - provider = region.split(":")[0] # TODO: create util function for this if provider == "aws": return f"s3://{bucket_name}" elif provider == "gcp": return f"gs://{bucket_name}" - elif provider == "azure": - return f"az://{bucket_name}" else: raise NotImplementedError(f"Provider {provider} not implemented") def delete_bucket(self, bucket_name: str, provider: str): + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) obj_store.delete_bucket() diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index dff740716..335dd9fa0 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,8 +48,7 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - # except exceptions.ResourceNotFoundError: - except Exception as e: + except exceptions.ResourceNotFoundError: return False def exists(self, obj_name): diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 3cc31f2a9..d2a780417 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -41,9 +41,10 @@ def test_region(region): os.remove(dst_filename) -def test_azure_interface(): - test_region("azure:canadacentral") - return True +# TODO: implement azure +# def test_azure_interface(): +# test_region("azure:canadacentral") +# return True def test_aws_interface(): From ab97b84c4a1caa8a5c6c1e19716e229d3fb91297 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 20:51:43 -0800 Subject: [PATCH 069/186] move client test to integration test --- tests/unit_nocloud/test_api_client.py | 57 --------------------------- 1 file changed, 57 deletions(-) delete mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py deleted file mode 100644 index d2a780417..000000000 --- a/tests/unit_nocloud/test_api_client.py +++ /dev/null @@ -1,57 +0,0 @@ -from skyplane.api.client import SkyplaneClient -import uuid -import os - - -def test_region(region): - client = SkyplaneClient() - key = str(uuid.uuid4()).replace("-", "") - src_filename = f"src_{key}" - dst_filename = f"dst_{key}" - provider = region.split(":")[0] - if provider == "azure": - # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") - else: - bucket_name = str(uuid.uuid4()).replace("-", "") - file_size = 1024 - - # create bucket - bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - - # upload object - with open(src_filename, "wb") as fout: - fout.write(os.urandom(file_size)) - client.upload_object(src_filename, bucket_name, provider, key) - assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - - # download object - client.download_object(bucket_name, provider, key, dst_filename) - assert ( - open(src_filename, "rb").read() == open(dst_filename, "rb").read() - ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" - - # delete bucket - client.delete_bucket(bucket_name, provider) - assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - - # cleanup - os.remove(src_filename) - os.remove(dst_filename) - - -# TODO: implement azure -# def test_azure_interface(): -# test_region("azure:canadacentral") -# return True - - -def test_aws_interface(): - test_region("aws:us-east-1") - return True - - -def test_gcp_interface(): - test_region("gcp:us-central1-a") - return True From d296033d58044544138c315ca4dfd0d8714ec557 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:17:44 -0700 Subject: [PATCH 070/186] add new files and use generator --- skyplane/api/client.py | 48 +++------------------ skyplane/api/obj_store.py | 51 +++++++++++++++++++++++ skyplane/api/transfer_job.py | 61 +-------------------------- skyplane/obj_store/gcs_interface.py | 13 ++---- skyplane/obj_store/s3_interface.py | 11 ++--- skyplane/utils/generator.py | 62 ++++++++++++++++++++++++++++ tests/integration/test_api_client.py | 58 ++++++++++++++++++++++++++ 7 files changed, 184 insertions(+), 120 deletions(-) create mode 100644 skyplane/api/obj_store.py create mode 100644 skyplane/utils/generator.py create mode 100644 tests/integration/test_api_client.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index f34f61a46..f4cd29117 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -6,6 +6,7 @@ from skyplane.api.config import TransferConfig from skyplane.api.dataplane import Dataplane from skyplane.api.provisioner import Provisioner +from skyplane.api.obj_store import ObjectStore from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface from skyplane.planner.planner import DirectPlanner, ILPSolverPlanner, RONSolverPlanner @@ -13,6 +14,7 @@ from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path + if TYPE_CHECKING: from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig, TransferConfig @@ -142,48 +144,8 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") + + def object_store(self): + return ObjectStore() - def download_object(self, bucket_name: str, provider: str, key: str, filename: str): - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.download_object(key, filename) - - def upload_object(self, filename: str, bucket_name: str, provider: str, key: str): - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.upload_object(filename, key) - - def exists(self, bucket_name: str, provider: str, key: str) -> bool: - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - return obj_store.exists(key) - - def bucket_exists(self, bucket_name: str, provider: str) -> bool: - # azure not implemented - if provider == "azure": - raise NotImplementedError(f"Provider {provider} not implemented") - - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - return obj_store.bucket_exists() - - def create_bucket(self, region: str, bucket_name: str): - provider = region.split(":")[0] - # azure not implemented - if provider == "azure": - raise NotImplementedError(f"Provider {provider} not implemented") - - obj_store = ObjectStoreInterface.create(region, bucket_name) - obj_store.create_bucket(region.split(":")[1]) - - # TODO: create util function for this - if provider == "aws": - return f"s3://{bucket_name}" - elif provider == "gcp": - return f"gs://{bucket_name}" - else: - raise NotImplementedError(f"Provider {provider} not implemented") - - def delete_bucket(self, bucket_name: str, provider: str): - # azure not implemented - if provider == "azure": - raise NotImplementedError(f"Provider {provider} not implemented") - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.delete_bucket() diff --git a/skyplane/api/obj_store.py b/skyplane/api/obj_store.py new file mode 100644 index 000000000..d4d96b988 --- /dev/null +++ b/skyplane/api/obj_store.py @@ -0,0 +1,51 @@ +from skyplane.obj_store.object_store_interface import ObjectStoreInterface + +class ObjectStore: + + def __init__(self) -> None: + pass + + def download_object(self, bucket_name: str, provider: str, key: str, filename: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.download_object(key, filename) + + def upload_object(self, filename: str, bucket_name: str, provider: str, key: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.upload_object(filename, key) + + def exists(self, bucket_name: str, provider: str, key: str) -> bool: + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.exists(key) + + def bucket_exists(self, bucket_name: str, provider: str) -> bool: + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.bucket_exists() + + def create_bucket(self, region: str, bucket_name: str): + provider = region.split(":")[0] + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + + obj_store = ObjectStoreInterface.create(region, bucket_name) + obj_store.create_bucket(region.split(":")[1]) + + # TODO: create util function for this + if provider == "aws": + return f"s3://{bucket_name}" + elif provider == "gcp": + return f"gs://{bucket_name}" + else: + raise NotImplementedError(f"Provider {provider} not implemented") + + def delete_bucket(self, bucket_name: str, provider: str): + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.delete_bucket() \ No newline at end of file diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 8056e15cb..73e3d0729 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -25,6 +25,7 @@ from skyplane.utils.definitions import MB from skyplane.utils.fn import do_parallel from skyplane.utils.path import parse_path +from skyplane.utils.generator import batch_generator if TYPE_CHECKING: from skyplane.api.dataplane import Dataplane @@ -281,66 +282,6 @@ def chunk( # drain multipart chunk queue and yield with updated chunk IDs while not multipart_chunk_queue.empty(): yield multipart_chunk_queue.get() - - @staticmethod - def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: - """Batches generator, while handling StopIteration - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - """ - batch = [] - for item in gen_in: - batch.append(item) - if len(batch) == batch_size: - yield batch - batch = [] - if len(batch) > 0: - yield batch - - @staticmethod - def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: - """ - Prefetches from generator while handing StopIteration to ensure items yield immediately. - Start a thread to prefetch items from the generator and put them in a queue. Upon StopIteration, - the thread will add a sentinel value to the queue. - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - :param buffer_size: maximum size of the buffer to temporarily store the generators - :type buffer_size: int - """ - sentinel = object() - queue = Queue(maxsize=buffer_size) - - def prefetch(): - for item in gen_in: - queue.put(item) - queue.put(sentinel) - - thread = threading.Thread(target=prefetch, daemon=True) - thread.start() - - while True: - item = queue.get() - if item is sentinel: - break - yield item - - @staticmethod - def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: - """Tails generator while handling StopIteration - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - :param out_list: list of tail generators - :type out_list: List - """ - for item in gen_in: - out_list.append(item) - yield item - - @dataclass class TransferJob(ABC): """ diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index cf6638008..5dc0a876f 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -13,6 +13,7 @@ from skyplane.exceptions import NoSuchObjectException from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject from skyplane.utils import logger +from skyplane.utils.generator import batch_generator class GCSObject(ObjectStoreObject): @@ -100,15 +101,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - keys = [] - for key in self.list_objects(): - keys.append(key.key) - if len(keys) >= 1000: - self.delete_objects(keys) - keys = [] - self.delete_objects(keys) - assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" - + for batch in batch_generator(self.list_objects(), 1000): + self.delete_objects([obj.key for obj in batch]) + assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 6906d98c6..5f0fcce7f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -11,6 +11,7 @@ from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject from skyplane.config_paths import cloud_config from skyplane.utils import logger, imports +from skyplane.utils.generator import batch_generator class S3Object(ObjectStoreObject): @@ -81,14 +82,8 @@ def create_bucket(self, aws_region): def delete_bucket(self): # delete 1000 keys at a time - keys = [] - for key in self.list_objects(): - keys.append(key.key) - if len(keys) == 1000: - self.delete_objects(keys) - keys = [] - print("Deleted 1000 keys") - self.delete_objects(keys) + for batch in batch_generator(self.list_objects(), 1000): + self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" # delete bucket diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py new file mode 100644 index 000000000..7c0b8f148 --- /dev/null +++ b/skyplane/utils/generator.py @@ -0,0 +1,62 @@ +from typing import Generator, List, TypeVar +from queue import Queue +import threading + + +T = TypeVar("T") + +def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: + """Batches generator, while handling StopIteration + + :param gen_in: generator that generates chunk requests + :type gen_in: Generator + """ + batch = [] + for item in gen_in: + batch.append(item) + if len(batch) == batch_size: + yield batch + batch = [] + if len(batch) > 0: + yield batch + +def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: + """ + Prefetches from generator while handing StopIteration to ensure items yield immediately. + Start a thread to prefetch items from the generator and put them in a queue. Upon StopIteration, + the thread will add a sentinel value to the queue. + + :param gen_in: generator that generates chunk requests + :type gen_in: Generator + :param buffer_size: maximum size of the buffer to temporarily store the generators + :type buffer_size: int + """ + sentinel = object() + queue = Queue(maxsize=buffer_size) + + def prefetch(): + for item in gen_in: + queue.put(item) + queue.put(sentinel) + + thread = threading.Thread(target=prefetch, daemon=True) + thread.start() + + while True: + item = queue.get() + if item is sentinel: + break + yield item + +def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: + """Tails generator while handling StopIteration + + :param gen_in: generator that generates chunk requests + :type gen_in: Generator + :param out_list: list of tail generators + :type out_list: List + """ + for item in gen_in: + out_list.append(item) + yield item + diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py new file mode 100644 index 000000000..4cf1e3ad6 --- /dev/null +++ b/tests/integration/test_api_client.py @@ -0,0 +1,58 @@ +import pytest +from skyplane.api.client import SkyplaneClient +import uuid +import os + +@pytest.mark.skip(reason="Shared function") +def test_region(region): + client = SkyplaneClient().object_store() + key = str(uuid.uuid4()).replace("-", "") + src_filename = f"src_{key}" + dst_filename = f"dst_{key}" + provider = region.split(":")[0] + if provider == "azure": + # need both storage account and container + bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") + else: + bucket_name = str(uuid.uuid4()).replace("-", "") + file_size = 1024 + + # create bucket + bucket_path = client.create_bucket(region, bucket_name) + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) + client.upload_object(src_filename, bucket_name, provider, key) + assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # download object + client.download_object(bucket_name, provider, key, dst_filename) + assert ( + open(src_filename, "rb").read() == open(dst_filename, "rb").read() + ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + + # delete bucket + client.delete_bucket(bucket_name, provider) + assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) + os.remove(dst_filename) + + +# TODO: implement azure +# def test_azure_interface(): +# test_region("azure:canadacentral") +# return True + + +def test_aws_interface(): + test_region("aws:us-east-1") + return True + + +def test_gcp_interface(): + test_region("gcp:us-central1-a") + return True From 00c50888ad01e5392d70098891a8b0e841ae4464 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:27:10 -0700 Subject: [PATCH 071/186] reformat --- skyplane/api/client.py | 6 ++---- skyplane/api/obj_store.py | 4 ++-- skyplane/api/transfer_job.py | 2 ++ skyplane/utils/generator.py | 4 +++- tests/integration/test_api_client.py | 1 + 5 files changed, 10 insertions(+), 7 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index f4cd29117..79f92616c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -144,8 +144,6 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def object_store(self): - return ObjectStore() - + def object_store(self): + return ObjectStore() diff --git a/skyplane/api/obj_store.py b/skyplane/api/obj_store.py index d4d96b988..cbf57a05b 100644 --- a/skyplane/api/obj_store.py +++ b/skyplane/api/obj_store.py @@ -1,7 +1,7 @@ from skyplane.obj_store.object_store_interface import ObjectStoreInterface -class ObjectStore: +class ObjectStore: def __init__(self) -> None: pass @@ -48,4 +48,4 @@ def delete_bucket(self, bucket_name: str, provider: str): raise NotImplementedError(f"Provider {provider} not implemented") obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.delete_bucket() \ No newline at end of file + obj_store.delete_bucket() diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 73e3d0729..fe270fb8e 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -282,6 +282,8 @@ def chunk( # drain multipart chunk queue and yield with updated chunk IDs while not multipart_chunk_queue.empty(): yield multipart_chunk_queue.get() + + @dataclass class TransferJob(ABC): """ diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py index 7c0b8f148..537fa4356 100644 --- a/skyplane/utils/generator.py +++ b/skyplane/utils/generator.py @@ -5,6 +5,7 @@ T = TypeVar("T") + def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -20,6 +21,7 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch + def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -48,6 +50,7 @@ def prefetch(): break yield item + def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: """Tails generator while handling StopIteration @@ -59,4 +62,3 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener for item in gen_in: out_list.append(item) yield item - diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py index 4cf1e3ad6..1652f9ada 100644 --- a/tests/integration/test_api_client.py +++ b/tests/integration/test_api_client.py @@ -3,6 +3,7 @@ import uuid import os + @pytest.mark.skip(reason="Shared function") def test_region(region): client = SkyplaneClient().object_store() From 16ab757d6f4a8403aba1a83e5e89d24c99764514 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 11:21:17 -0700 Subject: [PATCH 072/186] reformat --- examples/aws_bucket_replication.py | 2 - skyplane/api/client.py | 4 +- skyplane/api/config.py | 2 +- skyplane/api/dataplane.py | 5 +- skyplane/broadcast/bc_client.py | 52 +++++++------ skyplane/broadcast/bc_dataplane.py | 16 ++-- skyplane/broadcast/bc_plan.py | 1 - skyplane/broadcast/bc_planner.py | 77 +++++++++---------- skyplane/broadcast/gateway/cert.py | 1 + skyplane/broadcast/gateway/gateway_daemon.py | 2 +- .../broadcast/gateway/gateway_daemon_api.py | 3 +- skyplane/broadcast/gateway/gateway_queue.py | 3 +- .../gateway/operators/gateway_operator.py | 17 ++-- .../gateway/operators/gateway_receiver.py | 19 +++-- skyplane/broadcast/impl/bc_tracker.py | 6 +- skyplane/broadcast/impl/bc_transfer_job.py | 5 +- skyplane/broadcast/test/bc_objstore.py | 4 +- .../broadcast/test/test_random_broadcast.py | 4 +- skyplane/broadcast/visualize_gw.py | 16 ++-- skyplane/compute/aws/aws_auth.py | 1 - skyplane/compute/aws/aws_cloud_provider.py | 2 +- skyplane/compute/cloud_provider.py | 1 - skyplane/compute/gcp/gcp_auth.py | 1 - skyplane/gateway/cert.py | 1 + skyplane/obj_store/s3_interface.py | 3 +- 25 files changed, 121 insertions(+), 127 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 5c390a065..d60a9552a 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -142,7 +142,6 @@ def write_source_data(src_region, target_data, directory): def main(argv): - src_region = FLAGS.src_region dst_regions = list(FLAGS.dst_regions) directory = "test_replication" @@ -243,7 +242,6 @@ def setup_bucket(region): "aws", target_data_region, "aws", src_region, n_vms=8 ) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): - # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index b514ce62f..3449359d3 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -79,6 +79,8 @@ def dataplane( planner = DirectPlanner(src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections) topo = planner.plan() logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=None) + return Dataplane( + clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=None + ) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 993340e64..dc4d38fd8 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,7 +65,7 @@ class TransferConfig: azure_use_spot_instances: bool = False gcp_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" - azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory + azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory gcp_instance_class: str = "n2-standard-32" gcp_use_premium_network: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 5abf07d0d..2a576b63f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -37,11 +37,10 @@ def copy_log(self, instance): print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") - def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") print("Starting deprovision") - # TODO: insert log copy here? + # TODO: insert log copy here? do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -55,7 +54,7 @@ def __init__( topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, - log_dir: str, + log_dir: str, ): self.log_dir = log_dir self.clientid = clientid diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index b6e53490c..36e0a7f38 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -1,5 +1,5 @@ import uuid -import json +import json from datetime import datetime from pathlib import Path @@ -8,7 +8,13 @@ from skyplane.api.client import tmp_log_dir from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner, BroadcastSpiderPlanner +from skyplane.broadcast.bc_planner import ( + BroadcastDirectPlanner, + BroadcastMDSTPlanner, + BroadcastHSTPlanner, + BroadcastILPSolverPlanner, + BroadcastSpiderPlanner, +) from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -69,9 +75,9 @@ def __init__( gcp_auth=self.gcp_auth, ) - - def networkx_to_graphviz(self, src, dsts, g, label='partitions'): + def networkx_to_graphviz(self, src, dsts, g, label="partitions"): import graphviz as gv + """Convert `networkx` graph `g` to `graphviz.Digraph`. @type g: `networkx.Graph` or `networkx.DiGraph` @@ -82,35 +88,31 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): else: h = gv.Graph() for u, d in g.nodes(data=True): - #u = u.split(",")[0] + # u = u.split(",")[0] if u.split(",")[0] == src: - h.node(str(u.replace(":", " ")), fillcolor="red", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="red", style="filled") elif u.split(",")[0] in dsts: - h.node(str(u.replace(":", " ")), fillcolor="green", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="green", style="filled") h.node(str(u.replace(":", " "))) for u, v, d in g.edges(data=True): # print('edge', u, v, d) h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) - h.render(directory='solution', view=True) + h.render(directory="solution", view=True) return h - def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: - # load dataplane for existing gateway program + def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: + # load dataplane for existing gateway program - # create topology + # create topology gw_program = json.load(open(gateway_program_path, "r")) - - return BroadcastDataplane( - clientid=self.clientid, - gateway_program_path = gateway_program_path, - provisioner=self.provisioner, - transfer_config=self.transfer_config + clientid=self.clientid, + gateway_program_path=gateway_program_path, + provisioner=self.provisioner, + transfer_config=self.transfer_config, ) - - # methods to create dataplane def broadcast_dataplane( self, @@ -214,13 +216,19 @@ def broadcast_dataplane( raise NotImplementedError(f"Dataplane type {type} not implemented") logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - #if type != "ILP": + # if type != "ILP": print(f"Solution: {topo.nx_graph.edges.data()}") print(topo.nx_graph.nodes) print(src_region) - self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) + self.networkx_to_graphviz( + f"{src_cloud_provider}:{src_region}", + [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], + topo.nx_graph, + ) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) - return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir) + return BroadcastDataplane( + clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir + ) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 579d2e42e..affc2ede9 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -49,10 +49,10 @@ def __init__( self, clientid: str, provisioner: "Provisioner", - log_dir: str, + log_dir: str, transfer_config: TransferConfig, topology: Optional[BroadcastReplicationTopology] = None, - gateway_program_path: Optional[str] = None, + gateway_program_path: Optional[str] = None, ): self.log_dir = log_dir self.clientid = clientid @@ -62,14 +62,13 @@ def __init__( self.provisioning_lock = threading.Lock() self.provisioned = False - # either set topology or gateway program + # either set topology or gateway program self.gateway_program_path = gateway_program_path self.topology = topology self.src_region_tag = self.topology.source_region() self.dst_region_tags = self.topology.sink_regions() regions = Counter([node.region for node in self.topology.gateway_nodes]) self.max_instances = int(regions[max(regions, key=regions.get)]) - # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -88,7 +87,7 @@ def get_ips_in_region(self, region: str): def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": - #n_conn = 32 + # n_conn = 32 n_conn = 32 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication @@ -234,13 +233,10 @@ def remap_keys(self, mapping): @property @functools.lru_cache(maxsize=None) def current_gw_programs(self): - if self.gateway_program_path is not None: # return existing gateway program file return json.load(open(self.gateway_program_path, "r")) - - solution_graph = self.topology.nx_graph # print("Solution graph: ", solution_graph.edges.data()) @@ -303,7 +299,7 @@ def current_gw_programs(self): gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - #print("PROGRAM", gateway_programs[node]) + # print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -320,7 +316,7 @@ def _start_gateway( am_sink = gateway_node in self.topology.sink_instances() # start gateway - #if sgateway_log_dir: + # if sgateway_log_dir: if self.log_dir: gateway_server.init_log_files(self.log_dir) if authorize_ssh_pub_key: diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index 4ceccec0e..07f13a2bc 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -53,7 +53,6 @@ def __init__( tot_vm_price_per_s: Optional[float] = None, default_max_conn_per_vm: Optional[int] = None, ): - """ Edge is represented by: Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 34f307706..fb0925a39 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -15,10 +15,11 @@ from skyplane.utils import logger from skyplane.broadcast import __root__ import functools -import random +import random import colorama from colorama import Fore, Style + class BroadcastPlanner: def __init__( self, @@ -36,7 +37,6 @@ def __init__( cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", ): - self.src_provider = src_provider self.src_region = src_region self.dst_providers = dst_providers @@ -80,7 +80,7 @@ def make_nx_graph(self, cost, throughput, num_instances=1): else: continue - # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] + # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] for edge in G.edges.data(): if edge[-1]["cost"] is None: edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) @@ -205,7 +205,6 @@ def plan(self) -> BroadcastReplicationTopology: class BroadcastPlannerFromFile(BroadcastPlanner): - def __init__(self, filename: str, **kwargs): self.filename = filename super().__init__(**kwargs) @@ -213,7 +212,7 @@ def __init__(self, filename: str, **kwargs): def plan(self) -> BroadcastReplicationTopology: gw_program = json.load(open(self.filename)) - # loop through region + # loop through region # loop hough operators with recieve or gen data -> collect (instace, region) graph = nx.DiGraph() @@ -381,6 +380,7 @@ def read_result(loc): os.remove(param_loc) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) + class BroadcastSpiderPlanner(BroadcastPlanner): def __init__( self, @@ -428,14 +428,15 @@ def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): makespan = data_vol * 8 / sum(bw) cost_per_instance_hr = 0.54 - import math + import math + def split(my_list, weight_list): sublists = [] prev_index = 0 for weight in weight_list: - next_index = prev_index + math.ceil( (len(my_list) * weight) ) + next_index = prev_index + math.ceil((len(my_list) * weight)) - sublists.append(my_list[prev_index : next_index] ) + sublists.append(my_list[prev_index:next_index]) prev_index = next_index return sublists @@ -445,12 +446,13 @@ def split(my_list, weight_list): print(f"Bw: {bw}, split: {output_partitions}") from itertools import islice + egress_cost = 0 complete_tree = nx.DiGraph() for i in range(len(tree_set)): if len(output_partitions[i]) == 0: - continue # not assigning any partition to this tree + continue # not assigning any partition to this tree egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) @@ -505,6 +507,7 @@ def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limi def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): import copy + N = set([src] + dsts) # set of nodes that each tree must span Tree_set = [] # output: a set of trees bw = [] # list of bandwidth for each tree @@ -616,12 +619,11 @@ def plan(self) -> BroadcastReplicationTopology: h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) - Spider_graph = self.evaluate( - Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1 - ) + Spider_graph = self.evaluate(Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) + class BroadcastILPSolverPlanner(BroadcastPlanner): def __init__( self, @@ -774,14 +776,12 @@ def create_topo_graph(self, p, v, g, edges, nodes): return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): - partition_size *= 8 # need to convert to gbits? num_edges = len(edges) egress = [] ingress = [] for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -855,9 +855,7 @@ def solve_partition( # constraints to enforce flow between source/dest nodes for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) @@ -917,7 +915,6 @@ def solve_partition( # instance limits for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -970,7 +967,7 @@ def plan_iterative( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -984,7 +981,7 @@ def plan_iterative( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -992,17 +989,17 @@ def plan_iterative( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1161,9 +1158,8 @@ def plan( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: - import cvxpy as cp if solver is None: @@ -1179,7 +1175,7 @@ def plan( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -1187,17 +1183,17 @@ def plan( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1229,7 +1225,7 @@ def plan( print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes - # NOTE: why do we do this? + # NOTE: why do we do this? # sampled = list(self.G.nodes) # sampled.remove("aws:eu-south-2") # sampled.remove("aws:eu-central-2") @@ -1270,12 +1266,9 @@ def plan( # constraints to enforce flow between source/dest nodes for c in range(problem.num_partitions): - for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) diff --git a/skyplane/broadcast/gateway/cert.py b/skyplane/broadcast/gateway/cert.py index 07b8ec05f..83af5dfd0 100644 --- a/skyplane/broadcast/gateway/cert.py +++ b/skyplane/broadcast/gateway/cert.py @@ -1,5 +1,6 @@ from OpenSSL import crypto + # Based on https://stackoverflow.com/questions/27164354/create-a-self-signed-x509-certificate-in-python def generate_self_signed_certificate(output_cert_file, output_key_file): k = crypto.PKey() diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 0cfc3c743..a5233200d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -26,6 +26,7 @@ from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from collections import defaultdict + # TODO: add default partition ID to main # create gateway br class GatewayDaemon: @@ -133,7 +134,6 @@ def get_child_operators(operator): def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): total_p = 0 for op in program: - handle = op["op_type"] + "_" + op["handle"] print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") input_queue.register_handle(handle) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index ada6c77f1..9d50b6365 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -114,7 +114,6 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] ): - # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name @@ -140,7 +139,7 @@ def pull_chunk_status_queue(self, timeout=0.5): + f"Required completitions = {self.num_required_terminal[partition]}" ) - #else: + # else: # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") self.chunk_status_log.append(elem) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 940cb2dc8..9d4784e7c 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -21,9 +21,10 @@ def get_nowait(self, requester_handle=None): def get_handles(self): return self.handles - def size(self): + def size(self): return self.q.qsize() + class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=0): self.q = {} diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0a7bec509..5dd3b517b 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,29 +84,29 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue - #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - #print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - #print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - #print(self.handle) + # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + # print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - #print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) - #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -135,7 +135,7 @@ def __init__(self, *args, **kwargs): def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - #logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False # check to see if file is completed downloading @@ -270,7 +270,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - #while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -359,7 +359,6 @@ def __init__( self.size_mb = size_mb def process(self, chunk_req: ChunkRequest): - # wait until enough space available fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) size_bytes = int(self.size_mb * MB) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 7f2796796..1f8e356e5 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -33,7 +33,6 @@ def __init__( use_compression: Optional[bool] = True, e2ee_key_bytes: Optional[bytes] = None, ): - self.handle = handle self.region = region self.chunk_store = chunk_store @@ -158,7 +157,9 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(0.1) # get data @@ -186,19 +187,21 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) to_write = bytes(to_write) - # try to write data until successful - while True: + # try to write data until successful + while True: try: f.write(to_write) - # check size + # check size file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break - except Exception as e: + except Exception as e: print(e) - - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(1) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 26ce948ad..a6b78e11e 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -217,7 +217,7 @@ def monitor_single_dst_helper(dst_region): print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) - overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s + overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s cost_per_gb = self.dataplane.topology.cost_per_gb tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) @@ -263,8 +263,8 @@ def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} sink_regions = {dst_region} - runtime_s = 0 - + runtime_s = 0 + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call # any of the jobs of this region is not complete diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index abaca558a..25a106b04 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -41,7 +41,6 @@ class BCTransferJob: transfer_config: TransferConfig = None def __post_init__(self): - if not self.transfer_config.gen_random_data: print("Parse src: ", parse_path(self.src_path)) provider_src, bucket_src, src_prefix = parse_path(self.src_path) @@ -111,7 +110,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 128, # need to change it back later + dispatch_batch_size: int = 128, # need to change it back later ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: @@ -186,7 +185,7 @@ def dispatch_id_maps_to_dst(): partitions = [cr.chunk.partition_id for cr in batch] print("partitions", partitions) if reply.status != 200: - print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") + print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index cc9ea8519..1ea812b2b 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -34,12 +34,12 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" + # source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" source_file = "s3://broadcast-opt-ap-east-1/test_replication/" dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist - for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): + for region, bucket_path in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] bucket = S3Interface(bucket_name) try: diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 41b17e0b6..bfbd7e520 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -70,8 +70,8 @@ def replicate_random( print(f"Log dir: {client.log_dir}/client.log") print("Transfer size (in GB): ", transfer_size_gbytes) - # use existing gw program file - #dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") + # use existing gw program file + # dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") dp = client.broadcast_dataplane( src_cloud_provider=s_cloud_provider, diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 563592946..5c876ff3f 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -87,17 +87,17 @@ def get_nx_graph(path): print("Region: ", region) pprint(region_p) - for partition_group in region_p: + for partition_group in region_p: partitions = partition_group["partitions"] - p_plan = partition_group['value'] - for pid in partitions: + p_plan = partition_group["value"] + for pid in partitions: nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - #pprint(region_p) - #plans = region_p["_plan"] - #partitions = [int(i) for i in list(plans.keys())] + # pprint(region_p) + # plans = region_p["_plan"] + # partitions = [int(i) for i in list(plans.keys())] ## print("partitions: ", [int(i) for i in list(plans.keys())]) - #for pid in partitions: + # for pid in partitions: # p_plan = plans[str(pid)] # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) ## break @@ -176,7 +176,7 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + # plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index a3c2797c8..24e665870 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -100,7 +100,6 @@ def get_boto3_client(self, service_name, aws_region=None): else: return self.get_boto3_session().client(service_name, region_name=aws_region) - def get_azs_in_region(self, region): ec2 = self.get_boto3_client("ec2", region) azs = [] diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index aabc93948..8c4059567 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -238,7 +238,7 @@ def start_instance(subnet_id: str): print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) - else: + else: print("UNKNOWN", e) time.sleep(backoff) backoff = min(backoff * 2, max_backoff) diff --git a/skyplane/compute/cloud_provider.py b/skyplane/compute/cloud_provider.py index 9593adabb..cbba33f1d 100644 --- a/skyplane/compute/cloud_provider.py +++ b/skyplane/compute/cloud_provider.py @@ -7,7 +7,6 @@ class CloudProvider: - logging_enabled = True # For Dozzle log_viewer_port = 8888 diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index da3f3e569..9aa4ac178 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -127,7 +127,6 @@ def get_service_account_key(self, service_account_email): key_path = key_root / "gcp" / "service_account_key.json" # write key file if not os.path.exists(key_path): - # list existing keys keys = service.projects().serviceAccounts().keys().list(name="projects/-/serviceAccounts/" + service_account_email).execute() diff --git a/skyplane/gateway/cert.py b/skyplane/gateway/cert.py index 07b8ec05f..83af5dfd0 100644 --- a/skyplane/gateway/cert.py +++ b/skyplane/gateway/cert.py @@ -1,5 +1,6 @@ from OpenSSL import crypto + # Based on https://stackoverflow.com/questions/27164354/create-a-self-signed-x509-certificate-in-python def generate_self_signed_certificate(output_cert_file, output_key_file): k = crypto.PKey() diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index a9add5a2a..b9c84e02f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -27,7 +27,6 @@ def __init__(self, bucket_name: str): def path(self): return f"s3://{self.bucket_name}" - @property @lru_cache(maxsize=1) def aws_region(self): @@ -84,7 +83,7 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name) else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) - else: + else: print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): From 4081a3681ee6780cd1f2d30365e121c48bae7661 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 11:32:49 -0700 Subject: [PATCH 073/186] fix imports --- skyplane/api/transfer_job.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index fe270fb8e..d4bf69103 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -25,7 +25,7 @@ from skyplane.utils.definitions import MB from skyplane.utils.fn import do_parallel from skyplane.utils.path import parse_path -from skyplane.utils.generator import batch_generator +from skyplane.utils.generator import batch_generator, prefetch_generator, tail_generator if TYPE_CHECKING: from skyplane.api.dataplane import Dataplane @@ -416,12 +416,12 @@ def dispatch( """ chunker = Chunker(self.src_iface, self.dst_iface, transfer_config) transfer_pair_generator = self.gen_transfer_pairs(chunker) - gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) + gen_transfer_list = tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = chunker.batch_generator( - chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + batches = batch_generator( + prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests From c0eb13235eff30779cb8b6055347ef0e01957e80 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 12:00:11 -0700 Subject: [PATCH 074/186] fix formatting --- skyplane/api/transfer_job.py | 4 +--- skyplane/gateway/gateway_receiver.py | 1 + 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d4bf69103..8958e681f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -420,9 +420,7 @@ def dispatch( chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = batch_generator( - prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size - ) + batches = batch_generator(prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size) # dispatch chunk requests src_gateways = dataplane.source_gateways() diff --git a/skyplane/gateway/gateway_receiver.py b/skyplane/gateway/gateway_receiver.py index cfcca18af..f2d1e63d8 100644 --- a/skyplane/gateway/gateway_receiver.py +++ b/skyplane/gateway/gateway_receiver.py @@ -144,6 +144,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} no space {chunk_header.data_len} {self.max_pending_chunks}") time.sleep(0.1) # get data From dffee82be413ec21190f755d342cc3ab8636aa28 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:27:26 -0800 Subject: [PATCH 075/186] add basic obj store interfacing to client, write tests, and fix bucket deletion --- tests/unit_nocloud/test_api_client.py | 47 +++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py new file mode 100644 index 000000000..d82c7a91c --- /dev/null +++ b/tests/unit_nocloud/test_api_client.py @@ -0,0 +1,47 @@ +from skyplane.api.client import SkyplaneClient +import uuid +import os + +def test_region(region): + client = SkyplaneClient() + bucket_name = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace('-', '') + src_filename = f"src_{key}" + dst_filename = f"dst_{key}" + provider = region.split(":")[0] + file_size = 1024 + + # create bucket + bucket_path = client.create_bucket(region, bucket_name) + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, 'wb') as fout: + fout.write(os.urandom(file_size)) + client.upload_object(src_filename, bucket_name, provider, key) + assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # download object + client.download_object(bucket_name, provider, key, dst_filename) + assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + + # delete bucket + client.delete_bucket(bucket_name, provider) + assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) + os.remove(dst_filename) + + +def test_aws_interface(): + test_region('aws:us-east-1') + return True + +def test_gcp_interface(): + test_region('gcp:us-central1-a') + return True + +def test_azure_interface(): + test_region('azure:canadacentral') + return True From bcda24bd1728bbf570627274d318d28d4ffc1698 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:50:16 -0800 Subject: [PATCH 076/186] reformat --- skyplane/api/client.py | 7 +--- skyplane/api/dataplane.py | 31 +++----------- skyplane/api/provisioner.py | 20 ++------- skyplane/api/transfer_job.py | 15 ++----- skyplane/broadcast/gateway/gateway_daemon.py | 13 +----- skyplane/cli/cli.py | 15 ++----- skyplane/cli/cli_transfer.py | 5 +-- skyplane/cli/experiments/cli_query.py | 12 ++---- skyplane/compute/aws/aws_cloud_provider.py | 5 +-- skyplane/compute/azure/azure_auth.py | 4 +- .../compute/azure/azure_cloud_provider.py | 17 ++------ skyplane/compute/gcp/gcp_network.py | 12 +----- skyplane/compute/key_utils.py | 6 +-- skyplane/obj_store/gcs_interface.py | 18 +++++--- skyplane/obj_store/s3_interface.py | 2 +- tests/unit_nocloud/test_api_client.py | 41 +++++++++++-------- 16 files changed, 69 insertions(+), 154 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 79f92616c..91950f19f 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -57,12 +57,7 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner( - host_uuid=self.clientid, - aws_auth=self.aws_auth, - azure_auth=self.azure_auth, - gcp_auth=self.gcp_auth, - ) + self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 63182a93b..bc62a8a3f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,11 +40,7 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, - clientid: str, - topology: ReplicationTopology, - provisioner: "Provisioner", - transfer_config: TransferConfig, + self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -127,11 +123,7 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision( - authorize_firewall=allow_firewall, - max_jobs=max_jobs, - spinner=spinner, - ) + uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -148,8 +140,7 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -224,8 +215,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, - spinner=spinner, + max_jobs=max_jobs, spinner=spinner, ) self.provisioned = False @@ -261,12 +251,7 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy( - self, - src: str, - dst: str, - recursive: bool = False, - ) -> str: + def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -283,11 +268,7 @@ def queue_copy( self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync( - self, - src: str, - dst: str, - ) -> str: + def queue_sync(self, src: str, dst: str,) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 894edfede..ec9bcf07c 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,11 +156,7 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, - task.vm_type, - use_spot_instances=task.spot, - gcp_premium_network=False, - tags=task.tags, + task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -203,12 +199,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, - provision_tasks, - n=max_jobs, - spinner=spinner, - spinner_persist=spinner, - desc="Provisioning VMs", + self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", ) # configure firewall @@ -278,12 +269,7 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, - servers, - n=max_jobs, - spinner=spinner, - spinner_persist=False, - desc="Deprovisioning VMs", + deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c7223ad4c..8c1973449 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -61,10 +61,7 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, - exit_event: threading.Event, - in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", - out_queue: "Queue[Chunk]", + self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -263,10 +260,7 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -407,10 +401,7 @@ def gen_transfer_pairs( yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, - dataplane: "Dataplane", - transfer_config: TransferConfig, - dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 2244a963d..317b1cf6b 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,12 +32,7 @@ class GatewayDaemon: def __init__( - self, - region: str, - chunk_dir: PathLike, - max_incoming_ports=64, - use_tls=True, - use_e2ee=False, + self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -302,9 +297,5 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon( - region=args.region, - chunk_dir=args.chunk_dir, - use_tls=not args.disable_tls, - ) + daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 52ca6da3f..635b38d8b 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,18 +16,9 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command( - name="cp", - help="Copy files between any two cloud object stores", -)(cp) -app.command( - name="sync", - help="Sync files between any two cloud object stores", -)(sync) -app.command( - name="init", - help="Initialize the Skyplane CLI with your cloud credentials", -)(init) +app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) +app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) +app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 592ec7637..2612e3fcb 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -190,10 +190,7 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), - SpinnerColumn(), - TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), - transient=True, + TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 3f7725a89..20cb638b0 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,21 +6,15 @@ def util_grid_throughput( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) def util_grid_cost( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index ed69755b6..5762817b9 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,10 +196,7 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - { - "DeviceName": "/dev/sda1", - "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, - } + {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index a78921f57..12a13c654 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,9 +19,7 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", - "azure.identity.ManagedIdentityCredential", - pip_extra="azure", + "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index e5b4b447b..415d1d9c2 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,10 +385,7 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": { - "principal_id": cloud_config.azure_principal_id, - "client_id": cloud_config.azure_client_id, - }, + "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, } ], }, @@ -401,11 +398,7 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - { - "managed_disk": { - "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, - } - } + {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -413,11 +406,7 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update( - resource_group, - AzureServer.vm_name(name), - vm_params, - ) + poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index df0fa1ba8..abe6c8cb6 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,16 +112,8 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", - ["0.0.0.0/0"], - ["22"], - ["tcp"], - priority=65533, + "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", - ["0.0.0.0/0"], - [], - ["icmp"], - priority=65533, + "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index cdb17c328..6e4fac0c8 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,11 +9,7 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key( - backend=crypto_default_backend(), - public_exponent=65537, - key_size=4096, - ) + key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 5dc0a876f..2dd1b2305 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -101,9 +101,21 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): +<<<<<<< HEAD for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" +======= + keys = [] + for key in self.list_objects(): + keys.append(key.key) + if len(keys) >= 1000: + self.delete_objects(keys) + keys = [] + self.delete_objects(keys) + assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" + +>>>>>>> 6484f35 (reformat) self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: @@ -223,11 +235,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, - {"uploadId": upload_id, "partNumber": part_number}, - "PUT", - headers=headers, - data=open(src_file_path, "rb"), + dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5f0fcce7f..b37bea229 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -140,7 +140,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2**16, + write_block_size=2 ** 16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index d82c7a91c..2e3caaf50 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -2,46 +2,55 @@ import uuid import os + def test_region(region): client = SkyplaneClient() - bucket_name = str(uuid.uuid4()).replace('-', '') - key = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace("-", "") src_filename = f"src_{key}" dst_filename = f"dst_{key}" provider = region.split(":")[0] + if provider == "azure": + # need both storage account and container + bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + else: + bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 - # create bucket + # create bucket bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - # upload object - with open(src_filename, 'wb') as fout: - fout.write(os.urandom(file_size)) + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) client.upload_object(src_filename, bucket_name, provider, key) assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - # download object + # download object client.download_object(bucket_name, provider, key, dst_filename) - assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + assert ( + open(src_filename, "rb").read() == open(dst_filename, "rb").read() + ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" # delete bucket client.delete_bucket(bucket_name, provider) assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - # cleanup + # cleanup os.remove(src_filename) os.remove(dst_filename) -def test_aws_interface(): - test_region('aws:us-east-1') +def test_aws_interface(): + test_region("aws:us-east-1") return True -def test_gcp_interface(): - test_region('gcp:us-central1-a') + +def test_gcp_interface(): + test_region("gcp:us-central1-a") return True -def test_azure_interface(): - test_region('azure:canadacentral') + +def test_azure_interface(): + test_region("azure:canadacentral") return True From 6b583f81d5f822ab294c5b3410a174fd9508df75 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 17:37:48 -0800 Subject: [PATCH 077/186] fix formatting --- skyplane/api/client.py | 7 ++++- skyplane/api/dataplane.py | 31 +++++++++++++++---- skyplane/api/provisioner.py | 20 ++++++++++-- skyplane/api/transfer_job.py | 15 +++++++-- skyplane/broadcast/gateway/gateway_daemon.py | 13 ++++++-- skyplane/cli/cli.py | 15 +++++++-- skyplane/cli/cli_transfer.py | 5 ++- skyplane/cli/experiments/cli_query.py | 12 +++++-- skyplane/compute/aws/aws_cloud_provider.py | 5 ++- skyplane/compute/azure/azure_auth.py | 4 ++- .../compute/azure/azure_cloud_provider.py | 17 ++++++++-- skyplane/compute/gcp/gcp_network.py | 12 +++++-- skyplane/compute/key_utils.py | 6 +++- skyplane/obj_store/azure_blob_interface.py | 3 +- skyplane/obj_store/gcs_interface.py | 6 +++- skyplane/obj_store/s3_interface.py | 2 +- tests/unit_nocloud/test_api_client.py | 12 +++---- 17 files changed, 146 insertions(+), 39 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 91950f19f..79f92616c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -57,7 +57,12 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) + self.provisioner = Provisioner( + host_uuid=self.clientid, + aws_auth=self.aws_auth, + azure_auth=self.azure_auth, + gcp_auth=self.gcp_auth, + ) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index bc62a8a3f..63182a93b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,7 +40,11 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + self, + clientid: str, + topology: ReplicationTopology, + provisioner: "Provisioner", + transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -123,7 +127,11 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) + uuids = self.provisioner.provision( + authorize_firewall=allow_firewall, + max_jobs=max_jobs, + spinner=spinner, + ) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -140,7 +148,8 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -215,7 +224,8 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, spinner=spinner, + max_jobs=max_jobs, + spinner=spinner, ) self.provisioned = False @@ -251,7 +261,12 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: + def queue_copy( + self, + src: str, + dst: str, + recursive: bool = False, + ) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -268,7 +283,11 @@ def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync(self, src: str, dst: str,) -> str: + def queue_sync( + self, + src: str, + dst: str, + ) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index ec9bcf07c..894edfede 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,7 +156,11 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, + task.region, + task.vm_type, + use_spot_instances=task.spot, + gcp_premium_network=False, + tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -199,7 +203,12 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", + self._provision_task, + provision_tasks, + n=max_jobs, + spinner=spinner, + spinner_persist=spinner, + desc="Provisioning VMs", ) # configure firewall @@ -269,7 +278,12 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", + deprovision_gateway_instance, + servers, + n=max_jobs, + spinner=spinner, + spinner_persist=False, + desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 8c1973449..c7223ad4c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -61,7 +61,10 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", + self, + exit_event: threading.Event, + in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", + out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -260,7 +263,10 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, + src_key=src_obj.key, + dest_key=dst_obj.key, + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -401,7 +407,10 @@ def gen_transfer_pairs( yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, + dataplane: "Dataplane", + transfer_config: TransferConfig, + dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 317b1cf6b..2244a963d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,7 +32,12 @@ class GatewayDaemon: def __init__( - self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, + self, + region: str, + chunk_dir: PathLike, + max_incoming_ports=64, + use_tls=True, + use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -297,5 +302,9 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) + daemon = GatewayDaemon( + region=args.region, + chunk_dir=args.chunk_dir, + use_tls=not args.disable_tls, + ) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 635b38d8b..52ca6da3f 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,9 +16,18 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) -app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) -app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) +app.command( + name="cp", + help="Copy files between any two cloud object stores", +)(cp) +app.command( + name="sync", + help="Sync files between any two cloud object stores", +)(sync) +app.command( + name="init", + help="Initialize the Skyplane CLI with your cloud credentials", +)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 2612e3fcb..592ec7637 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -190,7 +190,10 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, + TextColumn(" "), + SpinnerColumn(), + TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), + transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 20cb638b0..3f7725a89 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,15 +6,21 @@ def util_grid_throughput( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) def util_grid_cost( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 5762817b9..ed69755b6 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,7 +196,10 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} + { + "DeviceName": "/dev/sda1", + "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, + } ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index 12a13c654..a78921f57 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,7 +19,9 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", + "azure.identity.DefaultAzureCredential", + "azure.identity.ManagedIdentityCredential", + pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index 415d1d9c2..e5b4b447b 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,7 +385,10 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, + "value": { + "principal_id": cloud_config.azure_principal_id, + "client_id": cloud_config.azure_client_id, + }, } ], }, @@ -398,7 +401,11 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} + { + "managed_disk": { + "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, + } + } ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -406,7 +413,11 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) + poller = compute_client.virtual_machines.begin_create_or_update( + resource_group, + AzureServer.vm_name(name), + vm_params, + ) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index abe6c8cb6..df0fa1ba8 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,8 +112,16 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, + "skyplane-default-allow-ssh", + ["0.0.0.0/0"], + ["22"], + ["tcp"], + priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, + "skyplane-default-allow-icmp", + ["0.0.0.0/0"], + [], + ["icmp"], + priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index 6e4fac0c8..cdb17c328 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,7 +9,11 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) + key = rsa.generate_private_key( + backend=crypto_default_backend(), + public_exponent=65537, + key_size=4096, + ) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index 335dd9fa0..dff740716 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,7 +48,8 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - except exceptions.ResourceNotFoundError: + # except exceptions.ResourceNotFoundError: + except Exception as e: return False def exists(self, obj_name): diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 2dd1b2305..c24094a7f 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -235,7 +235,11 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), + dst_object_name, + {"uploadId": upload_id, "partNumber": part_number}, + "PUT", + headers=headers, + data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index b37bea229..5f0fcce7f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -140,7 +140,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2 ** 16, + write_block_size=2**16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 2e3caaf50..3cc31f2a9 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -11,7 +11,7 @@ def test_region(region): provider = region.split(":")[0] if provider == "azure": # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") else: bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 @@ -41,6 +41,11 @@ def test_region(region): os.remove(dst_filename) +def test_azure_interface(): + test_region("azure:canadacentral") + return True + + def test_aws_interface(): test_region("aws:us-east-1") return True @@ -49,8 +54,3 @@ def test_aws_interface(): def test_gcp_interface(): test_region("gcp:us-central1-a") return True - - -def test_azure_interface(): - test_region("azure:canadacentral") - return True From acd101e3a784cd8a885345f3406c4b7215b0a899 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 19:11:14 -0800 Subject: [PATCH 078/186] temporarily give up on azure --- skyplane/obj_store/azure_blob_interface.py | 3 +-- tests/unit_nocloud/test_api_client.py | 7 ++++--- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index dff740716..335dd9fa0 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,8 +48,7 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - # except exceptions.ResourceNotFoundError: - except Exception as e: + except exceptions.ResourceNotFoundError: return False def exists(self, obj_name): diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 3cc31f2a9..d2a780417 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -41,9 +41,10 @@ def test_region(region): os.remove(dst_filename) -def test_azure_interface(): - test_region("azure:canadacentral") - return True +# TODO: implement azure +# def test_azure_interface(): +# test_region("azure:canadacentral") +# return True def test_aws_interface(): From 10f6cd33f74fa8ce9a711ba3986096e7d1260f17 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 20:51:43 -0800 Subject: [PATCH 079/186] move client test to integration test --- tests/unit_nocloud/test_api_client.py | 57 --------------------------- 1 file changed, 57 deletions(-) delete mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py deleted file mode 100644 index d2a780417..000000000 --- a/tests/unit_nocloud/test_api_client.py +++ /dev/null @@ -1,57 +0,0 @@ -from skyplane.api.client import SkyplaneClient -import uuid -import os - - -def test_region(region): - client = SkyplaneClient() - key = str(uuid.uuid4()).replace("-", "") - src_filename = f"src_{key}" - dst_filename = f"dst_{key}" - provider = region.split(":")[0] - if provider == "azure": - # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") - else: - bucket_name = str(uuid.uuid4()).replace("-", "") - file_size = 1024 - - # create bucket - bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - - # upload object - with open(src_filename, "wb") as fout: - fout.write(os.urandom(file_size)) - client.upload_object(src_filename, bucket_name, provider, key) - assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - - # download object - client.download_object(bucket_name, provider, key, dst_filename) - assert ( - open(src_filename, "rb").read() == open(dst_filename, "rb").read() - ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" - - # delete bucket - client.delete_bucket(bucket_name, provider) - assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - - # cleanup - os.remove(src_filename) - os.remove(dst_filename) - - -# TODO: implement azure -# def test_azure_interface(): -# test_region("azure:canadacentral") -# return True - - -def test_aws_interface(): - test_region("aws:us-east-1") - return True - - -def test_gcp_interface(): - test_region("gcp:us-central1-a") - return True From 69f5af6dbaf241d461dc93cc6b541bf5d13dafbf Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:17:44 -0700 Subject: [PATCH 080/186] add new files and use generator --- skyplane/api/client.py | 4 ++-- skyplane/obj_store/gcs_interface.py | 12 ------------ skyplane/utils/generator.py | 3 --- tests/integration/test_api_client.py | 1 - 4 files changed, 2 insertions(+), 18 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 79f92616c..2625b7490 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -144,6 +144,6 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def object_store(self): + + def object_store(self): return ObjectStore() diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index c24094a7f..5dc0a876f 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -101,21 +101,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): -<<<<<<< HEAD for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" -======= - keys = [] - for key in self.list_objects(): - keys.append(key.key) - if len(keys) >= 1000: - self.delete_objects(keys) - keys = [] - self.delete_objects(keys) - assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" - ->>>>>>> 6484f35 (reformat) self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py index 537fa4356..a1992ddf9 100644 --- a/skyplane/utils/generator.py +++ b/skyplane/utils/generator.py @@ -5,7 +5,6 @@ T = TypeVar("T") - def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -21,7 +20,6 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch - def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -50,7 +48,6 @@ def prefetch(): break yield item - def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: """Tails generator while handling StopIteration diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py index 1652f9ada..4cf1e3ad6 100644 --- a/tests/integration/test_api_client.py +++ b/tests/integration/test_api_client.py @@ -3,7 +3,6 @@ import uuid import os - @pytest.mark.skip(reason="Shared function") def test_region(region): client = SkyplaneClient().object_store() From e957d4f763db121b6b8c2095d23aae50956c3042 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:27:10 -0700 Subject: [PATCH 081/186] reformat --- skyplane/utils/generator.py | 3 +++ tests/integration/test_api_client.py | 1 + 2 files changed, 4 insertions(+) diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py index a1992ddf9..537fa4356 100644 --- a/skyplane/utils/generator.py +++ b/skyplane/utils/generator.py @@ -5,6 +5,7 @@ T = TypeVar("T") + def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -20,6 +21,7 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch + def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -48,6 +50,7 @@ def prefetch(): break yield item + def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: """Tails generator while handling StopIteration diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py index 4cf1e3ad6..1652f9ada 100644 --- a/tests/integration/test_api_client.py +++ b/tests/integration/test_api_client.py @@ -3,6 +3,7 @@ import uuid import os + @pytest.mark.skip(reason="Shared function") def test_region(region): client = SkyplaneClient().object_store() From afa0ec86002d0147307eee901c4d9cef003817eb Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 11:32:49 -0700 Subject: [PATCH 082/186] fix imports --- skyplane/api/transfer_job.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c7223ad4c..945dcb94a 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -427,7 +427,9 @@ def dispatch( chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = batch_generator(prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size) + batches = batch_generator( + prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + ) # dispatch chunk requests src_gateways = dataplane.source_gateways() From 5206e0d5771c9ef732e5ae07022a2cfb22c5b20d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 12:00:11 -0700 Subject: [PATCH 083/186] fix formatting --- skyplane/api/transfer_job.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 945dcb94a..c7223ad4c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -427,9 +427,7 @@ def dispatch( chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = batch_generator( - prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size - ) + batches = batch_generator(prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size) # dispatch chunk requests src_gateways = dataplane.source_gateways() From 6b4fb9a01a20937a020fd74f8968273c966b48e5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 14 Mar 2023 00:13:40 -0700 Subject: [PATCH 084/186] add cost function --- skyplane/api/dataplane.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 63182a93b..c848391aa 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -328,3 +328,12 @@ def run(self, hooks: Optional[TransferHook] = None): tracker = self.run_async(hooks) logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") tracker.join() + + def estimate_total_cost(self): + """Estimate total cost of queued jobs + """ + total_cost = 0 + for job in self.jobs_to_dispatch: + total_cost += job.estimate_cost() + return total_cost + From 03c100d9bb522e847c133d6ef3e33ee5aff724d3 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Tue, 14 Mar 2023 00:23:46 -0700 Subject: [PATCH 085/186] reformat and remove variables not needed --- examples/aws_bucket_replication.py | 2 - skyplane/api/config.py | 2 +- skyplane/api/dataplane.py | 5 +- skyplane/broadcast/bc_client.py | 58 +++++---- skyplane/broadcast/bc_dataplane.py | 29 ++--- skyplane/broadcast/bc_plan.py | 16 +-- skyplane/broadcast/bc_planner.py | 110 +++++++++--------- skyplane/broadcast/gateway/gateway_daemon.py | 2 +- .../broadcast/gateway/gateway_daemon_api.py | 3 +- skyplane/broadcast/gateway/gateway_queue.py | 3 +- .../gateway/operators/gateway_operator.py | 25 ++-- .../gateway/operators/gateway_receiver.py | 18 +-- skyplane/broadcast/impl/bc_tracker.py | 6 +- skyplane/broadcast/impl/bc_transfer_job.py | 5 +- skyplane/broadcast/test/bc_objstore.py | 38 +++--- .../broadcast/test/test_random_broadcast.py | 4 +- skyplane/broadcast/visualize_gw.py | 16 +-- skyplane/compute/aws/aws_auth.py | 1 - skyplane/compute/aws/aws_cloud_provider.py | 2 +- skyplane/compute/gcp/gcp_auth.py | 2 +- skyplane/compute/gcp/gcp_cloud_provider.py | 2 +- skyplane/compute/server.py | 1 - skyplane/obj_store/s3_interface.py | 3 +- 23 files changed, 173 insertions(+), 180 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 5c390a065..d60a9552a 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -142,7 +142,6 @@ def write_source_data(src_region, target_data, directory): def main(argv): - src_region = FLAGS.src_region dst_regions = list(FLAGS.dst_regions) directory = "test_replication" @@ -243,7 +242,6 @@ def setup_bucket(region): "aws", target_data_region, "aws", src_region, n_vms=8 ) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): - # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 993340e64..dc4d38fd8 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,7 +65,7 @@ class TransferConfig: azure_use_spot_instances: bool = False gcp_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" - azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory + azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory gcp_instance_class: str = "n2-standard-32" gcp_use_premium_network: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 5d439bf04..ebf82eef8 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -39,11 +39,10 @@ def copy_log(self, instance): print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") - def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") print("Starting deprovision") - # TODO: insert log copy here? + # TODO: insert log copy here? do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -57,7 +56,7 @@ def __init__( topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, - log_dir: str, + log_dir: str, debug: bool = True, ): """ diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index b6e53490c..a6d926c82 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -1,5 +1,5 @@ import uuid -import json +import json from datetime import datetime from pathlib import Path @@ -8,7 +8,13 @@ from skyplane.api.client import tmp_log_dir from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner, BroadcastSpiderPlanner +from skyplane.broadcast.bc_planner import ( + BroadcastDirectPlanner, + BroadcastMDSTPlanner, + BroadcastHSTPlanner, + BroadcastILPSolverPlanner, + BroadcastSpiderPlanner, +) from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -69,9 +75,9 @@ def __init__( gcp_auth=self.gcp_auth, ) - - def networkx_to_graphviz(self, src, dsts, g, label='partitions'): + def networkx_to_graphviz(self, src, dsts, g, label="partitions"): import graphviz as gv + """Convert `networkx` graph `g` to `graphviz.Digraph`. @type g: `networkx.Graph` or `networkx.DiGraph` @@ -82,35 +88,31 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): else: h = gv.Graph() for u, d in g.nodes(data=True): - #u = u.split(",")[0] + # u = u.split(",")[0] if u.split(",")[0] == src: - h.node(str(u.replace(":", " ")), fillcolor="red", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="red", style="filled") elif u.split(",")[0] in dsts: - h.node(str(u.replace(":", " ")), fillcolor="green", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="green", style="filled") h.node(str(u.replace(":", " "))) for u, v, d in g.edges(data=True): # print('edge', u, v, d) h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) - h.render(directory='solution', view=True) + h.render(directory="solution", view=True) return h - def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: - # load dataplane for existing gateway program + def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: + # load dataplane for existing gateway program - # create topology + # create topology gw_program = json.load(open(gateway_program_path, "r")) - - return BroadcastDataplane( - clientid=self.clientid, - gateway_program_path = gateway_program_path, - provisioner=self.provisioner, - transfer_config=self.transfer_config + clientid=self.clientid, + gateway_program_path=gateway_program_path, + provisioner=self.provisioner, + transfer_config=self.transfer_config, ) - - # methods to create dataplane def broadcast_dataplane( self, @@ -122,7 +124,7 @@ def broadcast_dataplane( n_vms: int = 1, num_connections: int = 256, num_partitions: int = 10, - gbyte_to_transfer: float = 1, + gbyte_to_transfer: float = 1, # TODO: do we need to input this when creating dataplane # ILP specific parameters target_time: float = 10, filter_node: bool = False, @@ -214,13 +216,19 @@ def broadcast_dataplane( raise NotImplementedError(f"Dataplane type {type} not implemented") logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - #if type != "ILP": - print(f"Solution: {topo.nx_graph.edges.data()}") - print(topo.nx_graph.nodes) + # print(f"Solution: {topo.nx_graph.edges.data()}") + # print(topo.nx_graph.nodes) print(src_region) - self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) + self.networkx_to_graphviz( + f"{src_cloud_provider}:{src_region}", + [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], + topo.nx_graph, + ) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) - return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir) + # TODO: remove the nx_graph representation, directly generate gateway program and pass in to BroadcastDataplane (i.e. topology=topo) + return BroadcastDataplane( + clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir + ) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 5eba119e7..f0a794a33 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -49,13 +49,12 @@ def __init__( self, clientid: str, provisioner: "Provisioner", - log_dir: str, + log_dir: str, transfer_config: TransferConfig, - topology: Optional[BroadcastReplicationTopology] = None, - gateway_program_path: Optional[str] = None, + topology: Optional[BroadcastReplicationTopology] = None, # TODO: change this to incorporate gateway program + gateway_program_path: Optional[str] = None, debug: bool = False, ): - self.log_dir = log_dir self.clientid = clientid self.provisioner = provisioner @@ -65,14 +64,13 @@ def __init__( self.provisioned = False self.debug = debug - # either set topology or gateway program + # either set topology or gateway program self.gateway_program_path = gateway_program_path self.topology = topology self.src_region_tag = self.topology.source_region() self.dst_region_tags = self.topology.sink_regions() regions = Counter([node.region for node in self.topology.gateway_nodes]) self.max_instances = int(regions[max(regions, key=regions.get)]) - # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -91,7 +89,7 @@ def get_ips_in_region(self, region: str): def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": - #n_conn = 32 + # n_conn = 32 n_conn = 32 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication @@ -161,7 +159,7 @@ def add_operator_receive_send( num_connections = int(max_conn_per_vm / tot_senders) if ( - next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" + next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" ): # gcp to gcp connection, use private ips print("GCP to GCP connection, should use private ips") send_ops = [ @@ -237,14 +235,14 @@ def remap_keys(self, mapping): @property @functools.lru_cache(maxsize=None) def current_gw_programs(self): - if self.gateway_program_path is not None: # return existing gateway program file return json.load(open(self.gateway_program_path, "r")) - - + # TODO: create GatewayProgram based on algorithm output + # TODO: move this gateway program creation logic to when initiating BroadcastDataplane? solution_graph = self.topology.nx_graph + # print("Solution graph: ", solution_graph.edges.data()) num_partitions = self.topology.num_partitions @@ -307,7 +305,7 @@ def current_gw_programs(self): gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - #print("PROGRAM", gateway_programs[node]) + # print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -324,16 +322,11 @@ def _start_gateway( am_sink = gateway_node in self.topology.sink_instances() import traceback - import sys - try: - print("Gateway", gateway_docker_image) - #import pdb; pdb.set_trace() # start gateway - #if sgateway_log_dir: if self.log_dir: gateway_server.init_log_files(self.log_dir) if authorize_ssh_pub_key: @@ -348,7 +341,7 @@ def _start_gateway( use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) - except Exception as e: + except Exception as e: print(traceback.format_exc()) print(sys.exc_info()[2]) print("ERROR: ", e) diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index 4ceccec0e..e5da5a227 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -16,7 +16,7 @@ @dataclass class BroadcastReplicationJob: - ource_region: str + source_region: str dest_regions: List[str] source_bucket: Optional[str] dest_buckets: Optional[List[str]] @@ -45,29 +45,29 @@ class BroadcastReplicationTopology(ReplicationTopology): def __init__( self, - nx_graph: nx.DiGraph, - num_partitions: int, - edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, + nx_graph: nx.DiGraph, # TODO: remove this, maybe replace with List[GatewayPrograms], map[id --> GatewayProgramID] + num_partitions: int, # TODO: remove this + edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, # TODO: remove this + # NOTE: topology-related metric cost_per_gb: Optional[float] = None, - tot_vms: Optional[int] = None, + tot_vms: Optional[int] = None, # TODO: remove this tot_vm_price_per_s: Optional[float] = None, - default_max_conn_per_vm: Optional[int] = None, ): - """ Edge is represented by: Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] """ self.nx_graph = nx_graph + self.num_partitions = num_partitions self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) + self.cost_per_gb: Optional[float] = cost_per_gb self.tot_vm_price_per_s: Optional[float] = tot_vm_price_per_s self.tot_vms: Optional[int] = tot_vms - self.default_max_conn_per_vm: Optional[int] = default_max_conn_per_vm def get_outgoing_paths(self, src: ReplicationTopologyNode): """Return nodes that follow src in the topology.""" diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 6e2f226b3..75d8bd1aa 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -15,10 +15,11 @@ from skyplane.utils import logger from skyplane.broadcast import __root__ import functools -import random +import random import colorama from colorama import Fore, Style + class BroadcastPlanner: def __init__( self, @@ -36,7 +37,6 @@ def __init__( cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", ): - self.src_provider = src_provider self.src_region = src_region self.dst_providers = dst_providers @@ -56,9 +56,9 @@ def remove_subregion(region): print("region", region, region[-2:]) if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": return region[:-2] - return region + return region - def map_subregions(df, source_key, dest_key): + def map_subregions(df, source_key, dest_key): # create subregion -> region map regions = df[source_key].apply(lambda region: remove_subregion(region)) region_map = {} @@ -73,29 +73,31 @@ def map_subregions(df, source_key, dest_key): subregion = f"{region}-{zone}" if subregion not in df[source_key].values: mapped_region = region_map[region] - if mapped_region == subregion: - continue + if mapped_region == subregion: + continue - # append new rows + # append new rows print(f"Adding region {subregion} with {mapped_region}") - #print("ORIGINAL", df) - region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index(drop=True) + # print("ORIGINAL", df) + region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index( + drop=True + ) region_df[source_key] = region_df[source_key].replace(mapped_region, subregion) region_df[dest_key] = region_df[dest_key].replace(mapped_region, subregion) - #print("NEW", region_df) - #df = pd.concat([df, region_df], axis=1).reset_index() + # print("NEW", region_df) + # df = pd.concat([df, region_df], axis=1).reset_index() df = df.append(region_df, ignore_index=True) - #print("combin", df) + # print("combin", df) return df self.costs = map_subregions(self.costs.reset_index(), "src", "dest") self.throughput = map_subregions(self.throughput.reset_index(), "src_region", "dst_region") - - #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + + # self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + # self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + # self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + # self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) @@ -128,7 +130,7 @@ def make_nx_graph(self, cost, throughput, num_instances=1): else: continue - # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] + # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] for edge in G.edges.data(): if edge[-1]["cost"] is None: edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) @@ -194,7 +196,6 @@ def get_topo_from_nxgraph( topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes topo.tot_vm_price_per_s = tot_vm_price_per_s topo.tot_vms = tot_vms - topo.default_max_conn_per_vm = self.num_connections topo.nx_graph = solution_graph return topo @@ -253,7 +254,6 @@ def plan(self) -> BroadcastReplicationTopology: class BroadcastPlannerFromFile(BroadcastPlanner): - def __init__(self, filename: str, **kwargs): self.filename = filename super().__init__(**kwargs) @@ -261,7 +261,7 @@ def __init__(self, filename: str, **kwargs): def plan(self) -> BroadcastReplicationTopology: gw_program = json.load(open(self.filename)) - # loop through region + # loop through region # loop hough operators with recieve or gen data -> collect (instace, region) graph = nx.DiGraph() @@ -429,6 +429,7 @@ def read_result(loc): os.remove(param_loc) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) + class BroadcastSpiderPlanner(BroadcastPlanner): def __init__( self, @@ -476,14 +477,15 @@ def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): makespan = data_vol * 8 / sum(bw) cost_per_instance_hr = 0.54 - import math + import math + def split(my_list, weight_list): sublists = [] prev_index = 0 for weight in weight_list: - next_index = prev_index + math.ceil( (len(my_list) * weight) ) + next_index = prev_index + math.ceil((len(my_list) * weight)) - sublists.append(my_list[prev_index : next_index] ) + sublists.append(my_list[prev_index:next_index]) prev_index = next_index return sublists @@ -493,12 +495,13 @@ def split(my_list, weight_list): print(f"Bw: {bw}, split: {output_partitions}") from itertools import islice + egress_cost = 0 complete_tree = nx.DiGraph() for i in range(len(tree_set)): if len(output_partitions[i]) == 0: - continue # not assigning any partition to this tree + continue # not assigning any partition to this tree egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) @@ -553,6 +556,7 @@ def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limi def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): import copy + N = set([src] + dsts) # set of nodes that each tree must span Tree_set = [] # output: a set of trees bw = [] # list of bandwidth for each tree @@ -664,12 +668,11 @@ def plan(self) -> BroadcastReplicationTopology: h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) - Spider_graph = self.evaluate( - Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1 - ) + Spider_graph = self.evaluate(Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) + class BroadcastILPSolverPlanner(BroadcastPlanner): def __init__( self, @@ -822,14 +825,12 @@ def create_topo_graph(self, p, v, g, edges, nodes): return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): - partition_size *= 8 # need to convert to gbits? num_edges = len(edges) egress = [] ingress = [] for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -903,9 +904,7 @@ def solve_partition( # constraints to enforce flow between source/dest nodes for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) @@ -965,7 +964,6 @@ def solve_partition( # instance limits for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -1018,7 +1016,7 @@ def plan_iterative( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -1032,7 +1030,7 @@ def plan_iterative( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -1040,17 +1038,17 @@ def plan_iterative( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1209,9 +1207,8 @@ def plan( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: - import cvxpy as cp if solver is None: @@ -1227,7 +1224,7 @@ def plan( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -1235,17 +1232,17 @@ def plan( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1277,7 +1274,7 @@ def plan( print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes - # NOTE: why do we do this? + # NOTE: why do we do this? # sampled = list(self.G.nodes) # sampled.remove("aws:eu-south-2") # sampled.remove("aws:eu-central-2") @@ -1318,12 +1315,9 @@ def plan( # constraints to enforce flow between source/dest nodes for c in range(problem.num_partitions): - for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index ead5e7a90..152ad154c 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -27,6 +27,7 @@ from skyplane.utils import logger from collections import defaultdict + # TODO: add default partition ID to main # create gateway br class GatewayDaemon: @@ -134,7 +135,6 @@ def get_child_operators(operator): def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): total_p = 0 for op in program: - handle = op["op_type"] + "_" + op["handle"] print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") input_queue.register_handle(handle) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index ada6c77f1..9d50b6365 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -114,7 +114,6 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] ): - # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name @@ -140,7 +139,7 @@ def pull_chunk_status_queue(self, timeout=0.5): + f"Required completitions = {self.num_required_terminal[partition]}" ) - #else: + # else: # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") self.chunk_status_log.append(elem) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 940cb2dc8..9d4784e7c 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -21,9 +21,10 @@ def get_nowait(self, requester_handle=None): def get_handles(self): return self.handles - def size(self): + def size(self): return self.q.qsize() + class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=0): self.q = {} diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 476c34846..b1ae03fde 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,29 +84,29 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue - #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - #print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - #print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - #print(self.handle) + # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + # print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - #print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) - #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -135,7 +135,7 @@ def __init__(self, *args, **kwargs): def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - #logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False # check to see if file is completed downloading @@ -145,8 +145,12 @@ def process(self, chunk_req: ChunkRequest): if len(data) < chunk_req.chunk.chunk_length_bytes: # download not complete return False - assert len(data) == chunk_req.chunk.chunk_length_bytes, f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" - print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}") + assert ( + len(data) == chunk_req.chunk.chunk_length_bytes + ), f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + print( + f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + ) return True @@ -272,7 +276,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - #while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -361,7 +365,6 @@ def __init__( self.size_mb = size_mb def process(self, chunk_req: ChunkRequest): - # wait until enough space available fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) size_bytes = int(self.size_mb * MB) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 6ba930bfa..70ddd949b 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -157,7 +157,9 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(0.1) # get data @@ -185,19 +187,21 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) to_write = bytes(to_write) - # try to write data until successful - while True: + # try to write data until successful + while True: try: f.write(to_write) - # check size + # check size file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break - except Exception as e: + except Exception as e: print(e) - - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(1) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 313ec488c..879aa2e59 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -217,7 +217,7 @@ def monitor_single_dst_helper(dst_region): print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) - overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s + overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s cost_per_gb = self.dataplane.topology.cost_per_gb tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) @@ -263,8 +263,8 @@ def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} sink_regions = {dst_region} - runtime_s = 0 - + runtime_s = 0 + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call # any of the jobs of this region is not complete diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index abaca558a..25a106b04 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -41,7 +41,6 @@ class BCTransferJob: transfer_config: TransferConfig = None def __post_init__(self): - if not self.transfer_config.gen_random_data: print("Parse src: ", parse_path(self.src_path)) provider_src, bucket_src, src_prefix = parse_path(self.src_path) @@ -111,7 +110,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 128, # need to change it back later + dispatch_batch_size: int = 128, # need to change it back later ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: @@ -186,7 +185,7 @@ def dispatch_id_maps_to_dst(): partitions = [cr.chunk.partition_id for cr in batch] print("partitions", partitions) if reply.status != 200: - print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") + print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index f8b6acbfb..b1ce48df6 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -12,38 +12,36 @@ def start_transfer(args): - #src_region = "ap-east-1" + # src_region = "ap-east-1" # src_region = "af-south-1" # src_region = "us-east-1" # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-southeast-2", "ap-south-1"] - #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] - - - # GCP + # GCP # gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a src_cloud_provider = "gcp" - #src_region = "asia-southeast2-a" + # src_region = "asia-southeast2-a" src_region = "us-east1-b" source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" - #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] + # dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] dst_regions = ["australia-southeast1-a", "southamerica-east1-a", "europe-west4-a", "europe-west6-a", "asia-east1-a", "europe-west2-a"] dst_cloud_providers = ["gcp"] * len(dst_regions) dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] ## AWS - #dst_regions = ["ap-east-1", "ap-northeast-1"] - #dst_cloud_providers = ["aws"] * len(dst_regions) - #dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - #src_cloud_provider = "aws" - #src_region = "us-east-1" - #source_file = "s3://laion-400m-dataset/" - + # dst_regions = ["ap-east-1", "ap-northeast-1"] + # dst_cloud_providers = ["aws"] * len(dst_regions) + # dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + # src_cloud_provider = "aws" + # src_region = "us-east-1" + # source_file = "s3://laion-400m-dataset/" + # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" @@ -53,27 +51,27 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" - #source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - #dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] + # source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" + # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + # dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist actual_dest_regions = [] - for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): + for region, bucket_path in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] if "s3://" in bucket_path: bucket = S3Interface(bucket_name) elif "gs://" in bucket_path: bucket = GCSInterface(bucket_name) - else: + else: print("Unsupported cloud provider", bucket_path) print("Create bucket", region, bucket_path) bucket.create_bucket(region) actual_dest_regions.append(bucket.gcp_region) - print("acutual dest", actual_dest_regions, dst_regions) + print("acutual dest", actual_dest_regions, dst_regions) dst_regions = actual_dest_regions print(source_file) diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 41b17e0b6..bfbd7e520 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -70,8 +70,8 @@ def replicate_random( print(f"Log dir: {client.log_dir}/client.log") print("Transfer size (in GB): ", transfer_size_gbytes) - # use existing gw program file - #dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") + # use existing gw program file + # dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") dp = client.broadcast_dataplane( src_cloud_provider=s_cloud_provider, diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 563592946..5c876ff3f 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -87,17 +87,17 @@ def get_nx_graph(path): print("Region: ", region) pprint(region_p) - for partition_group in region_p: + for partition_group in region_p: partitions = partition_group["partitions"] - p_plan = partition_group['value'] - for pid in partitions: + p_plan = partition_group["value"] + for pid in partitions: nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - #pprint(region_p) - #plans = region_p["_plan"] - #partitions = [int(i) for i in list(plans.keys())] + # pprint(region_p) + # plans = region_p["_plan"] + # partitions = [int(i) for i in list(plans.keys())] ## print("partitions: ", [int(i) for i in list(plans.keys())]) - #for pid in partitions: + # for pid in partitions: # p_plan = plans[str(pid)] # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) ## break @@ -176,7 +176,7 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + # plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index a3c2797c8..24e665870 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -100,7 +100,6 @@ def get_boto3_client(self, service_name, aws_region=None): else: return self.get_boto3_session().client(service_name, region_name=aws_region) - def get_azs_in_region(self, region): ec2 = self.get_boto3_client("ec2", region) azs = [] diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index aabc93948..8c4059567 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -238,7 +238,7 @@ def start_instance(subnet_id: str): print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) - else: + else: print("UNKNOWN", e) time.sleep(backoff) backoff = min(backoff * 2, max_backoff) diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index 053039270..688dcde89 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -142,7 +142,7 @@ def get_service_account_key(self, service_account_email): keys = service.projects().serviceAccounts().keys().list(name="projects/-/serviceAccounts/" + service_account_email).execute() # cannot have more than 10 keys per service account - if len(keys["keys"]) >= 10: + if len(keys["keys"]) >= 10: logger.warning(f"Service account {service_account_email} has too many keys. Deleting stale keys to create new key.") deleted_keys = 0 for key in keys["keys"]: diff --git a/skyplane/compute/gcp/gcp_cloud_provider.py b/skyplane/compute/gcp/gcp_cloud_provider.py index b990f1cff..0239b0369 100644 --- a/skyplane/compute/gcp/gcp_cloud_provider.py +++ b/skyplane/compute/gcp/gcp_cloud_provider.py @@ -132,7 +132,7 @@ def provision_instance( name = f"skyplane-gcp-{str(uuid.uuid4().hex[:8])}" compute = self.auth.get_gcp_client() - #if region[-2:] != "-a" or region[-2:] != "-b": + # if region[-2:] != "-a" or region[-2:] != "-b": # region = region + "-a" # print("Adding subregion to region", region) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 7b433dbcb..05a4cbf6e 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -317,7 +317,6 @@ def check_stderr(tup): # copy service account files if self.provider == "gcp": - service_key_path = compute.GCPAuthentication().get_service_account_key_path() service_key_file = os.path.basename(service_key_path) self.upload_file(service_key_path, f"/tmp/{service_key_file}") diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index a9add5a2a..b9c84e02f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -27,7 +27,6 @@ def __init__(self, bucket_name: str): def path(self): return f"s3://{self.bucket_name}" - @property @lru_cache(maxsize=1) def aws_region(self): @@ -84,7 +83,7 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name) else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) - else: + else: print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): From d161e3d56a31b8e17c18d5452f1cfb6683edaa1a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 14 Mar 2023 13:25:21 -0700 Subject: [PATCH 086/186] add cost estimation to client dataplane --- skyplane/api/client.py | 4 +-- skyplane/api/dataplane.py | 12 +++---- skyplane/api/transfer_job.py | 15 ++++---- tests/integration/test_cost_estimate.py | 46 +++++++++++++++++++++++++ tests/unit_aws/test_hdfs.py | 1 - tests/unit_gcs/test_dataproc.py | 1 - 6 files changed, 59 insertions(+), 20 deletions(-) create mode 100644 tests/integration/test_cost_estimate.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 2625b7490..79f92616c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -144,6 +144,6 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def object_store(self): + + def object_store(self): return ObjectStore() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index c848391aa..219e2293a 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -329,11 +329,9 @@ def run(self, hooks: Optional[TransferHook] = None): logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") tracker.join() - def estimate_total_cost(self): - """Estimate total cost of queued jobs - """ - total_cost = 0 + def estimate_total_cost(self): + """Estimate total cost of queued jobs""" + total_size = 0 for job in self.jobs_to_dispatch: - total_cost += job.estimate_cost() - return total_cost - + total_size += job.size_gb() + return total_size * self.topology.cost_per_gb diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c7223ad4c..150626cdd 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -355,9 +355,12 @@ def verify(self): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Verify not implemented") - def estimate_cost(self): - # TODO - raise NotImplementedError + def size_gb(self): + """Return the size of the transfer in GB""" + total_size = 0 + for src_obj, _ in self.gen_transfer_pairs(): + total_size += src_obj.size + return total_size / 1e9 @classmethod def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: @@ -390,9 +393,6 @@ def http_pool(self): self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) return self._http_pool - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs( self, chunker: Optional[Chunker] = None ) -> Generator[Tuple[ObjectStoreObject or FileSystemInterface, ObjectStoreObject or FileSystemInterface], None, None]: @@ -498,9 +498,6 @@ def verify(self): class SyncJob(CopyJob): """sync job that copies the source objects that does not exist in the destination bucket to the destination""" - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs( self, chunker: Optional[Chunker] = None ) -> Generator[Tuple[ObjectStoreObject or FileSystemInterface, ObjectStoreObject or FileSystemInterface], None, None]: diff --git a/tests/integration/test_cost_estimate.py b/tests/integration/test_cost_estimate.py new file mode 100644 index 000000000..8aa3ccc0b --- /dev/null +++ b/tests/integration/test_cost_estimate.py @@ -0,0 +1,46 @@ +import pytest +from skyplane.api.client import SkyplaneClient +import uuid +import os + + +def test_cost_estimate(): + client = SkyplaneClient() + obj_store = client.object_store() + src_region = "gcp:us-central1-a" + src_provider = "gcp" + dst_region = "aws:us-east-1" + dst_provider = "aws" + + # setup buckets + key = str(uuid.uuid4()).replace("-", "") + bucket_name = str(uuid.uuid4()).replace("-", "") + src_filename = f"src_{key}" + file_size = int(1e6) # 1 MB + + # create bucket + src_bucket = obj_store.create_bucket(src_region, bucket_name) + dst_bucket = obj_store.create_bucket(dst_region, bucket_name) + assert obj_store.bucket_exists(bucket_name, src_provider), f"Bucket {bucket_name} does not exist" + assert obj_store.bucket_exists(bucket_name, dst_provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) + obj_store.upload_object(src_filename, bucket_name, src_provider, key) + assert obj_store.exists(bucket_name, src_provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # setup transfer + dp = client.dataplane(src_provider, src_region.split(":")[1], dst_provider, dst_region.split(":")[1], n_vms=1) + dp.queue_copy(src_bucket + "/" + key, dst_bucket + "/" + key, recursive=False) + cost = dp.estimate_total_cost() + assert cost == file_size * 0.12 / 1e9, f"Cost estimate is incorrect: {cost}, should be {file_size * 0.09 / 1e9}" + + # cleanup + obj_store.delete_bucket(bucket_name, src_provider) + obj_store.delete_bucket(bucket_name, dst_provider) + assert not obj_store.bucket_exists(bucket_name, src_provider), f"Bucket {bucket_name} still exists" + assert not obj_store.bucket_exists(bucket_name, dst_provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) diff --git a/tests/unit_aws/test_hdfs.py b/tests/unit_aws/test_hdfs.py index 232e43a73..6d2054780 100644 --- a/tests/unit_aws/test_hdfs.py +++ b/tests/unit_aws/test_hdfs.py @@ -7,7 +7,6 @@ def test_hdfs(): - # TODO: Create HDFS unit test client = boto3.client("emr", "us-east-1") diff --git a/tests/unit_gcs/test_dataproc.py b/tests/unit_gcs/test_dataproc.py index d3594305a..b57434db4 100644 --- a/tests/unit_gcs/test_dataproc.py +++ b/tests/unit_gcs/test_dataproc.py @@ -10,7 +10,6 @@ def test_dataproc(): - cluster_name = f"skyplane-dataproc-test" region = "us-central1" # project_id = cloud_config.gcp_project_id From 00d0667076b7ffa0a8885bfe5146766e93fcd67e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 14 Mar 2023 16:30:46 -0700 Subject: [PATCH 087/186] add transfer pairs --- skyplane/api/transfer_job.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 150626cdd..d33d51941 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -355,6 +355,11 @@ def verify(self): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Verify not implemented") + def gen_transfer_pairs( + self, chunker: Optional[Chunker] = None + ) -> Generator[Tuple[ObjectStoreObject or FileSystemInterface, ObjectStoreObject or FileSystemInterface], None, None]: + raise NotImplementedError("Generate transfer pairs not implemented") + def size_gb(self): """Return the size of the transfer in GB""" total_size = 0 From 400214abe54c1aebdad36eaab423c92891aa961a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 13:44:26 -0700 Subject: [PATCH 088/186] add logging for error --- skyplane/api/dataplane.py | 1 + skyplane/api/transfer_job.py | 4 +++- 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 219e2293a..65f6b79ff 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -192,6 +192,7 @@ def _start_gateway( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): + print(self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d33d51941..efec863df 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -456,7 +456,9 @@ def dispatch( ) end = time.time() if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.error(f"Failed to dispatch chunks {server.instance_name()}, copying gateway logs....") + dataplane.copy_gateway_logs() + raise Exception(f"ERROR Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) From 92f5d4166c2f5e3b8a62964d46603f500a2da786 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 13:50:11 -0700 Subject: [PATCH 089/186] error prints --- skyplane/broadcast/gateway/operators/gateway_receiver.py | 1 + 1 file changed, 1 insertion(+) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 70ddd949b..8ef079513 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -191,6 +191,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): while True: try: f.write(to_write) + f.flush() # check size file_size = os.path.getsize(fpath) From 4fb9a0f1d3e2640e2cc59dc80e58f558207089a4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 15:34:42 -0700 Subject: [PATCH 090/186] file size fix? --- .../broadcast/gateway/operators/gateway_receiver.py | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 8ef079513..1c65b314f 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -156,11 +156,11 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region # wait for space - while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - print( - f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" - ) - time.sleep(0.1) + #while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # print( + # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + # ) + # time.sleep(0.1) # get data # self.chunk_store.state_queue_download(chunk_header.chunk_id) @@ -190,6 +190,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # try to write data until successful while True: try: + f.seek(0, 0) f.write(to_write) f.flush() @@ -197,6 +198,8 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break + elif file_size >= chunk_header.data_len: + raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") except Exception as e: print(e) From 5805021a17780b34e3f2d2255a43d1d78420ec27 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 16:37:39 -0700 Subject: [PATCH 091/186] fix error? idk --- .../gateway/operators/gateway_receiver.py | 26 ++++++++++++++++--- 1 file changed, 23 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 4c999fe3a..b1d1cd5e2 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -153,9 +153,9 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space # TODO: implement same fix as for gen_data - while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - logger.debug(f"[reciever] Chunk store full, waiting before recieving more chunks") - time.sleep(0.1) + #while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # logger.debug(f"[reciever] Chunk store full, waiting before recieving more chunks") + # time.sleep(0.1) # get data # self.chunk_store.state_queue_download(chunk_header.chunk_id) @@ -180,6 +180,26 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) ) to_write = bytes(to_write) + + # try to write and check size, otherwise re-try + while True: + try: + f.seek(0, 0) + f.write(to_write) + f.flush() + + # check size + file_size = os.path.getsize(fpath) + if file_size == chunk_header.data_len: + break + except Exception as e: + print(e) + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) + time.sleep(1) + f.write(to_write) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len From ad1a491729e28661f88def64804277fd67f2836b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 9 Apr 2023 19:41:22 -0700 Subject: [PATCH 092/186] initial implementation --- skyplane/api/client.py | 7 + skyplane/api/dataplane.py | 98 +++--- skyplane/api/tracker.py | 21 +- skyplane/broadcast/bc_dataplane.py | 2 +- skyplane/broadcast/bc_plan.py | 2 +- skyplane/broadcast/gateway/gateway_program.py | 15 +- skyplane/compute/server.py | 90 +++--- .../azure_storage_account_interface.py | 1 + skyplane/obj_store/gcs_interface.py | 1 + skyplane/obj_store/s3_interface.py | 1 + skyplane/planner/planner.py | 118 +++++-- skyplane/planner/solver.py | 2 +- skyplane/planner/topology.py | 295 +++++++----------- 13 files changed, 342 insertions(+), 311 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 455f72216..744178a75 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -13,6 +13,8 @@ from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path +from skyplane.api.pipeline import Pipeline + if TYPE_CHECKING: from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig, TransferConfig @@ -62,6 +64,11 @@ def __init__( gcp_auth=self.gcp_auth, ) + def pipeline(self): + """Create a pipeline object to queue jobs""" + return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) + return Pipeline() + def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ A simple version of Skyplane copy. It automatically waits for transfer to complete diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index ebf82eef8..9e72551bd 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -9,13 +9,15 @@ import nacl.secret import nacl.utils import urllib3 +from pathlib import Path from typing import TYPE_CHECKING, Dict, List, Optional from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -from skyplane.planner.topology import ReplicationTopology, ReplicationTopologyGateway +#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -53,7 +55,7 @@ class Dataplane: def __init__( self, clientid: str, - topology: ReplicationTopology, + topology: TopologyPlan, provisioner: "Provisioner", transfer_config: TransferConfig, log_dir: str, @@ -71,15 +73,12 @@ def __init__( """ self.clientid = clientid self.topology = topology - self.src_region_tag = self.topology.source_region() - self.dst_region_tag = self.topology.sink_region() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - self.max_instances = int(regions[max(regions, key=regions.get)]) self.provisioner = provisioner self.transfer_config = transfer_config self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False + self.log_dir = Path(log_dir) self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) @@ -91,41 +90,48 @@ def __init__( # pending tracker tasks self.jobs_to_dispatch: List[TransferJob] = [] self.pending_transfers: List[TransferProgressTracker] = [] - self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} def _start_gateway( self, gateway_docker_image: str, - gateway_node: ReplicationTopologyGateway, + gateway_node: TopologyPlanGateway, gateway_server: compute.Server, - gateway_log_dir: Optional[PathLike] = None, + gateway_log_dir: Optional[PathLike], authorize_ssh_pub_key: Optional[str] = None, e2ee_key_bytes: Optional[str] = None, ): # map outgoing ports setup_args = {} - for n, v in self.topology.get_outgoing_paths(gateway_node).items(): - if isinstance(n, ReplicationTopologyGateway): - # use private ips for gcp to gcp connection - src_provider, dst_provider = gateway_node.region.split(":")[0], n.region.split(":")[0] - if src_provider == dst_provider and src_provider == "gcp": - setup_args[self.bound_nodes[n].private_ip()] = v - else: - setup_args[self.bound_nodes[n].public_ip()] = v - am_source = gateway_node in self.topology.source_instances() - am_sink = gateway_node in self.topology.sink_instances() + for gateway_id, n_conn in self.topology.get_outgoing_paths(gateway_node.gateway_id).items(): + node = self.topology.get_gateway(gateway_id) + # use private ips for gcp to gcp connection + src_provider, dst_provider = gateway_node.region.split(":")[0], node.region.split(":")[0] + if src_provider == dst_provider and src_provider == "gcp": + setup_args[self.bound_nodes[node].private_ip()] = n_conn + else: + setup_args[self.bound_nodes[node].public_ip()] = n_conn logger.fs.debug(f"[Dataplane._start_gateway] Setup args for {gateway_node}: {setup_args}") - # start gateway if gateway_log_dir: gateway_server.init_log_files(gateway_log_dir) if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) + + # write gateway programs + gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}") + with open(gateway_program_filename, "w") as f: + f.write(gateway_node.gateway_program.to_dict(), default=lambda obj: obj.__dict__) + print("gateway", gateway_program_filename) + + # start gateway gateway_server.start_gateway( setup_args, gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, + gateway_program_path=gateway_program_filename, + gateway_info_path=f"{gateway_log_dir}/gateway_info.json", + e2ee_key_bytes=None, # TODO: remove + use_bbr=self.transfer_config.use_bbr, # TODO: remove use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) @@ -134,7 +140,6 @@ def provision( self, allow_firewall: bool = True, gateway_docker_image: str = os.environ.get("SKYPLANE_DOCKER_IMAGE", gateway_docker_image()), - gateway_log_dir: Optional[PathLike] = None, authorize_ssh_pub_key: Optional[str] = None, max_jobs: int = 16, spinner: bool = False, @@ -146,25 +151,32 @@ def provision( :type allow_firewall: bool :param gateway_docker_image: Docker image token in github :type gateway_docker_image: str - :param gateway_log_dir: path to the log directory in the remote gatweways - :type gateway_log_dir: PathLike :param authorize_ssh_pub_key: authorization ssh key to the remote gateways :type authorize_ssh_pub_key: str :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int - :param spinner: whether to show the spinner during the job (default: False) + :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ with self.provisioning_lock: if self.provisioned: logger.error("Cannot provision dataplane, already provisioned!") return - aws_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.nodes if n.region.startswith("aws:")) - azure_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.nodes if n.region.startswith("azure:")) - gcp_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.nodes if n.region.startswith("gcp:")) + + # initialize clouds + aws_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("aws:")) + azure_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("azure:")) + gcp_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("gcp:")) + + self.provisioner.init_global( + aws=len(aws_nodes_to_provision) > 0, + azure=len(azure_nodes_to_provision) > 0, + gcp=len(gcp_nodes_to_provision) > 0, + ) # create VMs from the topology - for node in self.topology.gateway_nodes: + for node in self.topology.get_gateways(): cloud_provider, region = node.region.split(":") self.provisioner.add_task( cloud_provider=cloud_provider, @@ -174,13 +186,6 @@ def provision( autoterminate_minutes=self.transfer_config.autoterminate_minutes, ) - # initialize clouds - self.provisioner.init_global( - aws=len(aws_nodes_to_provision) > 0, - azure=len(azure_nodes_to_provision) > 0, - gcp=len(gcp_nodes_to_provision) > 0, - ) - # provision VMs uuids = self.provisioner.provision( authorize_firewall=allow_firewall, @@ -194,10 +199,14 @@ def provision( for s in servers: servers_by_region[s.region_tag].append(s) print(servers_by_region) - for node in self.topology.gateway_nodes: + for node in self.topology.get_gateways(): print(node.region) instance = servers_by_region[node.region].pop() self.bound_nodes[node] = instance + + # set ip addresses (for gateway program generation) + self.topology.set_ip_addresses(node.gateway_id, self.bound_nodes[node].private_ip(), self.bound_nodes[node].public_ip()) + logger.fs.debug(f"[Dataplane.provision] bound_nodes = {self.bound_nodes}") gateway_bound_nodes = self.bound_nodes.copy() @@ -208,10 +217,21 @@ def provision( logger.fs.info(f"Using docker image {gateway_docker_image}") e2ee_key_bytes = nacl.utils.random(nacl.secret.SecretBox.KEY_SIZE) + # create gateway logging dir + gateway_program_dir = f"{self.log_dir}/programs/" + Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) + print("writing programs", gateway_program_dir) + + # write gateway info file + gateway_info_path = f"{self.log_dir}/gateway_info.json" + with open(gateway_info_path, "w") as f: + json.dump(self.topology.get_gateway_info_json(), f, indent=4) + + # start gateways in parallel jobs = [] for node, server in gateway_bound_nodes.items(): jobs.append( - partial(self._start_gateway, gateway_docker_image, node, server, gateway_log_dir, authorize_ssh_pub_key, e2ee_key_bytes) + partial(self._start_gateway, gateway_docker_image, node, server, gateway_program_dir, authorize_ssh_pub_key, e2ee_key_bytes) ) logger.fs.debug(f"[Dataplane.provision] Starting gateways on {len(jobs)} servers") do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 078577889..2e1707a78 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -118,13 +118,13 @@ def __str__(self): def run(self): """Dispatch and start the transfer jobs""" - src_cloud_provider = self.dataplane.src_region_tag.split(":")[0] - dst_cloud_provider = self.dataplane.dst_region_tag.split(":")[0] + src_cloud_provider = self.dataplane.topology.src_region_tag.split(":")[0] + dst_cloud_provider = self.dataplane.topology.dest_region_tags[0].split(":")[0] args = { "cmd": ",".join([job.__class__.__name__ for job in self.jobs.values()]), "recursive": ",".join([str(job.recursive) for job in self.jobs.values()]), "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": self.dataplane.max_instances, + "instances_per_region": 1, # TODO: read this from config file "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), "dst_instance_type": getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), @@ -151,7 +151,7 @@ def run(self): ) except Exception as e: UsageClient.log_exception( - "dispatch job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "dispatch job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) raise e @@ -167,14 +167,14 @@ def run(self): "monitor transfer", reformat_err, args, - self.dataplane.src_region_tag, - self.dataplane.dst_region_tag, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) raise err except Exception as e: UsageClient.log_exception( - "monitor transfer", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "monitor transfer", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dst_region_tags, session_start_timestamp_ms ) raise e end_time = int(time.time()) @@ -185,7 +185,7 @@ def run(self): job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) raise e @@ -195,7 +195,7 @@ def run(self): job.verify() except Exception as e: UsageClient.log_exception( - "verify job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "verify job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) raise e @@ -206,7 +206,7 @@ def run(self): } self.hooks.on_transfer_end(transfer_stats) UsageClient.log_transfer( - transfer_stats, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + transfer_stats, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) @imports.inject("pandas") @@ -214,6 +214,7 @@ def monitor_transfer(pd, self): """Monitor the tranfer by copying remote gateway logs and show transfer stats by hooks""" # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = self.dataplane.topology.sink_instances() + print("sink instances", sinks) sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index f0a794a33..182771a50 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -11,7 +11,7 @@ from skyplane import compute from skyplane.api.dataplane import Dataplane from skyplane.api.config import TransferConfig -from skyplane.planner.topology import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.api.tracker import TransferHook from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index e5da5a227..87b4b4950 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -5,7 +5,7 @@ from skyplane.chunk import ChunkRequest from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.planner.topology import ( +from skyplane.planner.topology_old import ( ReplicationTopology, ReplicationTopologyNode, ReplicationTopologyGateway, diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index b2f329df1..3da724472 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -32,9 +32,9 @@ def __repr__(self): class GatewaySend(GatewayOperator): - def __init__(self, ip_address: str, region: str, num_connections: int = 32, compress: bool = False, encrypt: bool = False): + def __init__(self, target_gateway_id: str, region: str, num_connections: int = 32, compress: bool = False, encrypt: bool = False): super().__init__("send") - self.ip_address = ip_address + self.target_gateway_id = target_gateway_id # gateway to send to self.region = region # region to send to self.num_connections = num_connections # default this for now self.compress = compress @@ -94,18 +94,25 @@ class GatewayProgram: We intend to extend GatewayProgram to eventually support operations on chunk data. """ + ip_address = None + def __init__(self): self._plan = defaultdict(list) self._ops = {} - def add_operators(self, ops: List[GatewayOperator], parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): + def get_operators(self) -> List[GatewayOperator]: + return list(self._ops.values()) + + def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] = None, partition_id: int = None): + parent_op = self._ops[parent_handle] if parent_handle else None ops_handles = [] for op in ops: ops_handles.append(self.add_operator(op, parent_op, partition_id)) return ops_handles - def add_operator(self, op: GatewayOperator, parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): + def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, partition_id: int = None): + parent_op = self._ops[parent_handle] if parent_handle else None if not parent_op: # root operation self._plan[partition_id].append(op) else: diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 05a4cbf6e..26e1192ba 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -19,6 +19,7 @@ from skyplane.utils.fn import PathLike, wait_for from skyplane.utils.retry import retry_backoff from skyplane.utils.timer import Timer +from skyplane.planner.topology import TopologyPlanGateway tmp_log_dir = Path("/tmp/skyplane") @@ -274,9 +275,13 @@ def pull_docker(self, gateway_docker_image): def start_gateway( self, - outgoing_ports: Dict[str, int], # maps ip to number of connections along route + #outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, - gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region + #gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region + #gateway: TopologyPlanGateway, + #gateway_program_dir: str, + gateway_program_path: str, + gateway_info_path: str, log_viewer_port=8888, use_bbr=False, use_compression=False, @@ -334,39 +339,54 @@ def check_stderr(tup): docker_envs["E2EE_KEY_FILE"] = f"/pkg/data/{e2ee_key_file}" docker_run_flags += f" -v /tmp/{e2ee_key_file}:/pkg/data/{e2ee_key_file}" - # NOTE: (BC) upload gateway specification for this gateway - if gateway_programs: - # for ip, program in gateway_programs.items(): - # print(ip) - # pprint(program.to_dict()) - - region_tag = self.region_tag.replace(":", "_") - filename = f"gateway_programs_{region_tag}.json" - write_json_dir = tmp_log_dir / "gw_programs" - write_json_dir.mkdir(exist_ok=True, parents=True) - write_json_path = write_json_dir / filename - with open(write_json_path, "w") as f: - f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) - - # write gateway programs at all regions into a single file (for visualization) - write_json_complete_path = write_json_dir / "gateway_programs_complete.json" - with open(write_json_complete_path, "w") as f: - f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) - - self.upload_file(write_json_path, f"/tmp/{filename}") - docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" - docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" - gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - ) - print("has gateway program", gateway_daemon_cmd) - else: - # not use broadcast gateway programs, pass in outgoing ports - gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - ) - gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" - print("no gateway program", gateway_daemon_cmd) + + # upload gateway programs and gateway info + gateway_program_file = os.path.basename(gateway_program_path) + gateway_info_file = os.path.basename(gateway_info_path) + self.upload_file(gateway_program_path, f"/tmp/{gateway_program_file}") # upload gateway program + self.upload_file(gateway_info_path, f"/tmp/{gateway_info_file}") # upload gateway info + docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{gateway_program_file}" + docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/{gateway_info_file}" + docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/{gateway_program_file}" + docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/{gateway_info_file}" + gateway_daemon_cmd = ( + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + ) + print("has gateway program", gateway_daemon_cmd) + + ## NOTE: (BC) upload gateway specification for this gateway + #if gateway_programs: + # # for ip, program in gateway_programs.items(): + # # print(ip) + # # pprint(program.to_dict()) + + # region_tag = self.region_tag.replace(":", "_") + # filename = f"gateway_programs_{region_tag}.json" + # write_json_dir = tmp_log_dir / "gw_programs" + # write_json_dir.mkdir(exist_ok=True, parents=True) + # write_json_path = write_json_dir / filename + # with open(write_json_path, "w") as f: + # f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) + + # # write gateway programs at all regions into a single file (for visualization) + # write_json_complete_path = write_json_dir / "gateway_programs_complete.json" + # with open(write_json_complete_path, "w") as f: + # f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) + + # self.upload_file(write_json_path, f"/tmp/{filename}") + # docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" + # docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" + # gateway_daemon_cmd = ( + # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + # ) + # print("has gateway program", gateway_daemon_cmd) + #else: + # # not use broadcast gateway programs, pass in outgoing ports + # gateway_daemon_cmd = ( + # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + # ) + # gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" + # print("no gateway program", gateway_daemon_cmd) docker_run_flags += " " + " ".join(f"--env {k}={v}" for k, v in docker_envs.items()) diff --git a/skyplane/obj_store/azure_storage_account_interface.py b/skyplane/obj_store/azure_storage_account_interface.py index 12d9a019a..be1d4a00e 100644 --- a/skyplane/obj_store/azure_storage_account_interface.py +++ b/skyplane/obj_store/azure_storage_account_interface.py @@ -11,6 +11,7 @@ class AzureStorageAccountInterface: def __init__(self, account_name: str): self.auth = compute.AzureAuthentication() self.account_name = account_name + self.provider = "azure" @lru_cache(maxsize=1) def storage_account_obj(self): diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 690d164c9..bb66feca8 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -26,6 +26,7 @@ def __init__(self, bucket_name: str): self.auth = compute.GCPAuthentication() self._gcs_client = self.auth.get_storage_client() self._requests_session = requests.Session() + self.provider = "gcp" def path(self): return f"gs://{self.bucket_name}" diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index b9c84e02f..75db0283c 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -23,6 +23,7 @@ def __init__(self, bucket_name: str): self.requester_pays = False self.bucket_name = bucket_name self._cached_s3_clients = {} + self.provider = "aws" def path(self): return f"s3://{self.bucket_name}" diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index e304cbe51..a6be0ffb9 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -1,45 +1,100 @@ from importlib.resources import path +from typing import List, Optional, Tuple + from skyplane import compute -from skyplane.planner.solver import ThroughputProblem -from skyplane.planner.topology import ReplicationTopology +from skyplane.planner.topology_old import ReplicationTopology +from skyplane.planner.topology import TopologyPlan +from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewayMuxOr, GatewayReadObjectStore, GatewayReceive, GatewayWriteObjectStore, GatewaySend -class Planner: - def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str): - self.src_provider = src_provider - self.src_region = src_region - self.dst_provider = dst_provider - self.dst_region = dst_region +from skyplane.api.transfer_job import TransferJob - def plan(self) -> ReplicationTopology: + +class Planner: + def plan(self) -> TopologyPlan: raise NotImplementedError + +class DirectPlanner(Planner): -class DirectPlanner(Planner): - def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): + def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections - super().__init__(src_provider, src_region, dst_provider, dst_region) - - def plan(self) -> ReplicationTopology: - src_region_tag = f"{self.src_provider}:{self.src_region}" - dst_region_tag = f"{self.dst_provider}:{self.dst_region}" - if src_region_tag == dst_region_tag: # intra-region transfer w/o solver - topo = ReplicationTopology() + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + + # jobs must have same sources and destinations + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tag = jobs[0].dst_iface.region_tag() + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert job.dst_iface.region_tag() == dst_region_tag, "All jobs must have same destination region" + + print(src_region_tag, dst_region_tag) + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=[dst_region_tag]) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + plan.add_gateway(src_region_tag) + plan.add_gateway(dst_region_tag) + + # ids of gateways in dst region + dst_gateways = plan.get_region_gateways(dst_region_tag) + + src_program = GatewayProgram() + dst_program = GatewayProgram() + + for job in jobs: + src_bucket = job.src_iface.bucket + dst_bucket = job.dst_iface.bucket + + # give each job a different partition id, so we can read/write to different buckets + partition_id = jobs.index(job) + + # source region gateway program + obj_store_read = src_program.add_operator(GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id) + mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=obj_store_read, partition_id=partition_id) for i in range(self.n_instances): - topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) - topo.add_instance_objstore_edge(src_region_tag, i, src_region_tag) - topo.cost_per_gb = 0 - return topo - else: # inter-region transfer w/ solver - topo = ReplicationTopology() - for i in range(self.n_instances): - topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) - topo.add_instance_instance_edge(src_region_tag, i, dst_region_tag, i, self.n_connections) - topo.add_instance_objstore_edge(dst_region_tag, i, dst_region_tag) - topo.cost_per_gb = compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) - return topo + src_program.add_operator(GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=src_region_tag, num_connections=self.n_connections), parent_handle=mux_or, partition_id=partition_id) + + # dst region gateway program + recv_op = dst_program.add_operator(GatewayReceive(), partition_id=partition_id) + dst_program.add_operator(GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id) + + # set gateway programs + plan.set_gateway_program(src_region_tag, src_program) + plan.set_gateway_program(dst_region_tag, dst_program) + + return plan + + +#class DirectPlanner(Planner): +# def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): +# self.n_instances = n_instances +# self.n_connections = n_connections +# super().__init__(src_provider, src_region, dst_provider, dst_region) +# +# def plan(self) -> ReplicationTopology: +# src_region_tag = f"{self.src_provider}:{self.src_region}" +# dst_region_tag = f"{self.dst_provider}:{self.dst_region}" +# if src_region_tag == dst_region_tag: # intra-region transfer w/o solver +# topo = ReplicationTopology() +# for i in range(self.n_instances): +# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) +# topo.add_instance_objstore_edge(src_region_tag, i, src_region_tag) +# topo.cost_per_gb = 0 +# return topo +# else: # inter-region transfer w/ solver +# topo = ReplicationTopology() +# for i in range(self.n_instances): +# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) +# topo.add_instance_instance_edge(src_region_tag, i, dst_region_tag, i, self.n_connections) +# topo.add_instance_objstore_edge(dst_region_tag, i, dst_region_tag) +# topo.cost_per_gb = compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) +# return topo class ILPSolverPlanner(Planner): @@ -60,7 +115,7 @@ def __init__( def plan(self) -> ReplicationTopology: from skyplane.planner.solver_ilp import ThroughputSolverILP - + from skyplane.planner.solver import ThroughputProblem problem = ThroughputProblem( src=f"{self.src_provider}:{self.src_region}", dst=f"{self.dst_provider}:{self.dst_region}", @@ -96,6 +151,7 @@ def __init__( def plan(self) -> ReplicationTopology: from skyplane.planner.solver_ron import ThroughputSolverRON + from skyplane.planner.solver import ThroughputProblem problem = ThroughputProblem( src=self.src_region, diff --git a/skyplane/planner/solver.py b/skyplane/planner/solver.py index 9de1796b1..c329b920e 100644 --- a/skyplane/planner/solver.py +++ b/skyplane/planner/solver.py @@ -8,7 +8,7 @@ from typing import Dict, List, Optional, Tuple from skyplane import compute -from skyplane.planner.topology import ReplicationTopology +from skyplane.planner.topology_old import ReplicationTopology from skyplane.utils import logger from skyplane.utils.definitions import GB diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index a0d92a81a..12aa3fb20 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -1,203 +1,120 @@ -import json -import shutil -from dataclasses import dataclass +from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewaySend, GatewayWriteLocal, GatewayWriteObjectStore +from typing import List -from typing import Dict, List, Optional, Set, Tuple - -from skyplane.utils import logger - - -@dataclass -class ReplicationTopologyNode: - region: str - - def to_dict(self) -> Dict: - """Serialize to dict with type information.""" - return {"type": self.__class__.__name__, "fields": self.__dict__} - - @classmethod - def from_dict(cls, topology_dict: Dict) -> "ReplicationTopologyNode": - """Deserialize from dict with type information.""" - if topology_dict["type"] == "ReplicationTopologyGateway": - return ReplicationTopologyGateway.from_dict_fields(topology_dict["fields"]) - elif topology_dict["type"] == "ReplicationTopologyObjectStore": - return ReplicationTopologyObjectStore.from_dict_fields(topology_dict["fields"]) - else: - raise ValueError("Unknown topology node type: {}".format(topology_dict["type"])) - - @classmethod - def from_dict_fields(cls, fields: Dict): - """Deserialize from dict with type information.""" - return cls(**fields) +class TopologyPlanGateway: + """ + Represents a gateway in the topology plan. + """ -@dataclass -class ReplicationTopologyGateway(ReplicationTopologyNode): - instance: int + def __init__(self, region: str, gateway_id: str): + self.region = region + self.gateway_id = gateway_id + self.gateway_program = None - def __hash__(self) -> int: - return hash((self.region, self.instance)) + # ip addresses + self.private_ip_address = None + self.public_ip_address = None + def set_private_ip_address(self, private_ip_address: str): + """ Set the IP address of the gateway (not determined until provisioning is complete) + """ + self.private_ip_address = private_ip_address -@dataclass -class ReplicationTopologyObjectStore(ReplicationTopologyNode): - def __hash__(self) -> int: - return hash(self.region) + def set_public_ip_address(self, public_ip_address: str): + """ Set the public IP address of the gateway (not determined until provisioning is complete) + """ + self.public_ip_address = public_ip_address + def set_gateway_program(self, gateway_program: GatewayProgram): + """ Set the gateway program for the gateway """ + self.gateway_program = gateway_program -class ReplicationTopology: +class TopologyPlan: """ - ReplicationTopology stores a DAG where nodes are an instance in a cloud region - (e.g. "aws:us-east-1", instance 0) and edges denote a connection to another - cloud region (e.g. ("aws:us-east-1", 0) -> ("aws:us-west-2", 1) with an - associated number of connections (e.g. 64). + The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. """ - def __init__( - self, - edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int]]] = None, - cost_per_gb: Optional[float] = None, - ): - self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int]] = edges or [] - self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) - self.cost_per_gb: Optional[float] = cost_per_gb - - @property - def gateway_nodes(self) -> Set[ReplicationTopologyGateway]: - return {n for n in self.nodes if isinstance(n, ReplicationTopologyGateway)} + def __init__(self, src_region_tag: str, dest_region_tags: List[str]): + self.src_region_tag = src_region_tag + self.dest_region_tags = dest_region_tags + self.gateways = {} @property - def obj_store_nodes(self) -> Set[ReplicationTopologyObjectStore]: - return {n for n in self.nodes if isinstance(n, ReplicationTopologyObjectStore)} - - def add_instance_instance_edge(self, src_region: str, src_instance: int, dest_region: str, dest_instance: int, num_connections: int): - """Add relay edge between two instances.""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - self.edges.append((src_gateway, dest_gateway, int(num_connections))) - self.nodes.add(src_gateway) - self.nodes.add(dest_gateway) - - def add_objstore_instance_edge(self, src_region: str, dest_region: str, dest_instance: int): - """Add object store to instance node (i.e. source bucket to source gateway).""" - src_objstore = ReplicationTopologyObjectStore(src_region) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - self.edges.append((src_objstore, dest_gateway, 0)) - self.nodes.add(src_objstore) - self.nodes.add(dest_gateway) - - def add_instance_objstore_edge(self, src_region: str, src_instance: int, dest_region: str): - """Add instance to object store edge (i.e. destination gateway to destination bucket).""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_objstore = ReplicationTopologyObjectStore(dest_region) - self.edges.append((src_gateway, dest_objstore, 0)) - self.nodes.add(src_gateway) - self.nodes.add(dest_objstore) - - def get_outgoing_paths(self, src: ReplicationTopologyNode): - """Return nodes that follow src in the topology.""" - return {dest_gateway: num_connections for src_gateway, dest_gateway, num_connections in self.edges if src_gateway == src} - - def get_incoming_paths(self, dest: ReplicationTopologyNode): - """Return nodes that precede dest in the topology.""" - return {src_gateway: num_connections for dest_gateway, src_gateway, num_connections in self.edges if dest_gateway == dest} - - def source_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = self.nodes - {v for u, v, _ in self.edges if not isinstance(u, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def sink_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = self.nodes - {u for u, v, _ in self.edges if not isinstance(v, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def source_region(self) -> str: - instances = list(self.source_instances()) - assert all( - i.region == instances[0].region for i in instances - ), f"All source instances must be in the same region, but found {instances}" - return instances[0].region - - def sink_region(self) -> str: - instances = list(self.sink_instances()) - assert all(i.region == instances[0].region for i in instances), "All sink instances must be in the same region" - return instances[0].region - - def per_region_count(self) -> Dict[str, int]: - counts = {} - for node in self.nodes: - if isinstance(node, ReplicationTopologyGateway): - counts[node.region] = counts.get(node.region, 0) + 1 - return counts - - def to_json(self): - """ - Returns a JSON representation of the topology. - """ - edges = [] - for e in self.edges: - edges.append({"src": e[0].to_dict(), "dest": e[1].to_dict(), "num_connections": int(e[2])}) - return json.dumps(dict(replication_topology_edges=edges)) + def regions(self) -> List[str]: + """Get all regions in the topology plan""" + return list(set([gateway.region for gateway in self.gateways.values()])) + + def add_gateway(self, region: str): + """Create gateway in specified region""" + print(region) + gateway_id = region + str(len([gateway for gateway in self.gateways.values() if gateway.region == region])) + assert gateway_id not in self.gateways + gateway = TopologyPlanGateway(region, gateway_id) + self.gateways[gateway_id] = gateway + return gateway + + def get_region_gateways(self, region: str): + """Get all gateways in a region""" + return [gateway for gateway in self.gateways.values() if gateway.region == region] + + def get_gateways(self) -> List[TopologyPlanGateway]: + """Get all gateways""" + return list(self.gateways.values()) + + def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: + return self.gateways[gateway_id] + + def set_gateway_program(self, region: str, gateway_program: GatewayProgram): + """Update all gateways in a region with specified gateway program""" + for gateway in self.get_region_gateways(region): + gateway.set_gateway_program(gateway_program) + + def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_address: str): + """Set IP address of a gateway""" + self.gateways[gateway_id].set_private_ip_address(private_ip_address) + self.gateways[gateway_id].set_public_ip_address(public_ip_address) + + def generate_gateway_program(self, region: str): + """Generate gateway program for all gateways in a region""" + # TODO: eventually let gateways in same region have different programs + for gateway in self.get_region_gateways(region): + return gateway.generate_gateway_program() + + def get_outgoing_paths(self, gateway_id: str): + """Get all outgoing paths from a gateway""" + outgoing_paths = {} + for operator in self.gateways[gateway_id].gateway_program.get_operators(): + if isinstance(operator, GatewaySend): + # get id of gateway that operator is sending to + assert operator.target_gateway_id in self.gateways, f"Gateway {operator.target_gateway_id} not found in gateway list {self.gateways}" + outgoing_paths[operator.target_gateway_id] = operator.num_connections + return outgoing_paths + + def get_gateway_program_json(self, gateway_id: str): + """Get gateway program for a gateway""" + return self.gateways[gateway_id].gateway_program.to_json() + + def get_gateway_info_json(self): + """ Return JSON mapping between gateway ids to public ip, public ip, provider, and region""" + gateway_info = {} + for gateway in self.gateways.values(): + gateway_info[gateway.gateway_id] = { + "private_ip_address": gateway.private_ip_address, + "public_ip_address": gateway.public_ip_address, + "region": gateway.region, + "provider": gateway.provider + } + return gateway_info + + + def sink_instances(self): + """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" + nodes = [] + for gateway in self.gateways.values(): + for operator in gateway.gateway_program.get_operators(): + if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): + nodes.append(gateway) + break + return nodes - @classmethod - def from_json(cls, json_str: str): - """ - Returns a ReplicationTopology from a JSON string. - """ - in_dict = json.loads(json_str) - assert "replication_topology_edges" in in_dict - edges = [] - for edge in in_dict["replication_topology_edges"]: - edges.append( - (ReplicationTopologyNode.from_dict(edge["src"]), ReplicationTopologyNode.from_dict(edge["dest"]), edge["num_connections"]) - ) - return ReplicationTopology(edges) - - def to_graphviz(self): - import graphviz as gv # pytype: disable=import-error - - # if dot is not installed - has_dot = shutil.which("dot") is not None - if not has_dot: - logger.error("Graphviz is not installed. Please install it to plot the solution (sudo apt install graphviz).") - return None - - g = gv.Digraph(name="throughput_graph") - g.attr(rankdir="LR") - subgraphs = {} - for src_gateway, dest_gateway, n_connections in self.edges: - # group node instances by region - src_region, src_instance = ( - src_gateway.region, - src_gateway.instance if isinstance(src_gateway, ReplicationTopologyGateway) else "objstore", - ) - dest_region, dest_instance = ( - dest_gateway.region, - dest_gateway.instance if isinstance(dest_gateway, ReplicationTopologyGateway) else "objstore", - ) - src_region, dest_region = src_region.replace(":", "/"), dest_region.replace(":", "/") - src_node = f"{src_region}, {src_instance}" - dest_node = f"{dest_region}, {dest_instance}" - - # make a subgraph for each region - if src_region not in subgraphs: - subgraphs[src_region] = gv.Digraph(name=f"cluster_{src_region}") - subgraphs[src_region].attr(label=src_region) - if dest_region not in subgraphs: - subgraphs[dest_region] = gv.Digraph(name=f"cluster_{dest_region}") - subgraphs[dest_region].attr(label=dest_region) - - # add nodes - subgraphs[src_region].node(src_node, label=str(src_instance), shape="box") - subgraphs[dest_region].node(dest_node, label=str(dest_instance), shape="box") - - # add edges - g.edge( - src_node, - dest_node, - label=f"{n_connections} connections" if src_instance != "objstore" and dest_instance != "objstore" else None, - ) - - for subgraph in subgraphs.values(): - g.subgraph(subgraph) - - return g From e9bc6436e21448742e9d17d9c507bbd8e7e76f13 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 9 Apr 2023 19:51:19 -0700 Subject: [PATCH 093/186] add pipeline file --- skyplane/api/dataplane.py | 2 +- skyplane/api/pipeline.py | 148 +++++++++++++++++++++++++++++++++++ skyplane/planner/topology.py | 34 +++++--- skyplane/test_pipeline.py | 10 +++ 4 files changed, 181 insertions(+), 13 deletions(-) create mode 100644 skyplane/api/pipeline.py create mode 100644 skyplane/test_pipeline.py diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 9e72551bd..13e6e5779 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -177,7 +177,7 @@ def provision( # create VMs from the topology for node in self.topology.get_gateways(): - cloud_provider, region = node.region.split(":") + cloud_provider, region = node.region_tag.split(":") self.provisioner.add_task( cloud_provider=cloud_provider, region=region, diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py new file mode 100644 index 000000000..4317284f1 --- /dev/null +++ b/skyplane/api/pipeline.py @@ -0,0 +1,148 @@ +import json +import os +import threading +from collections import defaultdict, Counter +from datetime import datetime +from functools import partial +from datetime import datetime + +import nacl.secret +import nacl.utils +import urllib3 +from typing import TYPE_CHECKING, Dict, List, Optional + +from skyplane import compute +from skyplane.api.tracker import TransferProgressTracker, TransferHook +from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob +from skyplane.api.config import TransferConfig +from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.planner import DirectPlanner +from skyplane.utils import logger +from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir +from skyplane.utils.fn import PathLike, do_parallel + +from skyplane.api.dataplane import Dataplane + +if TYPE_CHECKING: + from skyplane.api.provisioner import Provisioner + + +class Pipeline: + """A pipeline object stores and executes a set of transfer jobs.""" + + def __init__( + self, + clientid: str, + provisioner: "Provisioner", + transfer_config: TransferConfig, + debug: bool = False, + ): + """ + :param clientid: the uuid of the local host to create the dataplane + :type clientid: str + :param provisioner: the provisioner to launch the VMs + :type provisioner: Provisioner + :param transfer_config: the configuration during the transfer + :type transfer_config: TransferConfig + """ + self.clientid = clientid + # TODO: set max instances with VM CPU limits and/or config + self.max_instances = 1 + self.provisioner = provisioner + self.transfer_config = transfer_config + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + self.provisioning_lock = threading.Lock() + self.provisioned = False + self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") + self.transfer_dir.mkdir(exist_ok=True, parents=True) + + # transfer logs + self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") + self.transfer_dir.mkdir(exist_ok=True, parents=True) + self.debug = debug + + # pending tracker tasks + self.jobs_to_dispatch: List[TransferJob] = [] + self.pending_transfers: List[TransferProgressTracker] = [] + self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + + def start(self): + + # TODO: Set number of connections properly (or not at all) + planner = DirectPlanner(self.max_instances, 32) + + # create plan from set of jobs scheduled + topo = planner.plan(self.jobs_to_dispatch) + + # create dataplane from plan + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=self.debug) + dp.provision(spinner=True) + dp.run() + + def queue_copy( + self, + src: str, + dst: str, + recursive: bool = False, + ) -> str: + """ + Add a copy job to job list. + Return the uuid of the job. + + :param src: source prefix to copy from + :type src: str + :param dst: the destination of the transfer + :type dst: str + :param recursive: if true, will copy objects at folder prefix recursively (default: False) + :type recursive: bool + """ + job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def queue_sync( + self, + src: str, + dst: str, + ) -> str: + """ + Add a sync job to job list. + Return the uuid of the job. + + :param src: Source prefix to copy from + :type src: str + :param dst: The destination of the transfer + :type dst: str + :param recursive: If true, will copy objects at folder prefix recursively (default: False) + :type recursive: bool + """ + job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTracker: + """Start the transfer asynchronously. The main thread will not be blocked. + + :param hooks: Tracks the status of the transfer + :type hooks: TransferHook + """ + if not self.provisioned: + logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") + tracker = TransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) + self.pending_transfers.append(tracker) + tracker.start() + logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") + self.jobs_to_dispatch = [] + return tracker + + def run(self, hooks: Optional[TransferHook] = None): + """Start the transfer in the main thread. Wait until the transfer is complete. + + :param hooks: Tracks the status of the transfer + :type hooks: TransferHook + """ + tracker = self.run_async(hooks) + logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") + tracker.join() diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 12aa3fb20..606baa40c 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -7,8 +7,8 @@ class TopologyPlanGateway: Represents a gateway in the topology plan. """ - def __init__(self, region: str, gateway_id: str): - self.region = region + def __init__(self, region_tag: str, gateway_id: str): + self.region_tag = region_tag self.gateway_id = gateway_id self.gateway_program = None @@ -16,6 +16,16 @@ def __init__(self, region: str, gateway_id: str): self.private_ip_address = None self.public_ip_address = None + @property + def provider(self): + """Get the provider of the gateway""" + return self.region.split(":")[0] + + @property + def region(self): + """Get the region of the gateway""" + return self.region_tag.split(":")[1] + def set_private_ip_address(self, private_ip_address: str): """ Set the IP address of the gateway (not determined until provisioning is complete) """ @@ -45,18 +55,18 @@ def regions(self) -> List[str]: """Get all regions in the topology plan""" return list(set([gateway.region for gateway in self.gateways.values()])) - def add_gateway(self, region: str): + def add_gateway(self, region_tag: str): """Create gateway in specified region""" - print(region) - gateway_id = region + str(len([gateway for gateway in self.gateways.values() if gateway.region == region])) + print(region_tag) + gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) assert gateway_id not in self.gateways - gateway = TopologyPlanGateway(region, gateway_id) + gateway = TopologyPlanGateway(region_tag, gateway_id) self.gateways[gateway_id] = gateway return gateway - def get_region_gateways(self, region: str): + def get_region_gateways(self, region_tag: str): """Get all gateways in a region""" - return [gateway for gateway in self.gateways.values() if gateway.region == region] + return [gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag] def get_gateways(self) -> List[TopologyPlanGateway]: """Get all gateways""" @@ -65,9 +75,9 @@ def get_gateways(self) -> List[TopologyPlanGateway]: def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: return self.gateways[gateway_id] - def set_gateway_program(self, region: str, gateway_program: GatewayProgram): + def set_gateway_program(self, region_tag: str, gateway_program: GatewayProgram): """Update all gateways in a region with specified gateway program""" - for gateway in self.get_region_gateways(region): + for gateway in self.get_region_gateways(region_tag): gateway.set_gateway_program(gateway_program) def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_address: str): @@ -75,10 +85,10 @@ def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_a self.gateways[gateway_id].set_private_ip_address(private_ip_address) self.gateways[gateway_id].set_public_ip_address(public_ip_address) - def generate_gateway_program(self, region: str): + def generate_gateway_program(self, region_tag: str): """Generate gateway program for all gateways in a region""" # TODO: eventually let gateways in same region have different programs - for gateway in self.get_region_gateways(region): + for gateway in self.get_region_gateways(region_tag): return gateway.generate_gateway_program() def get_outgoing_paths(self, gateway_id: str): diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py new file mode 100644 index 000000000..dfaa52051 --- /dev/null +++ b/skyplane/test_pipeline.py @@ -0,0 +1,10 @@ +from skyplane.api.client import SkyplaneClient +from skyplane.api.pipeline import Pipeline + +client = SkyplaneClient() + +pipeline = client.pipeline() + +pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") + +pipeline.start() \ No newline at end of file From 1a4c225fb97c5c34e0c94b0735723e024892e7f0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 9 Apr 2023 22:09:17 -0700 Subject: [PATCH 094/186] reformat --- skyplane/api/client.py | 2 +- skyplane/api/dataplane.py | 50 ++++---- skyplane/api/pipeline.py | 12 +- skyplane/api/tracker.py | 40 +++++-- skyplane/api/transfer_job.py | 3 + skyplane/api/usage.py | 19 ++- skyplane/broadcast/gateway/gateway_daemon.py | 11 +- skyplane/broadcast/gateway/gateway_program.py | 24 +++- .../gateway/operators/gateway_receiver.py | 4 +- skyplane/compute/server.py | 33 +++--- skyplane/planner/planner.py | 50 +++++--- skyplane/planner/topology.py | 111 ++++++++++-------- skyplane/test_pipeline.py | 2 +- 13 files changed, 222 insertions(+), 139 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 744178a75..72a2c6dc4 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -64,7 +64,7 @@ def __init__( gcp_auth=self.gcp_auth, ) - def pipeline(self): + def pipeline(self): """Create a pipeline object to queue jobs""" return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) return Pipeline() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 13e6e5779..42e09a72b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -16,7 +16,8 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway + +# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir @@ -88,7 +89,6 @@ def __init__( self.debug = debug # pending tracker tasks - self.jobs_to_dispatch: List[TransferJob] = [] self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} @@ -117,21 +117,22 @@ def _start_gateway( gateway_server.init_log_files(gateway_log_dir) if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) - + # write gateway programs - gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}") + gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") + print(gateway_node.gateway_program.to_dict()) with open(gateway_program_filename, "w") as f: - f.write(gateway_node.gateway_program.to_dict(), default=lambda obj: obj.__dict__) - print("gateway", gateway_program_filename) + f.write(gateway_node.gateway_program.to_json()) + print("gateway", gateway_program_filename) # start gateway gateway_server.start_gateway( - setup_args, + # setup_args, gateway_docker_image=gateway_docker_image, gateway_program_path=gateway_program_filename, - gateway_info_path=f"{gateway_log_dir}/gateway_info.json", - e2ee_key_bytes=None, # TODO: remove - use_bbr=self.transfer_config.use_bbr, # TODO: remove + gateway_info_path=f"{gateway_log_dir}/gateway_info.json", + e2ee_key_bytes=None, # TODO: remove + use_bbr=self.transfer_config.use_bbr, # TODO: remove use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) @@ -155,7 +156,7 @@ def provision( :type authorize_ssh_pub_key: str :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int - :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region + :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ @@ -168,7 +169,7 @@ def provision( aws_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("aws:")) azure_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("azure:")) gcp_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("gcp:")) - + self.provisioner.init_global( aws=len(aws_nodes_to_provision) > 0, azure=len(azure_nodes_to_provision) > 0, @@ -200,8 +201,8 @@ def provision( servers_by_region[s.region_tag].append(s) print(servers_by_region) for node in self.topology.get_gateways(): - print(node.region) - instance = servers_by_region[node.region].pop() + print(node.region_tag) + instance = servers_by_region[node.region_tag].pop() self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) @@ -218,14 +219,15 @@ def provision( e2ee_key_bytes = nacl.utils.random(nacl.secret.SecretBox.KEY_SIZE) # create gateway logging dir - gateway_program_dir = f"{self.log_dir}/programs/" + gateway_program_dir = f"{self.log_dir}/programs" Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) print("writing programs", gateway_program_dir) - # write gateway info file - gateway_info_path = f"{self.log_dir}/gateway_info.json" + # write gateway info file + gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: json.dump(self.topology.get_gateway_info_json(), f, indent=4) + print("write info json", gateway_info_path) # start gateways in parallel jobs = [] @@ -256,7 +258,8 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): """ with self.provisioning_lock: if self.debug: - logger.fs.info("Copying gateway logs to {self.transfer_dir}") + logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") + print(f"Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() if not self.provisioned: @@ -352,7 +355,7 @@ def queue_sync( self.jobs_to_dispatch.append(job) return job.uuid - def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTracker: + def run_async(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None) -> TransferProgressTracker: """Start the transfer asynchronously. The main thread will not be blocked. :param hooks: Tracks the status of the transfer @@ -360,19 +363,18 @@ def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTra """ if not self.provisioned: logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = TransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) + tracker = TransferProgressTracker(self, jobs, self.transfer_config, hooks) self.pending_transfers.append(tracker) tracker.start() - logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") - self.jobs_to_dispatch = [] + logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(jobs)} jobs") return tracker - def run(self, hooks: Optional[TransferHook] = None): + def run(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None): """Start the transfer in the main thread. Wait until the transfer is complete. :param hooks: Tracks the status of the transfer :type hooks: TransferHook """ - tracker = self.run_async(hooks) + tracker = self.run_async(jobs, hooks) logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") tracker.join() diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 4317284f1..80e54fb25 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -66,18 +66,18 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} - def start(self): - + def start(self): # TODO: Set number of connections properly (or not at all) planner = DirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) - # create dataplane from plan - dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=self.debug) - dp.provision(spinner=True) - dp.run() + # create dataplane from plan + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) + dp.provision(spinner=True) + dp.run(self.jobs_to_dispatch) + dp.deprovision(spinner=True) def queue_copy( self, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 2e1707a78..778a6dd99 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -124,7 +124,7 @@ def run(self): "cmd": ",".join([job.__class__.__name__ for job in self.jobs.values()]), "recursive": ",".join([str(job.recursive) for job in self.jobs.values()]), "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": 1, # TODO: read this from config file + "instances_per_region": 1, # TODO: read this from config file "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), "dst_instance_type": getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), @@ -151,7 +151,12 @@ def run(self): ) except Exception as e: UsageClient.log_exception( - "dispatch job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + "dispatch job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e @@ -174,7 +179,12 @@ def run(self): raise err except Exception as e: UsageClient.log_exception( - "monitor transfer", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dst_region_tags, session_start_timestamp_ms + "monitor transfer", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e end_time = int(time.time()) @@ -185,7 +195,12 @@ def run(self): job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + "finalize job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e @@ -195,7 +210,12 @@ def run(self): job.verify() except Exception as e: UsageClient.log_exception( - "verify job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + "verify job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e @@ -206,7 +226,11 @@ def run(self): } self.hooks.on_transfer_end(transfer_stats) UsageClient.log_transfer( - transfer_stats, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + transfer_stats, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) @imports.inject("pandas") @@ -224,7 +248,7 @@ def monitor_transfer(pd, self): errors = self.dataplane.check_error_logs() if any(errors.values()): logger.warning("Copying gateway logs...") - self.dataplane.copy_logs() + self.dataplane.copy_gateway_logs() self.errors = errors raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) @@ -275,7 +299,7 @@ def get_chunk_status(args): logs = [] for log_entry in json.loads(reply.data.decode("utf-8"))["chunk_status_log"]: log_entry["region"] = node.region - log_entry["instance"] = node.instance + log_entry["instance"] = node.gateway_id log_entry["time"] = datetime.fromisoformat(log_entry["time"]) log_entry["state"] = ChunkState.from_str(log_entry["state"]) logs.append(log_entry) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 418a5ce5e..d65721ce1 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -41,6 +41,7 @@ def __init__( dst_iface: ObjectStoreInterface, transfer_config: TransferConfig, concurrent_multipart_chunk_threads: int = 64, + num_partitions: int = 1, ): """ :param src_iface: source object store interface @@ -57,6 +58,7 @@ def __init__( self.transfer_config = transfer_config self.multipart_upload_requests = [] self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads + self.num_partitions = num_partitions def _run_multipart_chunk_thread( self, @@ -97,6 +99,7 @@ def _run_multipart_chunk_thread( dest_key=dest_object.key, chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, + partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, upload_id=upload_id, diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 1e17fe370..76eababd9 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -11,7 +11,7 @@ import requests from rich import print as rprint -from typing import Optional, Dict +from typing import Optional, Dict, List import skyplane from skyplane.utils.definitions import tmp_log_dir @@ -136,7 +136,7 @@ def log_exception( exception: Exception, args: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tag: Optional[str] = None, # TODO: fix this for mult-dest session_start_timestamp_ms: Optional[int] = None, ): if cls.enabled(): @@ -146,7 +146,7 @@ def log_exception( error_dict=error_dict, arguments_dict=args, src_region_tag=src_region_tag, - dest_region_tag=dest_region_tag, + dest_region_tags=dest_region_tag, session_start_timestamp_ms=session_start_timestamp_ms, ) destination = client.write_usage_data(stats) @@ -283,17 +283,16 @@ def make_error( error_dict: Dict, arguments_dict: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tags: Optional[List[str]] = [], session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: src_provider, src_region = None, None else: src_provider, src_region = src_region_tag.split(":") - if dest_region_tag is None: - dest_provider, dest_region = None, None - else: - dest_provider, dest_region = dest_region_tag.split(":") + + dest_providers = [tag.split(":")[0] for tag in dest_region_tags] + dest_regions = [tag.split(":")[1] for tag in dest_region_tags] return UsageStatsToReport( skyplane_version=skyplane.__version__, @@ -302,9 +301,9 @@ def make_error( client_id=self.client_id, session_id=self.session_id, source_region=src_region, - destination_region=dest_region, + destination_region=dest_regions[0], # TODO: fix this source_cloud_provider=src_provider, - destination_cloud_provider=dest_provider, + destination_cloud_provider=dest_providers[0], # TODO: FIX THIS os=sys.platform, session_start_timestamp_ms=session_start_timestamp_ms if session_start_timestamp_ms else int(time.time() * 1000), arguments_dict=arguments_dict, diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 152ad154c..6038bbbee 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -43,6 +43,12 @@ def __init__( gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() gateway_program = json.load(open(gateway_program_path, "r")) + pprint(gateway_program) + + # read gateway info + gateway_info_path = Path(os.environ["GATEWAY_INFO_FILE"]).expanduser() + self.gateway_info = json.load(open(gateway_info_path, "r")) + print("starting gateway daemon", gateway_program_path) pprint(gateway_program) assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" @@ -206,10 +212,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ size_mb=op["size_mb"], ) elif op["op_type"] == "send": + # TODO: handle private ips for GCP->GCP + target_gateway_info = self.gateway_info[op["target_gateway_id"]] + print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) operators[handle] = GatewaySender( handle, region=self.region, - ip_addr=op["ip_address"], + ip_addr=target_gateway_info["private_ip_address"], input_queue=input_queue, output_queue=output_queue, error_event=self.error_event, diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 3da724472..c6617d0de 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -122,12 +122,28 @@ def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, return op.handle def to_dict(self): - plan_dict = {} + """ + Return dictionary representation of all partitions and gateway partitions. + Partitions with equivalent programs are grouped together to save space. + """ + program_all = [] for partition_id, op_list in self._plan.items(): - plan_dict[partition_id] = [] + # build gateway program representation + program = [] for op in op_list: - plan_dict[partition_id].append(op.to_dict()) - return plan_dict + program.append(op.to_dict()) + + # check if any existing + exists = False + for p in program_all: + if p["value"] == program: # equivalent partition exists + p["partitions"].append(partition_id) + exists = True + break + if not exists: + program_all.append({"value": program, "partitions": [partition_id]}) + + return program_all def to_json(self): return json.dumps(self.to_dict()) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 1c65b314f..3743c35ab 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -156,7 +156,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region # wait for space - #while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: # print( # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" # ) @@ -198,7 +198,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break - elif file_size >= chunk_header.data_len: + elif file_size >= chunk_header.data_len: raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") except Exception as e: print(e) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 26e1192ba..0b6468e90 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -275,12 +275,12 @@ def pull_docker(self, gateway_docker_image): def start_gateway( self, - #outgoing_ports: Dict[str, int], # maps ip to number of connections along route + # outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, - #gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region - #gateway: TopologyPlanGateway, - #gateway_program_dir: str, - gateway_program_path: str, + # gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region + # gateway: TopologyPlanGateway, + # gateway_program_dir: str, + gateway_program_path: str, gateway_info_path: str, log_viewer_port=8888, use_bbr=False, @@ -339,23 +339,22 @@ def check_stderr(tup): docker_envs["E2EE_KEY_FILE"] = f"/pkg/data/{e2ee_key_file}" docker_run_flags += f" -v /tmp/{e2ee_key_file}:/pkg/data/{e2ee_key_file}" - - # upload gateway programs and gateway info - gateway_program_file = os.path.basename(gateway_program_path) - gateway_info_file = os.path.basename(gateway_info_path) - self.upload_file(gateway_program_path, f"/tmp/{gateway_program_file}") # upload gateway program - self.upload_file(gateway_info_path, f"/tmp/{gateway_info_file}") # upload gateway info - docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{gateway_program_file}" - docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/{gateway_info_file}" - docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/{gateway_program_file}" - docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/{gateway_info_file}" + # upload gateway programs and gateway info + gateway_program_file = os.path.basename(gateway_program_path).replace(":", "_") + gateway_info_file = os.path.basename(gateway_info_path).replace(":", "_") + self.upload_file(gateway_program_path, f"/tmp/{gateway_program_file}") # upload gateway program + self.upload_file(gateway_info_path, f"/tmp/{gateway_info_file}") # upload gateway info + docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/gateway_program.json" + docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/gateway_info.json" + docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" + docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" gateway_daemon_cmd = ( f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" ) print("has gateway program", gateway_daemon_cmd) ## NOTE: (BC) upload gateway specification for this gateway - #if gateway_programs: + # if gateway_programs: # # for ip, program in gateway_programs.items(): # # print(ip) # # pprint(program.to_dict()) @@ -380,7 +379,7 @@ def check_stderr(tup): # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" # ) # print("has gateway program", gateway_daemon_cmd) - #else: + # else: # # not use broadcast gateway programs, pass in outgoing ports # gateway_daemon_cmd = ( # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index a6be0ffb9..431873a8c 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -6,7 +6,14 @@ from skyplane.planner.topology_old import ReplicationTopology from skyplane.planner.topology import TopologyPlan -from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewayMuxOr, GatewayReadObjectStore, GatewayReceive, GatewayWriteObjectStore, GatewaySend +from skyplane.broadcast.gateway.gateway_program import ( + GatewayProgram, + GatewayMuxOr, + GatewayReadObjectStore, + GatewayReceive, + GatewayWriteObjectStore, + GatewaySend, +) from skyplane.api.transfer_job import TransferJob @@ -14,64 +21,70 @@ class Planner: def plan(self) -> TopologyPlan: raise NotImplementedError - -class DirectPlanner(Planner): +class DirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - - # jobs must have same sources and destinations + # jobs must have same sources and destinations src_region_tag = jobs[0].src_iface.region_tag() dst_region_tag = jobs[0].dst_iface.region_tag() - for job in jobs[1:]: + for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" assert job.dst_iface.region_tag() == dst_region_tag, "All jobs must have same destination region" print(src_region_tag, dst_region_tag) plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=[dst_region_tag]) - # TODO: use VM limits to determine how many instances to create in each region + # TODO: use VM limits to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions for i in range(self.n_instances): plan.add_gateway(src_region_tag) plan.add_gateway(dst_region_tag) - # ids of gateways in dst region + # ids of gateways in dst region dst_gateways = plan.get_region_gateways(dst_region_tag) src_program = GatewayProgram() dst_program = GatewayProgram() for job in jobs: - src_bucket = job.src_iface.bucket - dst_bucket = job.dst_iface.bucket + src_bucket = job.src_iface.bucket() + dst_bucket = job.dst_iface.bucket() - # give each job a different partition id, so we can read/write to different buckets + # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) - - # source region gateway program - obj_store_read = src_program.add_operator(GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id) + + # source region gateway program + obj_store_read = src_program.add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=obj_store_read, partition_id=partition_id) for i in range(self.n_instances): - src_program.add_operator(GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=src_region_tag, num_connections=self.n_connections), parent_handle=mux_or, partition_id=partition_id) + src_program.add_operator( + GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=src_region_tag, num_connections=self.n_connections), + parent_handle=mux_or, + partition_id=partition_id, + ) # dst region gateway program recv_op = dst_program.add_operator(GatewayReceive(), partition_id=partition_id) - dst_program.add_operator(GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id) + dst_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id + ) # set gateway programs plan.set_gateway_program(src_region_tag, src_program) plan.set_gateway_program(dst_region_tag, dst_program) - return plan + return plan -#class DirectPlanner(Planner): +# class DirectPlanner(Planner): # def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): # self.n_instances = n_instances # self.n_connections = n_connections @@ -116,6 +129,7 @@ def __init__( def plan(self) -> ReplicationTopology: from skyplane.planner.solver_ilp import ThroughputSolverILP from skyplane.planner.solver import ThroughputProblem + problem = ThroughputProblem( src=f"{self.src_provider}:{self.src_region}", dst=f"{self.dst_provider}:{self.dst_region}", diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 606baa40c..304f08d50 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -1,13 +1,21 @@ -from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewaySend, GatewayWriteLocal, GatewayWriteObjectStore +from skyplane.broadcast.gateway.gateway_program import ( + GatewayProgram, + GatewaySend, + GatewayWriteLocal, + GatewayWriteObjectStore, + GatewayGenData, + GatewayReadObjectStore, +) from typing import List -class TopologyPlanGateway: + +class TopologyPlanGateway: """ Represents a gateway in the topology plan. """ - def __init__(self, region_tag: str, gateway_id: str): + def __init__(self, region_tag: str, gateway_id: str): self.region_tag = region_tag self.gateway_id = gateway_id self.gateway_program = None @@ -17,45 +25,44 @@ def __init__(self, region_tag: str, gateway_id: str): self.public_ip_address = None @property - def provider(self): + def provider(self): """Get the provider of the gateway""" return self.region.split(":")[0] - + @property - def region(self): + def region(self): """Get the region of the gateway""" return self.region_tag.split(":")[1] - def set_private_ip_address(self, private_ip_address: str): - """ Set the IP address of the gateway (not determined until provisioning is complete) - """ + def set_private_ip_address(self, private_ip_address: str): + """Set the IP address of the gateway (not determined until provisioning is complete)""" self.private_ip_address = private_ip_address def set_public_ip_address(self, public_ip_address: str): - """ Set the public IP address of the gateway (not determined until provisioning is complete) - """ + """Set the public IP address of the gateway (not determined until provisioning is complete)""" self.public_ip_address = public_ip_address - def set_gateway_program(self, gateway_program: GatewayProgram): - """ Set the gateway program for the gateway """ + def set_gateway_program(self, gateway_program: GatewayProgram): + """Set the gateway program for the gateway""" self.gateway_program = gateway_program -class TopologyPlan: + +class TopologyPlan: """ - The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. + The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. """ - def __init__(self, src_region_tag: str, dest_region_tags: List[str]): + def __init__(self, src_region_tag: str, dest_region_tags: List[str]): self.src_region_tag = src_region_tag self.dest_region_tags = dest_region_tags self.gateways = {} @property - def regions(self) -> List[str]: + def regions(self) -> List[str]: """Get all regions in the topology plan""" return list(set([gateway.region for gateway in self.gateways.values()])) - def add_gateway(self, region_tag: str): + def add_gateway(self, region_tag: str): """Create gateway in specified region""" print(region_tag) gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) @@ -64,67 +71,77 @@ def add_gateway(self, region_tag: str): self.gateways[gateway_id] = gateway return gateway - def get_region_gateways(self, region_tag: str): + def get_region_gateways(self, region_tag: str): """Get all gateways in a region""" return [gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag] - - def get_gateways(self) -> List[TopologyPlanGateway]: + + def get_gateways(self) -> List[TopologyPlanGateway]: """Get all gateways""" return list(self.gateways.values()) - - def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: + + def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: return self.gateways[gateway_id] - - def set_gateway_program(self, region_tag: str, gateway_program: GatewayProgram): + + def set_gateway_program(self, region_tag: str, gateway_program: GatewayProgram): """Update all gateways in a region with specified gateway program""" - for gateway in self.get_region_gateways(region_tag): + for gateway in self.get_region_gateways(region_tag): gateway.set_gateway_program(gateway_program) def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_address: str): """Set IP address of a gateway""" self.gateways[gateway_id].set_private_ip_address(private_ip_address) self.gateways[gateway_id].set_public_ip_address(public_ip_address) - - def generate_gateway_program(self, region_tag: str): + + def generate_gateway_program(self, region_tag: str): """Generate gateway program for all gateways in a region""" # TODO: eventually let gateways in same region have different programs - for gateway in self.get_region_gateways(region_tag): + for gateway in self.get_region_gateways(region_tag): return gateway.generate_gateway_program() - def get_outgoing_paths(self, gateway_id: str): + def get_outgoing_paths(self, gateway_id: str): """Get all outgoing paths from a gateway""" outgoing_paths = {} - for operator in self.gateways[gateway_id].gateway_program.get_operators(): - if isinstance(operator, GatewaySend): + for operator in self.gateways[gateway_id].gateway_program.get_operators(): + if isinstance(operator, GatewaySend): # get id of gateway that operator is sending to - assert operator.target_gateway_id in self.gateways, f"Gateway {operator.target_gateway_id} not found in gateway list {self.gateways}" + assert ( + operator.target_gateway_id in self.gateways + ), f"Gateway {operator.target_gateway_id} not found in gateway list {self.gateways}" outgoing_paths[operator.target_gateway_id] = operator.num_connections return outgoing_paths - - def get_gateway_program_json(self, gateway_id: str): + + def get_gateway_program_json(self, gateway_id: str): """Get gateway program for a gateway""" return self.gateways[gateway_id].gateway_program.to_json() - - def get_gateway_info_json(self): - """ Return JSON mapping between gateway ids to public ip, public ip, provider, and region""" + + def get_gateway_info_json(self): + """Return JSON mapping between gateway ids to public ip, public ip, provider, and region""" gateway_info = {} - for gateway in self.gateways.values(): + for gateway in self.gateways.values(): gateway_info[gateway.gateway_id] = { "private_ip_address": gateway.private_ip_address, "public_ip_address": gateway.public_ip_address, - "region": gateway.region, - "provider": gateway.provider + "region": gateway.region, + "provider": gateway.provider, } return gateway_info - - def sink_instances(self): + def sink_instances(self): """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" nodes = [] - for gateway in self.gateways.values(): - for operator in gateway.gateway_program.get_operators(): - if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): + for gateway in self.gateways.values(): + for operator in gateway.gateway_program.get_operators(): + if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): nodes.append(gateway) - break + break return nodes + def source_instances(self): + """Return list of gateways that have a source operator (GatewayReadObjectStore, GatewayReadLocal, GatewayGenData)""" + nodes = [] + for gateway in self.gateways.values(): + for operator in gateway.gateway_program.get_operators(): + if isinstance(operator, GatewayReadObjectStore) or isinstance(operator, GatewayGenData): + nodes.append(gateway) + break + return nodes diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index dfaa52051..835aec67c 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -7,4 +7,4 @@ pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") -pipeline.start() \ No newline at end of file +pipeline.start() From 8b80f258c5b0c6599135bcf70ce7fec0db390059 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 11 Apr 2023 14:43:53 -0700 Subject: [PATCH 095/186] add upload id pipelining for multipart --- skyplane/api/client.py | 1 + skyplane/api/tracker.py | 1 + skyplane/api/transfer_job.py | 163 +++++++++++------- skyplane/broadcast/gateway/gateway_daemon.py | 5 + .../broadcast/gateway/gateway_daemon_api.py | 20 ++- .../gateway/operators/gateway_operator.py | 34 ++-- skyplane/obj_store/gcs_interface.py | 3 +- skyplane/obj_store/object_store_interface.py | 4 +- 8 files changed, 150 insertions(+), 81 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 72a2c6dc4..41632da0c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -56,6 +56,7 @@ def __init__( # set up logging self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") + print("logging:", self.log_dir / "client.log") self.provisioner = Provisioner( host_uuid=self.clientid, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 778a6dd99..ffd48e342 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -250,6 +250,7 @@ def monitor_transfer(pd, self): logger.warning("Copying gateway logs...") self.dataplane.copy_gateway_logs() self.errors = errors + print("ERRORS", errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d65721ce1..905fce9e3 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -9,7 +9,7 @@ from collections import defaultdict from dataclasses import dataclass, field from queue import Queue -from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar +from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict import urllib3 from rich import print as rprint @@ -32,13 +32,19 @@ T = TypeVar("T") +class GatewayMessage: + def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): + self.chunk = chunk + self.upload_id_mapping = upload_id_mapping + + class Chunker: """class that chunks the original files and makes the chunk requests""" def __init__( self, src_iface: ObjectStoreInterface, - dst_iface: ObjectStoreInterface, + dst_ifaces: List[ObjectStoreInterface], transfer_config: TransferConfig, concurrent_multipart_chunk_threads: int = 64, num_partitions: int = 1, @@ -54,7 +60,7 @@ def __init__( :type concurrent_multipart_chunk_threads: int """ self.src_iface = src_iface - self.dst_iface = dst_iface + self.dst_ifaces = dst_ifaces self.transfer_config = transfer_config self.multipart_upload_requests = [] self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads @@ -64,21 +70,29 @@ def _run_multipart_chunk_thread( self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", - out_queue: "Queue[Chunk]", + out_queue_chunks: "Queue[GatewayMessage]", ): """Chunks large files into many small chunks.""" - region = self.dst_iface.region_tag() - bucket = self.dst_iface.bucket() while not exit_event.is_set(): try: input_data = in_queue.get(block=False, timeout=0.1) except queue.Empty: continue - # get source and destination object and then compute number of chunks src_object, dest_object = input_data + + # create multipart upload request per destination + upload_id_mapping = {} + for dst_iface in self.dst_ifaces: + bucket = dst_iface.bucket() + upload_id = self.dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + + # store mapping between key and upload id for each region + upload_id_mapping[bucket.region_tag()] = (dest_object.key, upload_id) + out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue + + # get source and destination object and then compute number of chunks mime_type = self.src_iface.get_obj_mime_type(src_object.key) - upload_id = self.dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) if num_chunks > self.transfer_config.multipart_max_chunks: @@ -102,35 +116,43 @@ def _run_multipart_chunk_thread( partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, - upload_id=upload_id, + # upload_id=upload_id, + multi_part=True, ) + assert upload_id is not None, f"Upload id cannot be None for multipart upload for {src_object.key}" + assert part_num is not None, f"Partition cannot be none {part_num}" offset += file_size_bytes parts.append(part_num) part_num += 1 - out_queue.put(chunk) - - self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket)) + out_queue_chunks.put(GatewayMessage(chunk=chunk)) + + # store multipart ids + for dst_iface in self.dst_ifaces: + bucket = dst_iface.bucket() + region = bucket.region_tag() + upload_id = upload_id_mapping[region] + self.multipart_upload_requests.append( + dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + ) - def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: - """Converts a generator of chunks to a generator of chunk requests. - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - """ - src_region = self.src_iface.region_tag() - dest_region = self.dst_iface.region_tag() - src_bucket = self.src_iface.bucket() - dest_bucket = self.dst_iface.bucket() - for chunk in gen_in: - yield ChunkRequest( - chunk=chunk, - src_region=src_region, - dst_region=dest_region, - src_object_store_bucket=src_bucket, - dst_object_store_bucket=dest_bucket, - src_type="object_store", - dst_type="object_store", - ) + # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: + # """Converts a generator of chunks to a generator of chunk requests. + + # :param gen_in: generator that generates chunk requests + # :type gen_in: Generator + # """ + # src_region = self.src_iface.region_tag() + # src_bucket = self.src_iface.bucket() + # for chunk in gen_in: + # yield ChunkRequest( + # chunk=chunk, + # src_region=src_region, + # #dst_region=dest_region, + # src_object_store_bucket=src_bucket, + # #dst_object_store_bucket=dest_bucket, + # src_type="object_store", + # #dst_type="object_store", + # ) @staticmethod def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, recursive: bool = False): @@ -203,8 +225,9 @@ def transfer_pair_generator( """ if not self.src_iface.bucket_exists(): raise exceptions.MissingBucketException(f"Source bucket {self.src_iface.path()} does not exist or is not readable.") - if not self.dst_iface.bucket_exists(): - raise exceptions.MissingBucketException(f"Destination bucket {self.dst_iface.path()} does not exist or is not readable.") + for dst_iface in self.dst_ifaces: + if not dst_iface.bucket_exists(): + raise exceptions.MissingBucketException(f"Destination bucket {dst_iface.path()} does not exist or is not readable.") # query all source region objects logger.fs.debug(f"Querying objects in {self.src_iface.path()}") @@ -218,15 +241,16 @@ def transfer_pair_generator( raise e from None # make destination object - dest_provider, dest_region = self.dst_iface.region_tag().split(":") - if dest_provider == "aws": - dest_obj = S3Object(dest_provider, self.dst_iface.bucket(), dest_key) - elif dest_provider == "azure": - dest_obj = AzureBlobObject(dest_provider, self.dst_iface.bucket(), dest_key) - elif dest_provider == "gcp": - dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) - else: - raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + # dest_provider, dest_region = self.dst_iface.region_tag().split(":") + # if dest_provider == "aws": + # dest_obj = S3Object(dest_provider, self.dst_iface.bucket(), dest_key) + # elif dest_provider == "azure": + # dest_obj = AzureBlobObject(dest_provider, self.dst_iface.bucket(), dest_key) + # elif dest_provider == "gcp": + # dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) + # else: + # raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 logger.fs.debug(f"Yield: {obj}, {dest_obj}") yield obj, dest_obj @@ -237,14 +261,14 @@ def transfer_pair_generator( def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] - ) -> Generator[Chunk, None, None]: + ) -> Generator[GatewayMessage, None, None]: """Break transfer list into chunks. :param transfer_pair_generator: generator of pairs of objects to transfer :type transfer_pair_generator: Generator """ multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() - multipart_chunk_queue: Queue[Chunk] = Queue() + multipart_chunk_queue: Queue[GatewayMessage] = Queue() multipart_exit_event = threading.Event() multipart_chunk_threads = [] @@ -264,11 +288,14 @@ def chunk( if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put((src_obj, dst_obj)) else: - yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + yield GatewayMessage( + chunk=Chunk( + src_key=src_obj.key, + dest_key=dst_obj.key, + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, + partition_id=0, # TODO: fix this to distribute across multiple partitions + ) ) if self.transfer_config.multipart_enabled: @@ -457,7 +484,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup :type chunker: Chunker """ if chunker is None: # used for external access to transfer pair list - chunker = Chunker(self.src_iface, self.dst_iface, TransferConfig()) + chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( @@ -475,14 +502,14 @@ def dispatch( :param dispatch_batch_size: maximum size of the buffer to temporarily store the generators (default: 1000) :type dispatch_batch_size: int """ - chunker = Chunker(self.src_iface, self.dst_iface, transfer_config) + chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) transfer_pair_generator = self.gen_transfer_pairs(chunker) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) - chunk_requests = chunker.to_chunk_requests(chunks) + # chunk_requests = chunker.to_chunk_requests(chunks) batches = chunker.batch_generator( - chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests @@ -491,9 +518,29 @@ def dispatch( n_multiparts = 0 start = time.time() for batch in batches: - end = time.time() - logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") - start = time.time() + # send upload_id mappings to sink gateways + upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] + dst_gateways = dataplane.sink_gateways() + for dst_gateway in dst_gateways: + # collect upload id mappings per region + mappings = {} + for region_mapping in upload_id_batch: + for region_tag, (key, id) in region_mapping.items(): + mappings[key] = id + + # send mapping to gateway + reply = self.http_pool.request( + "POST", + f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(mappings).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + # TODO: assume that only destination nodes would write to the obj store + if reply.status != 200: + raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}") + + # send chunk requests to source gateways + chunk_batch = [cr.chunk.as_dict() for cr in batch if cr.chunk is not None] min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) @@ -502,7 +549,7 @@ def dispatch( reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + body=json.dumps(chunk_batch).encode("utf-8"), headers={"Content-Type": "application/json"}, ) end = time.time() diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 6038bbbee..864062064 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -1,4 +1,5 @@ import argparse +from multiprocessing import Manager from pprint import pprint import atexit import json @@ -43,6 +44,8 @@ def __init__( gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() gateway_program = json.load(open(gateway_program_path, "r")) + self.upload_id_map = Manager().dict() + pprint(gateway_program) # read gateway info @@ -97,6 +100,7 @@ def __init__( self.error_queue, terminal_operators=self.terminal_operators, num_required_terminal=self.num_required_terminal, + upload_id_map=self.upload_id_map, ) self.api_server.start() atexit.register(self.api_server.shutdown) @@ -242,6 +246,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ chunk_store=self.chunk_store, bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], + upload_id_map=self.upload_id_map, ) total_p += op["num_connections"] elif op["op_type"] == "write_local": diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 9d50b6365..e6b7bb6f9 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -40,6 +40,7 @@ def __init__( error_queue: Queue, terminal_operators: Dict[str, List[str]], num_required_terminal: Dict[str, int], + upload_id_map: Dict[str, str], host="0.0.0.0", port=8081, ): @@ -53,6 +54,7 @@ def __init__( self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() + upload_id_map = upload_id_map # load routes self.register_global_routes(self.app) @@ -247,7 +249,7 @@ def get_chunk_request(chunk_id: int): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): - logging.info(f"[gateway_api] Recieved chunk request {request.json}") + print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue @@ -282,13 +284,21 @@ def get_chunk_status_log(): # post the upload ids mapping @app.route("/api/v1/upload_id_maps", methods=["POST"]) def update_upload_ids_mapping(): + # TODO: beware that this assumes that only a single thread on the client is making requests + # if concurrent calls are made, this needs to be processed as chunk requests are logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") - upload_id_file_path = self.chunk_store.get_upload_id_map_path() + # upload_id_file_path = self.chunk_store.get_upload_id_map_path() - with upload_id_file_path.open("w") as f: - f.write(json.dumps(request.json)) + # with upload_id_file_path.open("w") as f: + # f.write(json.dumps(request.json)) + + # update upload id mapping + upload_ids = json.load(request.json) + for key, id in upload_ids.items(): + self.upload_ids[key] = id + + print(f"Added upload id mappings {upload_ids}") - print(f"[gateway_api] Gateway add upload IDs to {upload_id_file_path}") return jsonify({"status": "ok"}) def register_error_routes(self, app): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index b1ae03fde..50fc43df9 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -526,6 +526,8 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, + # upload_id_requests: Queue[Dict[str, str]], # queue of upload_id mappings from client + upload_id_map: Dict[str, str], # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, @@ -542,24 +544,26 @@ def process(self, chunk_req: ChunkRequest): f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" ) + # TODO: cache object store interface obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if chunk_req.chunk.multi_part: - key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key - logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") - - map_file_path = self.chunk_store.get_upload_id_map_path() - if not os.path.exists(map_file_path): - logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") - return False - - with open(map_file_path, "rb") as f: - upload_ids_map = json.load(f) - - # logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") - upload_id = str(upload_ids_map[key_to_upload_id]) - logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") - + assert chunk_req.chunk.key in self.upload_id_map, f"Upload id for {chunk_req.chunk.key} not found" + upload_id = self.upload_id_map[chunk_req.chunk.key] + # key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key + # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") + + # map_file_path = self.chunk_store.get_upload_id_map_path() + # if not os.path.exists(map_file_path): + # logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") + # return False + + # with open(map_file_path, "rb") as f: + # upload_ids_map = json.load(f) + + ## logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") + # upload_id = str(upload_ids_map[key_to_upload_id]) + # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") else: upload_id = None diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index bb66feca8..f5f7cda86 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -216,7 +216,8 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload return # multipart upload - assert part_number is not None and upload_id is not None + assert part_number is not None, f"Part number cannot be none for multipart upload: {part_number}, {upload_id}" + assert upload_id is not None, f"Upload ID cannot be none for multipart upload: {part_number}, {upload_id}" # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index c9baf35be..b68d867d5 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -7,9 +7,9 @@ class ObjectStoreObject: """Defines object in object store.""" - provider: str - bucket: str key: str + provider: str = None + bucket: str = None size: Optional[int] = None last_modified: Optional[str] = None mime_type: Optional[str] = None From d46b2d2b701c4489ad8a24847fd4b7f7dea2f918 Mon Sep 17 00:00:00 2001 From: Asim Biswal Date: Tue, 11 Apr 2023 22:57:44 +0000 Subject: [PATCH 096/186] initial TransferJob rework (multicast) --- skyplane/api/pipeline.py | 24 ++++++++++++++++ skyplane/api/transfer_job.py | 55 ++++++++++++++++++++++++++++++------ 2 files changed, 71 insertions(+), 8 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 80e54fb25..8edd56e8a 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -35,6 +35,7 @@ def __init__( clientid: str, provisioner: "Provisioner", transfer_config: TransferConfig, + cloud_regions: dict, debug: bool = False, ): """ @@ -46,6 +47,7 @@ def __init__( :type transfer_config: TransferConfig """ self.clientid = clientid + self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config self.max_instances = 1 self.provisioner = provisioner @@ -101,6 +103,28 @@ def queue_copy( self.jobs_to_dispatch.append(job) return job.uuid + def queue_copy( + self, + src: str, + dst: List[str], + recursive: bool = False, + ) -> str: + """ + Add a broadcast replication job to job list. + Return the uuid of the job. + + :param src: source prefix to copy from + :type src: str + :param dst: the destinations of the transfer + :type dst: List[str] + :param recursive: if true, will copy objects at folder prefix recursively (default: False) + :type recursive: bool + """ + job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + def queue_sync( self, src: str, diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 905fce9e3..7e540b452 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -389,11 +389,41 @@ class TransferJob(ABC): :type uuid: str """ - src_path: str - dst_path: str - recursive: bool = False - requester_pays: bool = False - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + @abstractmethod + def __init__( + src_path: str + dst_path: str + recursive: bool = False + requester_pays: bool = False + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + self.src_path = src_path + self.dst_path = dst_path + self.recursive = recursive + self.requester_pays = requester_pays + self.uuid = uuid + + + @abstractmethod + def __init__( + src_path: str + dst_path: List[str] + recursive: bool = False + requester_pays: bool = False + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + self.src_path = src_path + self.dst_path = dst_path + self.recursive = recursive + self.requester_pays = requester_pays + self.uuid = uuid + + @property + def transfer_type(self) -> str: + if isinstance(self.dst_path, str): + return "unicast" + else: + return "multicast" @property def src_prefix(self) -> Optional[str]: @@ -416,15 +446,24 @@ def src_iface(self) -> ObjectStoreInterface: def dst_prefix(self) -> Optional[str]: """Return the destination prefix""" if not hasattr(self, "_dst_prefix"): - self._dst_prefix = parse_path(self.dst_path)[2] + if self.transfer_type == "unicast": + self._dst_prefix = parse_path(self.dst_path)[2] + else: + self._dst_prefix = [parse_path(path)[2] for path in self.dst_path] return self._dst_prefix @property def dst_iface(self) -> ObjectStoreInterface: """Return the destination object store interface""" if not hasattr(self, "_dst_iface"): - provider_dst, bucket_dst, _ = parse_path(self.dst_path) - self._dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + if self.transfer_type == "unicast": + provider_dst, bucket_dst, _ = parse_path(self.dst_path) + self._dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + else: + self._dst_iface = [] + for path in self.dst_path: + provider_dst, bucket_dst, _ = parse_path(path) + self._dst_iface.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_iface def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[ChunkRequest, None, None]: From e313be2f08c9caf2540c1e88e55847966ac31352 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 12 Apr 2023 12:07:16 -0700 Subject: [PATCH 097/186] fix transfer generation, but gateway wont start --- skyplane/api/client.py | 1 - skyplane/api/pipeline.py | 4 +- skyplane/api/transfer_job.py | 106 +++++++++++++++++++--------- skyplane/obj_store/gcs_interface.py | 4 +- skyplane/planner/planner.py | 13 ++-- 5 files changed, 85 insertions(+), 43 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 41632da0c..67f117e43 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -68,7 +68,6 @@ def __init__( def pipeline(self): """Create a pipeline object to queue jobs""" return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) - return Pipeline() def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 8edd56e8a..f215f9e9a 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -35,7 +35,7 @@ def __init__( clientid: str, provisioner: "Provisioner", transfer_config: TransferConfig, - cloud_regions: dict, + #cloud_regions: dict, debug: bool = False, ): """ @@ -47,7 +47,7 @@ def __init__( :type transfer_config: TransferConfig """ self.clientid = clientid - self.cloud_regions = cloud_regions + #self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config self.max_instances = 1 self.provisioner = provisioner diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 7e540b452..e6819cfed 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -11,6 +11,8 @@ from queue import Queue from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict +from abc import ABC, abstractmethod + import urllib3 from rich import print as rprint @@ -85,7 +87,7 @@ def _run_multipart_chunk_thread( upload_id_mapping = {} for dst_iface in self.dst_ifaces: bucket = dst_iface.bucket() - upload_id = self.dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + upload_id = dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) # store mapping between key and upload id for each region upload_id_mapping[bucket.region_tag()] = (dest_object.key, upload_id) @@ -182,6 +184,7 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, else: return dest_prefix else: + print(f"source_key: {source_key}, source_prefix: {source_prefix}, dest_prefix: {dest_prefix}") # todo: don't print output here rprint(f"\n:x: [bold red]In order to transfer objects using a prefix, you must use the --recursive or -r flag.[/bold red]") rprint(f"[yellow]If you meant to transfer a single object, pass the full source object key.[/yellow]") @@ -235,6 +238,7 @@ def transfer_pair_generator( for obj in self.src_iface.list_objects(src_prefix): if prefilter_fn is None or prefilter_fn(obj): try: + print("object key", obj.key, src_prefix) dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) except exceptions.MissingObjectException as e: logger.fs.exception(e) @@ -389,12 +393,13 @@ class TransferJob(ABC): :type uuid: str """ - @abstractmethod + #@abstractmethod def __init__( - src_path: str - dst_path: str - recursive: bool = False - requester_pays: bool = False + self, + src_path: str, + dst_path: str, + recursive: bool = False, + requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path @@ -404,12 +409,13 @@ def __init__( self.uuid = uuid - @abstractmethod + #@abstractmethod def __init__( - src_path: str - dst_path: List[str] - recursive: bool = False - requester_pays: bool = False + self, + src_path: str, + dst_path: List[str], + recursive: bool = False, + requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path @@ -430,6 +436,7 @@ def src_prefix(self) -> Optional[str]: """Return the source prefix""" if not hasattr(self, "_src_prefix"): self._src_prefix = parse_path(self.src_path)[2] + print("src_prefix", self.src_path, self._src_prefix) return self._src_prefix @property @@ -453,18 +460,18 @@ def dst_prefix(self) -> Optional[str]: return self._dst_prefix @property - def dst_iface(self) -> ObjectStoreInterface: + def dst_ifaces(self) -> List[ObjectStoreInterface]: """Return the destination object store interface""" if not hasattr(self, "_dst_iface"): if self.transfer_type == "unicast": provider_dst, bucket_dst, _ = parse_path(self.dst_path) - self._dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + self._dst_ifaces = [ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)] else: - self._dst_iface = [] + self._dst_ifaces = [] for path in self.dst_path: provider_dst, bucket_dst, _ = parse_path(path) - self._dst_iface.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) - return self._dst_iface + self._dst_ifaces.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) + return self._dst_ifaces def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" @@ -503,8 +510,35 @@ class CopyJob(TransferJob): :type multipart_transfer_list: list """ - transfer_list: list = field(default_factory=list) - multipart_transfer_list: list = field(default_factory=list) + def __init__( + self, + src_path: str, + dst_path: str, + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + + #@abstractmethod + def __init__( + self, + src_path: str, + dst_path: List[str], + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + + #transfer_list: list = field(default_factory=list) + #multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -626,14 +660,15 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} - for obj in self.dst_iface.list_objects(self.dst_prefix): - # check metadata (src.size == dst.size) && (src.modified <= dst.modified) - src_obj = dst_keys.get(obj.key) - if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: - del dst_keys[obj.key] - if dst_keys: - failed_keys = [obj.key for obj in dst_keys.values()] - raise exceptions.TransferFailedException(f"{len(dst_keys)} objects failed verification {failed_keys}") + for dst_iface in self.dst_ifaces: + for obj in dst_iface.list_objects(self.dst_prefix): + # check metadata (src.size == dst.size) && (src.modified <= dst.modified) + src_obj = dst_keys.get(obj.key) + if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: + del dst_keys[obj.key] + if dst_keys: + failed_keys = [obj.key for obj in dst_keys.values()] + raise exceptions.TransferFailedException(f"{len(dst_keys)} objects failed verification {failed_keys}") @dataclass @@ -650,7 +685,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup :type chunker: Chunker """ if chunker is None: # used for external access to transfer pair list - chunker = Chunker(self.src_iface, self.dst_iface, TransferConfig()) + chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) # enrich destination objects with metadata for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefix): @@ -667,14 +702,15 @@ def _enrich_dest_objs( :param transfer_pairs: generator of transfer pairs :type transfer_pairs: Generator """ - logger.fs.debug(f"Querying objects in {self.dst_iface.bucket()}") - if not hasattr(self, "_found_dest_objs"): - self._found_dest_objs = {obj.key: obj for obj in self.dst_iface.list_objects(dest_prefix)} - for src_obj, dest_obj in transfer_pairs: - if dest_obj.key in self._found_dest_objs: - dest_obj.size = self._found_dest_objs[dest_obj.key].size - dest_obj.last_modified = self._found_dest_objs[dest_obj.key].last_modified - yield src_obj, dest_obj + for dst_iface in self.dst_ifaces: + logger.fs.debug(f"Querying objects in {dst_iface.bucket()}") + if not hasattr(self, "_found_dest_objs"): + self._found_dest_objs = {obj.key: obj for obj in dst_iface.list_objects(dest_prefix)} + for src_obj, dest_obj in transfer_pairs: + if dest_obj.key in self._found_dest_objs: + dest_obj.size = self._found_dest_objs[dest_obj.key].size + dest_obj.last_modified = self._found_dest_objs[dest_obj.key].last_modified + yield src_obj, dest_obj @classmethod def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index f5f7cda86..97271024d 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -16,6 +16,8 @@ class GCSObject(ObjectStoreObject): + + provider = "gcs" def full_path(self): return os.path.join(f"gs://{self.bucket}", self.key) @@ -107,7 +109,7 @@ def delete_bucket(self): def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: blobs = self._gcs_client.list_blobs(self.bucket_name, prefix=prefix) for blob in blobs: - yield GCSObject("gcs", self.bucket_name, blob.name, blob.size, blob.updated, mime_type=getattr(blob, "content_type", None)) + yield GCSObject(blob.name, bucket=self.bucket_name, size=blob.size, last_modified=blob.updated, mime_type=getattr(blob, "content_type", None)) def delete_objects(self, keys: List[str]): for key in keys: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 431873a8c..ef6b054a3 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -30,12 +30,17 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - # jobs must have same sources and destinations + + # make sure only single destination + for job in jobs: + assert len(job.dst_ifaces) == 1, f"DirectPlanner only support single destination jobs, got {len(job.dst_ifaces)}" + src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tag = jobs[0].dst_iface.region_tag() + dst_region_tag = jobs[0].dst_ifaces[0].region_tag() + # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert job.dst_iface.region_tag() == dst_region_tag, "All jobs must have same destination region" + assert job.dst_ifaces[0].region_tag() == dst_region_tag, "All jobs must have same destination region" print(src_region_tag, dst_region_tag) @@ -54,7 +59,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: for job in jobs: src_bucket = job.src_iface.bucket() - dst_bucket = job.dst_iface.bucket() + dst_bucket = job.dst_ifaces[0].bucket() # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) From c34277d05abb00be00284ab7d35957b7d77eb55a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 12 Apr 2023 12:43:17 -0700 Subject: [PATCH 098/186] add deprovisioning and copy error logs --- skyplane/api/pipeline.py | 10 ++++++++-- skyplane/api/transfer_job.py | 16 +++++++++------- skyplane/broadcast/gateway/gateway_daemon_api.py | 7 ++++--- skyplane/compute/server.py | 3 +++ 4 files changed, 24 insertions(+), 12 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index f215f9e9a..4fa49acb4 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -77,8 +77,14 @@ def start(self): # create dataplane from plan dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) - dp.provision(spinner=True) - dp.run(self.jobs_to_dispatch) + try: + dp.provision(spinner=True) + dp.run(self.jobs_to_dispatch) + except Exception as e: + print(e) + print("copy gateway logs") + dp.copy_gateway_logs() + print("deprovisioning dataplane...") dp.deprovision(spinner=True) def queue_copy( diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index e6819cfed..2c35b6c85 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -82,6 +82,7 @@ def _run_multipart_chunk_thread( continue src_object, dest_object = input_data + mime_type = self.src_iface.get_obj_mime_type(src_object.key) # create multipart upload request per destination upload_id_mapping = {} @@ -90,11 +91,10 @@ def _run_multipart_chunk_thread( upload_id = dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) # store mapping between key and upload id for each region - upload_id_mapping[bucket.region_tag()] = (dest_object.key, upload_id) + upload_id_mapping[dst_iface.region_tag()] = (dest_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue # get source and destination object and then compute number of chunks - mime_type = self.src_iface.get_obj_mime_type(src_object.key) chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) if num_chunks > self.transfer_config.multipart_max_chunks: @@ -131,7 +131,7 @@ def _run_multipart_chunk_thread( # store multipart ids for dst_iface in self.dst_ifaces: bucket = dst_iface.bucket() - region = bucket.region_tag() + region = dst_iface.region_tag() upload_id = upload_id_mapping[region] self.multipart_upload_requests.append( dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) @@ -597,9 +597,11 @@ def dispatch( for dst_gateway in dst_gateways: # collect upload id mappings per region mappings = {} - for region_mapping in upload_id_batch: - for region_tag, (key, id) in region_mapping.items(): - mappings[key] = id + for message in upload_id_batch: + for region_tag, (key, id) in message.upload_id_mapping.items(): + print(region_tag, dst_gateway.region_tag) + if region_tag == dst_gateway.region_tag: + mappings[key] = id # send mapping to gateway reply = self.http_pool.request( @@ -610,7 +612,7 @@ def dispatch( ) # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}") + raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") # send chunk requests to source gateways chunk_batch = [cr.chunk.as_dict() for cr in batch if cr.chunk is not None] diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index e6b7bb6f9..1a5220ff8 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -54,7 +54,7 @@ def __init__( self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() - upload_id_map = upload_id_map + self.upload_id_map = upload_id_map # load routes self.register_global_routes(self.app) @@ -293,9 +293,10 @@ def update_upload_ids_mapping(): # f.write(json.dumps(request.json)) # update upload id mapping - upload_ids = json.load(request.json) + print(request.json) + upload_ids = request.json for key, id in upload_ids.items(): - self.upload_ids[key] = id + self.upload_id_map[key] = id print(f"Added upload id mappings {upload_ids}") diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 0b6468e90..e9bde2c99 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -393,6 +393,9 @@ def check_stderr(tup): gateway_daemon_cmd += f" {'--disable-e2ee' if e2ee_key_bytes is None else ''}" gateway_daemon_cmd += f" {'--disable-tls' if not use_socket_tls else ''}" escaped_gateway_daemon_cmd = gateway_daemon_cmd.replace('"', '\\"') + print( + f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' + ) docker_launch_cmd = ( f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' ) From 643a2032d6b0c72a64b8750b1857ff28c83aa03f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 12 Apr 2023 16:52:19 -0700 Subject: [PATCH 099/186] half way through removing chunk req --- skyplane/api/tracker.py | 10 +++++----- skyplane/api/transfer_job.py | 13 +++++++------ skyplane/chunk.py | 14 +++++++------- 3 files changed, 19 insertions(+), 18 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index ffd48e342..80ad0672f 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -133,7 +133,7 @@ def run(self): session_start_timestamp_ms = int(time.time() * 1000) try: # pre-dispatch chunks to begin pre-buffering chunks - cr_streams = { + chunk_streams = { job_uuid: job.dispatch(self.dataplane, transfer_config=self.transfer_config) for job_uuid, job in self.jobs.items() } for job_uuid, job in self.jobs.items(): @@ -141,10 +141,10 @@ def run(self): self.job_chunk_requests[job_uuid] = {} self.job_pending_chunk_ids[job_uuid] = set() self.job_complete_chunk_ids[job_uuid] = set() - for cr in cr_streams[job_uuid]: - chunks_dispatched = [cr.chunk] - self.job_chunk_requests[job_uuid][cr.chunk.chunk_id] = cr - self.job_pending_chunk_ids[job_uuid].add(cr.chunk.chunk_id) + for chunk in chunk_streams[job_uuid]: + chunks_dispatched = [chunk] + self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk + self.job_pending_chunk_ids[job_uuid].add(chunk.chunk_id) self.hooks.on_chunk_dispatched(chunks_dispatched) logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2c35b6c85..10d08d573 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -473,7 +473,7 @@ def dst_ifaces(self) -> List[ObjectStoreInterface]: self._dst_ifaces.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_ifaces - def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[ChunkRequest, None, None]: + def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[Chunk, None, None]: """Dispatch transfer job to specified gateways.""" raise NotImplementedError("Dispatch not implemented") @@ -565,7 +565,7 @@ def dispatch( dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks - ) -> Generator[ChunkRequest, None, None]: + ) -> Generator[Chunk, None, None]: """Dispatch transfer job to specified gateways. :param dataplane: dataplane that starts the transfer job @@ -615,16 +615,17 @@ def dispatch( raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") # send chunk requests to source gateways - chunk_batch = [cr.chunk.as_dict() for cr in batch if cr.chunk is not None] + chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] + print(chunk_batch) min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] - n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) + n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps(chunk_batch).encode("utf-8"), + body=json.dumps([chunk.as_dict() for chunk in chunk_batch]).encode("utf-8"), headers={"Content-Type": "application/json"}, ) end = time.time() @@ -633,7 +634,7 @@ def dispatch( logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) - yield from batch + yield from chunk_batch # copy new multipart transfers to the multipart transfer list updated_len = len(chunker.multipart_upload_requests) diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 643b9a7f7..5f5f2965f 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -45,10 +45,10 @@ class ChunkRequest: """A ChunkRequest stores all local state in the Gateway pertaining to a ChunkRequest.""" chunk: Chunk - src_region: str - dst_region: str - src_type: str # enum of {"object_store", "random", "read_local"} - dst_type: str # enum of {"object_store", "save_local"} + src_region: Optional[str] = None + dst_region: Optional[str] = None + src_type: Optional[str] = None # enum of {"object_store", "random", "read_local"} + dst_type: Optional[str] = None # enum of {"object_store", "save_local"} src_random_size_mb: Optional[int] = None src_object_store_bucket: Optional[str] = None dst_object_store_bucket: Optional[str] = None @@ -67,9 +67,9 @@ def as_dict(self): return dict_out @staticmethod - def from_dict(in_dict: Dict): - in_dict["chunk"] = Chunk.from_dict(in_dict["chunk"]) - return ChunkRequest(**in_dict) + def from_dict(in_dict: Dict): + #in_dict["chunk"] = Chunk.from_dict(in_dict) + return ChunkRequest(**{"chunk": Chunk.from_dict(in_dict)}) @total_ordering From 9d5895613f33099e71851a5d850605255bedcb3d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 14 Apr 2023 16:01:57 -0700 Subject: [PATCH 100/186] direct transfer works --- skyplane/api/dataplane.py | 1 + skyplane/api/tracker.py | 12 +++++++----- skyplane/api/transfer_job.py | 8 ++++++-- skyplane/api/usage.py | 12 +++++++----- .../broadcast/gateway/operators/gateway_operator.py | 9 ++++++--- 5 files changed, 27 insertions(+), 15 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 42e09a72b..bc33a792e 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -203,6 +203,7 @@ def provision( for node in self.topology.get_gateways(): print(node.region_tag) instance = servers_by_region[node.region_tag].pop() + print("instance", instance) self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 80ad0672f..269881622 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -259,9 +259,10 @@ def monitor_transfer(pd, self): time.sleep(0.05) continue + # TODO: have visualization for completition across all destinations is_complete_rec = ( - lambda row: row["state"] == ChunkState.upload_complete - and row["instance"] in [s.instance for s in sinks] + lambda row: row["state"] == ChunkState.complete + #and row["instance"] in [s.instance for s in sinks] and row["region"] in [s.region for s in sinks] ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] @@ -276,7 +277,7 @@ def monitor_transfer(pd, self): ) completed_chunks = [] for id in new_chunk_ids: - completed_chunks.append(self.job_chunk_requests[job_uuid][id].chunk) + completed_chunks.append(self.job_chunk_requests[job_uuid][id]) self.hooks.on_chunk_completed(completed_chunks) self.job_complete_chunk_ids[job_uuid] = self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids) self.job_pending_chunk_ids[job_uuid] = self.job_pending_chunk_ids[job_uuid].difference(job_complete_chunk_ids) @@ -304,6 +305,7 @@ def get_chunk_status(args): log_entry["time"] = datetime.fromisoformat(log_entry["time"]) log_entry["state"] = ChunkState.from_str(log_entry["state"]) logs.append(log_entry) + return logs rows = [] @@ -340,9 +342,9 @@ def query_bytes_dispatched(self): for job_uuid in self.job_complete_chunk_ids.keys(): bytes_total_per_job[job_uuid] = sum( [ - cr.chunk.chunk_length_bytes + cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.job_complete_chunk_ids[job_uuid] + if cr.chunk_id in self.job_complete_chunk_ids[job_uuid] ] ) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 10d08d573..d4c64db18 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -596,6 +596,7 @@ def dispatch( dst_gateways = dataplane.sink_gateways() for dst_gateway in dst_gateways: # collect upload id mappings per region + print("upload id batch", upload_id_batch) mappings = {} for message in upload_id_batch: for region_tag, (key, id) in message.upload_id_mapping.items(): @@ -603,6 +604,8 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id + print("mappings", mappings) + # send mapping to gateway reply = self.http_pool.request( "POST", @@ -616,12 +619,12 @@ def dispatch( # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] - print(chunk_batch) min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() + assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", @@ -656,7 +659,8 @@ def finalize(self): def complete_fn(batch): for req in batch: - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + print("request", req) + obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"][1]) do_parallel(complete_fn, batches, n=-1) diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 76eababd9..0a9582512 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -158,7 +158,7 @@ def log_transfer( transfer_stats: Optional[Dict], args: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tags: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if cls.enabled(): @@ -167,7 +167,7 @@ def log_transfer( arguments_dict=args, transfer_stats=transfer_stats, src_region_tag=src_region_tag, - dest_region_tag=dest_region_tag, + dest_region_tags=dest_region_tags, session_start_timestamp_ms=session_start_timestamp_ms, ) destination = client.write_usage_data(stats) @@ -250,17 +250,19 @@ def make_stat( arguments_dict: Optional[Dict] = None, transfer_stats: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tags: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: src_provider, src_region = None, None else: src_provider, src_region = src_region_tag.split(":") - if dest_region_tag is None: + if dest_region_tags is None: dest_provider, dest_region = None, None else: - dest_provider, dest_region = dest_region_tag.split(":") + + # TODO: have usage stats view for multiple destinations + dest_provider, dest_region = dest_region_tags[0].split(":") return UsageStatsToReport( skyplane_version=skyplane.__version__, diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 50fc43df9..c971a3927 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -274,7 +274,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): chunk_ids = [chunk_req.chunk.chunk_id] chunk_reqs = [chunk_req] with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") + + # TODO: remove chunk request wrapper + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") # while True: # try: @@ -537,6 +539,7 @@ def __init__( handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region ) self.chunk_store = chunk_store + self.upload_id_map = upload_id_map def process(self, chunk_req: ChunkRequest): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) @@ -548,8 +551,8 @@ def process(self, chunk_req: ChunkRequest): obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if chunk_req.chunk.multi_part: - assert chunk_req.chunk.key in self.upload_id_map, f"Upload id for {chunk_req.chunk.key} not found" - upload_id = self.upload_id_map[chunk_req.chunk.key] + assert chunk_req.chunk.dest_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.dest_key} not found {self.upload_id_map}" + upload_id = self.upload_id_map[chunk_req.chunk.dest_key] # key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") From c8f99b62002b979c5704934e7704f284bfc897d4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 14 Apr 2023 16:05:58 -0700 Subject: [PATCH 101/186] remove docker script for old gateway --- Dockerfile | 2 +- Dockerfile.broadcast | 40 -- scripts/pack_docker.sh | 4 +- scripts/pack_docker_broadcast.sh | 27 - skyplane/broadcast/gateway/cert.py | 20 - skyplane/broadcast/gateway/chunk_store.py | 98 --- skyplane/broadcast/gateway/gateway_daemon.py | 355 ----------- .../broadcast/gateway/gateway_daemon_api.py | 345 ----------- .../gateway/operators/gateway_operator.py | 585 ------------------ .../gateway/operators/gateway_receiver.py | 222 ------- skyplane/gateway/chunk_store.py | 187 +++--- skyplane/gateway/gateway_daemon.py | 394 ++++++++---- skyplane/gateway/gateway_daemon_api.py | 176 ++++-- skyplane/gateway/gateway_obj_store.py | 171 ----- .../gateway/gateway_program.py | 0 .../{broadcast => }/gateway/gateway_queue.py | 0 skyplane/gateway/gateway_receiver.py | 189 ------ skyplane/gateway/gateway_sender.py | 219 ------- 18 files changed, 490 insertions(+), 2544 deletions(-) delete mode 100644 Dockerfile.broadcast delete mode 100755 scripts/pack_docker_broadcast.sh delete mode 100644 skyplane/broadcast/gateway/cert.py delete mode 100644 skyplane/broadcast/gateway/chunk_store.py delete mode 100644 skyplane/broadcast/gateway/gateway_daemon.py delete mode 100644 skyplane/broadcast/gateway/gateway_daemon_api.py delete mode 100644 skyplane/broadcast/gateway/operators/gateway_operator.py delete mode 100644 skyplane/broadcast/gateway/operators/gateway_receiver.py delete mode 100644 skyplane/gateway/gateway_obj_store.py rename skyplane/{broadcast => }/gateway/gateway_program.py (100%) rename skyplane/{broadcast => }/gateway/gateway_queue.py (100%) delete mode 100644 skyplane/gateway/gateway_receiver.py delete mode 100644 skyplane/gateway/gateway_sender.py diff --git a/Dockerfile b/Dockerfile index 26a7b0014..c680058ad 100644 --- a/Dockerfile +++ b/Dockerfile @@ -37,4 +37,4 @@ WORKDIR /pkg COPY . . RUN pip3 install --no-dependencies -e ".[aws,azure,gcp,gateway]" -CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local \ No newline at end of file +CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local diff --git a/Dockerfile.broadcast b/Dockerfile.broadcast deleted file mode 100644 index e4d931e97..000000000 --- a/Dockerfile.broadcast +++ /dev/null @@ -1,40 +0,0 @@ -# syntax=docker/dockerfile:1 -FROM python:3.11-slim - -# install apt packages -RUN --mount=type=cache,target=/var/cache/apt apt update \ - && apt-get install --no-install-recommends -y curl ca-certificates stunnel4 gcc libc-dev \ - && apt-get clean \ - && rm -rf /var/lib/apt/lists/* - -# configure stunnel -RUN mkdir -p /etc/stunnel \ - && openssl genrsa -out key.pem 2048 \ - && openssl req -new -x509 -key key.pem -out cert.pem -days 1095 -subj "/C=US/ST=California/L=San Francisco" \ - && cat key.pem cert.pem >> /etc/stunnel/stunnel.pem \ - && rm key.pem cert.pem \ - && mkdir -p /usr/local/var/run/ \ - && echo "client = no" >> /etc/stunnel/stunnel.conf \ - && echo "[gateway]" >> /etc/stunnel/stunnel.conf \ - && echo "accept = 8080" >> /etc/stunnel/stunnel.conf \ - && echo "connect = 8081" >> /etc/stunnel/stunnel.conf \ - && echo "cert = /etc/stunnel/stunnel.pem" >> /etc/stunnel/stunnel.conf - -# increase number of open files and concurrent TCP connections -RUN (echo 'net.ipv4.ip_local_port_range = 12000 65535' >> /etc/sysctl.conf) \ - && (echo 'fs.file-max = 1048576' >> /etc/sysctl.conf) \ - && mkdir -p /etc/security/ \ - && (echo '* soft nofile 1048576' >> /etc/security/limits.conf) \ - && (echo '* hard nofile 1048576' >> /etc/security/limits.conf) \ - && (echo 'root soft nofile 1048576' >> /etc/security/limits.conf) \ - && (echo 'root hard nofile 1048576' >> /etc/security/limits.conf) - -# install gateway -COPY scripts/requirements-gateway.txt /tmp/requirements-gateway.txt -RUN --mount=type=cache,target=/root/.cache/pip pip3 install --no-cache-dir -r /tmp/requirements-gateway.txt && rm -r /tmp/requirements-gateway.txt - -WORKDIR /pkg -COPY . . -RUN pip3 install --no-dependencies -e ".[aws,azure,gcp,gateway]" - -CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local diff --git a/scripts/pack_docker.sh b/scripts/pack_docker.sh index 6bbe7e921..583ee51ea 100755 --- a/scripts/pack_docker.sh +++ b/scripts/pack_docker.sh @@ -12,7 +12,7 @@ set +e >&2 echo -e "${BGreen}Building docker image${NC}" set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -t skyplane --platform linux/x86_64 . +>&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . set +e DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" @@ -24,4 +24,4 @@ set -e set +e >&2 echo -e "${BGreen}SKYPLANE_DOCKER_IMAGE=$DOCKER_URL${NC}" -echo $DOCKER_URL \ No newline at end of file +echo $DOCKER_URL diff --git a/scripts/pack_docker_broadcast.sh b/scripts/pack_docker_broadcast.sh deleted file mode 100755 index 583ee51ea..000000000 --- a/scripts/pack_docker_broadcast.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash - - -# color output -BGreen='\033[1;32m' -BRed='\033[1;31m' -NC='\033[0m' # No Color - -set -e -[ "$#" -eq 1 ] || (>&2 echo -e "${BRed}1 argument required (your Github username), $# provided${NC}"; exit 1) -set +e - ->&2 echo -e "${BGreen}Building docker image${NC}" -set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . -set +e - -DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" ->&2 echo -e "${BGreen}Uploading docker image to $DOCKER_URL${NC}" -set -e ->&2 sudo docker tag skyplane $DOCKER_URL ->&2 sudo docker push $DOCKER_URL ->&2 sudo docker system prune -f -set +e - ->&2 echo -e "${BGreen}SKYPLANE_DOCKER_IMAGE=$DOCKER_URL${NC}" -echo $DOCKER_URL diff --git a/skyplane/broadcast/gateway/cert.py b/skyplane/broadcast/gateway/cert.py deleted file mode 100644 index 83af5dfd0..000000000 --- a/skyplane/broadcast/gateway/cert.py +++ /dev/null @@ -1,20 +0,0 @@ -from OpenSSL import crypto - - -# Based on https://stackoverflow.com/questions/27164354/create-a-self-signed-x509-certificate-in-python -def generate_self_signed_certificate(output_cert_file, output_key_file): - k = crypto.PKey() - k.generate_key(crypto.TYPE_RSA, 4096) - - cert = crypto.X509() - cert.get_subject().CN = "skyplane" - cert.set_serial_number(1000) - cert.gmtime_adj_notBefore(0) - cert.gmtime_adj_notAfter(30 * 24 * 60 * 60) # valid for 30 days - cert.set_issuer(cert.get_subject()) - cert.set_pubkey(k) - cert.sign(k, "sha512") - with open(output_cert_file, "wt") as f: - f.write(crypto.dump_certificate(crypto.FILETYPE_PEM, cert).decode("utf-8")) - with open(output_key_file, "wt") as f: - f.write(crypto.dump_privatekey(crypto.FILETYPE_PEM, k).decode("utf-8")) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py deleted file mode 100644 index 68aaadc4c..000000000 --- a/skyplane/broadcast/gateway/chunk_store.py +++ /dev/null @@ -1,98 +0,0 @@ -import subprocess -from datetime import datetime -from multiprocessing import Queue -from os import PathLike -from pathlib import Path -from typing import Dict, Optional - -from skyplane.utils import logger - -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue - - -class ChunkStore: - def __init__(self, chunk_dir: PathLike): - self.chunk_dir = Path(chunk_dir) - self.chunk_dir.mkdir(parents=True, exist_ok=True) - - self.region_key_upload_id_mappings: Dict[str, str] = {} - - # delete existing chunks - for chunk_file in self.chunk_dir.glob("*.chunk"): - logger.warning(f"Deleting existing chunk file {chunk_file}") - chunk_file.unlink() - - # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) - self.chunk_requests: Dict[str, GatewayQueue] = {} - - # queue of chunk status updates coming from operators (passed to gateway API) - self.chunk_status_queue: Queue[Dict] = Queue() - - def set_upload_ids_map(self, maps: Dict[str, str]): - self.region_key_upload_id_mappings.update(maps) - - def get_upload_ids_map(self): - return self.region_key_upload_id_mappings - - def add_partition(self, partition_id: str): - """Create a queue for this partition.""" - if partition_id in self.chunk_requests: - raise ValueError(f"Partition {partition_id} already exists") - self.chunk_requests[partition_id] = GatewayQueue() - - def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): - """Create a queue for this partition.""" - print("Adding partition", partition_id, queue) - if partition_id in self.chunk_requests: - raise ValueError(f"Partition {partition_id} already exists") - self.chunk_requests[partition_id] = queue - print(self.chunk_requests) - - def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): - """Enqueue new chunk request from Gateway API""" - if chunk_request.chunk.partition_id not in self.chunk_requests: - raise ValueError( - f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" - ) - self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) - self.log_chunk_state(chunk_request, state) - - def log_chunk_state( - self, - chunk_req: ChunkRequest, - new_status: ChunkState, - worker_id: Optional[int] = None, - operator_handle: Optional[str] = None, - metadata: Optional[Dict] = None, - ): - """Add dict containing chunk status change (coming from operators) to queue""" - rec = { - "chunk_id": chunk_req.chunk.chunk_id, - "partition": chunk_req.chunk.partition_id, - "state": new_status.name, - "time": str(datetime.utcnow().isoformat()), - "handle": operator_handle, - "worker_id": worker_id, - } - if metadata is not None: - rec.update(metadata) - self.chunk_status_queue.put(rec) - - # Memory space calculation - def remaining_bytes(self): - try: - remaining_bytes = ( - int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 - ) - return remaining_bytes - except Exception as e: - raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() - print(f"{str(e)}: failed to parse {raw_output}") - return 0 - - def get_upload_id_map_path(self) -> Path: - return self.chunk_dir / f"upload_id_map.json" - - def get_chunk_file_path(self, chunk_id: str) -> Path: - return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py deleted file mode 100644 index 864062064..000000000 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ /dev/null @@ -1,355 +0,0 @@ -import argparse -from multiprocessing import Manager -from pprint import pprint -import atexit -import json -import os -import signal -import sys -from multiprocessing import Event, Queue -from os import PathLike -from pathlib import Path -from typing import Dict, List, Optional - -from skyplane.utils import logger - -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.broadcast.gateway.operators.gateway_operator import ( - GatewaySender, - GatewayRandomDataGen, - GatewayWriteLocal, - GatewayObjStoreReadOperator, - GatewayObjStoreWriteOperator, - GatewayWaitReciever, -) -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.utils import logger -from collections import defaultdict - - -# TODO: add default partition ID to main -# create gateway br -class GatewayDaemon: - def __init__( - self, - region: str, - chunk_dir: PathLike, - max_incoming_ports=64, - use_tls=True, - use_e2ee=False, - ): - # read gateway program - gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() - gateway_program = json.load(open(gateway_program_path, "r")) - - self.upload_id_map = Manager().dict() - - pprint(gateway_program) - - # read gateway info - gateway_info_path = Path(os.environ["GATEWAY_INFO_FILE"]).expanduser() - self.gateway_info = json.load(open(gateway_info_path, "r")) - - print("starting gateway daemon", gateway_program_path) - pprint(gateway_program) - assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" - - self.use_tls = use_tls - - # todo max_incoming_ports should be configurable rather than static - self.region = region - self.max_incoming_ports = max_incoming_ports - - # the chunk store managest the incoming queue of chunks and outgoing queue of chunk status updates - self.chunk_store = ChunkStore(chunk_dir) - - self.error_event = Event() - self.error_queue = Queue() - if use_e2ee: - e2ee_key_path = Path(os.environ["E2EE_KEY_FILE"]).expanduser() - with open(e2ee_key_path, "rb") as f: - self.e2ee_key_bytes = f.read() - else: - self.e2ee_key_bytes = None - - # create gateway operators - self.terminal_operators = defaultdict(list) # track terminal operators per partition - self.num_required_terminal = {} - self.operators = self.create_gateway_operators(gateway_program) - - # single gateway reciever - self.gateway_receiver = GatewayReceiver( - "reciever", - region=region, - chunk_store=self.chunk_store, - error_event=self.error_event, - error_queue=self.error_queue, - max_pending_chunks=max_incoming_ports, - use_tls=self.use_tls, - use_compression=False, # use_compression, - e2ee_key_bytes=self.e2ee_key_bytes, - ) - - # API server - self.api_server = GatewayDaemonAPI( - self.chunk_store, - self.gateway_receiver, - self.error_event, - self.error_queue, - terminal_operators=self.terminal_operators, - num_required_terminal=self.num_required_terminal, - upload_id_map=self.upload_id_map, - ) - self.api_server.start() - atexit.register(self.api_server.shutdown) - logger.info(f"[gateway_daemon] API started at {self.api_server.url}") - - def print_operator_graph(self): - def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): - if queue is None: - return - print(f"{prefix} {partition}: Input queue:", queue, "handles:", queue.get_handles()) - for handle in queue.get_handles(): - print(f"{prefix} {partition}: Operator {handle}") - # TODO: causes error sometimes for mux_or - next_queue = self.operators[handle].output_queue - print_operator_graph_helper(partition, next_queue, prefix + "--") - - for partition, queue in self.chunk_store.chunk_requests.items(): - print(f"Partition {partition}, {queue}") - print_operator_graph_helper(partition, queue, "") - - def create_gateway_operators(self, gateway_program: Dict): - """Create a gateway plan from a gateway program""" - - operators = {} - - def create_output_queue(operator: Dict): - # create output data queue - if len(operator["children"]) == 0: - return None - print("get output queue", operator["op_type"], operator["children"][0]["op_type"]) - if operator["children"][0]["op_type"] == "mux_and": - return GatewayANDQueue() - return GatewayQueue() - - def get_child_operators(operator): - if len(operator["children"]) == 0: - return [] - if operator["children"][0]["op_type"] == "mux_and" or operator["children"][0]["op_type"] == "mux_or": - return operator["children"][0]["children"] - return operator["children"] - - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): - total_p = 0 - for op in program: - handle = op["op_type"] + "_" + op["handle"] - print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") - input_queue.register_handle(handle) - - # get child operators - child_operators = get_child_operators(op) - - if op["op_type"] == "mux_or": - # parent must have been mux_and - assert isinstance( - input_queue, GatewayANDQueue - ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" - - # recurse to children with single queue - total_p += create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_ids) - continue - - # create output data queue - output_queue = create_output_queue(op) - if isinstance(output_queue, GatewayANDQueue): - # update number of operations that must be completed - for partition in partition_ids: - self.num_required_terminal[str(partition)] = self.num_required_terminal[str(partition)] - 1 + len(child_operators) - - print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") - print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") - if output_queue is None: - # track what opeartors need to complete processing the chunk - for partition in partition_ids: - self.terminal_operators[str(partition)].append(handle) - - # create operators - if op["op_type"] == "receive": - # wait for chunks from reciever - operators[handle] = GatewayWaitReciever( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - n_processes=1, # dummy wait thread, not actual reciever - chunk_store=self.chunk_store, - error_event=self.error_event, - error_queue=self.error_queue, - ) - total_p += 1 - elif op["op_type"] == "read_object_store": - operators[handle] = GatewayObjStoreReadOperator( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - n_processes=op["num_connections"], - chunk_store=self.chunk_store, - bucket_name=op["bucket_name"], - bucket_region=op["bucket_region"], - ) - total_p += op["num_connections"] - elif op["op_type"] == "gen_data": - operators[handle] = GatewayRandomDataGen( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - chunk_store=self.chunk_store, - size_mb=op["size_mb"], - ) - elif op["op_type"] == "send": - # TODO: handle private ips for GCP->GCP - target_gateway_info = self.gateway_info[op["target_gateway_id"]] - print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) - operators[handle] = GatewaySender( - handle, - region=self.region, - ip_addr=target_gateway_info["private_ip_address"], - input_queue=input_queue, - output_queue=output_queue, - error_event=self.error_event, - error_queue=self.error_queue, - chunk_store=self.chunk_store, - use_tls=self.use_tls, - use_compression=False, # operator["compress"], - e2ee_key_bytes=self.e2ee_key_bytes, - n_processes=op["num_connections"], - ) - total_p += op["num_connections"] - elif op["op_type"] == "write_object_store": - operators[handle] = GatewayObjStoreWriteOperator( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - n_processes=op["num_connections"], - chunk_store=self.chunk_store, - bucket_name=op["bucket_name"], - bucket_region=op["bucket_region"], - upload_id_map=self.upload_id_map, - ) - total_p += op["num_connections"] - elif op["op_type"] == "write_local": - operators[handle] = GatewayWriteLocal( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - chunk_store=self.chunk_store, - ) - total_p += 1 - else: - raise ValueError(f"Unsupported op_type {op['op_type']}") - # recursively create for child operators - total_p += create_gateway_operators_helper(output_queue, child_operators, partition_ids) - return total_p - - pprint(gateway_program) - - # create operator tree for each partition - total_p = 0 - for program_group in gateway_program: - partitions = program_group["partitions"] - program = program_group["value"] - - print("partitions", partitions) - # create initial queue for partition - if program[0]["op_type"] == "mux_and": - queue = GatewayANDQueue() - print(f"First operator is mux_and: queue {queue}") - assert len(program) == 1, f"mux_and cannot have siblings" - program = program[0]["children"] - for partition in partitions: - self.num_required_terminal[str(partition)] = len(program) - else: - queue = GatewayQueue() - print(f"First operator is ", program[0], "queue", queue) - - for partition in partitions: - self.num_required_terminal[str(partition)] = 1 - - # link all partitions to same queue reference - for partition in partitions: - self.chunk_store.add_partition(str(partition), queue) - - # create DAG for this partition group - total_p += create_gateway_operators_helper( - self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition - program, # single partition program - partitions, - ) - # print("TOTAL NUMBER OF PROCESSES", total_p) - return operators - - def run(self): - exit_flag = Event() - - def exit_handler(signum, frame): - logger.warning("[gateway_daemon] Received signal {}. Exiting...".format(signum)) - exit_flag.set() - for operator in self.operators.values(): - operator.stop_workers() - sys.exit(0) - - for operator in self.operators.values(): - logger.info(f"[gateway_daemon] Starting gateway operator {operator.handle} workers") - operator.start_workers() - - signal.signal(signal.SIGINT, exit_handler) - signal.signal(signal.SIGTERM, exit_handler) - - logger.info("[gateway_daemon] Starting daemon loop") - try: - while not exit_flag.is_set() and not self.error_event.is_set(): - self.api_server.pull_chunk_status_queue() - except Exception as e: - self.error_queue.put(e) - self.error_event.set() - logger.error(f"[gateway_daemon] Exception in daemon loop: {e}") - logger.exception(e) - - # shut down workers except for API to report status - logger.info("[gateway_daemon] Exiting all workers except for API") - for operator in self.operators.values(): - operator.stop_workers() - logger.info("[gateway_daemon] Done") - - -if __name__ == "__main__": - parser = argparse.ArgumentParser(description="Skyplane Gateway Daemon") - parser.add_argument("--region", type=str, required=True, help="Region tag (provider:region") - parser.add_argument("--chunk-dir", type=Path, default="/tmp/skyplane/chunks", help="Directory to store chunks") - parser.add_argument("--disable-tls", action="store_true") - parser.add_argument("--use-compression", action="store_true") # TODO: remove - parser.add_argument("--disable-e2ee", action="store_true") # TODO: remove - args = parser.parse_args() - - os.makedirs(args.chunk_dir) - daemon = GatewayDaemon( - region=args.region, - chunk_dir=args.chunk_dir, - use_tls=not args.disable_tls, - ) - daemon.run() diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py deleted file mode 100644 index 1a5220ff8..000000000 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ /dev/null @@ -1,345 +0,0 @@ -import logging -from collections import defaultdict -import logging.handlers -import os -import threading -from multiprocessing import Queue -from queue import Empty -from traceback import TracebackException -from typing import Dict, List, Tuple, Optional -import json -from flask import Flask, jsonify, request -from werkzeug.serving import make_server - -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.utils import logger - - -class GatewayDaemonAPI(threading.Thread): - """ - API documentation: - * GET /api/v1/status - returns status of API - * GET /api/v1/servers - returns list of running servers - * POST /api/v1/servers - starts a new server - * DELETE /api/v1/servers/ - stops a server - * GET /api/v1/chunk_requests - returns list of chunk requests (use {'state': ''} to filter) - * GET /api/v1/chunk_requests/ - returns chunk request - * POST /api/v1/chunk_requests - adds a new chunk request - * PUT /api/v1/chunk_requests/ - updates chunk request - * GET /api/v1/chunk_status_log - returns list of chunk status log entries - * POST /api/v1/upload_id_maps - post a json which contains mapping of region:bucket:key to upload id to each server - """ - - def __init__( - self, - chunk_store: ChunkStore, - gateway_receiver: GatewayReceiver, - error_event, - error_queue: Queue, - terminal_operators: Dict[str, List[str]], - num_required_terminal: Dict[str, int], - upload_id_map: Dict[str, str], - host="0.0.0.0", - port=8081, - ): - super().__init__() - self.app = Flask("gateway_metadata_server") - self.chunk_store = chunk_store - self.gateway_receiver = gateway_receiver - self.error_event = error_event - self.error_queue = error_queue - self.terminal_operators = terminal_operators - self.num_required_terminal = num_required_terminal - self.error_list: List[TracebackException] = [] - self.error_list_lock = threading.Lock() - self.upload_id_map = upload_id_map - - # load routes - self.register_global_routes(self.app) - self.register_server_routes(self.app) - self.register_request_routes(self.app) - self.register_error_routes(self.app) - self.register_socket_profiling_routes(self.app) - - # make server - self.host = host - self.port = port - self.url = "http://{}:{}".format(host, port) - - # chunk status log - self.state_update_lock = threading.Lock() - self.chunk_status: Dict[int, str] = {} # TODO: maintain as chunk_status_log is dumped - self.chunk_requests: Dict[str, ChunkRequest] = {} - self.sender_compressed_sizes: Dict[str, Tuple[int, int]] = {} # TODO: maintain as chunks are completed - self.chunk_status_log: List[Dict] = [] - self.chunk_completions = defaultdict(list) - - # socket profiles - # TODO: actually fill these out - self.sender_socket_profiles: List[Dict] = [] - self.sender_socket_profiles_lock = threading.Lock() - self.receiver_socket_profiles: List[Dict] = [] - self.receiver_socket_profiles_lock = threading.Lock() - - logging.getLogger("werkzeug").setLevel(logging.DEBUG) - self.server = make_server(host, port, self.app, threaded=True) - - def pull_chunk_status_queue(self, timeout=0.5): - with self.state_update_lock: - while True: - try: - elem = self.chunk_store.chunk_status_queue.get(timeout=timeout) - except Empty: - # print("[gateway_api] Chunk status queue empty, no more updates") - break - - handle = elem["handle"] - state = elem["state"] - chunk_id = elem["chunk_id"] - partition = elem["partition"] - - if chunk_id not in self.chunk_status: - self.chunk_status[chunk_id] = ChunkState.registered.name - - if self.chunk_status[chunk_id] == ChunkState.complete.name: - assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" - continue - - # if terminal operator, then mark a chunk completion - if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: - self.chunk_completions[chunk_id].append(handle) - - # if all terminal operators complete, then mark chunk complete - if ( - self.chunk_status.get(chunk_id, None) != ChunkState.complete.name - and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] - ): - # TODO: set this somewhere else - self.chunk_status[chunk_id] = ChunkState.complete.name - - print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") - # remove chunk file - chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) - if os.path.exists(chunk_file_path): - logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") - chunk_file_path.unlink() - - # record compressed size - if "metadata" in elem and "compressed_size_bytes" in elem["metadata"] and "uncompressed_size_bytes" in elem["metadata"]: - self.sender_compressed_sizes[chunk_id] = ( - elem["metadata"]["compressed_size_bytes"], - elem["metadata"]["uncompressed_size_bytes"], - ) - else: - if elem["state"] == ChunkState.complete.name: - print( - f"[gateway_api] After {handle}, chunk {chunk_id}, partition {partition}: not complete " - + f"operators {self.chunk_completions[chunk_id]} have uploaded " - + f"out of {self.terminal_operators}. " - + f"Required completitions = {self.num_required_terminal[partition]}" - ) - - # else: - # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") - self.chunk_status_log.append(elem) - - def run(self): - self.server.serve_forever() - - def shutdown(self): - self.server.shutdown() - - def register_global_routes(self, app): - @app.route("/", methods=["GET"]) - def get_index(): - return jsonify({"version": "v1"}) - - @app.route("/api/v1", methods=["GET"]) - def get_v1_index(): - output = "" - for rule in sorted(self.app.url_map.iter_rules(), key=lambda r: r.rule): - if rule.endpoint != "static": - methods = set(m for m in rule.methods if m not in ["HEAD", "OPTIONS"]) - output += f"{rule.rule}: {methods}
" - return output - - @app.route("/api/v1/status", methods=["GET"]) - def get_status(): - return jsonify({"status": "ok"}) - - @app.route("/api/v1/shutdown", methods=["POST"]) - def shutdown(): - self.shutdown() - logger.error("Shutdown complete. Hard exit.") - os._exit(1) - - def register_server_routes(self, app): - @app.route("/api/v1/servers", methods=["GET"]) - def get_server_ports(): - return jsonify({"server_ports": self.gateway_receiver.server_ports}) - - @app.route("/api/v1/servers", methods=["POST"]) - def add_server(): - new_port = self.gateway_receiver.start_server() - return jsonify({"server_port": new_port}) - - @app.route("/api/v1/servers/", methods=["DELETE"]) - def remove_server(port: int): - try: - self.gateway_receiver.stop_server(port) - return jsonify({"status": "ok"}) - except ValueError as e: - return jsonify({"error": str(e)}), 400 - - def register_request_routes(self, app): - def make_chunk_req_payload(chunk_req: ChunkRequest): - state = self.chunk_status[chunk_req.chunk.chunk_id] - state_name = state if state is not None else "unknown" - return {"req": chunk_req.as_dict(), "state": state_name} - - def get_chunk_reqs(state=None) -> Dict[int, Dict]: - out = {} - for chunk_id in list(self.chunk_status.keys()): - chunk_state = self.chunk_status[chunk_id] - if state is None or chunk_state == state: - chunk_req = self.chunk_requests[chunk_id] - out[chunk_id] = make_chunk_req_payload(chunk_req) - return out - - def add_chunk_req(body, state): - if isinstance(body, dict): - chunk_req = ChunkRequest.from_dict(body) - self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return 1 - elif isinstance(body, list): - for row in body: - chunk_req = ChunkRequest.from_dict(row) - self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return len(body) - - @app.route("/api/v1/chunk_requests", methods=["GET"]) - def get_chunk_requests(): - state_param = request.args.get("state") - if state_param is not None: - try: - state = ChunkState.from_str(state_param) - except ValueError: - return jsonify({"error": "invalid state"}), 400 - return jsonify({"chunk_requests": get_chunk_reqs(state)}) - else: - return jsonify({"chunk_requests": get_chunk_reqs()}) - - @app.route("/api/v1/incomplete_chunk_requests", methods=["GET"]) - def get_incomplete_chunk_requests(): - return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "upload_complete"}}) - - # lookup chunk request given chunk worker_id - @app.route("/api/v1/chunk_requests/", methods=["GET"]) - def get_chunk_request(chunk_id: int): - chunk_req = self.chunk_requests.get(chunk_id) - if chunk_req: - return jsonify({"chunk_requests": [make_chunk_req_payload(chunk_req)]}) - else: - return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 - - # add a new chunk request with default state registered - @app.route("/api/v1/chunk_requests", methods=["POST"]) - def add_chunk_request(): - print(f"[gateway_api] Recieved chunk request {request.json}") - state_param = request.args.get("state", "registered") - n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) - # TODO: Add to chunk manager queue - return jsonify({"status": "ok", "n_added": n_added}) - - # update chunk request - @app.route("/api/v1/chunk_requests/", methods=["PUT"]) - def update_chunk_request(chunk_id: str): - chunk_req = self.chunk_requests.get(chunk_id) - if chunk_req is None: - return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 - else: - if "state" in request.args: - try: - state = ChunkState.from_str(request.args.get("state")) - except ValueError: - return jsonify({"error": "invalid state"}), 400 - self.chunk_store.log_chunk_state(chunk_req, state) - return jsonify({"status": "ok"}) - else: - return jsonify({"error": "update not supported"}), 400 - - # list chunk status log - @app.route("/api/v1/chunk_status_log", methods=["GET"]) - def get_chunk_status_log(): - n_entries = len(self.chunk_status_log) - status_log_copy = [] # copy to support concurrent access - for i in range(n_entries): - status_log_copy.append(self.chunk_status_log[i]) - return jsonify({"chunk_status_log": status_log_copy}) - - # post the upload ids mapping - @app.route("/api/v1/upload_id_maps", methods=["POST"]) - def update_upload_ids_mapping(): - # TODO: beware that this assumes that only a single thread on the client is making requests - # if concurrent calls are made, this needs to be processed as chunk requests are - logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") - # upload_id_file_path = self.chunk_store.get_upload_id_map_path() - - # with upload_id_file_path.open("w") as f: - # f.write(json.dumps(request.json)) - - # update upload id mapping - print(request.json) - upload_ids = request.json - for key, id in upload_ids.items(): - self.upload_id_map[key] = id - - print(f"Added upload id mappings {upload_ids}") - - return jsonify({"status": "ok"}) - - def register_error_routes(self, app): - @app.route("/api/v1/errors", methods=["GET"]) - def get_errors(): - with self.error_list_lock: - while True: - try: - elem = self.error_queue.get_nowait() - self.error_list.append(elem) - except Empty: - break - # convert TracebackException to list - error_list_str = [str(e) for e in self.error_list] - return jsonify({"errors": error_list_str}) - - def register_socket_profiling_routes(self, app): - @app.route("/api/v1/profile/socket/receiver", methods=["GET"]) - def get_receiver_socket_profiles(): - with self.receiver_socket_profiles_lock: - while True: - try: - elem = self.gateway_receiver.socket_profiler_event_queue.get_nowait() - self.receiver_socket_profiles.append(elem) - except Empty: - break - return jsonify({"socket_profiles": self.receiver_socket_profiles}) - - @app.route("/api/v1/profile/compression", methods=["GET"]) - def get_receiver_compression_profile(): - total_size_compressed_bytes, total_size_uncompressed_bytes = 0, 0 - for _, (compressed_size, uncompressed_size) in self.sender_compressed_sizes.items(): - total_size_compressed_bytes += compressed_size - total_size_uncompressed_bytes += uncompressed_size - return jsonify( - { - "compressed_bytes_sent": total_size_compressed_bytes, - "uncompressed_bytes_sent": total_size_uncompressed_bytes, - "compression_ratio": total_size_uncompressed_bytes / total_size_compressed_bytes - if total_size_compressed_bytes > 0 - else 0, - } - ) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py deleted file mode 100644 index c971a3927..000000000 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ /dev/null @@ -1,585 +0,0 @@ -import json -import os -from typing import List -import queue -import socket -import ssl -import time -import traceback -from functools import partial -from multiprocessing import Event, Process -from typing import Dict, List, Optional - -import urllib3 -import nacl.secret -from abc import ABC, abstractmethod - -from skyplane.config_paths import cloud_config -from skyplane.utils.definitions import MB -from skyplane.utils import logger -from skyplane.utils.retry import retry_backoff -from skyplane.utils.timer import Timer -from skyplane.obj_store.object_store_interface import ObjectStoreInterface - -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue -from skyplane.broadcast.gateway.chunk_store import ChunkStore - - -class GatewayOperator(ABC): - def __init__( - self, - handle: str, - region: str, # TODO: remove - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - n_processes: Optional[int] = 1, - ): - self.handle = handle - self.region = region - self.input_queue = input_queue - self.output_queue = output_queue - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.n_processes = n_processes - - urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) - - # args for worker function - self.args = () - - # shared state - # TODO: move this outside of GateWaySender to share between processes? - self.processes = [] - self.exit_flags = [Event() for _ in range(self.n_processes)] - - # process-local state - self.worker_id: Optional[int] = None - - def start_workers(self): - for i in range(self.n_processes): - p = Process(target=self.worker_loop, args=(i,) + self.args) - p.start() - self.processes.append(p) - - def stop_workers(self): - for i in range(self.n_processes): - self.exit_flags[i].set() - for p in self.processes: - p.join() - self.processes = [] - - def worker_loop(self, worker_id: int, *args): - self.worker_id = worker_id - while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): - try: - # get chunk from input queue - try: - # will only get data for that handle - chunk_req = self.input_queue.get_nowait(self.handle) - except queue.Empty: - continue - - # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") - - # TODO: status logging - self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") - - # process chunk - succ = self.process(chunk_req, *args) - - # place in output queue - if succ: - # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - # print(self.handle) - self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) - if self.output_queue is not None: - # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") - self.output_queue.put(chunk_req) - else: - print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") - else: - # failed to process - re-queue - time.sleep(0.1) - # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") - self.input_queue.put(chunk_req) - - except Exception as e: - logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") - self.error_queue.put(traceback.format_exc()) - self.error_event.set() - self.exit_flags[worker_id].set() - - # run worker exit function - self.worker_exit(worker_id) - - def worker_exit(self, worker_id: int): - pass - - @abstractmethod - def process(self, chunk_req: ChunkRequest, **args): - pass - - -class GatewayWaitReciever(GatewayOperator): - def __init__(self, *args, **kwargs): - super().__init__(*args, **kwargs) - - # TODO: alternative (potentially better performnace) implementation: connect via queue with GatewayReciever to listen - # for download completition events - join with chunk request queue from ChunkStore - def process(self, chunk_req: ChunkRequest): - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) - if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") - return False - - # check to see if file is completed downloading - # Successfully recieved chunk 38400a29812142a486eaefcdebedf371, 161867776 0, 67108864 - with open(chunk_file_path, "rb") as f: - data = f.read() - if len(data) < chunk_req.chunk.chunk_length_bytes: - # download not complete - return False - assert ( - len(data) == chunk_req.chunk.chunk_length_bytes - ), f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" - print( - f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}" - ) - return True - - -class GatewaySender(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - ip_addr: str, - use_tls: Optional[bool] = True, - use_compression: Optional[bool] = True, - e2ee_key_bytes: Optional[bytes] = None, - n_processes: Optional[int] = 32, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - self.ip_addr = ip_addr - self.use_tls = use_tls - self.use_compression = use_compression - self.e2ee_key_bytes = e2ee_key_bytes - self.args = (ip_addr,) - - # provider = region.split(":")[0] - # if provider == "aws" or provider == "gcp": - # self.n_processes = 32 - # elif provider == "azure": - # self.n_processes = 24 # due to throttling limits from authentication - - # encryption - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - - # SSL context - if use_tls: - self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # process-local state - self.sender_port: Optional[int] = None - self.destination_ports: Dict[str, int] = {} # ip_address -> int - self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket - self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") - - def worker_exit(self, worker_id: int): - # close destination sockets - logger.info(f"[sender:{worker_id}] exiting, closing sockets") - for dst_socket in self.destination_sockets.values(): - dst_socket.close() - - # wait for all chunks to reach state "downloaded" - # TODO: remove/replace for broadcast - def wait_for_chunks(): - cr_status = {} - for ip, ip_chunk_ids in self.sent_chunk_ids.items(): - response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") - assert response.status == 200, f"{response.status} {response.data}" - host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] - for chunk_id in ip_chunk_ids: - if chunk_id in host_state: - cr_status[chunk_id] = host_state[chunk_id]["state"] - return all(status not in ["registered", "download_queued", "download_in_progress"] for status in cr_status.values()) - - logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") - wait_success = False - for _ in range(60): - try: - if wait_for_chunks(): - wait_success = True - break - except Exception as e: - logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") - - time.sleep(5) # originally 1 - if not wait_success: - raise Exception("Timed out waiting for chunks to reach state 'downloaded'") - logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") - - # close servers - logger.info(f"[sender:{worker_id}] exiting, closing servers") - for dst_host, dst_port in self.destination_ports.items(): - response = self.http_pool.request("DELETE", f"https://{dst_host}:8080/api/v1/servers/{dst_port}") - assert response.status == 200 and json.loads(response.data.decode("utf-8")) == {"status": "ok"} - logger.info(f"[sender:{worker_id}] closed destination socket {dst_host}:{dst_port}") - - def make_socket(self, dst_host): - response = self.http_pool.request("POST", f"https://{dst_host}:8080/api/v1/servers") - assert response.status == 200, f"{response.status} {response.data.decode('utf-8')}" - self.destination_ports[dst_host] = int(json.loads(response.data.decode("utf-8"))["server_port"]) - sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) - sock.connect((dst_host, self.destination_ports[dst_host])) - original_timeout = sock.gettimeout() - sock.settimeout(30.0) # For the TLS handshake - logger.info(f"[sender:{self.worker_id}] started new server connection to {dst_host}:{self.destination_ports[dst_host]}") - if self.ssl_context is not None: - sock = self.ssl_context.wrap_socket(sock) - logger.info(f"[sender:{self.worker_id}] finished TLS handshake to {dst_host}:{self.destination_ports[dst_host]}") - sock.settimeout(original_timeout) - sock.setsockopt(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1) - return sock - - # send chunks to other instances - def process(self, chunk_req: ChunkRequest, dst_host: str): - """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" - # notify server of upcoming ChunkRequests - - print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") - - # TODO: does this function need to be implemented to work for a list of chunks? - - chunk_ids = [chunk_req.chunk.chunk_id] - chunk_reqs = [chunk_req] - with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - - # TODO: remove chunk request wrapper - register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") - print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - # while True: - # try: - # response = self.http_pool.request( - # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - # ) - # break - # except Exception as e: - # print("sender post error", e) - # time.sleep(1) - - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") - - # contact server to set up socket connection - if self.destination_ports.get(dst_host) is None: - print(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") - self.destination_sockets[dst_host] = retry_backoff( - partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout - ) - print(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") - sock = self.destination_sockets[dst_host] - - # TODO: cleanup so this isn't a loop - for idx, chunk_req in enumerate(chunk_reqs): - # self.chunk_store.state_start_upload(chunk_id, f"sender:{self.worker_id}") - chunk_id = chunk_req.chunk.chunk_id - chunk = chunk_req.chunk - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_id) - - # read data from disk (and optionally compress if sending from source region) - with open(chunk_file_path, "rb") as f: - data = f.read() - assert len(data) == chunk.chunk_length_bytes, f"chunk {chunk_id} has size {len(data)} but should be {chunk.chunk_length_bytes}" - - wire_length = len(data) - # compressed_length = None - # if self.use_compression and self.region == chunk_req.src_region: - # data = lz4.frame.compress(data) - # wire_length = len(data) - # compressed_length = wire_length - # if self.e2ee_secretbox is not None and self.region == chunk_req.src_region: - # data = self.e2ee_secretbox.encrypt(data) - # wire_length = len(data) - - # send chunk header - header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") - header.to_socket(sock) - print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") - - # send chunk data - assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" - # file_size = os.path.getsize(chunk_file_path) - - with Timer() as t: - sock.sendall(data) - - # logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") - print(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") - - if dst_host not in self.sent_chunk_ids: - self.sent_chunk_ids[dst_host] = [] - self.sent_chunk_ids[dst_host].append(chunk_req.chunk.chunk_id) - - # success, so return true - return True - - -class GatewayRandomDataGen(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - size_mb: int, - n_processes: Optional[int] = 1, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - self.size_mb = size_mb - - def process(self, chunk_req: ChunkRequest): - # wait until enough space available - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - size_bytes = int(self.size_mb * MB) - assert size_bytes > 0, f"Invalid size {size_bytes} for fallocate" - - while True: - # create file with random data - try: - os.system(f"fallocate -l {size_bytes} {fpath}") - file_size = os.path.getsize(fpath) - if file_size == size_bytes: - break - except Exception: - print(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") - time.sleep(0.1) - continue - - logger.info(f"[{self.handle}:{self.worker_id}] Wrote chunk {chunk_req.chunk.chunk_id} with size {file_size} to {fpath}") - chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) - - return True - - -class GatewayWriteLocal(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - n_processes: int = 1, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - - def process(self, chunk_req: ChunkRequest): - # do nothing (already written locally) - return True - - -class GatewayObjStoreOperator(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - n_processes: Optional[int] = 1, - chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - self.bucket_name = bucket_name - self.bucket_region = bucket_region - self.src_requester_pays = cloud_config.get_flag("requester_pays") - - # process-local state - self.worker_id: Optional[int] = None - self.obj_store_interfaces: Dict[str, ObjectStoreInterface] = {} - - # interact with object store - def get_obj_store_interface(self, region: str, bucket: str) -> ObjectStoreInterface: - key = f"{region}:{bucket}" - if key not in self.obj_store_interfaces: - logger.warning(f"[gateway_daemon] ObjectStoreInterface not cached for {key}") - try: - self.obj_store_interfaces[key] = ObjectStoreInterface.create(region, bucket) - except Exception as e: - raise ValueError(f"Failed to create obj store interface {str(e)}") - return self.obj_store_interfaces[key] - - -class GatewayObjStoreReadOperator(GatewayObjStoreOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - n_processes: int = 32, - chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): - super().__init__( - handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region - ) - - def process(self, chunk_req: ChunkRequest, **args): - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - # wait for free space - logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") - - obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - - if self.src_requester_pays: - obj_store_interface.set_requester_bool(True) - - # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - # time.sleep(0.1) - - assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" - while True: - # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - # time.sleep(0.1) - # continue - try: - md5sum = retry_backoff( - partial( - obj_store_interface.download_object, - chunk_req.chunk.src_key, - fpath, - chunk_req.chunk.file_offset_bytes, - chunk_req.chunk.chunk_length_bytes, - generate_md5=True, - ), - max_retries=1, # TODO: fix this - not a good solution - ) - - # ensure properly downloaded - file_size = os.path.getsize(fpath) - if file_size == chunk_req.chunk.chunk_length_bytes: - break - else: - print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) - - except Exception as e: - print("Failed", e) - time.sleep(1) - - # update md5sum for chunk requests - # TODO: create checksum operator - # if not md5sum: - # logger.error(f"[obj_store:{self.worker_id}] Checksum was not generated for {chunk_req.chunk.src_key}") - # else: - # self.chunk_store.update_chunk_checksum(chunk_req.chunk.chunk_id, md5sum) - - recieved_chunk_size = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).stat().st_size - assert ( - recieved_chunk_size == chunk_req.chunk.chunk_length_bytes - ), f"Downloaded chunk {chunk_req.chunk.chunk_id} to {fpath} has incorrect size (expected {chunk_req.chunk.chunk_length_bytes} but got {recieved_chunk_size}, {chunk_req.chunk.chunk_length_bytes})" - logger.debug(f"[obj_store:{self.worker_id}] Downloaded {chunk_req.chunk.chunk_id} from {self.bucket_name}") - return True - - -class GatewayObjStoreWriteOperator(GatewayObjStoreOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - # upload_id_requests: Queue[Dict[str, str]], # queue of upload_id mappings from client - upload_id_map: Dict[str, str], # map of upload_id mappings from client - n_processes: Optional[int] = 32, - chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): - super().__init__( - handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region - ) - self.chunk_store = chunk_store - self.upload_id_map = upload_id_map - - def process(self, chunk_req: ChunkRequest): - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - logger.debug( - f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" - ) - - # TODO: cache object store interface - obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - - if chunk_req.chunk.multi_part: - assert chunk_req.chunk.dest_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.dest_key} not found {self.upload_id_map}" - upload_id = self.upload_id_map[chunk_req.chunk.dest_key] - # key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key - # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") - - # map_file_path = self.chunk_store.get_upload_id_map_path() - # if not os.path.exists(map_file_path): - # logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") - # return False - - # with open(map_file_path, "rb") as f: - # upload_ids_map = json.load(f) - - ## logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") - # upload_id = str(upload_ids_map[key_to_upload_id]) - # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") - else: - upload_id = None - - retry_backoff( - partial( - obj_store_interface.upload_object, - fpath, - chunk_req.chunk.dest_key, - chunk_req.chunk.part_number, - upload_id, - check_md5=chunk_req.chunk.md5_hash, - ), - max_retries=1, - ) - logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") - return True diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py deleted file mode 100644 index 3743c35ab..000000000 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ /dev/null @@ -1,222 +0,0 @@ -import os -import signal -import socket -import ssl -import time -import traceback -from contextlib import closing -from multiprocessing import Event, Process, Value, Queue -from typing import Optional, Tuple - -import nacl.secret - -from skyplane.utils.definitions import MB -from skyplane.utils import logger -from skyplane.utils.timer import Timer - -from skyplane.chunk import WireProtocolHeader -from skyplane.broadcast.gateway.cert import generate_self_signed_certificate -from skyplane.broadcast.gateway.chunk_store import ChunkStore - - -class GatewayReceiver: - def __init__( - self, - handle: str, - region: str, - chunk_store: ChunkStore, - error_event, - error_queue: Queue, - recv_block_size=4 * MB, - max_pending_chunks=1, - use_tls: Optional[bool] = True, - use_compression: Optional[bool] = True, - e2ee_key_bytes: Optional[bytes] = None, - ): - self.handle = handle - self.region = region - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.recv_block_size = recv_block_size - self.max_pending_chunks = max_pending_chunks - print("Max pending chunks", self.max_pending_chunks) - self.use_compression = use_compression - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - self.server_processes = [] - self.server_ports = [] - self.next_gateway_worker_id = 0 - self.socket_profiler_event_queue = Queue() - - # SSL context - if use_tls: - generate_self_signed_certificate("temp.cert", "temp.key") - self.ssl_context = ssl.create_default_context(ssl.Purpose.CLIENT_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - self.ssl_context.load_cert_chain("temp.cert", "temp.key") - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # private state per worker - self.worker_id: Optional[int] = None - - def start_server(self): - started_event = Event() - port = Value("i", 0) - - def server_worker(worker_id: int): - self.worker_id = worker_id - with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: - sock.bind(("0.0.0.0", 0)) - socket_port = sock.getsockname()[1] - port.value = socket_port - exit_flag = Event() - - def signal_handler(signal, frame): - exit_flag.set() - - signal.signal(signal.SIGINT, signal_handler) - - sock.listen() - if self.ssl_context is not None: - ssl_sock = self.ssl_context.wrap_socket(sock, server_side=True) - else: - ssl_sock = sock - started_event.set() - logger.info(f"[receiver:{socket_port}] Waiting for connection") - ssl_conn, addr = ssl_sock.accept() - logger.info(f"[receiver:{socket_port}] Accepted connection from {addr}") - while not exit_flag.is_set() and not self.error_event.is_set(): - try: - self.recv_chunks(ssl_conn, addr) - except Exception as e: - logger.warning(f"[receiver:{socket_port}] Error: {str(e)}") - self.error_queue.put(traceback.format_exc()) - exit_flag.set() - self.error_event.set() - logger.warning(f"[receiver:{socket_port}] Exiting on signal") - ssl_conn.close() - - gateway_id = self.next_gateway_worker_id - self.next_gateway_worker_id += 1 - p = Process(target=server_worker, args=(gateway_id,)) - p.start() - started_event.wait() - self.server_processes.append(p) - self.server_ports.append(port.value) - logger.info(f"[receiver:{port.value}] Started server)") - return port.value - - def stop_server(self, port: int): - matched_process = None - for server_port, server_process in zip(self.server_ports, self.server_processes): - if server_port == port: - matched_process = server_process - break - if matched_process is None: - raise ValueError(f"No server found on port {port}") - else: - os.kill(matched_process.pid, signal.SIGINT) - matched_process.join(30) - matched_process.terminate() - self.server_processes.remove(matched_process) - self.server_ports.remove(port) - logger.warning(f"[server:{port}] Stopped server") - return port - - def stop_servers(self): - for port in self.server_ports: - self.stop_server(port) - assert len(self.server_ports) == 0 - assert len(self.server_processes) == 0 - - def stop_workers(self): - self.stop_servers() - - def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): - server_port = conn.getsockname()[1] - chunks_received = [] - init_space = self.chunk_store.remaining_bytes() - print("Init space", init_space) - while True: - # receive header and write data to file - logger.debug(f"[receiver:{server_port}] Blocking for next header") - chunk_header = WireProtocolHeader.from_socket(conn) - logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} Got chunk header {chunk_header}") - - # TODO: this wont work - # chunk_request = self.chunk_store.get_chunk_request(chunk_header.chunk_id) - - # should_decrypt = self.e2ee_secretbox is not None and chunk_request.dst_region == self.region - # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region - - # wait for space - # while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - # print( - # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" - # ) - # time.sleep(0.1) - - # get data - # self.chunk_store.state_queue_download(chunk_header.chunk_id) - # self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") - with Timer() as t: - fpath = self.chunk_store.get_chunk_file_path(chunk_header.chunk_id) - with fpath.open("wb") as f: - socket_data_len = chunk_header.data_len - chunk_received_size = 0 - to_write = bytearray(socket_data_len) - to_write_view = memoryview(to_write) - while socket_data_len > 0: - nbytes = conn.recv_into(to_write_view[chunk_received_size:], min(socket_data_len, self.recv_block_size)) - socket_data_len -= nbytes - chunk_received_size += nbytes - self.socket_profiler_event_queue.put( - dict( - receiver_id=self.worker_id, - chunk_id=chunk_header.chunk_id, - time_ms=t.elapsed * 1000.0, - bytes=chunk_received_size, - ) - ) - to_write = bytes(to_write) - - # try to write data until successful - while True: - try: - f.seek(0, 0) - f.write(to_write) - f.flush() - - # check size - file_size = os.path.getsize(fpath) - if file_size == chunk_header.data_len: - break - elif file_size >= chunk_header.data_len: - raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") - except Exception as e: - print(e) - - print( - f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" - ) - time.sleep(1) - assert ( - socket_data_len == 0 and chunk_received_size == chunk_header.data_len - ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" - - logger.debug(f"Recieved chunk {chunk_header.chunk_id} size {chunk_header.data_len}") - - # todo check hash - # self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - chunks_received.append(chunk_header.chunk_id) - - if chunk_header.n_chunks_left_on_socket == 0: - logger.debug(f"[receiver:{server_port}] End of stream reached") - return diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 905858a3a..68aaadc4c 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -1,14 +1,14 @@ import subprocess from datetime import datetime -from multiprocessing import Manager, Queue +from multiprocessing import Queue from os import PathLike from pathlib import Path -from queue import Empty +from typing import Dict, Optional -from typing import Dict, List, Optional +from skyplane.utils import logger from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.utils import logger +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue class ChunkStore: @@ -16,126 +16,83 @@ def __init__(self, chunk_dir: PathLike): self.chunk_dir = Path(chunk_dir) self.chunk_dir.mkdir(parents=True, exist_ok=True) + self.region_key_upload_id_mappings: Dict[str, str] = {} + # delete existing chunks for chunk_file in self.chunk_dir.glob("*.chunk"): logger.warning(f"Deleting existing chunk file {chunk_file}") chunk_file.unlink() - # multiprocess-safe concurrent structures - self.manager = Manager() - self.chunk_requests: Dict[str, ChunkRequest] = self.manager.dict() # type: ignore - self.chunk_status: Dict[str, ChunkState] = self.manager.dict() # type: ignore + # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) + self.chunk_requests: Dict[str, GatewayQueue] = {} - # state log + # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() - # metric log - self.sender_compressed_sizes: Dict[str, float] = self.manager.dict() # type: ignore - - def get_chunk_file_path(self, chunk_id: str) -> Path: - return self.chunk_dir / f"{chunk_id}.chunk" - - ### - # ChunkState management - ### - def get_chunk_state(self, chunk_id: str) -> Optional[ChunkState]: - return self.chunk_status[chunk_id] if chunk_id in self.chunk_status else None - - def set_chunk_state(self, chunk_id: str, new_status: ChunkState, log_metadata: Optional[Dict] = None): - self.chunk_status[chunk_id] = new_status - rec = {"chunk_id": chunk_id, "state": new_status.name, "time": str(datetime.utcnow().isoformat())} - if log_metadata is not None: - rec.update(log_metadata) + def set_upload_ids_map(self, maps: Dict[str, str]): + self.region_key_upload_id_mappings.update(maps) + + def get_upload_ids_map(self): + return self.region_key_upload_id_mappings + + def add_partition(self, partition_id: str): + """Create a queue for this partition.""" + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = GatewayQueue() + + def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): + """Create a queue for this partition.""" + print("Adding partition", partition_id, queue) + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = queue + print(self.chunk_requests) + + def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): + """Enqueue new chunk request from Gateway API""" + if chunk_request.chunk.partition_id not in self.chunk_requests: + raise ValueError( + f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" + ) + self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) + self.log_chunk_state(chunk_request, state) + + def log_chunk_state( + self, + chunk_req: ChunkRequest, + new_status: ChunkState, + worker_id: Optional[int] = None, + operator_handle: Optional[str] = None, + metadata: Optional[Dict] = None, + ): + """Add dict containing chunk status change (coming from operators) to queue""" + rec = { + "chunk_id": chunk_req.chunk.chunk_id, + "partition": chunk_req.chunk.partition_id, + "state": new_status.name, + "time": str(datetime.utcnow().isoformat()), + "handle": operator_handle, + "worker_id": worker_id, + } + if metadata is not None: + rec.update(metadata) self.chunk_status_queue.put(rec) - def drain_chunk_status_queue(self) -> List[Dict]: - out_events = [] - while True: - try: - elem = self.chunk_status_queue.get_nowait() - out_events.append(elem) - except Empty: - break - return out_events - - def state_queue_download(self, chunk_id: str): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.registered, ChunkState.download_queued]: - self.set_chunk_state(chunk_id, ChunkState.download_queued) - else: - raise ValueError(f"Invalid transition queue_download from {state} (id={chunk_id})") - - def state_start_download(self, chunk_id: str, receiver_id: Optional[str] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.download_queued, ChunkState.download_in_progress]: - self.set_chunk_state(chunk_id, ChunkState.download_in_progress, {"receiver_id": receiver_id}) - else: - raise ValueError(f"Invalid transition start_download from {state}") - - def state_finish_download(self, chunk_id: str, receiver_id: Optional[str] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.download_in_progress, ChunkState.downloaded]: - self.set_chunk_state(chunk_id, ChunkState.downloaded, {"receiver_id": receiver_id}) - else: - raise ValueError(f"Invalid transition finish_download from {state} (id={chunk_id})") - - def state_queue_upload(self, chunk_id: str): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.downloaded, ChunkState.upload_queued]: - self.set_chunk_state(chunk_id, ChunkState.upload_queued) - else: - raise ValueError(f"Invalid transition upload_queued from {state} (id={chunk_id})") - - def state_start_upload(self, chunk_id: str, sender_id: Optional[str] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.upload_queued, ChunkState.upload_in_progress]: - self.set_chunk_state(chunk_id, ChunkState.upload_in_progress, {"sender_id": sender_id}) - else: - raise ValueError(f"Invalid transition start_upload from {state} (id={chunk_id})") - - def state_finish_upload(self, chunk_id: str, sender_id: Optional[str] = None, compressed_size_bytes: Optional[int] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.upload_in_progress, ChunkState.upload_complete]: - self.set_chunk_state(chunk_id, ChunkState.upload_complete, {"sender_id": sender_id}) - if compressed_size_bytes is not None: - self.sender_compressed_sizes[chunk_id] = compressed_size_bytes - else: - raise ValueError(f"Invalid transition finish_upload from {state} (id={chunk_id})") - - def state_fail(self, chunk_id: str): - if self.get_chunk_state(chunk_id) != ChunkState.upload_complete: - self.set_chunk_state(chunk_id, ChunkState.failed) - else: - raise ValueError(f"Invalid transition fail from {self.get_chunk_state(chunk_id)} (id={chunk_id})") - - ### - # Chunk management - ### - def get_chunk_requests(self, status: Optional[ChunkState] = None) -> List[ChunkRequest]: - if status is None: - return list(self.chunk_requests.values()) - else: - return [req for i, req in self.chunk_requests.items() if self.get_chunk_state(i) == status] - - def get_chunk_request(self, chunk_id: str) -> ChunkRequest: - if chunk_id not in self.chunk_requests: - raise ValueError(f"ChunkRequest {chunk_id} not found") - return self.chunk_requests[chunk_id] - - def add_chunk_request(self, chunk_request: ChunkRequest, state=ChunkState.registered): - self.set_chunk_state(chunk_request.chunk.chunk_id, state) - self.chunk_requests[chunk_request.chunk.chunk_id] = chunk_request - - def update_chunk_checksum(self, chunk_id: str, checksum: Optional[bytes]): - cr = self.chunk_requests[chunk_id] - cr.chunk.checksum = checksum - self.chunk_requests[chunk_id] = cr - - def update_chunk_mime_type(self, chunk_id: str, mime_type: Optional[str]): - cr = self.chunk_requests[chunk_id] - cr.chunk.mime_type = mime_type - self.chunk_requests[chunk_id] = cr - # Memory space calculation def remaining_bytes(self): - return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + try: + remaining_bytes = ( + int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + ) + return remaining_bytes + except Exception as e: + raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() + print(f"{str(e)}: failed to parse {raw_output}") + return 0 + + def get_upload_id_map_path(self) -> Path: + return self.chunk_dir / f"upload_id_map.json" + + def get_chunk_file_path(self, chunk_id: str) -> Path: + return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index e3bc412d2..864062064 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -1,162 +1,329 @@ import argparse +from multiprocessing import Manager +from pprint import pprint import atexit import json import os import signal import sys -import threading -import time from multiprocessing import Event, Queue from os import PathLike from pathlib import Path -from threading import BoundedSemaphore +from typing import Dict, List, Optional -from typing import Dict +from skyplane.utils import logger -from skyplane.chunk import ChunkState -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.gateway.gateway_obj_store import GatewayObjStoreConn -from skyplane.gateway.gateway_receiver import GatewayReceiver -from skyplane.gateway.gateway_sender import GatewaySender +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue +from skyplane.broadcast.gateway.chunk_store import ChunkStore +from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI +from skyplane.broadcast.gateway.operators.gateway_operator import ( + GatewaySender, + GatewayRandomDataGen, + GatewayWriteLocal, + GatewayObjStoreReadOperator, + GatewayObjStoreWriteOperator, + GatewayWaitReciever, +) +from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger -from skyplane.utils.definitions import MB +from collections import defaultdict +# TODO: add default partition ID to main +# create gateway br class GatewayDaemon: def __init__( self, region: str, - outgoing_ports: Dict[str, int], chunk_dir: PathLike, - max_inflight_chunks=64, + max_incoming_ports=64, use_tls=True, - use_compression=False, - use_e2ee=True, + use_e2ee=False, ): - # todo max_inflight_chunks should be configurable rather than static + # read gateway program + gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() + gateway_program = json.load(open(gateway_program_path, "r")) + + self.upload_id_map = Manager().dict() + + pprint(gateway_program) + + # read gateway info + gateway_info_path = Path(os.environ["GATEWAY_INFO_FILE"]).expanduser() + self.gateway_info = json.load(open(gateway_info_path, "r")) + + print("starting gateway daemon", gateway_program_path) + pprint(gateway_program) + assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" + + self.use_tls = use_tls + + # todo max_incoming_ports should be configurable rather than static self.region = region - self.max_inflight_chunks = max_inflight_chunks + self.max_incoming_ports = max_incoming_ports + + # the chunk store managest the incoming queue of chunks and outgoing queue of chunk status updates self.chunk_store = ChunkStore(chunk_dir) + self.error_event = Event() self.error_queue = Queue() if use_e2ee: e2ee_key_path = Path(os.environ["E2EE_KEY_FILE"]).expanduser() with open(e2ee_key_path, "rb") as f: - e2ee_key_bytes = f.read() + self.e2ee_key_bytes = f.read() else: - e2ee_key_bytes = None + self.e2ee_key_bytes = None + + # create gateway operators + self.terminal_operators = defaultdict(list) # track terminal operators per partition + self.num_required_terminal = {} + self.operators = self.create_gateway_operators(gateway_program) + + # single gateway reciever self.gateway_receiver = GatewayReceiver( - region, - self.chunk_store, - self.error_event, - self.error_queue, - max_pending_chunks=max_inflight_chunks, - use_tls=use_tls, - use_compression=use_compression, - e2ee_key_bytes=e2ee_key_bytes, + "reciever", + region=region, + chunk_store=self.chunk_store, + error_event=self.error_event, + error_queue=self.error_queue, + max_pending_chunks=max_incoming_ports, + use_tls=self.use_tls, + use_compression=False, # use_compression, + e2ee_key_bytes=self.e2ee_key_bytes, ) - self.gateway_sender = GatewaySender( - region, + + # API server + self.api_server = GatewayDaemonAPI( self.chunk_store, + self.gateway_receiver, self.error_event, self.error_queue, - outgoing_ports=outgoing_ports, - use_tls=use_tls, - use_compression=use_compression, - e2ee_key_bytes=e2ee_key_bytes, + terminal_operators=self.terminal_operators, + num_required_terminal=self.num_required_terminal, + upload_id_map=self.upload_id_map, ) - provider = region.split(":")[0] - if provider == "azure": - n_conn = 24 # due to throttling limits from authentication - else: - n_conn = 32 - self.obj_store_conn = GatewayObjStoreConn(self.chunk_store, self.error_event, self.error_queue, max_conn=n_conn) - - # Download thread pool - self.dl_pool_semaphore = BoundedSemaphore(value=128) - self.ul_pool_semaphore = BoundedSemaphore(value=128) - - # API server - self.api_server = GatewayDaemonAPI(self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue) self.api_server.start() atexit.register(self.api_server.shutdown) logger.info(f"[gateway_daemon] API started at {self.api_server.url}") + def print_operator_graph(self): + def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): + if queue is None: + return + print(f"{prefix} {partition}: Input queue:", queue, "handles:", queue.get_handles()) + for handle in queue.get_handles(): + print(f"{prefix} {partition}: Operator {handle}") + # TODO: causes error sometimes for mux_or + next_queue = self.operators[handle].output_queue + print_operator_graph_helper(partition, next_queue, prefix + "--") + + for partition, queue in self.chunk_store.chunk_requests.items(): + print(f"Partition {partition}, {queue}") + print_operator_graph_helper(partition, queue, "") + + def create_gateway_operators(self, gateway_program: Dict): + """Create a gateway plan from a gateway program""" + + operators = {} + + def create_output_queue(operator: Dict): + # create output data queue + if len(operator["children"]) == 0: + return None + print("get output queue", operator["op_type"], operator["children"][0]["op_type"]) + if operator["children"][0]["op_type"] == "mux_and": + return GatewayANDQueue() + return GatewayQueue() + + def get_child_operators(operator): + if len(operator["children"]) == 0: + return [] + if operator["children"][0]["op_type"] == "mux_and" or operator["children"][0]["op_type"] == "mux_or": + return operator["children"][0]["children"] + return operator["children"] + + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): + total_p = 0 + for op in program: + handle = op["op_type"] + "_" + op["handle"] + print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") + input_queue.register_handle(handle) + + # get child operators + child_operators = get_child_operators(op) + + if op["op_type"] == "mux_or": + # parent must have been mux_and + assert isinstance( + input_queue, GatewayANDQueue + ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" + + # recurse to children with single queue + total_p += create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_ids) + continue + + # create output data queue + output_queue = create_output_queue(op) + if isinstance(output_queue, GatewayANDQueue): + # update number of operations that must be completed + for partition in partition_ids: + self.num_required_terminal[str(partition)] = self.num_required_terminal[str(partition)] - 1 + len(child_operators) + + print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") + print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") + if output_queue is None: + # track what opeartors need to complete processing the chunk + for partition in partition_ids: + self.terminal_operators[str(partition)].append(handle) + + # create operators + if op["op_type"] == "receive": + # wait for chunks from reciever + operators[handle] = GatewayWaitReciever( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + n_processes=1, # dummy wait thread, not actual reciever + chunk_store=self.chunk_store, + error_event=self.error_event, + error_queue=self.error_queue, + ) + total_p += 1 + elif op["op_type"] == "read_object_store": + operators[handle] = GatewayObjStoreReadOperator( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + n_processes=op["num_connections"], + chunk_store=self.chunk_store, + bucket_name=op["bucket_name"], + bucket_region=op["bucket_region"], + ) + total_p += op["num_connections"] + elif op["op_type"] == "gen_data": + operators[handle] = GatewayRandomDataGen( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + chunk_store=self.chunk_store, + size_mb=op["size_mb"], + ) + elif op["op_type"] == "send": + # TODO: handle private ips for GCP->GCP + target_gateway_info = self.gateway_info[op["target_gateway_id"]] + print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) + operators[handle] = GatewaySender( + handle, + region=self.region, + ip_addr=target_gateway_info["private_ip_address"], + input_queue=input_queue, + output_queue=output_queue, + error_event=self.error_event, + error_queue=self.error_queue, + chunk_store=self.chunk_store, + use_tls=self.use_tls, + use_compression=False, # operator["compress"], + e2ee_key_bytes=self.e2ee_key_bytes, + n_processes=op["num_connections"], + ) + total_p += op["num_connections"] + elif op["op_type"] == "write_object_store": + operators[handle] = GatewayObjStoreWriteOperator( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + n_processes=op["num_connections"], + chunk_store=self.chunk_store, + bucket_name=op["bucket_name"], + bucket_region=op["bucket_region"], + upload_id_map=self.upload_id_map, + ) + total_p += op["num_connections"] + elif op["op_type"] == "write_local": + operators[handle] = GatewayWriteLocal( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + chunk_store=self.chunk_store, + ) + total_p += 1 + else: + raise ValueError(f"Unsupported op_type {op['op_type']}") + # recursively create for child operators + total_p += create_gateway_operators_helper(output_queue, child_operators, partition_ids) + return total_p + + pprint(gateway_program) + + # create operator tree for each partition + total_p = 0 + for program_group in gateway_program: + partitions = program_group["partitions"] + program = program_group["value"] + + print("partitions", partitions) + # create initial queue for partition + if program[0]["op_type"] == "mux_and": + queue = GatewayANDQueue() + print(f"First operator is mux_and: queue {queue}") + assert len(program) == 1, f"mux_and cannot have siblings" + program = program[0]["children"] + for partition in partitions: + self.num_required_terminal[str(partition)] = len(program) + else: + queue = GatewayQueue() + print(f"First operator is ", program[0], "queue", queue) + + for partition in partitions: + self.num_required_terminal[str(partition)] = 1 + + # link all partitions to same queue reference + for partition in partitions: + self.chunk_store.add_partition(str(partition), queue) + + # create DAG for this partition group + total_p += create_gateway_operators_helper( + self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition + program, # single partition program + partitions, + ) + # print("TOTAL NUMBER OF PROCESSES", total_p) + return operators + def run(self): exit_flag = Event() def exit_handler(signum, frame): logger.warning("[gateway_daemon] Received signal {}. Exiting...".format(signum)) exit_flag.set() - self.gateway_receiver.stop_servers() - self.gateway_sender.stop_workers() - self.obj_store_conn.stop_workers() + for operator in self.operators.values(): + operator.stop_workers() sys.exit(0) - logger.info("[gateway_daemon] Starting gateway sender workers") - self.gateway_sender.start_workers() - self.obj_store_conn.start_workers() + for operator in self.operators.values(): + logger.info(f"[gateway_daemon] Starting gateway operator {operator.handle} workers") + operator.start_workers() + signal.signal(signal.SIGINT, exit_handler) signal.signal(signal.SIGTERM, exit_handler) logger.info("[gateway_daemon] Starting daemon loop") try: while not exit_flag.is_set() and not self.error_event.is_set(): - # queue object uploads and relays - for chunk_req in self.chunk_store.get_chunk_requests(ChunkState.downloaded): - if self.region == chunk_req.dst_region and chunk_req.dst_type == "save_local": # do nothing, save to ChunkStore - self.chunk_store.state_queue_upload(chunk_req.chunk.chunk_id) - self.chunk_store.state_start_upload(chunk_req.chunk.chunk_id, "save_local") - self.chunk_store.state_finish_upload(chunk_req.chunk.chunk_id, "save_local") - self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).unlink() - elif self.region == chunk_req.dst_region and chunk_req.dst_type == "object_store": - self.chunk_store.state_queue_upload(chunk_req.chunk.chunk_id) - self.obj_store_conn.queue_upload_request(chunk_req) - elif self.region != chunk_req.dst_region: - self.gateway_sender.queue_request(chunk_req) - self.chunk_store.state_queue_upload(chunk_req.chunk.chunk_id) - else: - self.chunk_store.state_fail(chunk_req.chunk.chunk_id) - self.error_queue.put(ValueError("[gateway_daemon] Unknown destination type")) - self.error_event.set() - - # queue object store downloads and relays (if space is available) - for chunk_req in self.chunk_store.get_chunk_requests(ChunkState.registered): - if self.region == chunk_req.src_region and chunk_req.src_type == "read_local": # do nothing, read from local ChunkStore - self.chunk_store.state_queue_download(chunk_req.chunk.chunk_id) - self.chunk_store.state_start_download(chunk_req.chunk.chunk_id, "read_local") - self.chunk_store.state_finish_download(chunk_req.chunk.chunk_id, "read_local") - elif self.region == chunk_req.src_region and chunk_req.src_type == "random": - size_mb = chunk_req.src_random_size_mb - assert chunk_req.src_random_size_mb is not None, "Random chunk size not set" - if self.chunk_store.remaining_bytes() >= size_mb * MB * self.max_inflight_chunks: - - def fn(chunk_req, size_mb): - while self.chunk_store.remaining_bytes() < size_mb * MB * self.max_inflight_chunks: - time.sleep(0.1) - self.chunk_store.state_start_download(chunk_req.chunk.chunk_id, "random") - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - with self.dl_pool_semaphore: - size_bytes = int(size_mb * MB) - assert size_bytes > 0, f"Invalid size {size_bytes} for fallocate" - os.system(f"fallocate -l {size_bytes} {fpath}") - chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) - self.chunk_store.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.state_finish_download(chunk_req.chunk.chunk_id, "random") - - self.chunk_store.state_queue_download(chunk_req.chunk.chunk_id) - threading.Thread(target=fn, args=(chunk_req, size_mb)).start() - elif self.region == chunk_req.src_region and chunk_req.src_type == "object_store": - self.chunk_store.state_queue_download(chunk_req.chunk.chunk_id) - self.obj_store_conn.queue_download_request(chunk_req) - elif self.region != chunk_req.src_region: # do nothing, waiting for chunk to be be ready_to_upload - continue - else: - self.chunk_store.state_fail(chunk_req.chunk.chunk_id) - self.error_queue.put(ValueError("[gateway_daemon] Unknown source type")) - self.error_event.set() - time.sleep(0.1) # yield + self.api_server.pull_chunk_status_queue() except Exception as e: self.error_queue.put(e) self.error_event.set() @@ -165,31 +332,24 @@ def fn(chunk_req, size_mb): # shut down workers except for API to report status logger.info("[gateway_daemon] Exiting all workers except for API") - self.gateway_sender.stop_workers() - self.gateway_receiver.stop_servers() - self.obj_store_conn.stop_workers() + for operator in self.operators.values(): + operator.stop_workers() logger.info("[gateway_daemon] Done") if __name__ == "__main__": parser = argparse.ArgumentParser(description="Skyplane Gateway Daemon") parser.add_argument("--region", type=str, required=True, help="Region tag (provider:region") - parser.add_argument( - "--outgoing-ports", type=str, required=True, help="JSON encoded path mapping destination ip to number of outgoing ports" - ) parser.add_argument("--chunk-dir", type=Path, default="/tmp/skyplane/chunks", help="Directory to store chunks") parser.add_argument("--disable-tls", action="store_true") - parser.add_argument("--use-compression", action="store_true") - parser.add_argument("--disable-e2ee", action="store_true") + parser.add_argument("--use-compression", action="store_true") # TODO: remove + parser.add_argument("--disable-e2ee", action="store_true") # TODO: remove args = parser.parse_args() os.makedirs(args.chunk_dir) daemon = GatewayDaemon( region=args.region, - outgoing_ports=json.loads(args.outgoing_ports), chunk_dir=args.chunk_dir, use_tls=not args.disable_tls, - use_compression=args.use_compression, - use_e2ee=not args.disable_e2ee, ) daemon.run() diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 88f723a6c..1a5220ff8 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -1,18 +1,19 @@ import logging +from collections import defaultdict import logging.handlers import os import threading from multiprocessing import Queue from queue import Empty from traceback import TracebackException - +from typing import Dict, List, Tuple, Optional +import json from flask import Flask, jsonify, request -from typing import Dict, List from werkzeug.serving import make_server from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.gateway.gateway_receiver import GatewayReceiver +from skyplane.broadcast.gateway.chunk_store import ChunkStore +from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger @@ -24,14 +25,24 @@ class GatewayDaemonAPI(threading.Thread): * POST /api/v1/servers - starts a new server * DELETE /api/v1/servers/ - stops a server * GET /api/v1/chunk_requests - returns list of chunk requests (use {'state': ''} to filter) - * GET /api/v1/chunk_requests/ - returns chunk request + * GET /api/v1/chunk_requests/ - returns chunk request * POST /api/v1/chunk_requests - adds a new chunk request - * PUT /api/v1/chunk_requests/ - updates chunk request + * PUT /api/v1/chunk_requests/ - updates chunk request * GET /api/v1/chunk_status_log - returns list of chunk status log entries + * POST /api/v1/upload_id_maps - post a json which contains mapping of region:bucket:key to upload id to each server """ def __init__( - self, chunk_store: ChunkStore, gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, host="0.0.0.0", port=8081 + self, + chunk_store: ChunkStore, + gateway_receiver: GatewayReceiver, + error_event, + error_queue: Queue, + terminal_operators: Dict[str, List[str]], + num_required_terminal: Dict[str, int], + upload_id_map: Dict[str, str], + host="0.0.0.0", + port=8081, ): super().__init__() self.app = Flask("gateway_metadata_server") @@ -39,8 +50,11 @@ def __init__( self.gateway_receiver = gateway_receiver self.error_event = error_event self.error_queue = error_queue + self.terminal_operators = terminal_operators + self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() + self.upload_id_map = upload_id_map # load routes self.register_global_routes(self.app) @@ -55,18 +69,82 @@ def __init__( self.url = "http://{}:{}".format(host, port) # chunk status log + self.state_update_lock = threading.Lock() + self.chunk_status: Dict[int, str] = {} # TODO: maintain as chunk_status_log is dumped + self.chunk_requests: Dict[str, ChunkRequest] = {} + self.sender_compressed_sizes: Dict[str, Tuple[int, int]] = {} # TODO: maintain as chunks are completed self.chunk_status_log: List[Dict] = [] - self.chunk_status_log_lock = threading.Lock() + self.chunk_completions = defaultdict(list) # socket profiles + # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] self.sender_socket_profiles_lock = threading.Lock() self.receiver_socket_profiles: List[Dict] = [] self.receiver_socket_profiles_lock = threading.Lock() - logging.getLogger("werkzeug").setLevel(logging.WARNING) + logging.getLogger("werkzeug").setLevel(logging.DEBUG) self.server = make_server(host, port, self.app, threaded=True) + def pull_chunk_status_queue(self, timeout=0.5): + with self.state_update_lock: + while True: + try: + elem = self.chunk_store.chunk_status_queue.get(timeout=timeout) + except Empty: + # print("[gateway_api] Chunk status queue empty, no more updates") + break + + handle = elem["handle"] + state = elem["state"] + chunk_id = elem["chunk_id"] + partition = elem["partition"] + + if chunk_id not in self.chunk_status: + self.chunk_status[chunk_id] = ChunkState.registered.name + + if self.chunk_status[chunk_id] == ChunkState.complete.name: + assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" + continue + + # if terminal operator, then mark a chunk completion + if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: + self.chunk_completions[chunk_id].append(handle) + + # if all terminal operators complete, then mark chunk complete + if ( + self.chunk_status.get(chunk_id, None) != ChunkState.complete.name + and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] + ): + # TODO: set this somewhere else + self.chunk_status[chunk_id] = ChunkState.complete.name + + print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") + # remove chunk file + chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) + if os.path.exists(chunk_file_path): + logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") + chunk_file_path.unlink() + + # record compressed size + if "metadata" in elem and "compressed_size_bytes" in elem["metadata"] and "uncompressed_size_bytes" in elem["metadata"]: + self.sender_compressed_sizes[chunk_id] = ( + elem["metadata"]["compressed_size_bytes"], + elem["metadata"]["uncompressed_size_bytes"], + ) + else: + if elem["state"] == ChunkState.complete.name: + print( + f"[gateway_api] After {handle}, chunk {chunk_id}, partition {partition}: not complete " + + f"operators {self.chunk_completions[chunk_id]} have uploaded " + + f"out of {self.terminal_operators}. " + + f"Required completitions = {self.num_required_terminal[partition]}" + ) + + # else: + # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") + self.chunk_status_log.append(elem) + def run(self): self.server.serve_forever() @@ -74,12 +152,10 @@ def shutdown(self): self.server.shutdown() def register_global_routes(self, app): - # index route returns API version @app.route("/", methods=["GET"]) def get_index(): return jsonify({"version": "v1"}) - # index for v1 api routes, return all available routes as HTML page with links @app.route("/api/v1", methods=["GET"]) def get_v1_index(): output = "" @@ -89,12 +165,10 @@ def get_v1_index(): output += f"{rule.rule}: {methods}
" return output - # status route returns if API is up @app.route("/api/v1/status", methods=["GET"]) def get_status(): return jsonify({"status": "ok"}) - # shutdown route @app.route("/api/v1/shutdown", methods=["POST"]) def shutdown(): self.shutdown() @@ -102,18 +176,15 @@ def shutdown(): os._exit(1) def register_server_routes(self, app): - # list running gateway servers w/ ports @app.route("/api/v1/servers", methods=["GET"]) def get_server_ports(): return jsonify({"server_ports": self.gateway_receiver.server_ports}) - # add a new server @app.route("/api/v1/servers", methods=["POST"]) def add_server(): new_port = self.gateway_receiver.start_server() return jsonify({"server_port": new_port}) - # remove a server @app.route("/api/v1/servers/", methods=["DELETE"]) def remove_server(port: int): try: @@ -124,28 +195,32 @@ def remove_server(port: int): def register_request_routes(self, app): def make_chunk_req_payload(chunk_req: ChunkRequest): - state = self.chunk_store.get_chunk_state(chunk_req.chunk.chunk_id) - state_name = state.name if state is not None else "unknown" + state = self.chunk_status[chunk_req.chunk.chunk_id] + state_name = state if state is not None else "unknown" return {"req": chunk_req.as_dict(), "state": state_name} - def get_chunk_reqs(state=None) -> Dict[str, Dict]: + def get_chunk_reqs(state=None) -> Dict[int, Dict]: out = {} - for chunk_req in self.chunk_store.get_chunk_requests(state): - out[chunk_req.chunk.chunk_id] = make_chunk_req_payload(chunk_req) + for chunk_id in list(self.chunk_status.keys()): + chunk_state = self.chunk_status[chunk_id] + if state is None or chunk_state == state: + chunk_req = self.chunk_requests[chunk_id] + out[chunk_id] = make_chunk_req_payload(chunk_req) return out def add_chunk_req(body, state): if isinstance(body, dict): - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(body), state) + chunk_req = ChunkRequest.from_dict(body) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return 1 elif isinstance(body, list): - for chunk_req in body: - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(chunk_req), state) + for row in body: + chunk_req = ChunkRequest.from_dict(row) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return len(body) - # list all chunk requests - # body json options: - # if state is set in body, then filter by state @app.route("/api/v1/chunk_requests", methods=["GET"]) def get_chunk_requests(): state_param = request.args.get("state") @@ -163,9 +238,9 @@ def get_incomplete_chunk_requests(): return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "upload_complete"}}) # lookup chunk request given chunk worker_id - @app.route("/api/v1/chunk_requests/", methods=["GET"]) - def get_chunk_request(chunk_id: str): - chunk_req = self.chunk_store.get_chunk_request(chunk_id) + @app.route("/api/v1/chunk_requests/", methods=["GET"]) + def get_chunk_request(chunk_id: int): + chunk_req = self.chunk_requests.get(chunk_id) if chunk_req: return jsonify({"chunk_requests": [make_chunk_req_payload(chunk_req)]}) else: @@ -174,14 +249,16 @@ def get_chunk_request(chunk_id: str): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): + print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) + # TODO: Add to chunk manager queue return jsonify({"status": "ok", "n_added": n_added}) # update chunk request @app.route("/api/v1/chunk_requests/", methods=["PUT"]) def update_chunk_request(chunk_id: str): - chunk_req = self.chunk_store.get_chunk_request(chunk_id) + chunk_req = self.chunk_requests.get(chunk_id) if chunk_req is None: return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 else: @@ -190,7 +267,7 @@ def update_chunk_request(chunk_id: str): state = ChunkState.from_str(request.args.get("state")) except ValueError: return jsonify({"error": "invalid state"}), 400 - self.chunk_store.set_chunk_state(chunk_id, state) + self.chunk_store.log_chunk_state(chunk_req, state) return jsonify({"status": "ok"}) else: return jsonify({"error": "update not supported"}), 400 @@ -198,9 +275,32 @@ def update_chunk_request(chunk_id: str): # list chunk status log @app.route("/api/v1/chunk_status_log", methods=["GET"]) def get_chunk_status_log(): - with self.chunk_status_log_lock: - self.chunk_status_log.extend(self.chunk_store.drain_chunk_status_queue()) - return jsonify({"chunk_status_log": self.chunk_status_log}) + n_entries = len(self.chunk_status_log) + status_log_copy = [] # copy to support concurrent access + for i in range(n_entries): + status_log_copy.append(self.chunk_status_log[i]) + return jsonify({"chunk_status_log": status_log_copy}) + + # post the upload ids mapping + @app.route("/api/v1/upload_id_maps", methods=["POST"]) + def update_upload_ids_mapping(): + # TODO: beware that this assumes that only a single thread on the client is making requests + # if concurrent calls are made, this needs to be processed as chunk requests are + logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") + # upload_id_file_path = self.chunk_store.get_upload_id_map_path() + + # with upload_id_file_path.open("w") as f: + # f.write(json.dumps(request.json)) + + # update upload id mapping + print(request.json) + upload_ids = request.json + for key, id in upload_ids.items(): + self.upload_id_map[key] = id + + print(f"Added upload id mappings {upload_ids}") + + return jsonify({"status": "ok"}) def register_error_routes(self, app): @app.route("/api/v1/errors", methods=["GET"]) @@ -231,9 +331,9 @@ def get_receiver_socket_profiles(): @app.route("/api/v1/profile/compression", methods=["GET"]) def get_receiver_compression_profile(): total_size_compressed_bytes, total_size_uncompressed_bytes = 0, 0 - for k, v in self.chunk_store.sender_compressed_sizes.items(): - total_size_compressed_bytes += v - total_size_uncompressed_bytes += self.chunk_store.get_chunk_request(k).chunk.chunk_length_bytes + for _, (compressed_size, uncompressed_size) in self.sender_compressed_sizes.items(): + total_size_compressed_bytes += compressed_size + total_size_uncompressed_bytes += uncompressed_size return jsonify( { "compressed_bytes_sent": total_size_compressed_bytes, diff --git a/skyplane/gateway/gateway_obj_store.py b/skyplane/gateway/gateway_obj_store.py deleted file mode 100644 index 6a5ceb2a4..000000000 --- a/skyplane/gateway/gateway_obj_store.py +++ /dev/null @@ -1,171 +0,0 @@ -import queue -import time -import traceback -from dataclasses import dataclass -from functools import partial -from multiprocessing import Event, Manager, Process, Value, Queue - -from typing import Dict, Optional - -from skyplane.chunk import ChunkRequest -from skyplane.config_paths import cloud_config -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.utils import logger -from skyplane.utils.retry import retry_backoff - - -@dataclass -class ObjStoreRequest: - chunk_req: ChunkRequest - req_type: str - - -class GatewayObjStoreConn: - def __init__(self, chunk_store: ChunkStore, error_event, error_queue: Queue, max_conn=1): - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.n_processes = max_conn - self.processes = [] - self.src_requester_pays = cloud_config.get_flag("requester_pays") - - # shared state - self.manager = Manager() - self.next_worker_id = Value("i", 0) - self.worker_download_queue: queue.Queue[ObjStoreRequest] = self.manager.Queue() - self.worker_upload_queue: queue.Queue[ObjStoreRequest] = self.manager.Queue() - self.exit_flags = [Event() for _ in range(self.n_processes)] - - # process-local state - self.worker_id: Optional[int] = None - self.obj_store_interfaces: Dict[str, ObjectStoreInterface] = {} - - # interact with object store - def get_obj_store_interface(self, region: str, bucket: str) -> ObjectStoreInterface: - key = f"{region}:{bucket}" - if key not in self.obj_store_interfaces: - logger.warning(f"[gateway_daemon] ObjectStoreInterface not cached for {key}") - try: - self.obj_store_interfaces[key] = ObjectStoreInterface.create(region, bucket) - except Exception as e: - raise ValueError(f"Failed to create obj store interface {str(e)}") - return self.obj_store_interfaces[key] - - def start_workers(self): - for i in range(self.n_processes): - p = Process(target=self.worker_loop, args=(i,)) - p.start() - self.processes.append(p) - - def stop_workers(self): - for i in range(self.n_processes): - self.exit_flags[i].set() - for p in self.processes: - p.join() - self.processes = [] - - def worker_loop(self, worker_id: int): - self.worker_id = worker_id - while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): - try: - # first try to get an upload request - try: - request = self.worker_upload_queue.get_nowait() - chunk_req = request.chunk_req - req_type = request.req_type - except queue.Empty: - # try to get a download request - try: - request = self.worker_download_queue.get_nowait() - chunk_req = request.chunk_req - req_type = request.req_type - except queue.Empty: - continue - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - - if req_type == "upload": - assert chunk_req.dst_type == "object_store" - bucket = chunk_req.dst_object_store_bucket - self.chunk_store.state_start_upload(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - logger.debug( - f"[obj_store:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {bucket}, key {chunk_req.chunk.dest_key}" - ) - - obj_store_interface = self.get_obj_store_interface(chunk_req.dst_region, bucket) - retry_backoff( - partial( - obj_store_interface.upload_object, - fpath, - chunk_req.chunk.dest_key, - chunk_req.chunk.part_number, - chunk_req.chunk.upload_id, - check_md5=chunk_req.chunk.md5_hash, - mime_type=chunk_req.chunk.mime_type, - ), - max_retries=4, - ) - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) - self.chunk_store.state_finish_upload(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - chunk_file_path.unlink() - logger.info(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {bucket}") - elif req_type == "download": - assert chunk_req.src_type == "object_store" - - # wait for free space - while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - time.sleep(0.1) - - bucket = chunk_req.src_object_store_bucket - self.chunk_store.state_start_download(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - logger.debug(f"[obj_store:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {bucket}") - - obj_store_interface = self.get_obj_store_interface(chunk_req.src_region, bucket) - - if self.src_requester_pays: - obj_store_interface.set_requester_bool(True) - mime_type, md5sum = retry_backoff( - partial( - obj_store_interface.download_object, - chunk_req.chunk.src_key, - fpath, - chunk_req.chunk.file_offset_bytes, - chunk_req.chunk.chunk_length_bytes, - generate_md5=True, - ), - max_retries=4, - ) - - # update md5sum for chunk requests - if not md5sum: - logger.error(f"[obj_store:{self.worker_id}] Checksum was not generated for {chunk_req.chunk.src_key}") - else: - self.chunk_store.update_chunk_checksum(chunk_req.chunk.chunk_id, md5sum) - if not mime_type: - logger.error(f"[obj_store:{self.worker_id}] Mime type was not generated for {chunk_req.chunk.src_key}") - else: - self.chunk_store.update_chunk_mime_type(chunk_req.chunk.chunk_id, mime_type) - - self.chunk_store.state_finish_download(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - recieved_chunk_size = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).stat().st_size - assert ( - recieved_chunk_size == chunk_req.chunk.chunk_length_bytes - ), f"Downloaded chunk {chunk_req.chunk.chunk_id} to {fpath} has incorrect size (expected {chunk_req.chunk.chunk_length_bytes} but got {recieved_chunk_size}, {chunk_req.chunk.chunk_length_bytes})" - logger.debug( - f"[obj_store:{self.worker_id}] Downloaded {chunk_req.chunk.chunk_id} from {bucket} with {md5sum} and {mime_type}" - ) - else: - raise ValueError(f"Invalid location for chunk req, {req_type}: {chunk_req.src_type}->{chunk_req.dst_type}") - except Exception as e: - logger.exception(f"[obj_store:{self.worker_id}] Exception in worker loop: {str(e)}") - self.error_queue.put(traceback.format_exc()) - self.exit_flags[worker_id].set() - self.error_event.set() - # close destination sockets - logger.info(f"[obj_store:{worker_id}] exiting") - - def queue_upload_request(self, chunk_request: ChunkRequest): - self.worker_upload_queue.put(ObjStoreRequest(chunk_request, "upload")) - - def queue_download_request(self, chunk_request: ChunkRequest): - self.worker_download_queue.put(ObjStoreRequest(chunk_request, "download")) diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py similarity index 100% rename from skyplane/broadcast/gateway/gateway_program.py rename to skyplane/gateway/gateway_program.py diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py similarity index 100% rename from skyplane/broadcast/gateway/gateway_queue.py rename to skyplane/gateway/gateway_queue.py diff --git a/skyplane/gateway/gateway_receiver.py b/skyplane/gateway/gateway_receiver.py deleted file mode 100644 index 4ff8223d8..000000000 --- a/skyplane/gateway/gateway_receiver.py +++ /dev/null @@ -1,189 +0,0 @@ -import os -import signal -import socket -import ssl -import time -import traceback -from contextlib import closing -from multiprocessing import Event, Process, Value, Queue - -import lz4.frame -import nacl.secret -from typing import Optional, Tuple - -from skyplane.chunk import WireProtocolHeader -from skyplane.gateway.cert import generate_self_signed_certificate -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.utils import logger -from skyplane.utils.definitions import MB -from skyplane.utils.timer import Timer - - -class GatewayReceiver: - def __init__( - self, - region: str, - chunk_store: ChunkStore, - error_event, - error_queue: Queue, - recv_block_size=4 * MB, - max_pending_chunks=1, - use_tls: bool = True, - use_compression: bool = True, - e2ee_key_bytes: Optional[bytes] = None, - ): - self.region = region - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.recv_block_size = recv_block_size - self.max_pending_chunks = max_pending_chunks - self.use_compression = use_compression - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - self.server_processes = [] - self.server_ports = [] - self.next_gateway_worker_id = 0 - self.socket_profiler_event_queue = Queue() - - # SSL context - if use_tls: - generate_self_signed_certificate("temp.cert", "temp.key") - self.ssl_context = ssl.create_default_context(ssl.Purpose.CLIENT_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - self.ssl_context.load_cert_chain("temp.cert", "temp.key") - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # private state per worker - self.worker_id: Optional[int] = None - - def start_server(self): - started_event = Event() - port = Value("i", 0) - - def server_worker(worker_id: int): - self.worker_id = worker_id - with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: - sock.bind(("0.0.0.0", 0)) - socket_port = sock.getsockname()[1] - port.value = socket_port - exit_flag = Event() - - def signal_handler(signal, frame): - exit_flag.set() - - signal.signal(signal.SIGINT, signal_handler) - - sock.listen() - if self.ssl_context is not None: - ssl_sock = self.ssl_context.wrap_socket(sock, server_side=True) - else: - ssl_sock = sock - started_event.set() - logger.info(f"[receiver:{socket_port}] Waiting for connection") - ssl_conn, addr = ssl_sock.accept() - logger.info(f"[receiver:{socket_port}] Accepted connection from {addr}") - while not exit_flag.is_set() and not self.error_event.is_set(): - try: - self.recv_chunks(ssl_conn, addr) - except Exception as e: - logger.warning(f"[receiver:{socket_port}] Error: {str(e)}") - self.error_queue.put(traceback.format_exc()) - exit_flag.set() - self.error_event.set() - logger.warning(f"[receiver:{socket_port}] Exiting on signal") - ssl_conn.close() - - gateway_id = self.next_gateway_worker_id - self.next_gateway_worker_id += 1 - p = Process(target=server_worker, args=(gateway_id,)) - p.start() - started_event.wait() - self.server_processes.append(p) - self.server_ports.append(port.value) - logger.info(f"[receiver:{port.value}] Started server)") - return port.value - - def stop_server(self, port: int): - matched_process = None - for server_port, server_process in zip(self.server_ports, self.server_processes): - if server_port == port: - matched_process = server_process - break - if matched_process is None: - raise ValueError(f"No server found on port {port}") - else: - os.kill(matched_process.pid, signal.SIGINT) - matched_process.join(30) - matched_process.terminate() - self.server_processes.remove(matched_process) - self.server_ports.remove(port) - logger.warning(f"[server:{port}] Stopped server") - return port - - def stop_servers(self): - for port in self.server_ports: - self.stop_server(port) - assert len(self.server_ports) == 0 - assert len(self.server_processes) == 0 - - def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): - server_port = conn.getsockname()[1] - chunks_received = [] - while True: - # receive header and write data to file - chunk_header = WireProtocolHeader.from_socket(conn) - chunk_request = self.chunk_store.get_chunk_request(chunk_header.chunk_id) - should_decrypt = self.e2ee_secretbox is not None and chunk_request.dst_region == self.region - should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region - - # wait for space - while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - time.sleep(0.1) - - # get data - self.chunk_store.state_queue_download(chunk_header.chunk_id) - self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") - with Timer() as t: - with self.chunk_store.get_chunk_file_path(chunk_header.chunk_id).open("wb") as f: - socket_data_len = chunk_header.data_len - chunk_received_size = 0 - chunk_received_size_decompressed = 0 - to_write = bytearray(socket_data_len) - to_write_view = memoryview(to_write) - while socket_data_len > 0: - nbytes = conn.recv_into(to_write_view[chunk_received_size:], min(socket_data_len, self.recv_block_size)) - socket_data_len -= nbytes - chunk_received_size += nbytes - self.socket_profiler_event_queue.put( - dict( - receiver_id=self.worker_id, - chunk_id=chunk_header.chunk_id, - time_ms=t.elapsed * 1000.0, - bytes=chunk_received_size, - ) - ) - to_write = bytes(to_write) - if should_decrypt: - to_write = self.e2ee_secretbox.decrypt(to_write) - if should_decompress: - data_batch_decompressed = lz4.frame.decompress(to_write) - chunk_received_size_decompressed += len(data_batch_decompressed) - to_write = data_batch_decompressed - f.write(to_write) - assert ( - socket_data_len == 0 and chunk_received_size == chunk_header.data_len - ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" - - # todo check hash - self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - chunks_received.append(chunk_header.chunk_id) - - if chunk_header.n_chunks_left_on_socket == 0: - return diff --git a/skyplane/gateway/gateway_sender.py b/skyplane/gateway/gateway_sender.py deleted file mode 100644 index a748f3bc0..000000000 --- a/skyplane/gateway/gateway_sender.py +++ /dev/null @@ -1,219 +0,0 @@ -import json -import queue -import socket -import ssl -import time -import traceback -from functools import partial -from multiprocessing import Event, Process, Queue - -import lz4.frame -import nacl.secret -import urllib3 -from typing import Dict, List, Optional - -from skyplane.chunk import ChunkRequest -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.utils import logger -from skyplane.utils.definitions import MB -from skyplane.utils.retry import retry_backoff -from skyplane.utils.timer import Timer - - -class GatewaySender: - def __init__( - self, - region: str, - chunk_store: ChunkStore, - error_event, - error_queue: Queue, - outgoing_ports: Dict[str, int], - use_tls: bool = True, - use_compression: bool = True, - e2ee_key_bytes: Optional[bytes] = None, - ): - urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) - self.region = region - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.outgoing_ports = outgoing_ports - self.use_compression = use_compression - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - self.n_processes = sum(outgoing_ports.values()) - self.processes = [] - - # SSL context - if use_tls: - self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # shared state - self.worker_queue: queue.Queue[str] = Queue() - self.exit_flags = [Event() for _ in range(self.n_processes)] - - # process-local state - self.worker_id: Optional[int] = None - self.sender_port: Optional[int] = None - self.destination_ports: Dict[str, int] = {} # ip_address -> int - self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket - self.sent_chunk_ids: Dict[str, List[str]] = {} # ip_address -> list of chunk_ids - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") - - def start_workers(self): - for ip, num_connections in self.outgoing_ports.items(): - for i in range(num_connections): - p = Process(target=self.worker_loop, args=(i, ip)) - p.start() - self.processes.append(p) - - def stop_workers(self): - for i in range(self.n_processes): - self.exit_flags[i].set() - for p in self.processes: - p.join() - self.processes = [] - - def worker_loop(self, worker_id: int, dest_ip: str): - self.worker_id = worker_id - while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): - try: - try: - next_chunk_id = self.worker_queue.get_nowait() - except queue.Empty: - continue - - logger.debug(f"[sender:{self.worker_id}] Sending chunk ID {next_chunk_id} to IP {dest_ip}") - self.chunk_store.get_chunk_request(next_chunk_id) - self.send_chunks([next_chunk_id], dest_ip) - if dest_ip not in self.sent_chunk_ids: - self.sent_chunk_ids[dest_ip] = [] - self.sent_chunk_ids[dest_ip].append(next_chunk_id) - except Exception as e: - logger.error(f"[sender:{self.worker_id}] Exception: {e}") - self.error_queue.put(traceback.format_exc()) - self.error_event.set() - self.exit_flags[worker_id].set() - - # close destination sockets - logger.info(f"[sender:{worker_id}] exiting, closing sockets") - for dst_socket in self.destination_sockets.values(): - dst_socket.close() - - # wait for all chunks to reach state "downloaded" - def wait_for_chunks(): - cr_status = {} - for ip, ip_chunk_ids in self.sent_chunk_ids.items(): - response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") - assert response.status == 200, f"{response.status_code} {response.data}" - host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] - for chunk_id in ip_chunk_ids: - if chunk_id in host_state: - cr_status[chunk_id] = host_state[chunk_id]["state"] - return all(status not in ["registered", "download_queued", "download_in_progress"] for status in cr_status.values()) - - logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") - wait_success = False - for _ in range(60): - if wait_for_chunks(): - wait_success = True - break - time.sleep(1) - if not wait_success: - raise Exception("Timed out waiting for chunks to reach state 'downloaded'") - logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") - - # close servers - logger.info(f"[sender:{worker_id}] exiting, closing servers") - for dst_host, dst_port in self.destination_ports.items(): - response = self.http_pool.request("DELETE", f"https://{dst_host}:8080/api/v1/servers/{dst_port}") - assert response.status == 200 and json.loads(response.data.decode("utf-8")) == {"status": "ok"} - logger.info(f"[sender:{worker_id}] closed destination socket {dst_host}:{dst_port}") - - def queue_request(self, chunk_request: ChunkRequest): - self.worker_queue.put(chunk_request.chunk.chunk_id) - - def make_socket(self, dst_host): - response = self.http_pool.request("POST", f"https://{dst_host}:8080/api/v1/servers") - assert response.status == 200, f"{response.status} {response.data.decode('utf-8')}" - self.destination_ports[dst_host] = int(json.loads(response.data.decode("utf-8"))["server_port"]) - sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) - sock.connect((dst_host, self.destination_ports[dst_host])) - original_timeout = sock.gettimeout() - sock.settimeout(30.0) # For the TLS handshake - logger.info(f"[sender:{self.worker_id}] started new server connection to {dst_host}:{self.destination_ports[dst_host]}") - if self.ssl_context is not None: - sock = self.ssl_context.wrap_socket(sock) - logger.info(f"[sender:{self.worker_id}] finished TLS handshake to {dst_host}:{self.destination_ports[dst_host]}") - sock.settimeout(original_timeout) - sock.setsockopt(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1) - return sock - - # send chunks to other instances - def send_chunks(self, chunk_ids: List[str], dst_host: str): - """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" - # notify server of upcoming ChunkRequests - with Timer(f"prepare to pre-register chunks {chunk_ids} to {dst_host}"): - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} pre-registering chunks") - chunk_reqs = [self.chunk_store.get_chunk_request(chunk_id) for chunk_id in chunk_ids] - register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") - with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} registered chunks") - - # contact server to set up socket connection - if self.destination_ports.get(dst_host) is None: - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} creating new socket") - self.destination_sockets[dst_host] = retry_backoff( - partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout - ) - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} created new socket") - sock = self.destination_sockets[dst_host] - - for idx, chunk_id in enumerate(chunk_ids): - self.chunk_store.state_start_upload(chunk_id, f"sender:{self.worker_id}") - chunk_req = self.chunk_store.get_chunk_request(chunk_id) - chunk = chunk_req.chunk - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_id) - - # read data from disk (and optionally compress if sending from source region) - with open(chunk_file_path, "rb") as f: - data = f.read() - assert len(data) == chunk.chunk_length_bytes, f"chunk {chunk_id} has size {len(data)} but should be {chunk.chunk_length_bytes}" - - wire_length = len(data) - compressed_length = None - if self.use_compression and self.region == chunk_req.src_region: - data = lz4.frame.compress(data) - wire_length = len(data) - compressed_length = wire_length - if self.e2ee_secretbox is not None and self.region == chunk_req.src_region: - data = self.e2ee_secretbox.encrypt(data) - wire_length = len(data) - - # send chunk header - header = chunk.to_wire_header( - n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=(compressed_length is not None) - ) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sending chunk header") - header.to_socket(sock) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent chunk header") - - # send chunk data - assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" - with Timer() as t: - sock.sendall(data) - - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") - self.chunk_store.state_finish_upload(chunk_id, f"sender:{self.worker_id}", compressed_size_bytes=compressed_length) - chunk_file_path.unlink() From 1c80d39a349a5fcd6c6ab16a2cdabfcad0ab005b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 14 Apr 2023 16:06:24 -0700 Subject: [PATCH 102/186] reformat --- skyplane/api/pipeline.py | 6 +++--- skyplane/api/tracker.py | 2 +- skyplane/api/transfer_job.py | 25 ++++++++++++------------- skyplane/api/usage.py | 1 - skyplane/chunk.py | 8 ++++---- skyplane/obj_store/gcs_interface.py | 10 ++++++++-- skyplane/planner/planner.py | 3 +-- 7 files changed, 29 insertions(+), 26 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 4fa49acb4..cfe374152 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -35,7 +35,7 @@ def __init__( clientid: str, provisioner: "Provisioner", transfer_config: TransferConfig, - #cloud_regions: dict, + # cloud_regions: dict, debug: bool = False, ): """ @@ -47,7 +47,7 @@ def __init__( :type transfer_config: TransferConfig """ self.clientid = clientid - #self.cloud_regions = cloud_regions + # self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config self.max_instances = 1 self.provisioner = provisioner @@ -81,7 +81,7 @@ def start(self): dp.provision(spinner=True) dp.run(self.jobs_to_dispatch) except Exception as e: - print(e) + print(e) print("copy gateway logs") dp.copy_gateway_logs() print("deprovisioning dataplane...") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 269881622..d600c2272 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -262,7 +262,7 @@ def monitor_transfer(pd, self): # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete - #and row["instance"] in [s.instance for s in sinks] + # and row["instance"] in [s.instance for s in sinks] and row["region"] in [s.region for s in sinks] ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d4c64db18..4f0aa31cf 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -393,14 +393,14 @@ class TransferJob(ABC): :type uuid: str """ - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_path: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_path = dst_path @@ -408,15 +408,14 @@ def __init__( self.requester_pays = requester_pays self.uuid = uuid - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_path: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_path = dst_path @@ -516,29 +515,27 @@ def __init__( dst_path: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_path, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_path: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_path, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #transfer_list: list = field(default_factory=list) - #multipart_transfer_list: list = field(default_factory=list) + # transfer_list: list = field(default_factory=list) + # multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -615,7 +612,9 @@ def dispatch( ) # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") + raise Exception( + f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}" + ) # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 0a9582512..39afaa6d1 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -260,7 +260,6 @@ def make_stat( if dest_region_tags is None: dest_provider, dest_region = None, None else: - # TODO: have usage stats view for multiple destinations dest_provider, dest_region = dest_region_tags[0].split(":") diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 5f5f2965f..af2dbe110 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -47,8 +47,8 @@ class ChunkRequest: chunk: Chunk src_region: Optional[str] = None dst_region: Optional[str] = None - src_type: Optional[str] = None # enum of {"object_store", "random", "read_local"} - dst_type: Optional[str] = None # enum of {"object_store", "save_local"} + src_type: Optional[str] = None # enum of {"object_store", "random", "read_local"} + dst_type: Optional[str] = None # enum of {"object_store", "save_local"} src_random_size_mb: Optional[int] = None src_object_store_bucket: Optional[str] = None dst_object_store_bucket: Optional[str] = None @@ -67,8 +67,8 @@ def as_dict(self): return dict_out @staticmethod - def from_dict(in_dict: Dict): - #in_dict["chunk"] = Chunk.from_dict(in_dict) + def from_dict(in_dict: Dict): + # in_dict["chunk"] = Chunk.from_dict(in_dict) return ChunkRequest(**{"chunk": Chunk.from_dict(in_dict)}) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 97271024d..bd8b1a003 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -16,8 +16,8 @@ class GCSObject(ObjectStoreObject): - provider = "gcs" + def full_path(self): return os.path.join(f"gs://{self.bucket}", self.key) @@ -109,7 +109,13 @@ def delete_bucket(self): def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: blobs = self._gcs_client.list_blobs(self.bucket_name, prefix=prefix) for blob in blobs: - yield GCSObject(blob.name, bucket=self.bucket_name, size=blob.size, last_modified=blob.updated, mime_type=getattr(blob, "content_type", None)) + yield GCSObject( + blob.name, + bucket=self.bucket_name, + size=blob.size, + last_modified=blob.updated, + mime_type=getattr(blob, "content_type", None), + ) def delete_objects(self, keys: List[str]): for key in keys: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index ef6b054a3..41f5ec4cd 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -30,9 +30,8 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - # make sure only single destination - for job in jobs: + for job in jobs: assert len(job.dst_ifaces) == 1, f"DirectPlanner only support single destination jobs, got {len(job.dst_ifaces)}" src_region_tag = jobs[0].src_iface.region_tag() From ec19129f4cebaafd103f78002a52b6c7e681bd3e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 16 Apr 2023 12:48:27 -0400 Subject: [PATCH 103/186] fix broadcast important --- skyplane/api/pipeline.py | 31 +++---------- skyplane/compute/server.py | 2 +- skyplane/gateway/chunk_store.py | 2 +- skyplane/gateway/gateway_daemon.py | 10 ++--- skyplane/planner/planner.py | 71 +++++++++++++++++++++++++++++- skyplane/planner/topology.py | 2 +- skyplane/test_pipeline.py | 6 ++- 7 files changed, 88 insertions(+), 36 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index cfe374152..bf2fc0a39 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -16,7 +16,7 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import DirectPlanner +from skyplane.planner.planner import MultiDestDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -70,7 +70,8 @@ def __init__( def start(self): # TODO: Set number of connections properly (or not at all) - planner = DirectPlanner(self.max_instances, 32) + #planner = DirectPlanner(self.max_instances, 32) + planner = MultiDestDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) @@ -90,7 +91,7 @@ def start(self): def queue_copy( self, src: str, - dst: str, + dst: List[str], recursive: bool = False, ) -> str: """ @@ -104,28 +105,8 @@ def queue_copy( :param recursive: if true, will copy objects at folder prefix recursively (default: False) :type recursive: bool """ - job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def queue_copy( - self, - src: str, - dst: List[str], - recursive: bool = False, - ) -> str: - """ - Add a broadcast replication job to job list. - Return the uuid of the job. - - :param src: source prefix to copy from - :type src: str - :param dst: the destinations of the transfer - :type dst: List[str] - :param recursive: if true, will copy objects at folder prefix recursively (default: False) - :type recursive: bool - """ + if isinstance(dst, str): + dst = [dst] job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") self.jobs_to_dispatch.append(job) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index e9bde2c99..20eee5280 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -14,7 +14,7 @@ from skyplane import compute from skyplane.compute.const_cmds import make_autoshutdown_script, make_dozzle_command, make_sysctl_tcp_tuning_command from skyplane.config_paths import config_path, cloud_config, __config_root__ -from skyplane.broadcast.gateway.gateway_program import GatewayProgram +from skyplane.gateway.gateway_program import GatewayProgram from skyplane.utils import logger from skyplane.utils.fn import PathLike, wait_for from skyplane.utils.retry import retry_backoff diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 68aaadc4c..9c787e1e4 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -8,7 +8,7 @@ from skyplane.utils import logger from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue +from skyplane.gateway.gateway_queue import GatewayQueue class ChunkStore: diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 864062064..f9c3d76b2 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -13,18 +13,18 @@ from skyplane.utils import logger -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.broadcast.gateway.operators.gateway_operator import ( +from skyplane.gateway.gateway_queue import GatewayQueue, GatewayANDQueue +from skyplane.gateway.chunk_store import ChunkStore +from skyplane.gateway.gateway_daemon_api import GatewayDaemonAPI +from skyplane.gateway.operators.gateway_operator import ( GatewaySender, GatewayRandomDataGen, GatewayWriteLocal, GatewayObjStoreReadOperator, GatewayObjStoreWriteOperator, GatewayWaitReciever, + GatewayReceiver, ) -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger from collections import defaultdict diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 41f5ec4cd..156aa8d70 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -6,7 +6,7 @@ from skyplane.planner.topology_old import ReplicationTopology from skyplane.planner.topology import TopologyPlan -from skyplane.broadcast.gateway.gateway_program import ( +from skyplane.gateway.gateway_program import ( GatewayProgram, GatewayMuxOr, GatewayReadObjectStore, @@ -23,7 +23,7 @@ def plan(self) -> TopologyPlan: raise NotImplementedError -class DirectPlanner(Planner): +class SingleDestDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -87,6 +87,73 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan +class MultiDestDirectPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tags = [iface.region_tag() for iface in jobs[0]] + # jobs must have same sources and destinations + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert [iface.region_tag() for iface in job]== dst_region_tags, "Add jobs must have same destination set" + + print(src_region_tag, dst_region_tags) + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + plan.add_gateway(src_region_tag) + for dst_region_tag in dst_region_tags: + plan.add_gateway(dst_region_tag) + + # initialize gateway programs per region + dst_program = {dst_region: GatewayProgram() for dst_region in dst_region_tags} + src_program = GatewayProgram() + + # iterate through all jobs + for job in jobs: + src_bucket = job.src_iface.bucket() + dst_bucket = job.dst_ifaces[0].bucket() + + # give each job a different partition id, so we can read/write to different buckets + partition_id = jobs.index(job) + + # source region gateway program + obj_store_read = src_program.add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) + # send to all destination + mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) + # send to one gateway in destination + for dst_region_tag in dst_region_tags: + dst_gateways = plan.get_region_gateways(dst_region_tag) + mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) + for i in range(self.n_instances): + src_program.add_operator( + GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections), + parent_handle=mux_and, + partition_id=partition_id, + ) + + # each gateway also recieves data from source + recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) + dst_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id + ) + + # set gateway programs + plan.set_gateway_program(src_region_tag, src_program) + for dst_region_tag, program in dst_program.items(): + plan.set_gateway_program(dst_region_tag, program) + + return plan + # class DirectPlanner(Planner): # def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 304f08d50..f81d67d04 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -1,4 +1,4 @@ -from skyplane.broadcast.gateway.gateway_program import ( +from skyplane.gateway.gateway_program import ( GatewayProgram, GatewaySend, GatewayWriteLocal, diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 835aec67c..1b95f3aec 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -5,6 +5,10 @@ pipeline = client.pipeline() -pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") +# single direct transfer +#pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") + +# 2 destination transfer +pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"]) pipeline.start() From 3f68bb56bf93551d588e22378c83ba3e6bccfa5f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 17:03:26 -0700 Subject: [PATCH 104/186] working multicast but broken transfer tracking --- scripts/pack_docker.sh | 2 +- skyplane/api/client.py | 2 +- skyplane/api/dataplane.py | 5 +- skyplane/api/pipeline.py | 22 ++- skyplane/api/tracker.py | 116 ++++++++++---- skyplane/api/transfer_job.py | 213 +++++++++++++++---------- skyplane/api/usage.py | 14 +- skyplane/cli/impl/progress_bar.py | 4 +- skyplane/compute/server.py | 2 +- skyplane/gateway/gateway_daemon.py | 2 +- skyplane/gateway/gateway_daemon_api.py | 4 +- skyplane/obj_store/gcs_interface.py | 17 +- skyplane/planner/planner.py | 17 +- skyplane/planner/topology.py | 10 +- skyplane/test_pipeline.py | 1 + 15 files changed, 276 insertions(+), 155 deletions(-) diff --git a/scripts/pack_docker.sh b/scripts/pack_docker.sh index 583ee51ea..0d093c8be 100755 --- a/scripts/pack_docker.sh +++ b/scripts/pack_docker.sh @@ -12,7 +12,7 @@ set +e >&2 echo -e "${BGreen}Building docker image${NC}" set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . +>&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile -t skyplane --platform linux/x86_64 . set +e DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 67f117e43..553ce16de 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -8,7 +8,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.planner.planner import DirectPlanner, ILPSolverPlanner, RONSolverPlanner +from skyplane.planner.planner import MultiDestDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index bc33a792e..b6563aa53 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -203,7 +203,7 @@ def provision( for node in self.topology.get_gateways(): print(node.region_tag) instance = servers_by_region[node.region_tag].pop() - print("instance", instance) + print("instance", instance, node.region_tag) self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) @@ -269,6 +269,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): try: for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") + print("Waiting for task join") task.join() except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") @@ -306,7 +307,7 @@ def source_gateways(self) -> List[compute.Server]: def sink_gateways(self) -> List[compute.Server]: """Returns a list of sink gateway nodes""" - return [self.bound_nodes[n] for n in self.topology.sink_instances()] if self.provisioned else [] + return {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} if self.provisioned else {} def copy_log(self, instance): instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index bf2fc0a39..8d65d50d1 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -1,4 +1,5 @@ import json +import time import os import threading from collections import defaultdict, Counter @@ -11,6 +12,7 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional +from skyplane.cli.impl.progress_bar import ProgressBarTransferHook from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob @@ -80,7 +82,25 @@ def start(self): dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) try: dp.provision(spinner=True) - dp.run(self.jobs_to_dispatch) + tracker = dp.run_async(self.jobs_to_dispatch, hooks=ProgressBarTransferHook()) + + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + raise ValueError(f"Error on {ip}: {error}") + break + + bytes_remaining, _ = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(10) except Exception as e: print(e) print("copy gateway logs") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d600c2272..a568e7b49 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -1,4 +1,5 @@ import functools +from pprint import pprint import json import time from abc import ABC @@ -8,6 +9,8 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional, Set +from concurrent.futures import ThreadPoolExecutor, as_completed + from skyplane import exceptions from skyplane.api.config import TransferConfig from skyplane.chunk import ChunkRequest, ChunkState, Chunk @@ -162,32 +165,78 @@ def run(self): self.hooks.on_dispatch_end() - # Record only the transfer time - start_time = int(time.time()) - try: - self.monitor_transfer() - except exceptions.SkyplaneGatewayException as err: - reformat_err = Exception(err.pretty_print_str()[37:]) - UsageClient.log_exception( - "monitor transfer", - reformat_err, - args, - self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, - session_start_timestamp_ms, - ) - raise err - except Exception as e: - UsageClient.log_exception( - "monitor transfer", - e, - args, - self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, - session_start_timestamp_ms, - ) - raise e - end_time = int(time.time()) + def monitor_single_dst_helper(dst_region): + start_time = time.time() + try: + self.monitor_transfer(dst_region) + except exceptions.SkyplaneGatewayException as err: + reformat_err = Exception(err.pretty_print_str()[37:]) + UsageClient.log_exception( + "monitor transfer", + reformat_err, + args, + self.dataplane.topology.src_region_tag, + [dst_region], + session_start_timestamp_ms, + ) + raise err + except Exception as e: + UsageClient.log_exception( + "monitor transfer", e, args, self.dataplane.topology.src_region_tag, dst_region, session_start_timestamp_ms + ) + raise e + end_time = time.time() + + runtime_s = end_time - start_time + # transfer successfully completed + transfer_stats = { + "dst_region": dst_region, + "total_runtime_s": round(runtime_s, 4), + } + print("Individual transfer statistics") + pprint(transfer_stats) + + results = [] + dest_regions = self.dataplane.topology.dest_region_tags + with ThreadPoolExecutor(max_workers=len(dest_regions)) as executor: + e2e_start_time = time.time() + try: + future_list = [executor.submit(monitor_single_dst_helper, dest) for dest in dest_regions] + for future in as_completed(future_list): + results.append(future.result()) + except Exception as e: + raise e + finally: + print("copying gateway logs") + + + # old monitoring code + ## Record only the transfer time + #start_time = int(time.time()) + #try: + # self.monitor_transfer() + #except exceptions.SkyplaneGatewayException as err: + # reformat_err = Exception(err.pretty_print_str()[37:]) + # UsageClient.log_exception( + # "monitor transfer", + # reformat_err, + # args, + # self.dataplane.topology.src_region_tag, + # self.dataplane.topology.dest_region_tags, + # session_start_timestamp_ms, + # ) + # raise err + #except Exception as e: + # UsageClient.log_exception( + # "monitor transfer", + # e, + # args, + # self.dataplane.topology.src_region_tag, + # self.dataplane.topology.dest_region_tags, + # session_start_timestamp_ms, + # ) + # raise e + #end_time = int(time.time()) try: for job in self.jobs.values(): @@ -234,12 +283,14 @@ def run(self): ) @imports.inject("pandas") - def monitor_transfer(pd, self): + def monitor_transfer(pd, self, region_tag): """Monitor the tranfer by copying remote gateway logs and show transfer stats by hooks""" # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress - sinks = self.dataplane.topology.sink_instances() + region_sinks = self.dataplane.topology.sink_instances() + sinks = region_sinks[region_tag] print("sink instances", sinks) - sink_regions = set([sink.region for sink in sinks]) + #for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): + #sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -263,11 +314,12 @@ def monitor_transfer(pd, self): is_complete_rec = ( lambda row: row["state"] == ChunkState.complete # and row["instance"] in [s.instance for s in sinks] - and row["region"] in [s.region for s in sinks] + and row["region_tag"] in [s.region_tag for s in sinks] ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] - completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) + completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index + #print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids for job_uuid, job in self.jobs.items(): @@ -300,7 +352,7 @@ def get_chunk_status(args): ) logs = [] for log_entry in json.loads(reply.data.decode("utf-8"))["chunk_status_log"]: - log_entry["region"] = node.region + log_entry["region_tag"] = node.region_tag log_entry["instance"] = node.gateway_id log_entry["time"] = datetime.fromisoformat(log_entry["time"]) log_entry["state"] = ChunkState.from_str(log_entry["state"]) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 4f0aa31cf..527a39e5f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -33,6 +33,12 @@ T = TypeVar("T") +class TransferPair: + + "Represents transfer pair between source and destination" + def __init__(self, src: ObjectStoreObject, dsts: Dict[str, List[ObjectStoreObject]]): + self.src = src + self.dsts = dsts # map region_tag -> List[ObjectStoreObject] class GatewayMessage: def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): @@ -77,21 +83,25 @@ def _run_multipart_chunk_thread( """Chunks large files into many small chunks.""" while not exit_event.is_set(): try: - input_data = in_queue.get(block=False, timeout=0.1) + transfer_pair = in_queue.get(block=False, timeout=0.1) except queue.Empty: continue - src_object, dest_object = input_data + src_object = transfer_pair.src + dest_objects = transfer_pair.dsts + print("dest objects", dest_objects, transfer_pair) mime_type = self.src_iface.get_obj_mime_type(src_object.key) # create multipart upload request per destination upload_id_mapping = {} - for dst_iface in self.dst_ifaces: - bucket = dst_iface.bucket() - upload_id = dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - + for dest_iface in self.dst_ifaces: + #dest_object = dest_objects[dest_iface.region_tag()] + upload_id = dest_iface.initiate_multipart_upload(src_object.key, mime_type=mime_type) + print(f"Created upload id for key {src_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region - upload_id_mapping[dst_iface.region_tag()] = (dest_object.key, upload_id) + upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) + print("Region", dest_iface.region_tag(), "upload id", upload_id) + print("UPLOAD ID", upload_id_mapping) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue # get source and destination object and then compute number of chunks @@ -112,7 +122,7 @@ def _run_multipart_chunk_thread( assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" chunk = Chunk( src_key=src_object.key, - dest_key=dest_object.key, + dest_key=src_object.key, #dest_object.key, # TODO: upload basename (no prefix) chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, partition_id=str(part_num % self.num_partitions), @@ -129,12 +139,12 @@ def _run_multipart_chunk_thread( out_queue_chunks.put(GatewayMessage(chunk=chunk)) # store multipart ids - for dst_iface in self.dst_ifaces: - bucket = dst_iface.bucket() - region = dst_iface.region_tag() - upload_id = upload_id_mapping[region] + for dest_iface in self.dst_ifaces: + bucket = dest_iface.bucket() + region = dest_iface.region_tag() + dest_key, upload_id = upload_id_mapping[region] self.multipart_upload_requests.append( - dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket) ) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: @@ -211,10 +221,11 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, def transfer_pair_generator( self, src_prefix: str, - dst_prefix: str, + dst_prefixes: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, - ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + #) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + ) -> Generator[TransferPair, None, None]: """Query source region and return list of objects to transfer. :param src_prefix: source bucket folder prefix @@ -237,12 +248,30 @@ def transfer_pair_generator( n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): if prefilter_fn is None or prefilter_fn(obj): - try: - print("object key", obj.key, src_prefix) - dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) - except exceptions.MissingObjectException as e: - logger.fs.exception(e) - raise e from None + print("object key", obj.key, src_prefix) + + # collect list of destination objects + dest_objs = {} + for dst_iface in self.dst_ifaces: + dest_provider, dest_region = dst_iface.region_tag().split(":") + dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] + try: + dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) + except exceptions.MissingObjectException as e: + logger.fs.exception(e) + raise e from None + + if dest_provider == "aws": + dest_obj = S3Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + elif dest_provider == "azure": + dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + elif dest_provider == "gcp": + dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + else: + raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + + dest_objs[dst_iface.region_tag()] = dest_obj + # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") @@ -254,17 +283,18 @@ def transfer_pair_generator( # dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) # else: # raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - dest_obj = ObjectStoreObject(key=dest_key) + #dest_obj = ObjectStoreObject(key=dest_key) + n_objs += 1 - logger.fs.debug(f"Yield: {obj}, {dest_obj}") - yield obj, dest_obj + logger.fs.debug(f"Yield: {obj}, {dest_objs}") + yield TransferPair(src=obj, dsts=dest_objs) if n_objs == 0: logger.error("Specified object does not exist.\n") raise exceptions.MissingObjectException(f"No objects were found in the specified prefix") def chunk( - self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] + self, transfer_pair_generator: Generator[TransferPair, None, None] ) -> Generator[GatewayMessage, None, None]: """Break transfer list into chunks. @@ -276,6 +306,7 @@ def chunk( multipart_exit_event = threading.Event() multipart_chunk_threads = [] + # start chunking threads if self.transfer_config.multipart_enabled: for _ in range(self.concurrent_multipart_chunk_threads): @@ -288,16 +319,17 @@ def chunk( multipart_chunk_threads.append(t) # begin chunking loop - for src_obj, dst_obj in transfer_pair_generator: + for transfer_pair in transfer_pair_generator: + src_obj = transfer_pair.src if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: - multipart_send_queue.put((src_obj, dst_obj)) + multipart_send_queue.put(transfer_pair) else: yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, - dest_key=dst_obj.key, + dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + chunk_length_bytes=transfer_pair.src.size, partition_id=0, # TODO: fix this to distribute across multiple partitions ) ) @@ -383,8 +415,8 @@ class TransferJob(ABC): :param src_path: source full path :type src_path: str - :param dst_path: destination full path - :type dst_path: str + :param dst_paths: destination full path + :type dst_paths: str :param recursive: if true, will transfer objects at folder prefix recursively (default: False) :type recursive: bool :param requester_pays: if set, will support requester pays buckets. (default: False) @@ -393,39 +425,40 @@ class TransferJob(ABC): :type uuid: str """ - # @abstractmethod + #@abstractmethod def __init__( self, src_path: str, - dst_path: str, + dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path - self.dst_path = dst_path + self.dst_paths = dst_paths self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid - # @abstractmethod + + #@abstractmethod def __init__( self, src_path: str, - dst_path: List[str], + dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path - self.dst_path = dst_path + self.dst_paths = dst_paths self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid @property def transfer_type(self) -> str: - if isinstance(self.dst_path, str): + if isinstance(self.dst_paths, str): return "unicast" else: return "multicast" @@ -449,13 +482,13 @@ def src_iface(self) -> ObjectStoreInterface: return self._src_iface @property - def dst_prefix(self) -> Optional[str]: + def dst_prefixes(self) -> Optional[str]: """Return the destination prefix""" if not hasattr(self, "_dst_prefix"): if self.transfer_type == "unicast": - self._dst_prefix = parse_path(self.dst_path)[2] + self._dst_prefix = [parse_path(self.dst_paths[0])[2]] else: - self._dst_prefix = [parse_path(path)[2] for path in self.dst_path] + self._dst_prefix = [parse_path(path)[2] for path in self.dst_paths] return self._dst_prefix @property @@ -463,11 +496,11 @@ def dst_ifaces(self) -> List[ObjectStoreInterface]: """Return the destination object store interface""" if not hasattr(self, "_dst_iface"): if self.transfer_type == "unicast": - provider_dst, bucket_dst, _ = parse_path(self.dst_path) + provider_dst, bucket_dst, _ = parse_path(self.dst_paths[0]) self._dst_ifaces = [ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)] else: self._dst_ifaces = [] - for path in self.dst_path: + for path in self.dst_paths: provider_dst, bucket_dst, _ = parse_path(path) self._dst_ifaces.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_ifaces @@ -512,30 +545,32 @@ class CopyJob(TransferJob): def __init__( self, src_path: str, - dst_path: str, + dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): - super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - # @abstractmethod + + #@abstractmethod def __init__( self, src_path: str, - dst_path: List[str], + dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): - super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - # transfer_list: list = field(default_factory=list) - # multipart_transfer_list: list = field(default_factory=list) + + #transfer_list: list = field(default_factory=list) + #multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -547,7 +582,7 @@ def http_pool(self): def estimate_cost(self): raise NotImplementedError() - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests @@ -555,7 +590,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) + yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) def dispatch( self, @@ -573,7 +608,7 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_generator = self.gen_transfer_pairs(chunker) + transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) @@ -590,31 +625,31 @@ def dispatch( for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] - dst_gateways = dataplane.sink_gateways() - for dst_gateway in dst_gateways: - # collect upload id mappings per region - print("upload id batch", upload_id_batch) - mappings = {} - for message in upload_id_batch: - for region_tag, (key, id) in message.upload_id_mapping.items(): - print(region_tag, dst_gateway.region_tag) - if region_tag == dst_gateway.region_tag: - mappings[key] = id - - print("mappings", mappings) - - # send mapping to gateway - reply = self.http_pool.request( - "POST", - f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", - body=json.dumps(mappings).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - # TODO: assume that only destination nodes would write to the obj store - if reply.status != 200: - raise Exception( - f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}" + region_dst_gateways = dataplane.sink_gateways() + print("REGION DEST", region_dst_gateways) + for region_tag, dst_gateways in region_dst_gateways.items(): + print("upload id batch", [cr.upload_id_mapping for cr in upload_id_batch]) + for dst_gateway in dst_gateways: + # collect upload id mappings per region + mappings = {} + for message in upload_id_batch: + for region_tag, (key, id) in message.upload_id_mapping.items(): + print(region_tag, dst_gateway.region_tag) + if region_tag == dst_gateway.region_tag: + mappings[key] = id + + print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) + print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) + # send mapping to gateway + reply = self.http_pool.request( + "POST", + f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(mappings).encode("utf-8"), + headers={"Content-Type": "application/json"}, ) + # TODO: assume that only destination nodes would write to the obj store + if reply.status != 200: + raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] @@ -658,23 +693,25 @@ def finalize(self): def complete_fn(batch): for req in batch: - print("request", req) - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"][1]) + obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) do_parallel(complete_fn, batches, n=-1) def verify(self): """Verify the integrity of the transfered destination objects""" - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} for dst_iface in self.dst_ifaces: - for obj in dst_iface.list_objects(self.dst_prefix): + i = self.dst_ifaces.index(dst_iface) + # keys for this destination + dst_keys = {dst_o[i].key: src_o for src_o, dst_o in self.transfer_list} + dst_prefix = self.dst_prefixes[i] + for obj in dst_iface.list_objects(dst_prefix): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] - raise exceptions.TransferFailedException(f"{len(dst_keys)} objects failed verification {failed_keys}") + raise exceptions.TransferFailedException(f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}") @dataclass @@ -692,9 +729,9 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) - transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) + transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # enrich destination objects with metadata - for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefix): + for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefixes): if self._post_filter_fn(src_obj, dest_obj): yield src_obj, dest_obj diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 39afaa6d1..3ce564ce0 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -146,7 +146,7 @@ def log_exception( error_dict=error_dict, arguments_dict=args, src_region_tag=src_region_tag, - dest_region_tags=dest_region_tag, + dest_region_tag=dest_region_tag, session_start_timestamp_ms=session_start_timestamp_ms, ) destination = client.write_usage_data(stats) @@ -284,7 +284,7 @@ def make_error( error_dict: Dict, arguments_dict: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tags: Optional[List[str]] = [], + dest_region_tag: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: @@ -292,8 +292,10 @@ def make_error( else: src_provider, src_region = src_region_tag.split(":") - dest_providers = [tag.split(":")[0] for tag in dest_region_tags] - dest_regions = [tag.split(":")[1] for tag in dest_region_tags] + if dest_region_tag is None: + dest_provider, dest_region = None, None + else: + dest_provider, dest_region = dest_region_tag.split(":") return UsageStatsToReport( skyplane_version=skyplane.__version__, @@ -302,9 +304,9 @@ def make_error( client_id=self.client_id, session_id=self.session_id, source_region=src_region, - destination_region=dest_regions[0], # TODO: fix this + destination_region=dest_region, # TODO: fix this source_cloud_provider=src_provider, - destination_cloud_provider=dest_providers[0], # TODO: FIX THIS + destination_cloud_provider=dest_provider, # TODO: FIX THIS os=sys.platform, session_start_timestamp_ms=session_start_timestamp_ms if session_start_timestamp_ms else int(time.time() * 1000), arguments_dict=arguments_dict, diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 0a8b823dd..a70bb8556 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -1,13 +1,13 @@ -import skyplane from typing import List from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeRemainingColumn from skyplane import exceptions from skyplane.chunk import Chunk from skyplane.cli.impl.common import console, print_stats_completed from skyplane.utils.definitions import format_bytes +from skyplane.api.tracker import TransferHook -class ProgressBarTransferHook(skyplane.TransferHook): +class ProgressBarTransferHook(TransferHook): def on_dispatch_start(self): return diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 20eee5280..db4614c30 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -349,7 +349,7 @@ def check_stderr(tup): docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" ) print("has gateway program", gateway_daemon_cmd) diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index f9c3d76b2..39563f36d 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -23,8 +23,8 @@ GatewayObjStoreReadOperator, GatewayObjStoreWriteOperator, GatewayWaitReciever, - GatewayReceiver, ) +from skyplane.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger from collections import defaultdict diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 1a5220ff8..cd6e04107 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -12,8 +12,8 @@ from werkzeug.serving import make_server from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver +from skyplane.gateway.chunk_store import ChunkStore +from skyplane.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index bd8b1a003..e04db63c4 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -229,13 +229,16 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None - response = self.send_xml_request( - dst_object_name, - {"uploadId": upload_id, "partNumber": part_number}, - "PUT", - headers=headers, - data=open(src_file_path, "rb"), - ) + try: + response = self.send_xml_request( + dst_object_name, + {"uploadId": upload_id, "partNumber": part_number}, + "PUT", + headers=headers, + data=open(src_file_path, "rb"), + ) + except Exception as e: + raise ValueError(f"Failed to upload {dst_object_name} to bucket {self.bucket_name} upload id {upload_id}: {e}") # check response if "ETag" not in response.headers: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 156aa8d70..bd5210a65 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -9,9 +9,10 @@ from skyplane.gateway.gateway_program import ( GatewayProgram, GatewayMuxOr, + GatewayMuxAnd, GatewayReadObjectStore, - GatewayReceive, GatewayWriteObjectStore, + GatewayReceive, GatewaySend, ) @@ -96,7 +97,7 @@ def __init__(self, n_instances: int, n_connections: int): def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tags = [iface.region_tag() for iface in jobs[0]] + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" @@ -119,7 +120,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # iterate through all jobs for job in jobs: src_bucket = job.src_iface.bucket() - dst_bucket = job.dst_ifaces[0].bucket() # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) @@ -130,20 +130,23 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # send to all destination mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - # send to one gateway in destination - for dst_region_tag in dst_region_tags: + for dst_iface in job.dst_ifaces: + dst_region_tag = dst_iface.region_tag() + dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) + + # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): src_program.add_operator( GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections), - parent_handle=mux_and, + parent_handle=mux_or, partition_id=partition_id, ) # each gateway also recieves data from source recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) - dst_program.add_operator( + dst_program[dst_region_tag].add_operator( GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id ) diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index f81d67d04..fb89510ce 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -6,7 +6,7 @@ GatewayGenData, GatewayReadObjectStore, ) -from typing import List +from typing import List, Dict class TopologyPlanGateway: @@ -126,13 +126,15 @@ def get_gateway_info_json(self): } return gateway_info - def sink_instances(self): + def sink_instances(self) -> Dict[str, List[TopologyPlanGateway]]: """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" - nodes = [] + nodes = {} for gateway in self.gateways.values(): for operator in gateway.gateway_program.get_operators(): if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): - nodes.append(gateway) + if gateway.region_tag not in nodes: + nodes[gateway.region_tag] = [] + nodes[gateway.region_tag].append(gateway) break return nodes diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 1b95f3aec..e84351398 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -9,6 +9,7 @@ #pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") # 2 destination transfer +# TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"]) pipeline.start() From 0858e876faad72a7796c699ecb61d1b5fc651db7 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 20:16:36 -0700 Subject: [PATCH 105/186] add multi dest tracker --- skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 6 ++- skyplane/api/transfer_job.py | 2 + skyplane/cli/impl/progress_bar.py | 66 +++++++++++++++++++++++++++++++ 4 files changed, 75 insertions(+), 3 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 8d65d50d1..f66ac864e 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -12,7 +12,7 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional -from skyplane.cli.impl.progress_bar import ProgressBarTransferHook +from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob @@ -82,7 +82,7 @@ def start(self): dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) try: dp.provision(spinner=True) - tracker = dp.run_async(self.jobs_to_dispatch, hooks=ProgressBarTransferHook()) + tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) while True: # handle errors diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a568e7b49..a39d3a69b 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -238,6 +238,7 @@ def monitor_single_dst_helper(dst_region): # raise e #end_time = int(time.time()) + start_time = int(time.time()) try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -252,7 +253,9 @@ def monitor_single_dst_helper(dst_region): session_start_timestamp_ms, ) raise e + end_time = int(time.time()) + # verify transfer try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Verifying job {job.uuid}") @@ -322,6 +325,7 @@ def monitor_transfer(pd, self, region_tag): #print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids + # TODO: do chunk-tracking per-destination for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) new_chunk_ids = ( @@ -330,7 +334,7 @@ def monitor_transfer(pd, self, region_tag): completed_chunks = [] for id in new_chunk_ids: completed_chunks.append(self.job_chunk_requests[job_uuid][id]) - self.hooks.on_chunk_completed(completed_chunks) + self.hooks.on_chunk_completed(completed_chunks, region_tag) self.job_complete_chunk_ids[job_uuid] = self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids) self.job_pending_chunk_ids[job_uuid] = self.job_pending_chunk_ids[job_uuid].difference(job_complete_chunk_ids) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 527a39e5f..07de8db5c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -699,6 +699,8 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" + # TODO: fix this + return for dst_iface in self.dst_ifaces: i = self.dst_ifaces.index(dst_iface) # keys for this destination diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index a70bb8556..9940f603e 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -1,4 +1,5 @@ from typing import List +from collections import defaultdict from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeRemainingColumn from skyplane import exceptions from skyplane.chunk import Chunk @@ -7,6 +8,71 @@ from skyplane.api.tracker import TransferHook +class MultiDestinationProgressBarTransferHook(TransferHook): + """ Transfer hook for multi-destination transfers. """ + + def on_dispatch_start(self): + return + + def __init__(self, dest_region_tags: List[str]): + self.spinner = Progress( + SpinnerColumn(), + TextColumn("Dispatching chunks...{task.description}"), + BarColumn(), + DownloadColumn(binary_units=True), + transient=True, + ) + self.dest_region_tags = dest_region_tags + self.pbar = None # map between region_tag and progress bar + self.transfer_task = {} + self.chunks_dispatched = 0 + self.bytes_dispatched = 0 + self.chunks_completed = defaultdict(int) + self.bytes_completed = defaultdict(int) + self.dispatch_task = self.spinner.add_task("", total=None) + self.spinner.start() + + def on_chunk_dispatched(self, chunks: List[Chunk]): + # update bytes_dispatched + if len(chunks) == 0: + self.bytes_dispatched = 0 + else: + self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) + self.chunks_dispatched += len(chunks) + # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" + self.spinner.update(self.dispatch_task, description=f" (~{format_bytes(self.bytes_dispatched)} dispatched)") + + def on_dispatch_end(self): + self.spinner.stop() + self.pbar = Progress( + SpinnerColumn(), + TextColumn("Transfer progress{task.description}"), + BarColumn(), + DownloadColumn(binary_units=True), + TransferSpeedColumn(), + TimeRemainingColumn(), + transient=True, + ) + for region_tag in self.dest_region_tags: + self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) + self.pbar.start() + + def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): + if len(chunks) == 0: + self.bytes_completed[region_tag] = 0 + else: + self.chunks_completed[region_tag] += len(chunks) + self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) + self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) + + def on_transfer_end(self, transfer_stats): + self.pbar.stop() + print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) + + def on_transfer_error(self, error): + console.log(error) + raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) + class ProgressBarTransferHook(TransferHook): def on_dispatch_start(self): return From 460d78cf715feb2edcba6878426c268a9831b60b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 20:30:06 -0700 Subject: [PATCH 106/186] reformat/cleanup --- scripts/requirements-broadcast-gateway.txt | 25 -------- skyplane/api/dataplane.py | 6 +- skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 17 +++-- skyplane/api/transfer_job.py | 75 +++++++++++----------- skyplane/api/usage.py | 6 +- skyplane/cli/impl/progress_bar.py | 9 +-- skyplane/compute/server.py | 4 +- skyplane/obj_store/gcs_interface.py | 4 +- skyplane/planner/planner.py | 18 ++++-- skyplane/test_pipeline.py | 7 +- 11 files changed, 78 insertions(+), 97 deletions(-) delete mode 100644 scripts/requirements-broadcast-gateway.txt diff --git a/scripts/requirements-broadcast-gateway.txt b/scripts/requirements-broadcast-gateway.txt deleted file mode 100644 index 47087b7fb..000000000 --- a/scripts/requirements-broadcast-gateway.txt +++ /dev/null @@ -1,25 +0,0 @@ -# cloud dependencies -# awscrt -azure-identity -# removed from gateway due to large size -# azure-mgmt-compute -# azure-mgmt-network -# azure-mgmt-resource -azure-mgmt-storage -azure-mgmt-authorization -azure-storage-blob>=12.0.0 -boto3 -google-api-python-client -google-auth -google-cloud-compute -google-cloud-storage -# shared dependencies -cachetools -paramiko -rich -# gateway dependencies -flask -lz4 -pyopenssl -werkzeug -numpy diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index b6563aa53..d27b6baec 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -307,7 +307,11 @@ def source_gateways(self) -> List[compute.Server]: def sink_gateways(self) -> List[compute.Server]: """Returns a list of sink gateway nodes""" - return {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} if self.provisioned else {} + return ( + {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} + if self.provisioned + else {} + ) def copy_log(self, instance): instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index f66ac864e..ab92ff95e 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -18,7 +18,7 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import MultiDestDirectPlanner +from skyplane.planner.planner import MultiDestDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -72,7 +72,7 @@ def __init__( def start(self): # TODO: Set number of connections properly (or not at all) - #planner = DirectPlanner(self.max_instances, 32) + # planner = DirectPlanner(self.max_instances, 32) planner = MultiDestDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a39d3a69b..da35f6d36 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -209,13 +209,12 @@ def monitor_single_dst_helper(dst_region): finally: print("copying gateway logs") - # old monitoring code ## Record only the transfer time - #start_time = int(time.time()) - #try: + # start_time = int(time.time()) + # try: # self.monitor_transfer() - #except exceptions.SkyplaneGatewayException as err: + # except exceptions.SkyplaneGatewayException as err: # reformat_err = Exception(err.pretty_print_str()[37:]) # UsageClient.log_exception( # "monitor transfer", @@ -226,7 +225,7 @@ def monitor_single_dst_helper(dst_region): # session_start_timestamp_ms, # ) # raise err - #except Exception as e: + # except Exception as e: # UsageClient.log_exception( # "monitor transfer", # e, @@ -236,7 +235,7 @@ def monitor_single_dst_helper(dst_region): # session_start_timestamp_ms, # ) # raise e - #end_time = int(time.time()) + # end_time = int(time.time()) start_time = int(time.time()) try: @@ -292,8 +291,8 @@ def monitor_transfer(pd, self, region_tag): region_sinks = self.dataplane.topology.sink_instances() sinks = region_sinks[region_tag] print("sink instances", sinks) - #for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): - #sink_regions = set([sink.region for sink in sinks]) + # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): + # sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -322,7 +321,7 @@ def monitor_transfer(pd, self, region_tag): sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index - #print(f"region {region_tag} completed", completed_chunk_ids) + # print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 07de8db5c..cd2031eef 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -33,12 +33,14 @@ T = TypeVar("T") -class TransferPair: +class TransferPair: "Represents transfer pair between source and destination" + def __init__(self, src: ObjectStoreObject, dsts: Dict[str, List[ObjectStoreObject]]): self.src = src - self.dsts = dsts # map region_tag -> List[ObjectStoreObject] + self.dsts = dsts # map region_tag -> List[ObjectStoreObject] + class GatewayMessage: def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): @@ -95,7 +97,7 @@ def _run_multipart_chunk_thread( # create multipart upload request per destination upload_id_mapping = {} for dest_iface in self.dst_ifaces: - #dest_object = dest_objects[dest_iface.region_tag()] + # dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(src_object.key, mime_type=mime_type) print(f"Created upload id for key {src_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region @@ -122,7 +124,7 @@ def _run_multipart_chunk_thread( assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" chunk = Chunk( src_key=src_object.key, - dest_key=src_object.key, #dest_object.key, # TODO: upload basename (no prefix) + dest_key=src_object.key, # dest_object.key, # TODO: upload basename (no prefix) chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, partition_id=str(part_num % self.num_partitions), @@ -143,9 +145,7 @@ def _run_multipart_chunk_thread( bucket = dest_iface.bucket() region = dest_iface.region_tag() dest_key, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append( - dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket) - ) + self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket)) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -224,7 +224,7 @@ def transfer_pair_generator( dst_prefixes: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, - #) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + # ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: ) -> Generator[TransferPair, None, None]: """Query source region and return list of objects to transfer. @@ -252,7 +252,7 @@ def transfer_pair_generator( # collect list of destination objects dest_objs = {} - for dst_iface in self.dst_ifaces: + for dst_iface in self.dst_ifaces: dest_provider, dest_region = dst_iface.region_tag().split(":") dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] try: @@ -260,18 +260,17 @@ def transfer_pair_generator( except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None - + if dest_provider == "aws": - dest_obj = S3Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + dest_obj = S3Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) elif dest_provider == "azure": - dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) elif dest_provider == "gcp": - dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: - raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - + raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + dest_objs[dst_iface.region_tag()] = dest_obj - # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") @@ -283,7 +282,7 @@ def transfer_pair_generator( # dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) # else: # raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - #dest_obj = ObjectStoreObject(key=dest_key) + # dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 logger.fs.debug(f"Yield: {obj}, {dest_objs}") @@ -293,9 +292,7 @@ def transfer_pair_generator( logger.error("Specified object does not exist.\n") raise exceptions.MissingObjectException(f"No objects were found in the specified prefix") - def chunk( - self, transfer_pair_generator: Generator[TransferPair, None, None] - ) -> Generator[GatewayMessage, None, None]: + def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> Generator[GatewayMessage, None, None]: """Break transfer list into chunks. :param transfer_pair_generator: generator of pairs of objects to transfer @@ -306,7 +303,6 @@ def chunk( multipart_exit_event = threading.Event() multipart_chunk_threads = [] - # start chunking threads if self.transfer_config.multipart_enabled: for _ in range(self.concurrent_multipart_chunk_threads): @@ -327,7 +323,7 @@ def chunk( yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, - dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) + dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, chunk_length_bytes=transfer_pair.src.size, partition_id=0, # TODO: fix this to distribute across multiple partitions @@ -425,14 +421,14 @@ class TransferJob(ABC): :type uuid: str """ - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_paths = dst_paths @@ -440,15 +436,14 @@ def __init__( self.requester_pays = requester_pays self.uuid = uuid - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_paths = dst_paths @@ -548,29 +543,27 @@ def __init__( dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #transfer_list: list = field(default_factory=list) - #multipart_transfer_list: list = field(default_factory=list) + # transfer_list: list = field(default_factory=list) + # multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -608,7 +601,7 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects + transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) @@ -649,7 +642,9 @@ def dispatch( ) # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") + raise Exception( + f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}" + ) # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] @@ -699,8 +694,8 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" - # TODO: fix this - return + # TODO: fix this + return for dst_iface in self.dst_ifaces: i = self.dst_ifaces.index(dst_iface) # keys for this destination @@ -713,7 +708,9 @@ def verify(self): del dst_keys[obj.key] if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] - raise exceptions.TransferFailedException(f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}") + raise exceptions.TransferFailedException( + f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}" + ) @dataclass diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 3ce564ce0..8fed9092f 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -284,7 +284,7 @@ def make_error( error_dict: Dict, arguments_dict: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tag: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: @@ -292,9 +292,9 @@ def make_error( else: src_provider, src_region = src_region_tag.split(":") - if dest_region_tag is None: + if dest_region_tag is None: dest_provider, dest_region = None, None - else: + else: dest_provider, dest_region = dest_region_tag.split(":") return UsageStatsToReport( diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 9940f603e..83271c830 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -9,11 +9,11 @@ class MultiDestinationProgressBarTransferHook(TransferHook): - """ Transfer hook for multi-destination transfers. """ + """Transfer hook for multi-destination transfers.""" def on_dispatch_start(self): - return - + return + def __init__(self, dest_region_tags: List[str]): self.spinner = Progress( SpinnerColumn(), @@ -23,7 +23,7 @@ def __init__(self, dest_region_tags: List[str]): transient=True, ) self.dest_region_tags = dest_region_tags - self.pbar = None # map between region_tag and progress bar + self.pbar = None # map between region_tag and progress bar self.transfer_task = {} self.chunks_dispatched = 0 self.bytes_dispatched = 0 @@ -73,6 +73,7 @@ def on_transfer_error(self, error): console.log(error) raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) + class ProgressBarTransferHook(TransferHook): def on_dispatch_start(self): return diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index db4614c30..aff5b700a 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -348,9 +348,7 @@ def check_stderr(tup): docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/gateway_info.json" docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" - gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - ) + gateway_daemon_cmd = f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" print("has gateway program", gateway_daemon_cmd) ## NOTE: (BC) upload gateway specification for this gateway diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index e04db63c4..bcca1a5cb 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -229,7 +229,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None - try: + try: response = self.send_xml_request( dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, @@ -237,7 +237,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload headers=headers, data=open(src_file_path, "rb"), ) - except Exception as e: + except Exception as e: raise ValueError(f"Failed to upload {dst_object_name} to bucket {self.bucket_name} upload id {upload_id}: {e}") # check response diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index bd5210a65..6b8e98215 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -88,6 +88,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan + class MultiDestDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances @@ -95,13 +96,12 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert [iface.region_tag() for iface in job]== dst_region_tags, "Add jobs must have same destination set" + assert [iface.region_tag() for iface in job] == dst_region_tags, "Add jobs must have same destination set" print(src_region_tag, dst_region_tags) @@ -130,16 +130,18 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # send to all destination mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - for dst_iface in job.dst_ifaces: + for dst_iface in job.dst_ifaces: dst_region_tag = dst_iface.region_tag() dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) - # can send to any gateway in region + # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): src_program.add_operator( - GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections), + GatewaySend( + target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections + ), parent_handle=mux_or, partition_id=partition_id, ) @@ -147,7 +149,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # each gateway also recieves data from source recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) dst_program[dst_region_tag].add_operator( - GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), + parent_handle=recv_op, + partition_id=partition_id, ) # set gateway programs diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index e84351398..cd0082542 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -6,10 +6,13 @@ pipeline = client.pipeline() # single direct transfer -#pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") +# pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") # 2 destination transfer # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) -pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"]) +pipeline.queue_copy( + src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", + dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], +) pipeline.start() From 9c121371c4b2eb6fa091c47d4733cced3400db16 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 20:54:40 -0700 Subject: [PATCH 107/186] scaffold more planners --- skyplane/api/client.py | 2 +- skyplane/api/pipeline.py | 40 +++++------ skyplane/planner/planner.py | 137 +++++++++++------------------------- 3 files changed, 61 insertions(+), 118 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 553ce16de..abfa16a2c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -8,7 +8,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.planner.planner import MultiDestDirectPlanner +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index ab92ff95e..c82d2d256 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -17,8 +17,8 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import MultiDestDirectPlanner +#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -73,7 +73,7 @@ def __init__( def start(self): # TODO: Set number of connections properly (or not at all) # planner = DirectPlanner(self.max_instances, 32) - planner = MultiDestDirectPlanner(self.max_instances, 32) + planner = MulticastDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) @@ -84,23 +84,23 @@ def start(self): dp.provision(spinner=True) tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - raise ValueError(f"Error on {ip}: {error}") - break - - bytes_remaining, _ = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(10) + # while True: + # # handle errors + # if tracker.errors: + # for ip, error_list in tracker.errors.items(): + # for error in error_list: + # raise ValueError(f"Error on {ip}: {error}") + # break + + # bytes_remaining, _ = tracker.query_bytes_remaining() + # timestamp = time.strftime("%H:%M:%S", time.localtime()) + # if bytes_remaining is None: + # print(f"{timestamp} Transfer not yet started") + # elif bytes_remaining > 0: + # print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + # else: + # break + # time.sleep(10) except Exception as e: print(e) print("copy gateway logs") diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 6b8e98215..f7f498a35 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -1,5 +1,4 @@ from importlib.resources import path - from typing import List, Optional, Tuple from skyplane import compute @@ -24,7 +23,7 @@ def plan(self) -> TopologyPlan: raise NotImplementedError -class SingleDestDirectPlanner(Planner): +class UnicastDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -89,7 +88,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -class MultiDestDirectPlanner(Planner): +class MulticastDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -162,99 +161,43 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -# class DirectPlanner(Planner): -# def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): -# self.n_instances = n_instances -# self.n_connections = n_connections -# super().__init__(src_provider, src_region, dst_provider, dst_region) -# -# def plan(self) -> ReplicationTopology: -# src_region_tag = f"{self.src_provider}:{self.src_region}" -# dst_region_tag = f"{self.dst_provider}:{self.dst_region}" -# if src_region_tag == dst_region_tag: # intra-region transfer w/o solver -# topo = ReplicationTopology() -# for i in range(self.n_instances): -# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) -# topo.add_instance_objstore_edge(src_region_tag, i, src_region_tag) -# topo.cost_per_gb = 0 -# return topo -# else: # inter-region transfer w/ solver -# topo = ReplicationTopology() -# for i in range(self.n_instances): -# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) -# topo.add_instance_instance_edge(src_region_tag, i, dst_region_tag, i, self.n_connections) -# topo.add_instance_objstore_edge(dst_region_tag, i, dst_region_tag) -# topo.cost_per_gb = compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) -# return topo - - -class ILPSolverPlanner(Planner): - def __init__( - self, - src_provider: str, - src_region, - dst_provider: str, - dst_region: str, - max_instances: int, - max_connections: int, - required_throughput_gbits: float, - ): - self.max_instances = max_instances - self.max_connections = max_connections +class UnicastILPPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): + self.n_instances = n_instances + self.n_connections = n_connections self.solver_required_throughput_gbits = required_throughput_gbits - super().__init__(src_provider, src_region, dst_provider, dst_region) - - def plan(self) -> ReplicationTopology: - from skyplane.planner.solver_ilp import ThroughputSolverILP - from skyplane.planner.solver import ThroughputProblem - - problem = ThroughputProblem( - src=f"{self.src_provider}:{self.src_region}", - dst=f"{self.dst_provider}:{self.dst_region}", - required_throughput_gbits=self.solver_required_throughput_gbits, - gbyte_to_transfer=1, - instance_limit=self.max_instances, - ) - - with path("skyplane.data", "throughput.csv") as solver_throughput_grid: - tput = ThroughputSolverILP(solver_throughput_grid) - solution = tput.solve_min_cost(problem, solver=ThroughputSolverILP.choose_solver(), save_lp_path=None) - if not solution.is_feasible: - raise ValueError("ILP solver failed to find a solution, try solving with fewer constraints") - topo, _ = tput.to_replication_topology(solution) - return topo - - -class RONSolverPlanner(Planner): - def __init__( - self, - src_provider: str, - src_region, - dst_provider: str, - dst_region: str, - max_instances: int, - max_connections: int, - required_throughput_gbits: float, - ): - self.max_instances = max_instances - self.max_connections = max_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("ILP solver not implemented yet") + + +class MulticastILPPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): + self.n_instances = n_instances + self.n_connections = n_connections self.solver_required_throughput_gbits = required_throughput_gbits - super().__init__(src_provider, src_region, dst_provider, dst_region) - - def plan(self) -> ReplicationTopology: - from skyplane.planner.solver_ron import ThroughputSolverRON - from skyplane.planner.solver import ThroughputProblem - - problem = ThroughputProblem( - src=self.src_region, - dst=self.dst_region, - required_throughput_gbits=self.solver_required_throughput_gbits, - gbyte_to_transfer=1, - instance_limit=self.max_instances, - ) - - with path("skyplane.data", "throughput.csv") as solver_throughput_grid: - tput = ThroughputSolverRON(solver_throughput_grid) - solution = tput.solve(problem) - topo, _ = tput.to_replication_topology(solution) - return topo + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("ILP solver not implemented yet") + + +class MulticastMDSTPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("MDST solver not implemented yet") + + +class MulticastSteinerTreePlanner(Planner): + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("Steiner tree solver not implemented yet") From f0810638a93ef211b214c140281440316c35af87 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 23 Apr 2023 19:13:52 -0700 Subject: [PATCH 108/186] implement verification --- skyplane/api/pipeline.py | 1 + skyplane/api/transfer_job.py | 26 ++++++++++++++++++-------- skyplane/test_pipeline.py | 2 +- 3 files changed, 20 insertions(+), 9 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index c82d2d256..930823da5 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -105,6 +105,7 @@ def start(self): print(e) print("copy gateway logs") dp.copy_gateway_logs() + dp.copy_gateway_logs() print("deprovisioning dataplane...") dp.deprovision(spinner=True) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index cd2031eef..70338b8ac 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -37,9 +37,9 @@ class TransferPair: "Represents transfer pair between source and destination" - def __init__(self, src: ObjectStoreObject, dsts: Dict[str, List[ObjectStoreObject]]): + def __init__(self, src: ObjectStoreObject, dsts: Dict[str, ObjectStoreObject]): self.src = src - self.dsts = dsts # map region_tag -> List[ObjectStoreObject] + self.dsts = dsts # map region_tag -> ObjectStoreObject class GatewayMessage: @@ -695,21 +695,31 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" # TODO: fix this - return - for dst_iface in self.dst_ifaces: - i = self.dst_ifaces.index(dst_iface) - # keys for this destination - dst_keys = {dst_o[i].key: src_o for src_o, dst_o in self.transfer_list} + + for i in range (len(self.dst_ifaces)): + dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] + + print("verify", dst_iface.region_tag()) + + # gather destination key mapping for this region + dst_keys = {pair.dsts[dst_iface.region_tag()].key: pair.src for pair in self.transfer_list} + print("dst keys", dst_keys) + + # list and check destination prefix for obj in dst_iface.list_objects(dst_prefix): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) + print("get", obj.key, src_obj) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] + else: + print("failed", dst_iface.bucket(), src_obj, obj) + if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] raise exceptions.TransferFailedException( - f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}" + f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index cd0082542..a98809454 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -12,7 +12,7 @@ # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy( src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], + dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/OPT-66B/"], ) pipeline.start() From 123e799d1825c4bf31c7369b9dae73040caf651b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 00:25:43 -0700 Subject: [PATCH 109/186] fix different prefix --- skyplane/api/pipeline.py | 3 +- skyplane/api/transfer_job.py | 47 ++++++++++++++++------------- skyplane/gateway/gateway_daemon.py | 1 + skyplane/gateway/gateway_program.py | 3 +- skyplane/planner/planner.py | 8 +++-- skyplane/test_pipeline.py | 2 +- 6 files changed, 38 insertions(+), 26 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 930823da5..affc2a090 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -12,7 +12,6 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional -from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob @@ -81,6 +80,8 @@ def start(self): # create dataplane from plan dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) try: + from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook + dp.provision(spinner=True) tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 70338b8ac..854c02103 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -37,9 +37,10 @@ class TransferPair: "Represents transfer pair between source and destination" - def __init__(self, src: ObjectStoreObject, dsts: Dict[str, ObjectStoreObject]): - self.src = src - self.dsts = dsts # map region_tag -> ObjectStoreObject + def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreObject], dst_key: str): + self.src_obj = src_obj + self.dst_objs = dst_objs + self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) class GatewayMessage: @@ -89,17 +90,17 @@ def _run_multipart_chunk_thread( except queue.Empty: continue - src_object = transfer_pair.src - dest_objects = transfer_pair.dsts - print("dest objects", dest_objects, transfer_pair) + src_object = transfer_pair.src_obj + dest_objects = transfer_pair.dst_objs + dest_key = transfer_pair.dst_key mime_type = self.src_iface.get_obj_mime_type(src_object.key) # create multipart upload request per destination upload_id_mapping = {} for dest_iface in self.dst_ifaces: - # dest_object = dest_objects[dest_iface.region_tag()] - upload_id = dest_iface.initiate_multipart_upload(src_object.key, mime_type=mime_type) - print(f"Created upload id for key {src_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + dest_object = dest_objects[dest_iface.region_tag()] + upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) print("Region", dest_iface.region_tag(), "upload id", upload_id) @@ -124,7 +125,7 @@ def _run_multipart_chunk_thread( assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" chunk = Chunk( src_key=src_object.key, - dest_key=src_object.key, # dest_object.key, # TODO: upload basename (no prefix) + dest_key=dest_key, # dest_object.key, # TODO: upload basename (no prefix) chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, partition_id=str(part_num % self.num_partitions), @@ -144,8 +145,9 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: bucket = dest_iface.bucket() region = dest_iface.region_tag() - dest_key, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket)) + dest_object = dest_objects[region] + _, upload_id = upload_id_mapping[region] + self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket)) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -248,15 +250,16 @@ def transfer_pair_generator( n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): if prefilter_fn is None or prefilter_fn(obj): - print("object key", obj.key, src_prefix) - # collect list of destination objects dest_objs = {} + dest_keys = [] for dst_iface in self.dst_ifaces: dest_provider, dest_region = dst_iface.region_tag().split(":") dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) + assert dest_key[:len(dst_prefix)] == dst_prefix, f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" + dest_keys.append(dest_key[len(dst_prefix):]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -269,9 +272,11 @@ def transfer_pair_generator( dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - dest_objs[dst_iface.region_tag()] = dest_obj + assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" + + # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") # if dest_provider == "aws": @@ -285,8 +290,8 @@ def transfer_pair_generator( # dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 - logger.fs.debug(f"Yield: {obj}, {dest_objs}") - yield TransferPair(src=obj, dsts=dest_objs) + #logger.fs.debug(f"Yield: {obj}, {dest_objs}") + yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key = dest_keys[0]) if n_objs == 0: logger.error("Specified object does not exist.\n") @@ -316,16 +321,16 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: - src_obj = transfer_pair.src + src_obj = transfer_pair.src_obj if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, - dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) + dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, - chunk_length_bytes=transfer_pair.src.size, + chunk_length_bytes=transfer_pair.src_obj.size, partition_id=0, # TODO: fix this to distribute across multiple partitions ) ) @@ -703,7 +708,7 @@ def verify(self): print("verify", dst_iface.region_tag()) # gather destination key mapping for this region - dst_keys = {pair.dsts[dst_iface.region_tag()].key: pair.src for pair in self.transfer_list} + dst_keys = {pair.dst_objs[dst_iface.region_tag()].key: pair.src_obj for pair in self.transfer_list} print("dst keys", dst_keys) # list and check destination prefix diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 39563f36d..98b739498 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -247,6 +247,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], upload_id_map=self.upload_id_map, + prefix=op["key_prefix"], ) total_p += op["num_connections"] elif op["op_type"] == "write_local": diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index c6617d0de..d88fe1e81 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -64,11 +64,12 @@ def __init__(self, bucket_name: str, bucket_region: str, num_connections: int = class GatewayWriteObjectStore(GatewayOperator): - def __init__(self, bucket_name: str, bucket_region: str, num_connections: int = 32): + def __init__(self, bucket_name: str, bucket_region: str, num_connections: int = 32, key_prefix: Optional[str] = ""): super().__init__("write_object_store") self.bucket_name = bucket_name self.bucket_region = bucket_region self.num_connections = num_connections + self.key_prefix = key_prefix class GatewayWriteLocal(GatewayOperator): diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index f7f498a35..18aceb0a7 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -129,7 +129,10 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # send to all destination mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - for dst_iface in job.dst_ifaces: + dst_prefixes = job.dst_prefixes + for i in range(len(job.dst_ifaces)): + dst_iface = job.dst_ifaces[i] + dst_prefix = dst_prefixes[i] dst_region_tag = dst_iface.region_tag() dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) @@ -146,9 +149,10 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # each gateway also recieves data from source + print("destination", dst_region_tag, "bucket", dst_bucket, "prefix", dst_prefix, "partition", partition_id) recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) dst_program[dst_region_tag].add_operator( - GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), parent_handle=recv_op, partition_id=partition_id, ) diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index a98809454..221bed0bc 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -12,7 +12,7 @@ # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy( src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/OPT-66B/"], + dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], ) pipeline.start() From 4020e14315ccfb653e587ff851a8e94eed4530d1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 11:52:41 -0700 Subject: [PATCH 110/186] cleanup --- skyplane/api/client.py | 2 +- skyplane/api/pipeline.py | 5 +- skyplane/api/transfer_job.py | 25 +- skyplane/broadcast/__init__.py | 4 - skyplane/broadcast/bc_client.py | 235 - skyplane/broadcast/bc_dataplane.py | 410 - skyplane/broadcast/bc_plan.py | 126 - skyplane/broadcast/bc_planner.py | 1441 ---- skyplane/broadcast/bc_solver.py | 85 - skyplane/broadcast/impl/bc_chunker.py | 214 - skyplane/broadcast/impl/bc_tracker.py | 395 - skyplane/broadcast/impl/bc_transfer_job.py | 275 - skyplane/broadcast/profiles/cost.csv | 4971 ------------ skyplane/broadcast/profiles/old/cost.csv | 3970 ---------- .../broadcast/profiles/old/throughput.csv | 7054 ----------------- .../profiles/old/whole_throughput_11_28.csv | 4971 ------------ skyplane/broadcast/profiles/throughput.csv | 4971 ------------ skyplane/broadcast/test/bc_demo.py | 64 - skyplane/broadcast/test/bc_objstore.py | 172 - .../broadcast/test/test_random_broadcast.py | 128 - skyplane/broadcast/visualize_gw.py | 183 - 21 files changed, 18 insertions(+), 29683 deletions(-) delete mode 100644 skyplane/broadcast/__init__.py delete mode 100644 skyplane/broadcast/bc_client.py delete mode 100644 skyplane/broadcast/bc_dataplane.py delete mode 100644 skyplane/broadcast/bc_plan.py delete mode 100644 skyplane/broadcast/bc_planner.py delete mode 100644 skyplane/broadcast/bc_solver.py delete mode 100644 skyplane/broadcast/impl/bc_chunker.py delete mode 100644 skyplane/broadcast/impl/bc_tracker.py delete mode 100644 skyplane/broadcast/impl/bc_transfer_job.py delete mode 100644 skyplane/broadcast/profiles/cost.csv delete mode 100644 skyplane/broadcast/profiles/old/cost.csv delete mode 100755 skyplane/broadcast/profiles/old/throughput.csv delete mode 100644 skyplane/broadcast/profiles/old/whole_throughput_11_28.csv delete mode 100644 skyplane/broadcast/profiles/throughput.csv delete mode 100644 skyplane/broadcast/test/bc_demo.py delete mode 100644 skyplane/broadcast/test/bc_objstore.py delete mode 100644 skyplane/broadcast/test/test_random_broadcast.py delete mode 100644 skyplane/broadcast/visualize_gw.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index abfa16a2c..71cbce2fb 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -8,7 +8,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.planner.planner import MulticastDirectPlanner +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index affc2a090..87e73ba0e 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -16,8 +16,9 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import MulticastDirectPlanner + +# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 854c02103..c15e620ed 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -37,10 +37,10 @@ class TransferPair: "Represents transfer pair between source and destination" - def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreObject], dst_key: str): + def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreObject], dst_key: str): self.src_obj = src_obj self.dst_objs = dst_objs - self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) + self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) class GatewayMessage: @@ -147,7 +147,9 @@ def _run_multipart_chunk_thread( region = dest_iface.region_tag() dest_object = dest_objects[region] _, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket)) + self.multipart_upload_requests.append( + dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + ) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -252,14 +254,16 @@ def transfer_pair_generator( if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} - dest_keys = [] + dest_keys = [] for dst_iface in self.dst_ifaces: dest_provider, dest_region = dst_iface.region_tag().split(":") dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) - assert dest_key[:len(dst_prefix)] == dst_prefix, f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" - dest_keys.append(dest_key[len(dst_prefix):]) + assert ( + dest_key[: len(dst_prefix)] == dst_prefix + ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" + dest_keys.append(dest_key[len(dst_prefix) :]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -276,7 +280,6 @@ def transfer_pair_generator( assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" - # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") # if dest_provider == "aws": @@ -290,8 +293,8 @@ def transfer_pair_generator( # dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 - #logger.fs.debug(f"Yield: {obj}, {dest_objs}") - yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key = dest_keys[0]) + # logger.fs.debug(f"Yield: {obj}, {dest_objs}") + yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) if n_objs == 0: logger.error("Specified object does not exist.\n") @@ -701,7 +704,7 @@ def verify(self): """Verify the integrity of the transfered destination objects""" # TODO: fix this - for i in range (len(self.dst_ifaces)): + for i in range(len(self.dst_ifaces)): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] @@ -718,7 +721,7 @@ def verify(self): print("get", obj.key, src_obj) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] - else: + else: print("failed", dst_iface.bucket(), src_obj, obj) if dst_keys: diff --git a/skyplane/broadcast/__init__.py b/skyplane/broadcast/__init__.py deleted file mode 100644 index 84bcf6da4..000000000 --- a/skyplane/broadcast/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -from pathlib import Path - -__root__ = Path(__file__).parent.parent -__all__ = ["__root__"] diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py deleted file mode 100644 index e18c03384..000000000 --- a/skyplane/broadcast/bc_client.py +++ /dev/null @@ -1,235 +0,0 @@ -import uuid -import json -from datetime import datetime -from pathlib import Path - -from typing import TYPE_CHECKING, Optional, List - -from skyplane.api.client import tmp_log_dir -from skyplane.api.client import get_clientid -from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import ( - BroadcastDirectPlanner, - BroadcastMDSTPlanner, - BroadcastHSTPlanner, - BroadcastILPSolverPlanner, - BroadcastSpiderPlanner, -) -from skyplane.api.provisioner import Provisioner -from skyplane.api.config import TransferConfig -from skyplane.utils import logger -from skyplane.utils.definitions import MB, GB - -if TYPE_CHECKING: - from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig - - -class SkyplaneBroadcastClient: - def __init__( - self, - aws_config: Optional["AWSConfig"] = None, - azure_config: Optional["AzureConfig"] = None, - gcp_config: Optional["GCPConfig"] = None, - transfer_config: Optional[TransferConfig] = None, - log_dir: Optional[str] = None, - multipart_enabled: Optional[bool] = False, - # random generate data or not - generate_random: Optional[bool] = False, - num_random_chunks: Optional[int] = 64, - random_chunk_size_mb: Optional[int] = 8, - src_region: Optional[str] = None, - dst_regions: Optional[List[str]] = None, - ): - self.clientid = get_clientid() - self.aws_auth = aws_config.make_auth_provider() if aws_config else None - self.azure_auth = azure_config.make_auth_provider() if azure_config else None - self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None - self.transfer_config = ( - transfer_config - if transfer_config - else TransferConfig( - multipart_enabled=multipart_enabled, - gen_random_data=generate_random, - num_random_chunks=num_random_chunks, - random_chunk_size_mb=random_chunk_size_mb, - src_region=src_region, - dst_regions=dst_regions, - use_bbr=False, - ) - ) - print("transfer config: ", transfer_config) - self.log_dir = ( - tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" - if log_dir is None - else Path(log_dir) - ) - - # set up logging - self.log_dir.mkdir(parents=True, exist_ok=True) - logger.open_log_file(self.log_dir / "client.log") - - self.provisioner = Provisioner( - host_uuid=self.clientid, - aws_auth=self.aws_auth, - azure_auth=self.azure_auth, - gcp_auth=self.gcp_auth, - ) - - def networkx_to_graphviz(self, src, dsts, g, label="partitions"): - import graphviz as gv - - """Convert `networkx` graph `g` to `graphviz.Digraph`. - - @type g: `networkx.Graph` or `networkx.DiGraph` - @rtype: `graphviz.Digraph` - """ - if g.is_directed(): - h = gv.Digraph() - else: - h = gv.Graph() - for u, d in g.nodes(data=True): - # u = u.split(",")[0] - if u.split(",")[0] == src: - h.node(str(u.replace(":", " ")), fillcolor="red", style="filled") - elif u.split(",")[0] in dsts: - h.node(str(u.replace(":", " ")), fillcolor="green", style="filled") - h.node(str(u.replace(":", " "))) - for u, v, d in g.edges(data=True): - # print('edge', u, v, d) - h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) - h.render(directory="solution", view=True) - return h - - def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: - # load dataplane for existing gateway program - - # create topology - gw_program = json.load(open(gateway_program_path, "r")) - - return BroadcastDataplane( - clientid=self.clientid, - gateway_program_path=gateway_program_path, - provisioner=self.provisioner, - transfer_config=self.transfer_config, - ) - - # methods to create dataplane - def broadcast_dataplane( - self, - src_cloud_provider: str, - src_region: str, - dst_cloud_providers: List[str], - dst_regions: List[str], - type: str = "direct", - n_vms: int = 1, - num_connections: int = 256, - num_partitions: int = 10, - gbyte_to_transfer: float = 1, # TODO: do we need to input this when creating dataplane - # ILP specific parameters - target_time: float = 10, - filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - # solve range (use aws/gcp/azure only nodes) - aws_only: bool = False, - gcp_only: bool = False, - azure_only: bool = False, - ) -> BroadcastDataplane: - print(f"\nAlgorithm: {type}") - if type == "Ndirect": - planner = BroadcastDirectPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "MDST": - planner = BroadcastMDSTPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "HST": - planner = BroadcastHSTPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "SPIDER": - planner = BroadcastSpiderPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "ILP": - planner = BroadcastILPSolverPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - target_time, # target time budget - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan(filter_edge=filter_edge, filter_node=filter_node, solve_iterative=solve_iterative, solver_verbose=True) - else: - raise NotImplementedError(f"Dataplane type {type} not implemented") - - logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - # if type != "ILP": - print(f"Solution: {topo.nx_graph.edges.data()}") - print(topo.nx_graph.nodes) - print(src_region) - self.networkx_to_graphviz( - f"{src_cloud_provider}:{src_region}", - [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], - topo.nx_graph, - ) - - print("Transfer src region: ", self.transfer_config.src_region) - print("Transfer dst regions: ", self.transfer_config.dst_regions) - - # TODO: remove the nx_graph representation, directly generate gateway program and pass in to BroadcastDataplane (i.e. topology=topo) - return BroadcastDataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir - ) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py deleted file mode 100644 index 182771a50..000000000 --- a/skyplane/broadcast/bc_dataplane.py +++ /dev/null @@ -1,410 +0,0 @@ -import threading -import json -import functools -from collections import Counter - -import urllib3 -import os - -from typing import TYPE_CHECKING, Dict, List, Optional, Tuple -from collections import defaultdict, Counter -from skyplane import compute -from skyplane.api.dataplane import Dataplane -from skyplane.api.config import TransferConfig -from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.api.tracker import TransferHook -from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker -from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob -from skyplane.utils.definitions import gateway_docker_image -from pprint import pprint -from skyplane.broadcast.bc_plan import BroadcastReplicationTopology -from skyplane.broadcast.gateway.gateway_program import ( - GatewayProgram, - GatewaySend, - GatewayReceive, - GatewayReadObjectStore, - GatewayWriteObjectStore, - GatewayWriteLocal, - GatewayGenData, - GatewayMuxAnd, - GatewayMuxOr, - GatewayOperator, -) - -from skyplane.utils import logger -from skyplane.utils.fn import PathLike -import nacl.secret -import nacl.utils -import urllib3 - -if TYPE_CHECKING: - from skyplane.api.provisioner import Provisioner - - -class BroadcastDataplane(Dataplane): - # TODO: need to change this - """A Dataplane represents a concrete Skyplane broadcast network, including topology and VMs.""" - - def __init__( - self, - clientid: str, - provisioner: "Provisioner", - log_dir: str, - transfer_config: TransferConfig, - topology: Optional[BroadcastReplicationTopology] = None, # TODO: change this to incorporate gateway program - gateway_program_path: Optional[str] = None, - debug: bool = False, - ): - self.log_dir = log_dir - self.clientid = clientid - self.provisioner = provisioner - self.transfer_config = transfer_config - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) - self.provisioning_lock = threading.Lock() - self.provisioned = False - self.debug = debug - - # either set topology or gateway program - self.gateway_program_path = gateway_program_path - self.topology = topology - self.src_region_tag = self.topology.source_region() - self.dst_region_tags = self.topology.sink_regions() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - self.max_instances = int(regions[max(regions, key=regions.get)]) - - # pending tracker tasks - self.jobs_to_dispatch: List[BCTransferJob] = [] - self.pending_transfers: List[BCTransferProgressTracker] = [] - self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} - - def get_ips_in_region(self, region: str): - public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] - try: # NOTE: Azure does not have private ips implemented - private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] - except Exception as e: - private_ips = public_ips - - return public_ips, private_ips - - def get_object_store_connection(self, region: str): - provider = region.split(":")[0] - if provider == "aws" or provider == "gcp": - # n_conn = 32 - n_conn = 32 - elif provider == "azure": - n_conn = 24 # due to throttling limits from authentication - return n_conn - - def add_operator_receive_send( - self, - solution_graph, - bc_pg: GatewayProgram, - region: str, - partition_ids: List[int], - obj_store: Optional[Tuple[str, str]] = None, - dst_op: Optional[GatewayReceive] = None, - gen_random_data: bool = False, - max_conn_per_vm: int = 256, - ) -> bool: - if dst_op is not None: - receive_op = dst_op - else: - if obj_store is None: - if gen_random_data: - receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) - else: - receive_op = GatewayReceive() - else: - receive_op = GatewayReadObjectStore( - bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) - ) - - # find set of regions & ips in each region to send to for this partition - g = solution_graph - - any_id = partition_ids[0] - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) - - # if no regions to forward data to - if len(next_regions) == 0: - print( - f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}" - ) - return False - - # region name --> ips in this region - region_to_ips_map = {} - region_to_private_ips_map = {} - for next_region in next_regions: - region_to_ips_map[next_region], region_to_private_ips_map[next_region] = self.get_ips_in_region(next_region) - - # use muxand or muxor for partition_id - operation = "MUX_AND" if len(next_regions) > 1 else "MUX_OR" - mux_op = GatewayMuxAnd() if len(next_regions) > 1 else GatewayMuxOr() - - # non-dst node: add receive_op into gateway program - if dst_op is None: - bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) - - # MUX_AND: send this partition to multiple regions - if operation == "MUX_AND": - if dst_op is not None and dst_op.op_type == "mux_and": - mux_op = receive_op - else: # do not add any nested mux_and if dst_op parent is mux_and - bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) - - tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) - - for next_region, next_region_ips in region_to_ips_map.items(): - num_connections = int(max_conn_per_vm / tot_senders) - - if ( - next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" - ): # gcp to gcp connection, use private ips - print("GCP to GCP connection, should use private ips") - send_ops = [ - GatewaySend(ip, num_connections=num_connections, region=next_region) - for ip in region_to_private_ips_map[next_region] - ] - else: - send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in next_region_ips] - - # if next region has >1 gateways, add MUX_OR - if len(next_region_ips) > 1: - mux_or_op = GatewayMuxOr() - bc_pg.add_operator(mux_or_op, mux_op, partition_id=tuple(partition_ids)) - bc_pg.add_operators(send_ops, mux_or_op, partition_id=tuple(partition_ids)) - else: # otherwise, the parent of send_op is mux_op ("MUX_AND") - assert len(send_ops) == 1 - bc_pg.add_operator(send_ops[0], mux_op, partition_id=tuple(partition_ids)) - else: - # only send this partition to a single region - assert len(region_to_ips_map) == 1 - - next_region = list(region_to_ips_map.keys())[0] - - if next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp": - print("GCP to GCP connection, should use private ips") - ips = [ip for next_region_ips in region_to_private_ips_map.values() for ip in next_region_ips] - else: - ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] - - num_connections = int(max_conn_per_vm / len(ips)) - send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] - - # if num of gateways > 1, then connect to MUX_OR - if len(ips) > 1: - bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) - bc_pg.add_operators(send_ops, mux_op) - else: - bc_pg.add_operators(send_ops, receive_op, partition_id=tuple(partition_ids)) - - # print("Number of connections: ", num_connections) - return True - - def add_dst_operator( - self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None - ): - receive_op = GatewayReceive() - bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) - - # write - if obj_store is None: - write_op = GatewayWriteLocal() # not pass in the path for now - else: - write_op = GatewayWriteObjectStore( - bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) - ) - - g = solution_graph - any_id = partition_ids[0] - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) - - # if no regions to forward data to, just write - if len(next_regions) == 0: - bc_pg.add_operator(write_op, receive_op, partition_id=tuple(partition_ids)) - else: # otherwise, "and" --> write and forward - mux_and_op = GatewayMuxAnd() - bc_pg.add_operator(mux_and_op, receive_op, partition_id=tuple(partition_ids)) - bc_pg.add_operator(write_op, mux_and_op, partition_id=tuple(partition_ids)) - self.add_operator_receive_send(solution_graph, bc_pg, region, partition_ids, dst_op=mux_and_op) - - def remap_keys(self, mapping): - return [{"partitions": k, "value": v} for k, v in mapping.items()] - - @property - @functools.lru_cache(maxsize=None) - def current_gw_programs(self): - if self.gateway_program_path is not None: - # return existing gateway program file - return json.load(open(self.gateway_program_path, "r")) - - # TODO: create GatewayProgram based on algorithm output - # TODO: move this gateway program creation logic to when initiating BroadcastDataplane? - solution_graph = self.topology.nx_graph - - # print("Solution graph: ", solution_graph.edges.data()) - - num_partitions = self.topology.num_partitions - src = self.src_region_tag - dsts = self.dst_region_tags - - # region name --> gateway program shared by all gateways in this region - gateway_programs = {} - - # NOTE: assume all transfer object share the same (src, dsts)? might not be correct - one_transfer_job = self.jobs_to_dispatch[0] - if not self.transfer_config.gen_random_data: - src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) - - dsts_obj_store_map = {} - # dst bucket, dst region - for b, r in one_transfer_job.dst_regions.items(): - dsts_obj_store_map[r] = (b, r) - - gen_random_data = False - else: - src_obj_store = None - dsts_obj_store_map = None - gen_random_data = True - - for node in solution_graph.nodes: - node_gateway_program = GatewayProgram() - - partition_to_next_regions = {} - for i in range(num_partitions): - partition_to_next_regions[i] = set( - [edge[1] for edge in solution_graph.out_edges(node, data=True) if str(i) in edge[-1]["partitions"]] - ) - - import collections - - keys_per_set = collections.defaultdict(list) - for key, value in partition_to_next_regions.items(): - keys_per_set[frozenset(value)].append(key) - - list_of_partitions = list(keys_per_set.values()) - - # source node: read from object store or generate random data, then forward data - for partitions in list_of_partitions: - # print("Processing partitions: ", partitions) - if node == src: - self.add_operator_receive_send( - solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data - ) - - # dst receive data, write to object store / write local (if obj_store=None), forward data if needed - elif node in dsts: - print("dest obj", dsts_obj_store_map) - dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] - self.add_dst_operator(solution_graph, node_gateway_program, node, partitions, obj_store=dst_obj_store) - - # overlay node only forward data - else: - self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=None) - - gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) - assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - # print("PROGRAM", gateway_programs[node]) - - return gateway_programs - - def _start_gateway( - self, - gateway_docker_image: str, - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, - gateway_log_dir: Optional[PathLike] = None, - authorize_ssh_pub_key: Optional[str] = None, - e2ee_key_bytes: Optional[str] = None, - ): - am_source = gateway_node in self.topology.source_instances() - am_sink = gateway_node in self.topology.sink_instances() - - import traceback - - try: - print("Gateway", gateway_docker_image) - - # start gateway - if self.log_dir: - gateway_server.init_log_files(self.log_dir) - if authorize_ssh_pub_key: - gateway_server.copy_public_key(authorize_ssh_pub_key) - - gateway_server.start_gateway( - {}, # don't need setup arguments here to pass as outgoing_ports - gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs - gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=False, - use_compression=self.transfer_config.use_compression, - use_socket_tls=self.transfer_config.use_socket_tls, - ) - except Exception as e: - print(traceback.format_exc()) - print(sys.exc_info()[2]) - print("ERROR: ", e) - - def source_gateways(self) -> List[compute.Server]: - return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] - - def sink_gateways(self) -> List[compute.Server]: - return [self.bound_nodes[n] for n in self.topology.sink_instances()] if self.provisioned else [] - - def queue_copy( - self, - src: str, - dsts: List[str], - recursive: bool = False, - ) -> str: - if len(src) != 0: - assert self.transfer_config.gen_random_data is False - job = BCCopyJob( - src, - dsts[0], - recursive, - dst_paths=dsts, - requester_pays=self.transfer_config.requester_pays, - transfer_config=self.transfer_config, - ) - else: - assert self.transfer_config.gen_random_data is True - job = BCCopyJob("", "", False, [], requester_pays=self.transfer_config.requester_pays, transfer_config=self.transfer_config) - - logger.fs.debug(f"[SkyplaneBroadcastClient] Queued copy job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def queue_sync( - self, - src: str, - dsts: List[str], - recursive: bool = False, - ) -> str: - job = BCSyncJob( - src, - dsts[0], - recursive, - dst_paths=dsts, - requester_pays=self.transfer_config.requester_pays, - transfer_config=self.transfer_config, - ) - logger.fs.debug(f"[SkyplaneBroadcastClient] Queued sync job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def run_async(self, hooks: Optional[TransferHook] = None) -> BCTransferProgressTracker: - if not self.provisioned: - logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) - self.pending_transfers.append(tracker) - tracker.start() - logger.fs.info(f"[SkyplaneBroadcastClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") - self.jobs_to_dispatch = [] - return tracker - - def run(self, hooks: Optional[TransferHook] = None): - tracker = self.run_async(hooks) - logger.fs.debug(f"[SkyplaneBroadcastClient] Waiting for transfer to complete") - tracker.join() diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py deleted file mode 100644 index 87b4b4950..000000000 --- a/skyplane/broadcast/bc_plan.py +++ /dev/null @@ -1,126 +0,0 @@ -from dataclasses import dataclass -from typing import List, Optional, Tuple, Set - -import networkx as nx - -from skyplane.chunk import ChunkRequest -from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.planner.topology_old import ( - ReplicationTopology, - ReplicationTopologyNode, - ReplicationTopologyGateway, - ReplicationTopologyObjectStore, -) -from skyplane.utils.definitions import MB - - -@dataclass -class BroadcastReplicationJob: - source_region: str - dest_regions: List[str] - source_bucket: Optional[str] - dest_buckets: Optional[List[str]] - - # object transfer pairs (src, dest) - transfer_pairs: List[Tuple[ObjectStoreObject, ObjectStoreObject]] - - # progress tracking via a list of chunk_requests - chunk_requests: Optional[List[ChunkRequest]] = None - - # Generates random chunks for testing on the gateways - random_chunk_size_mb: Optional[int] = None - - @property - def transfer_size(self): - if not self.random_chunk_size_mb: - return sum(source_object.size for source_object, _ in self.transfer_pairs) - else: - return self.random_chunk_size_mb * len(self.transfer_pairs) * MB - - -class BroadcastReplicationTopology(ReplicationTopology): - """ - Multiple destinations - edges specify a which partition of data they are responsible for carrying - """ - - def __init__( - self, - nx_graph: nx.DiGraph, # TODO: remove this, maybe replace with List[GatewayPrograms], map[id --> GatewayProgramID] - num_partitions: int, # TODO: remove this - edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, # TODO: remove this - # NOTE: topology-related metric - cost_per_gb: Optional[float] = None, - tot_vms: Optional[int] = None, # TODO: remove this - tot_vm_price_per_s: Optional[float] = None, - ): - """ - Edge is represented by: - Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] - - """ - self.nx_graph = nx_graph - - self.num_partitions = num_partitions - - self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] - self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) - - self.cost_per_gb: Optional[float] = cost_per_gb - self.tot_vm_price_per_s: Optional[float] = tot_vm_price_per_s - self.tot_vms: Optional[int] = tot_vms - - def get_outgoing_paths(self, src: ReplicationTopologyNode): - """Return nodes that follow src in the topology.""" - return {dest_gateway: num_connections for src_gateway, dest_gateway, num_connections, _ in self.edges if src_gateway == src} - - def get_incoming_paths(self, dest: ReplicationTopologyNode): - """Return nodes that precede dest in the topology.""" - return {src_gateway: num_connections for dest_gateway, src_gateway, num_connections, _ in self.edges if dest_gateway == dest} - - def sink_regions(self) -> List[str]: - instances = list(self.sink_instances()) - # assert all(i.region == instances[0].region for i in instances), "All sink instances must be in the same region" - return [instance.region for instance in instances] - - def source_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = self.nodes - {v for u, v, _, _ in self.edges if not isinstance(u, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def sink_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = {u for u, v, _, _ in self.edges if isinstance(v, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def add_instance_instance_edge( - self, - src_region: str, - src_instance: int, - dest_region: str, - dest_instance: int, - num_connections: int, - partition_ids: List[str], - ): - """Add relay edge between two instances.""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - for partition_id in partition_ids: - self.edges.append((src_gateway, dest_gateway, int(num_connections), partition_id)) - self.nodes.add(src_gateway) - self.nodes.add(dest_gateway) - - def add_objstore_instance_edge(self, src_region: str, dest_region: str, dest_instance: int, partition_ids: List[str]): - """Add object store to instance node (i.e. source bucket to source gateway).""" - src_objstore = ReplicationTopologyObjectStore(src_region) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - for partition_id in partition_ids: - self.edges.append((src_objstore, dest_gateway, 0, partition_id)) - self.nodes.add(src_objstore) - self.nodes.add(dest_gateway) - - def add_instance_objstore_edge(self, src_region: str, src_instance: int, dest_region: str, partition_ids: List[str]): - """Add instance to object store edge (i.e. destination gateway to destination bucket).""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_objstore = ReplicationTopologyObjectStore(dest_region) - for partition_id in partition_ids: - self.edges.append((src_gateway, dest_objstore, 0, partition_id)) - self.nodes.add(src_gateway) - self.nodes.add(dest_objstore) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py deleted file mode 100644 index 75d8bd1aa..000000000 --- a/skyplane/broadcast/bc_planner.py +++ /dev/null @@ -1,1441 +0,0 @@ -import os -from random import sample -import subprocess -from pathlib import Path - -from skyplane.api.client import tmp_log_dir -from skyplane.broadcast.bc_plan import BroadcastReplicationTopology -from skyplane.broadcast.bc_solver import BroadcastProblem, BroadcastSolution, GBIT_PER_GBYTE - -from typing import List, Optional -from pprint import pprint -import networkx as nx -import pandas as pd -import numpy as np -from skyplane.utils import logger -from skyplane.broadcast import __root__ -import functools -import random -import colorama -from colorama import Fore, Style - - -class BroadcastPlanner: - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", - tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", - ): - self.src_provider = src_provider - self.src_region = src_region - self.dst_providers = dst_providers - self.dst_regions = dst_regions - self.num_instances = num_instances - self.num_connections = num_connections - self.num_partitions = num_partitions - self.gbyte_to_transfer = gbyte_to_transfer - - # need to input cost_grid and tp_grid - self.costs = pd.read_csv(cost_grid_path) - self.throughput = pd.read_csv(tp_grid_path) - - # remove subregion - # TODO: lookup subregions with matching region and duplicate (so lookups dont fail) - def remove_subregion(region): - print("region", region, region[-2:]) - if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": - return region[:-2] - return region - - def map_subregions(df, source_key, dest_key): - # create subregion -> region map - regions = df[source_key].apply(lambda region: remove_subregion(region)) - region_map = {} - for full_region, region in zip(df[source_key].tolist(), regions.tolist()): - # TODO: include full set of regions (list) - region_map[region] = full_region - - regions = list(set(regions)) - zones = ["a", "b", "c"] - for region in regions: - for zone in zones: - subregion = f"{region}-{zone}" - if subregion not in df[source_key].values: - mapped_region = region_map[region] - if mapped_region == subregion: - continue - - # append new rows - print(f"Adding region {subregion} with {mapped_region}") - # print("ORIGINAL", df) - region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index( - drop=True - ) - region_df[source_key] = region_df[source_key].replace(mapped_region, subregion) - region_df[dest_key] = region_df[dest_key].replace(mapped_region, subregion) - # print("NEW", region_df) - # df = pd.concat([df, region_df], axis=1).reset_index() - df = df.append(region_df, ignore_index=True) - # print("combin", df) - - return df - - self.costs = map_subregions(self.costs.reset_index(), "src", "dest") - self.throughput = map_subregions(self.throughput.reset_index(), "src_region", "dst_region") - - # self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - # self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - # self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - # self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) - - self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) - - if aws_only: - self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) - elif gcp_only: - self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "azure"]) - elif azure_only: - self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "gcp"]) - else: - return - - @functools.lru_cache(maxsize=None) - def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): - from skyplane.compute.cloud_provider import CloudProvider - - assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" - return CloudProvider.get_transfer_cost(src, dst) - - def make_nx_graph(self, cost, throughput, num_instances=1): - G = nx.DiGraph() - for _, row in throughput.iterrows(): - if row["src_region"] == row["dst_region"]: - continue - G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=num_instances * row["throughput_sent"] / 1e9) - - for _, row in cost.iterrows(): - if row["src"] in G and row["dest"] in G[row["src"]]: - G[row["src"]][row["dest"]]["cost"] = row["cost"] - else: - continue - - # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] - for edge in G.edges.data(): - if edge[-1]["cost"] is None: - edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) - - assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) - return G - - def get_throughput_grid(self): - return np.array([e[2] for e in self.G.edges(data="throughput")]) - - def get_cost_grid(self): - return np.array([e[2] for e in self.G.edges(data="cost")]) - - def get_topo_from_nxgraph( - self, num_partitions: int, gbyte_to_transfer: float, solution_graph: nx.DiGraph - ) -> BroadcastReplicationTopology: - """ - Convert solutions (i.e. networkx graph) to BroadcastReplicationTopology - """ - partition_ids = list(range(num_partitions)) - partition_ids = [str(id) for id in partition_ids] - partition_size_in_GB = gbyte_to_transfer / num_partitions - - source_region = self.src_provider + ":" + self.src_region - dst_regions = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - topo = BroadcastReplicationTopology(solution_graph, num_partitions) - cost_egress = 0.0 - - # adding edges from object store - for i in range(solution_graph.nodes[source_region]["num_vms"]): - topo.add_objstore_instance_edge(source_region, source_region, i, partition_ids) - - # adding edges between instances from networkx DiGraph solutions - for edge in solution_graph.edges.data(): - s, d = edge[0], edge[1] - partitions_on_edge = edge[-1]["partitions"] - cost_egress += len(partitions_on_edge) * partition_size_in_GB * edge[-1]["cost"] - - s_num_instances = solution_graph.nodes[s]["num_vms"] - d_num_instances = solution_graph.nodes[d]["num_vms"] - - # TODO: fix it, might be wrong; if # of src region gateways != # of dst region gateways, how add the edge? - for i in range(s_num_instances): - for j in range(d_num_instances): - topo.add_instance_instance_edge(s, i, d, j, 0, partitions_on_edge) # set num_connections = 0 for now - - # adding edges to object store - for dst_region in dst_regions: - for i in range(solution_graph.nodes[dst_region]["num_vms"]): - topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) - - tot_vm_price_per_s = 0 # total price per second - tot_vms = 0 # total number of vms - cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours - - for node in solution_graph.nodes: - tot_vm_price_per_s += solution_graph.nodes[node]["num_vms"] * cost_map[node.split(":")[0]] / 3600 - tot_vms += solution_graph.nodes[node]["num_vms"] - - # set networkx solution graph in topo - assert gbyte_to_transfer > 0 - topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes - topo.tot_vm_price_per_s = tot_vm_price_per_s - topo.tot_vms = tot_vms - topo.nx_graph = solution_graph - return topo - - def plan(self) -> BroadcastReplicationTopology: - raise NotImplementedError - - -class BroadcastDirectPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - def plan(self) -> BroadcastReplicationTopology: - direct_graph = nx.DiGraph() - - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - for dst in dsts: - if src == dst: - cost_of_edge = 0 - else: - try: - cost_of_edge = self.G[src][dst]["cost"] - except Exception: - raise ValueError(f"Missing cost edge {src}->{dst}") - direct_graph.add_edge(src, dst, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) - - for node in direct_graph.nodes: - direct_graph.nodes[node]["num_vms"] = self.num_instances - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, direct_graph) - - -class BroadcastPlannerFromFile(BroadcastPlanner): - def __init__(self, filename: str, **kwargs): - self.filename = filename - super().__init__(**kwargs) - - def plan(self) -> BroadcastReplicationTopology: - gw_program = json.load(open(self.filename)) - - # loop through region - - # loop hough operators with recieve or gen data -> collect (instace, region) - graph = nx.DiGraph() - - -class BroadcastMDSTPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - def plan(self) -> BroadcastReplicationTopology: - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - h = self.G.copy() - h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) - - DST_graph = nx.algorithms.tree.Edmonds(h.subgraph([src] + dsts)) - opt_DST = DST_graph.find_optimum(attr="cost", kind="min", preserve_attrs=True, style="arborescence") - - # Construct MDST graph - MDST_graph = nx.DiGraph() - for edge in list(opt_DST.edges()): - s, d = edge[0], edge[1] - cost_of_edge = self.G[s][d]["cost"] - MDST_graph.add_edge(s, d, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) - - for node in MDST_graph.nodes: - MDST_graph.nodes[node]["num_vms"] = self.num_instances - - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, MDST_graph) - - -class BroadcastHSTPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: - # TODO: not usable now - source_v, dest_v = self.src_provider + ":" + self.src_region, [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - h = self.G.copy() - h.remove_edges_from(list(h.in_edges(source_v)) + list(nx.selfloop_edges(h))) - - nodes, edges = list(h.nodes), list(h.edges) - num_nodes, num_edges = len(nodes), len(edges) - id_to_name = {nodes.index(n) + 1: n for n in nodes} - - config_loc = tmp_log_dir / "write.set" - write_loc = tmp_log_dir / "test.stplog" - param_loc = tmp_log_dir / "test.stp" - - with open(config_loc, "w") as f: - f.write('stp/logfile = "use_probname"') - f.close() - - command = " ~/Documents/Packages/scipoptsuite-8.0.2/build/bin/applications/scipstp " - command += f"-f {param_loc} -s {config_loc} -l {write_loc}" - - def construct_stp(): - section_begin = '33D32945 STP File, STP Format Version 1.0\n\nSECTION Comment\nName "Relay: cloud regions"\nCreator "S. Liu"\n' - section_begin += f'Remark "Cloud region problem adapted from relay"\nEND\n\nSECTION Graph\n' - section_begin += f"Nodes {num_nodes}\nEdges {num_edges}\nHopLimit {hop_limit}\n" - - Edge_info = [] - cnt = 0 - for edge in edges: - s, d = nodes.index(edge[0]) + 1, nodes.index(edge[1]) + 1 - cost = h[edge[0]][edge[1]]["cost"] - cnt += 1 - Edge_info.append(f"A {s} {d} {cost}\n") - if cnt == num_edges: - Edge_info.append("END\n") - - s = nodes.index(source_v) + 1 - v = [nodes.index(i) + 1 for i in dest_v] - terminal_info = [f"T {i}\n" for i in v] - terminal_info.append("END\n\nEOF") - section_terminal = f"""\nSECTION Terminals\nRoot {s}\nTerminals {len(dest_v)}\n""" - - with open(param_loc, "w") as f: - f.write(section_begin) - for edge in Edge_info: - f.write(edge.lstrip()) - f.write(section_terminal) - for t in terminal_info: - f.write(t) - f.close() - return - - def read_result(loc): - di_stree_graph = nx.DiGraph() - with open(loc, "r") as f: - lines = f.readlines() - for line in lines: - if line.startswith("E") and len(line.split()) == 3: - l = line.split() - src_r, dst_r = id_to_name[int(l[1])], id_to_name[int(l[2])] - cost_of_edge = self.G[src_r][dst_r]["cost"] - di_stree_graph.add_edge( - src_r, dst_r, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge - ) - - for node in di_stree_graph.nodes: - di_stree_graph.nodes[node]["num_vms"] = self.num_instances - - return di_stree_graph - - construct_stp() # construct problem to a file - process = subprocess.Popen(command, shell=True) # run the steiner tree solver - process.wait() - solution_graph = read_result(loc=write_loc) - - os.remove(config_loc) - os.remove(write_loc) - os.remove(param_loc) - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) - - -class BroadcastSpiderPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - self.eg_lims = { - "aws": 5 * num_instances, - "gcp": 7 * num_instances, - "azure": 16 * num_instances, - } - self.in_lims = { - "aws": 10 * num_instances, - "gcp": 16 * num_instances, - "azure": 16 * num_instances, - } - - def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): - print() - print("-" * 10 + " Evaluate\n") - - makespan = data_vol * 8 / sum(bw) - cost_per_instance_hr = 0.54 - - import math - - def split(my_list, weight_list): - sublists = [] - prev_index = 0 - for weight in weight_list: - next_index = prev_index + math.ceil((len(my_list) * weight)) - - sublists.append(my_list[prev_index:next_index]) - prev_index = next_index - - return sublists - - partitions = list(range(num_partitions)) - output_partitions = split(partitions, [b / sum(bw) for b in bw]) - print(f"Bw: {bw}, split: {output_partitions}") - - from itertools import islice - - egress_cost = 0 - complete_tree = nx.DiGraph() - - for i in range(len(tree_set)): - if len(output_partitions[i]) == 0: - continue # not assigning any partition to this tree - - egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) - - # give each tree the output partitions - for edge in tree_set[i].edges.data(): - src, dst = edge[0], edge[1] - complete_tree.add_edge( - src, dst, partitions=output_partitions[i], throughput=self.G[src][dst]["throughput"], cost=self.G[src][dst]["cost"] - ) - - print("Tree cost: ", sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * (bw[i] / sum(bw))) - - for node in complete_tree.nodes: - complete_tree.nodes[node]["num_vms"] = num_vms - - print(f"SPIDER solution (tree node): ", complete_tree.nodes.data()) - print(f"SPIDER solution (tree edge): ", complete_tree.edges.data()) - - instance_cost = len(tree_set[0].nodes) * num_vms * (cost_per_instance_hr / 3600) * makespan - tot_cost = egress_cost + instance_cost - - print(f"{Fore.BLUE}Data vol = {Fore.YELLOW}{round(data_vol, 4)} GB or {round(data_vol*8, 4)} Gbits{Style.RESET_ALL}\n") - print(f"{Fore.BLUE}Bandwidth of each tree = {Fore.YELLOW}{[round(i, 4) for i in bw]}{Style.RESET_ALL}\n") - print(f"{Fore.BLUE}Total runtime = {Fore.YELLOW}{round(makespan, 4)} s{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total throughput = {Fore.YELLOW}{round(sum(bw), 4)} Gbps{Style.RESET_ALL}\n") - print(f"{Fore.BLUE}Total egress cost (per GB) = {Fore.YELLOW}${round(egress_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total instance cost = {Fore.YELLOW}${round(instance_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(tot_cost, 4)}{Style.RESET_ALL}") - - # return sum(bw), makespan, tot_cost, complete_tree - return complete_tree - - def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limits, ro=[]): - for tree in tree_set: - assert len(tree.nodes) >= 1 + len(dsts) - assert len(tree.edges) == len(tree.nodes) - 1 - for node in [src] + dsts: - if not tree.has_node(node): - return False - # assert(tree.has_node(node)) - for node in [src] + dsts + ro: - sum_egress, sum_ingress = 0, 0 - for i in range(len(tree_set)): - sum_egress += len(tree_set[i].out_edges(node)) * bw[i] - sum_ingress += len(tree_set[i].in_edges(node)) * bw[i] - if not sum_egress <= egress_limits[node.split(":")[0]]: - return False - assert sum_ingress <= ingress_limits[node.split(":")[0]] - - print("Pass validation") - return True - - def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): - import copy - - N = set([src] + dsts) # set of nodes that each tree must span - Tree_set = [] # output: a set of trees - bw = [] # list of bandwidth for each tree - - if elim_set is None: - elim_set = {node: egress_limits[node.split(":")[0]] for node in h.nodes} # egress limit for each node in the graph - ilim_set = {node: ingress_limits[node.split(":")[0]] for node in h.nodes} - - while True: - CurrentTree = nx.DiGraph() # constructed tree - InTree = {src} # nodes of constructed tree - CurrentTreeBottleneck = float("inf") # bottleneck link - elim_copy = copy.deepcopy(elim_set) # copy of egress limit - ilim_copy = copy.deepcopy(ilim_set) # copy of ingress limit - - while not N.issubset(InTree): - M_n, R_n = {}, {} - for n in InTree: - # max outgoing bandwidth arc to nodes outside InTree - out_edges = [edge for edge in list(h.out_edges(n)) if edge[1] not in InTree] - out_edges_tput = [h[e[0]][e[1]]["throughput"] for e in out_edges] - max_out_tput = max(out_edges_tput, default=0) - - if max_out_tput <= 0 or elim_copy[n] <= 0: - continue - - M_n[n] = out_edges[out_edges_tput.index(max_out_tput)] - - if ilim_copy[M_n[n][1]] <= 0: - M_n[n] = None - continue - - R_n[n] = elim_copy[n] - min(max_out_tput, CurrentTreeBottleneck) - - if len(R_n) == 0: # all ineasible - break - - max_val_set = [i for i, j in R_n.items() if j == max(R_n.values())] - - # pick node x with max_j{R_j} - random.shuffle(max_val_set) - x = sample(max_val_set, 1)[0] - - # edge with max_j{b_xj} - Mx = M_n[x] - src_add, dst_add = Mx[0], Mx[1] - assert elim_copy[src_add] >= 0 - - # if add this edge to the tree, make sure that it won't exceed the egress limit - CurrentTreeBottleneck = min( - [CurrentTreeBottleneck, elim_copy[src_add], ilim_copy[dst_add], h[src_add][dst_add]["throughput"]] - ) - - print("Current bottleneck: ", CurrentTreeBottleneck) - if ( - elim_set[src_add] - CurrentTreeBottleneck >= 0 - and ilim_set[dst_add] - CurrentTreeBottleneck >= 0 - and CurrentTreeBottleneck > 0 - ): - print(f"Add edge: {src_add}, {dst_add}\n") - src_provider, dst_provider = src_add.split(":")[0], dst_add.split(":")[0] - flow = min([h[src_add][dst_add]["throughput"], egress_limits[src_provider], ingress_limits[dst_provider]]) - CurrentTree.add_edge(src_add, dst_add, cost=h[src_add][dst_add]["cost"], throughput=flow) - InTree.add(Mx[1]) # add dst of Mx to InTree list - for node in CurrentTree.nodes: - num_out_edges = len(CurrentTree.out_edges(node)) - num_in_edges = len(CurrentTree.in_edges(node)) - elim_copy[node] = elim_set[node] - CurrentTreeBottleneck * num_out_edges - ilim_copy[node] = ilim_set[node] - CurrentTreeBottleneck * num_in_edges - - if not CurrentTree.edges: - break - - # reduce the bandwidth on all edges of the tree by amount of bottleneck bandwidth - bottleneck = CurrentTreeBottleneck - src_node = set() - dst_node = set() - for edge in CurrentTree.edges: - h[edge[0]][edge[1]]["throughput"] -= bottleneck - src_node.add(edge[0]) - dst_node.add(edge[1]) - - # Extra check (capacity, tree nodes) - infeasible = any([elim_set[n] - bottleneck < 0 for n in src_node]) or len(CurrentTree.nodes) < 1 + len(dsts) - if not infeasible: - # print("Number of nodes: ", len(CurrentTree.nodes)) - if self.validate_tree_set(Tree_set + [CurrentTree], src, dsts, bw + [bottleneck], egress_limits, ingress_limits): - print("Feasible") - print(f"Throughput of tree {len(Tree_set)} is: {bottleneck} Gbps\n") - print("-" * 40) - bw.append(bottleneck) - Tree_set.append(CurrentTree) - for n in src_node: - elim_set[n] -= bottleneck - for n in dst_node: - ilim_set[n] -= bottleneck - else: - print("Infeasible, ignore above\n") - else: - print("Infeasible, ignore above\n") - continue - - return Tree_set, bw, h, elim_set - - def plan(self) -> BroadcastReplicationTopology: - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) - h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) - Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) - Spider_graph = self.evaluate(Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1) - - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) - - -class BroadcastILPSolverPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - max_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - target_time: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances=max_instances, - num_connections=num_connections, - num_partitions=num_partitions, - gbyte_to_transfer=gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - self.problem = BroadcastProblem( - src=src, - dsts=dsts, - gbyte_to_transfer=gbyte_to_transfer, - instance_limit=max_instances, - num_partitions=num_partitions, - required_time_budget=target_time, - ) - - @staticmethod - def choose_solver(): - import cvxpy as cp - - try: - import gurobipy as _grb # pytype: disable=import-error - - return cp.GUROBI - except ImportError: - try: - import cylp as _cylp # pytype: disable=import-error - - logger.fs.warning("Gurobi not installed, using CoinOR instead.") - return cp.CBC - except ImportError: - logger.fs.warning("Gurobi and CoinOR not installed, using GLPK instead.") - return cp.GLPK - - def to_broadcast_replication_topology(self, solution: BroadcastSolution) -> BroadcastReplicationTopology: - """ - Convert ILP solution to BroadcastReplicationTopology - """ - v_result = solution.var_instances_per_region - result = np.array(solution.var_edge_partitions) - result_g = nx.DiGraph() # solution nx graph - for i in range(result.shape[0]): - edge = solution.var_edges[i] - partitions = [str(partition_i) for partition_i in range(result.shape[1]) if result[i][partition_i] > 0.5] - - if len(partitions) == 0: - continue - - src_node, dst_node = edge[0], edge[1] - result_g.add_edge( - src_node, - dst_node, - partitions=partitions, - throughput=self.G[src_node][dst_node]["throughput"], - cost=self.G[src_node][dst_node]["cost"], - ) - - for i in range(len(v_result)): - num_vms = int(v_result[i]) - node = solution.var_nodes[i] - if node in result_g.nodes: - result_g.nodes[node]["num_vms"] = num_vms - - # TODO: the generated topo itself is not used, but the networkx graph contains all information needed to generate gateway programs - print(f"Solution # of edges: {len(result_g.edges)}, # of nodes: {len(result_g.nodes)}") - print("solution (edge): ", result_g.edges.data()) - print() - print("solution (node):", result_g.nodes.data()) - print() - return self.get_topo_from_nxgraph(solution.problem.num_partitions, solution.problem.gbyte_to_transfer, result_g) - - def combine_partition_subgraphs(self, partition_g): - bg = nx.DiGraph() - for i in range(len(partition_g)): - for edge in partition_g[i].edges: - if edge[0] in bg and edge[1] in bg[edge[0]]: - bg[edge[0]][edge[1]]["partitions"].append(str(i)) - else: - e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] - bg.add_edge(edge[0], edge[1], partitions=[str(i)], cost=e["cost"], throughput=e["throughput"]) - - for node in partition_g[i].nodes: - if "num_vms" not in bg.nodes[node]: - bg.nodes[node]["num_vms"] = 0 - bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] - - return bg - - def total_broadcast_cost(self, bg): - cost = 0 - for edge in bg.edges: - cost += len(bg[edge[0]][edge[1]]["partitions"]) * bg[edge[0]][edge[1]]["cost"] - return cost - - def create_topo_graph(self, p, v, g, edges, nodes): - result = p - v_result = v - result_g = nx.DiGraph() - - for i in range(result.shape[0]): - edge = edges[i] - - if result[i] == 0: - continue - for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs - result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) - - remove_nodes = [] # number of vms is one but the - for i in range(len(v_result)): - num_vms = int(v_result[i]) - if nodes[i] in result_g.nodes: - result_g.nodes[nodes[i]]["num_vms"] = num_vms - else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen - remove_nodes.append(nodes[i]) - - print("Edge: ", result_g.edges.data()) - print("Node: ", result_g.nodes.data()) - print("Num of node: ", len(result_g.nodes)) - print("TOPO GRPAH RESULTS: ", v_result) - - print(f"Create topo: {result_g.edges.data()}") - print(f"Create topo node: {result_g.nodes.data()}") - return result_g - - def get_egress_ingress(self, g, nodes, edges, partition_size, p): - partition_size *= 8 # need to convert to gbits? - - num_edges = len(edges) - egress = [] - ingress = [] - for node in nodes: - node_i = nodes.index(node) - # egress - i = np.zeros(num_edges) - for e in g.edges: - if e[0] == node: # edge goes to dest - i[edges.index(e)] = 1 - egress.append(np.sum(i @ p) * partition_size) - - # ingress - i = np.zeros(num_edges) - for e in g.edges: - if e[1] == node: - i[edges.index(e)] = 1 - ingress.append(np.sum(i @ p) * partition_size) - - return egress, ingress - - def solve_partition( - self, - g, - cost, - tp, - nodes, - edges, - egress_limit, - ingress_limit, - existing_vms, # total number of existing VMs per region - existing_p, # total number of partitions along each edge - existing_egress, # total egress for each region - existing_ingress, # total ingress for each region - source_v, - dest_v, - partition_size_gb, - instance_cost_s, - max_vm_per_region, - s, - remaining_data_size_gb, # how much remaining data needs to be sent - filter_edge, # whether to filter all except 1-hop - ): - import cvxpy as cp - - num_edges = len(edges) - num_nodes = len(nodes) - num_dest = len(dest_v) - - # indicator matrix (must be 2-D) - p = cp.Variable((num_edges), boolean=True) # whether edge is carrying partition - n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition - f = cp.Variable((num_nodes, num_nodes + 1), integer=True) # enforce flow conservation - - v = cp.Variable((num_nodes), integer=True) # number of VMs per region - - # optimization problem (minimize sum of costs) - egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s - obj = cp.Minimize(egress_cost + instance_cost) - - constraints = [] - - # dirty hack to ban some regions - print(nodes) - # for banned_node in ["aws:eu-south-2"]: - # i = nodes.index(banned_node) - # constraints.append(v[i] == 1) - - # constraints on VM per region - for i in range(num_nodes): - constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) - constraints.append(v[i] >= 0) - - # constraints to enforce flow between source/dest nodes - for i in range(num_nodes): - for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: - edge = (nodes[i], nodes[j]) - - constraints.append(f[i][j] <= p[edges.index(edge)] * num_dest) - # p = 0 -> f <= 0 - # p = 1 -> f <= num_dest - constraints.append(f[i][j] >= (p[edges.index(edge)] - 1) * (num_dest + 1) + 1) - # p = 0 -> f >= -(num_dest) - # p = 1 -> f >= 1 - - constraints.append(f[i][j] == -f[j][i]) - - # capacity constraint for special node - else: - if nodes[i] in dest_v: # only connected to destination nodes - constraints.append(f[i][j] <= 1) - else: - constraints.append(f[i][j] <= 0) - else: - constraints.append(f[i][i] == 0) - - # flow conservation - if nodes[i] != source_v and i != num_nodes + 1: - constraints.append(cp.sum(f[i]) == 0) - - # source must have outgoing flow - constraints.append(cp.sum(f[nodes.index(source_v), :]) == num_dest) - - # special node (connected to all destinations) must recieve all flow - constraints.append(cp.sum(f[:, -1]) == num_dest) - - # node contained (or previously contained) if edge is contained - for edge in edges: - n0 = nodes.index(edge[0]) - n1 = nodes.index(edge[1]) - constraints.append(existing_vms[n0] + n[n0] >= cp.max(p[edges.index(edge)])) - constraints.append(existing_vms[n1] + n[n1] >= cp.max(p[edges.index(edge)])) - - if filter_edge: - # hop limit = 2: either source is source node, and/or dest is terminal node - # all other edges must be 0 - # alternative: filter edges to matchi this - for edge in edges: - if edge[0] != source_v and edge[1] not in dest_v: - # cannot be in graph - constraints.append(p[edges.index(edge)] == 0) - - # throughput constraint - # TODO: update edge constraints - for edge_i in range(num_edges): - # constraints.append(cp.sum(p[edge_i]*partition_size_gb*8) <= s*tp[edge_i]) - node_i = nodes.index(edge[0]) - constraints.append( - cp.sum(p[edge_i] * partition_size_gb * 8) + cp.sum(existing_p[edge_i] * partition_size_gb * 8) - <= s * tp[edge_i] * (v[node_i] + existing_vms[node_i]) - ) - - # instance limits - for node in nodes: - node_i = nodes.index(node) - # egress - i = np.zeros(num_edges) - for e in g.edges: - if e[0] == node: # edge goes to dest - i[edges.index(e)] = 1 - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] - <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - ) - - if node == source_v: - # keep future solutions feasible by making sure source has enough remaining - # egress capacity to send remaining data - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] - <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 - ) - - # ingress - # - i = np.zeros(num_edges) - for e in g.edges: - if e[1] == node: # edge goes to dest - i[edges.index(e)] = 1 - # keep future solutions feasible by making sure destinations have - # enough remaining ingress to recieve the remaining data - if node in dest_v: - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] - <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 - ) - - prob = cp.Problem(obj, constraints) - - cost = prob.solve(solver=cp.GUROBI, verbose=False) - - if cost is None: - print("No solution feasible") - - # NOTE: might not want to return the whole cost everytime, this looks wrong - return cost, p, n, f, v, egress_cost.value, instance_cost.value - - def plan_iterative( - self, - problem: BroadcastProblem, - solver=None, - filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - solver_verbose: bool = False, - save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20, - ) -> BroadcastReplicationTopology: - import cvxpy as cp - - if solver is None: - solver = cp.GUROBI - - # get graph - g = self.G - - source_v = problem.src - dest_v = problem.dsts - - # node-approximation - if filter_node: - from sklearn.cluster import KMeans - - random.seed(10) - node_map, node_list = {}, list(g.nodes) - print("Number of nodes: ", len(node_list)) - for node in node_list: - node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? - - np_node_map = np.array([li for li in node_map.values()]) - print(f"node map: {np_node_map}, shape: {np_node_map.shape}") - print(f"Num cluster: {n_clusters}") - km = KMeans(n_clusters=n_clusters) - kmeans = km.fit_predict(np_node_map) - print("kmeans: ", kmeans) - print("labels:", list(km.labels_)) - - cluster_to_node_map = {} - labels = list(km.labels_) - for i in range(len(labels)): - label = labels[i] - if label not in cluster_to_node_map: - cluster_to_node_map[label] = [] - cluster_to_node_map[label].append(node_list[i]) - - print("CLSUTER TO NODE MAP: ") - pprint(cluster_to_node_map) - - keep_node = [] - for node_list in cluster_to_node_map.values(): - keep_node.append(sample(node_list, 1)[0]) - - print(f"Keep node {len(keep_node)}: {keep_node}") - remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] - g.remove_nodes_from(remove_nodes) - print(f"Remove {len(remove_nodes)}: {remove_nodes}") - print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") - - # banned nodes - # sampled = list(self.G.nodes) - # sampled.remove("aws:eu-south-2") - # sampled.remove("aws:eu-central-2") - # sampled.remove("aws:ca-central-1") - # g = g.subgraph(sampled).copy() - - cost = np.array([e[2] for e in g.edges(data="cost")]) - tp = np.array([e[2] for e in g.edges(data="throughput")]) - edges = list(g.edges) - nodes = list(g.nodes) - partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions - - dest_edges = [g.edges.index(e) for e in g.edges if e[1] == ""] - num_edges = len(g.edges) - num_nodes = len(nodes) - num_partitions = problem.num_partitions - num_dest = len(dest_v) - instance_cost_s = problem.cost_per_instance_hr / 3600 - transfer_size_gb = problem.gbyte_to_transfer - max_vm_per_region = problem.instance_limit - - print("Transfer size (GB):", transfer_size_gb) - print("Instance cost per second:", instance_cost_s) - print(f"Number partitions:", num_partitions) - print(f"Max VM per region:", max_vm_per_region) - print("Runtime:", problem.required_time_budget) - - total_v = np.zeros(num_nodes) - total_p = np.zeros(num_edges) - total_egress = np.zeros(num_nodes) - total_ingress = np.zeros(num_nodes) - total_cost, total_egress_cost, total_instance_cost = 0, 0, 0 - partition_g = [] - - spare_tp = [0] * num_edges - spare_egress_limit = [0] * num_nodes - spare_ingress_limit = [0] * num_nodes - sent_data_size = 0 - - egress_limit = [] - ingress_limit = [] - for node in g.nodes: - if "aws" in node: - egress_limit_gbps, ingress_limit_gbps = problem.aws_instance_throughput_limit - elif "gcp" in node: - egress_limit_gbps, ingress_limit_gbps = problem.gcp_instance_throughput_limit - elif "azure" in node: - egress_limit_gbps, ingress_limit_gbps = problem.azure_instance_throughput_limit - elif "cloudflare" in node: - egress_limit_gbps, ingress_limit_gbps = 1, 1 - else: - raise ValueError("node is not correct") - - egress_limit.append(egress_limit_gbps) - ingress_limit.append(ingress_limit_gbps) - - partitions = range(num_partitions) - for partition in partitions: - print(f"Solving partition {partition}...") - remaining_data_size_gb = partition_size_gb * len(partitions) - sent_data_size - partition_size_gb - c_cost, c_p, c_n, c_f, c_v, egress_cost, instance_cost = self.solve_partition( - g, - cost, - tp, - nodes, - edges, - egress_limit, - ingress_limit, - existing_vms=total_v, - existing_p=total_p, - existing_egress=total_egress, - existing_ingress=total_ingress, - source_v=source_v, - dest_v=dest_v, - partition_size_gb=partition_size_gb, - instance_cost_s=instance_cost_s, - max_vm_per_region=max_vm_per_region, - s=problem.required_time_budget, # time budget - remaining_data_size_gb=remaining_data_size_gb, - filter_edge=filter_edge, - ) - - print("Cost: ", c_cost) - # update state - sent_data_size += partition_size_gb - total_cost += c_cost - total_egress_cost += egress_cost - total_instance_cost += instance_cost - total_v = total_v + np.array(c_v.value) - total_p = total_p + np.array(c_p.value) - total_egress, total_ingress = self.get_egress_ingress(g, nodes, edges, partition_size_gb, total_p) - - # append partition graph - partition_g.append(self.create_topo_graph(np.array(c_p.value), np.array(c_v.value), g, edges, nodes)) - - broadcast_g = self.combine_partition_subgraphs(partition_g) - - actual_tot_instance_cost = 0 - print() - for node in broadcast_g.nodes: - print(f"Node: {node}, num_vms: ", broadcast_g.nodes[node]["num_vms"]) - actual_tot_instance_cost += broadcast_g.nodes[node]["num_vms"] * problem.required_time_budget * instance_cost_s - - print("avg instance cost: ", problem.required_time_budget * instance_cost_s) - actual_tot_cost = total_egress_cost + actual_tot_instance_cost - - print("Solver completes.\n") - print(f"{Fore.BLUE}Time budget = {Fore.YELLOW}{problem.required_time_budget}s{Style.RESET_ALL}") - print( - f"{Fore.BLUE}Calculated tput = {Fore.YELLOW}{round(transfer_size_gb * 8 / problem.required_time_budget, 4)} Gbps{Style.RESET_ALL}\n" - ) - print(f"{Fore.BLUE}Egress cost = {Fore.YELLOW}${round(total_egress_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Actual instance cost = {Fore.YELLOW}${round(actual_tot_instance_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(actual_tot_cost, 4)}{Style.RESET_ALL}\n") - - print(f"Solution (nodes): {broadcast_g.nodes.data()}\n") - print(f"Solution (edges): {broadcast_g.edges.data()}\n") - return self.get_topo_from_nxgraph(num_partitions, problem.gbyte_to_transfer, broadcast_g) - - def plan( - self, - solver=None, - filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - solver_verbose: bool = False, - save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20, - ) -> BroadcastReplicationTopology: - import cvxpy as cp - - if solver is None: - solver = cp.GUROBI - - problem = self.problem - - if solve_iterative: - return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path, n_clusters) - - g = self.G - source_v = problem.src - dest_v = problem.dsts - - # node-approximation - if filter_node: - from sklearn.cluster import KMeans - - random.seed(10) - node_map, node_list = {}, list(g.nodes) - print("Number of nodes: ", len(node_list)) - for node in node_list: - node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? - - np_node_map = np.array([li for li in node_map.values()]) - print(f"node map: {np_node_map}, shape: {np_node_map.shape}") - print(f"Num cluster: {n_clusters}") - km = KMeans(n_clusters=n_clusters) - kmeans = km.fit_predict(np_node_map) - print("kmeans: ", kmeans) - print("labels:", list(km.labels_)) - - cluster_to_node_map = {} - labels = list(km.labels_) - for i in range(len(labels)): - label = labels[i] - if label not in cluster_to_node_map: - cluster_to_node_map[label] = [] - cluster_to_node_map[label].append(node_list[i]) - - print("CLSUTER TO NODE MAP: ") - pprint(cluster_to_node_map) - - keep_node = [] - for node_list in cluster_to_node_map.values(): - keep_node.append(sample(node_list, 1)[0]) - - print(f"Keep node {len(keep_node)}: {keep_node}") - remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] - g.remove_nodes_from(remove_nodes) - print(f"Remove {len(remove_nodes)}: {remove_nodes}") - print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") - - # banned nodes - # NOTE: why do we do this? - # sampled = list(self.G.nodes) - # sampled.remove("aws:eu-south-2") - # sampled.remove("aws:eu-central-2") - # g = g.subgraph(sampled).copy() - - cost = np.array([e[2] for e in g.edges(data="cost")]) - tp = np.array([e[2] for e in g.edges(data="throughput")]) - - edges = list(g.edges) - nodes = list(g.nodes) - num_edges, num_nodes = len(edges), len(nodes) - num_dest = len(problem.dsts) - print(f"Num edges: {num_edges}, num nodes: {num_nodes}, num dest: {num_dest}, runtime budget: {problem.required_time_budget}s") - - partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions - partition_size_gbit = partition_size_gb * GBIT_PER_GBYTE - print("Partition size (gbit): ", partition_size_gbit) - - # define variables - p = cp.Variable((num_edges, problem.num_partitions), boolean=True) # whether edge is carrying partition - n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition - f = cp.Variable((num_nodes * problem.num_partitions, num_nodes + 1), integer=True) # enforce flow conservation - v = cp.Variable((num_nodes), integer=True) # number of VMs per region - - # define objective - egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * (problem.cost_per_instance_hr / 3600) * problem.required_time_budget - tot_cost = egress_cost + instance_cost - obj = cp.Minimize(tot_cost) - - # define constants - constraints = [] - - # constraints on VM per region - for i in range(num_nodes): - constraints.append(v[i] <= problem.instance_limit) - constraints.append(v[i] >= 0) - - # constraints to enforce flow between source/dest nodes - for c in range(problem.num_partitions): - for i in range(num_nodes): - for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: - edge = (nodes[i], nodes[j]) - - constraints.append(f[c * num_nodes + i][j] <= p[edges.index(edge)][c] * num_dest) - # p = 0 -> f <= 0 - # p = 1 -> f <= num_dest - constraints.append(f[c * num_nodes + i][j] >= (p[edges.index(edge)][c] - 1) * (num_dest + 1) + 1) - # p = 0 -> f >= -(num_dest) - # p = 1 -> f >= 1 - - constraints.append(f[c * num_nodes + i][j] == -f[c * num_nodes + j][i]) - - # capacity constraint for special node - else: - if nodes[i] in problem.dsts: # only connected to destination nodes - constraints.append(f[c * num_nodes + i][j] <= 1) - else: - constraints.append(f[c * num_nodes + i][j] <= 0) - else: - constraints.append(f[c * num_nodes + i][i] == 0) - - # flow conservation - if nodes[i] != problem.src and i != num_nodes + 1: - constraints.append(cp.sum(f[c * num_nodes + i]) == 0) - - # source must have outgoing flow - constraints.append(cp.sum(f[c * num_nodes + nodes.index(problem.src), :]) == num_dest) - - # special node (connected to all destinations) must recieve all flow - constraints.append(cp.sum(f[c * num_nodes : (c + 1) * num_nodes, -1]) == num_dest) - - # node contained if edge is contained - for edge in edges: - constraints.append(n[nodes.index(edge[0])] >= cp.max(p[edges.index(edge)])) - constraints.append(n[nodes.index(edge[1])] >= cp.max(p[edges.index(edge)])) - - # edge approximation - if filter_edge: - # hop limit = 2: either source is source node, and/or dest is terminal node - # all other edges must be 0 - # alternative: filter edges to matchi this - print("Filter edge") - for edge in edges: - if edge[0] != problem.src and edge[1] not in problem.dsts: - # cannot be in graph - constraints.append(p[edges.index(edge)] == 0) - - # throughput constraint - for edge_i in range(num_edges): - node_i = nodes.index(edge[0]) - constraints.append(cp.sum(p[edge_i] * partition_size_gbit) <= problem.required_time_budget * tp[edge_i] * v[node_i]) - - # instance limits - for node in nodes: - region = node.split(":")[0] - if region == "aws": - ingress_limit_gbps, egress_limit_gbps = problem.aws_instance_throughput_limit - elif region == "gcp": - ingress_limit_gbps, egress_limit_gbps = problem.gcp_instance_throughput_limit - elif region == "azure": - ingress_limit_gbps, egress_limit_gbps = problem.azure_instance_throughput_limit - elif region == "cloudflare": # TODO: not supported yet in the tput / cost graph - ingress_limit_gbps, egress_limit_gbps = 1, 1 - - node_i = nodes.index(node) - # egress - i = np.zeros(num_edges) - for e in g.edges: - if e[0] == node: # edge goes to dest - i[edges.index(e)] = 1 - - constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * egress_limit_gbps * v[node_i]) - - # ingress - i = np.zeros(num_edges) - for e in g.edges: - # edge goes to dest - if e[1] == node: - i[edges.index(e)] = 1 - constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * ingress_limit_gbps * v[node_i]) - - print("Define problem done.") - - # solve - prob = cp.Problem(obj, constraints) - if solver == cp.GUROBI or solver == "gurobi": - solver_options = {} - solver_options["Threads"] = 1 - if save_lp_path: - solver_options["ResultFile"] = str(save_lp_path) - if not solver_verbose: - solver_options["OutputFlag"] = 0 - cost = prob.solve(verbose=solver_verbose, qcp=True, solver=cp.GUROBI, reoptimize=True, **solver_options) - elif solver == cp.CBC or solver == "cbc": - solver_options = {} - solver_options["maximumSeconds"] = 60 - solver_options["numberThreads"] = 1 - cost = prob.solve(verbose=solver_verbose, solver=cp.CBC, **solver_options) - else: - cost = prob.solve(solver=solver, verbose=solver_verbose) - - if prob.status == "optimal": - solution = BroadcastSolution( - problem=problem, - is_feasible=True, - var_edges=edges, - var_nodes=nodes, - var_edge_partitions=p.value, - var_node_transfer_partitions=n.value, - var_instances_per_region=v.value, - var_flow=f.value, - cost_egress=egress_cost.value, - cost_instance=instance_cost.value, - cost_total=tot_cost.value, - ) - else: - solution = BroadcastSolution(problem=problem, is_feasible=False, extra_data=dict(status=prob.status)) - - print("ILP solution: ") - # pprint(solution.to_summary_dict()) - return self.to_broadcast_replication_topology(solution) diff --git a/skyplane/broadcast/bc_solver.py b/skyplane/broadcast/bc_solver.py deleted file mode 100644 index 01117ad16..000000000 --- a/skyplane/broadcast/bc_solver.py +++ /dev/null @@ -1,85 +0,0 @@ -import numpy as np -from dataclasses import dataclass -from typing import Dict, List, Optional, Tuple - -GBIT_PER_GBYTE = 8 - - -@dataclass -class BroadcastProblem: - src: str - dsts: List[str] - - gbyte_to_transfer: float - instance_limit: int # max # of vms per region - num_partitions: int - - required_time_budget: float = 10 # ILP specific, default to 10s - - const_throughput_grid_gbits: Optional[np.ndarray] = None # if not set, load from profiles - const_cost_per_gb_grid: Optional[np.ndarray] = None # if not set, load from profiles - - # provider bandwidth limits (ingress, egress) - aws_instance_throughput_limit: Tuple[float, float] = (10, 5) - gcp_instance_throughput_limit: Tuple[float, float] = (16, 7) # limited to 12.5 gbps due to CPU limit - azure_instance_throughput_limit: Tuple[float, float] = (16, 16) # limited to 12.5 gbps due to CPU limit - - # benchmarked_throughput_connections is the number of connections that the iperf3 throughput grid was run at, - # we assume throughput is linear up to this connection limit - benchmarked_throughput_connections = 64 - cost_per_instance_hr = 0.54 # based on m5.8xlarge spot - instance_cost_multiplier = 1.0 - # instance_provision_time_s = 0.0 - - def to_summary_dict(self): - """Simple summary of the problem""" - return { - "src": self.src, - "dsts": self.dsts, - "gbyte_to_transfer": self.gbyte_to_transfer, - "instance_limit": self.instance_limit, - "num_partitions": self.num_partitions, - "required_time_budget": self.required_time_budget, - "aws_instance_throughput_limit": self.aws_instance_throughput_limit, - "gcp_instance_throughput_limit": self.gcp_instance_throughput_limit, - "azure_instance_throughput_limit": self.azure_instance_throughput_limit, - "benchmarked_throughput_connections": self.benchmarked_throughput_connections, - "cost_per_instance_hr": self.cost_per_instance_hr, - "instance_cost_multiplier": self.instance_cost_multiplier - # "instance_provision_time_s": self.instance_provision_time_s, - } - - -@dataclass -class BroadcastSolution: - problem: BroadcastProblem - is_feasible: bool - extra_data: Optional[Dict] = None - - var_edges: Optional[List] = None # need to fix this, just for testing - var_nodes: Optional[List] = None # need to fix this, just for testing - - # solution variables - var_edge_partitions: Optional[np.ndarray] = None # each edge carries each partition or not - var_node_transfer_partitions: Optional[np.ndarray] = None # whether node transfers partition - var_instances_per_region: Optional[np.ndarray] = None # number of VMs per region - var_flow: Optional[np.ndarray] = None # enforce flow conservation, just used for checking - - # solution values - cost_egress: Optional[float] = None - cost_instance: Optional[float] = None - cost_total: Optional[float] = None - transfer_runtime_s: Optional[float] = None # NOTE: might not be able to calculate here - throughput_achieved_gbits: Optional[List[float]] = None # NOTE: might not be able to calculate here - - def to_summary_dict(self): - """Print simple summary of solution.""" - return { - "is_feasible": self.is_feasible, - "solution": { - "cost_egress": self.cost_egress, - "cost_instance": self.cost_instance, - "cost_total": self.cost_total, - "time_budget": self.problem.required_time_budget, - }, - } diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py deleted file mode 100644 index ae9a826da..000000000 --- a/skyplane/broadcast/impl/bc_chunker.py +++ /dev/null @@ -1,214 +0,0 @@ -import threading -import queue -import uuid -import math - -from typing import Optional, Generator, List, Tuple, TypeVar -from skyplane.chunk import ChunkRequest, ChunkState, Chunk -from skyplane.api.config import TransferConfig -from skyplane.chunk import Chunk -from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject -from skyplane.utils.definitions import MB -from skyplane.api.transfer_job import Chunker -from skyplane.utils import logger -from queue import Queue - -T = TypeVar("T") - - -class BCChunker(Chunker): - def __init__( - self, - src_iface: Optional[ObjectStoreInterface] = None, - dest_ifaces: Optional[List[ObjectStoreInterface]] = None, - transfer_config: Optional[TransferConfig] = None, - num_partitions: Optional[int] = 2, - concurrent_multipart_chunk_threads: Optional[int] = 64, - ): - # read/ write to object store - if src_iface is not None: - self.dest_iface = dest_ifaces[0] - super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) - self.dest_ifaces = dest_ifaces - else: # random generate data - assert transfer_config is not None - assert transfer_config.multipart_enabled is False - self.transfer_config = transfer_config - self.src_region = transfer_config.src_region - self.dst_regions = transfer_config.dst_regions - - self.num_partitions = num_partitions - self.multipart_upload_requests = [] - self.all_mappings_for_upload_ids = [] - - def _run_multipart_chunk_thread( - self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]" - ): - """Chunks large files into many small chunks.""" - while not exit_event.is_set(): - try: - input_data = in_queue.get(block=False, timeout=0.1) # get data (one piece across destinations) - except queue.Empty: - continue - - # get source and destination object (dummy) and then compute number of chunks - src_object, dest_object = input_data - mime_type = self.src_iface.get_obj_mime_type(src_object.key) - - region_bucketkey_to_upload_id = {} - for dest_iface in self.dest_ifaces: - region_bucketkey_to_upload_id[ - dest_iface.region_tag() + ":" + dest_iface.bucket() + ":" + dest_object.key - ] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - - chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) - num_chunks = math.ceil(src_object.size / chunk_size_bytes) - if num_chunks > self.transfer_config.multipart_max_chunks: - chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) - chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb - num_chunks = math.ceil(src_object.size / chunk_size_bytes) - - # create chunks - offset = 0 - part_num = 1 - parts = [] - for _ in range(num_chunks): - file_size_bytes = min(chunk_size_bytes, src_object.size - offset) - assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" - chunk = Chunk( - src_key=src_object.key, - dest_key=dest_object.key, - chunk_id=uuid.uuid4().hex, - file_offset_bytes=offset, - partition_id=str(part_num % self.num_partitions), - chunk_length_bytes=file_size_bytes, - part_number=part_num, - multi_part=True, - ) - offset += file_size_bytes - parts.append(part_num) - part_num += 1 - out_queue.put(chunk) - - # maintain multipart upload requests for multiple regions - # Dict[region] = upload id for this region - self.multipart_upload_requests.append( - dict( - key=dest_object.key, - parts=parts, - region_bucketkey_to_upload_id=region_bucketkey_to_upload_id, - dest_ifaces=self.dest_ifaces, - ) - ) - self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) - # print("Multipart upload request: ", self.multipart_upload_requests) - - def transfer_pair_random_generator(self) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """Generate random transfer pairs""" - assert self.transfer_config.gen_random_data - - n_chunks = self.transfer_config.num_random_chunks - random_chunk_size_mb = self.transfer_config.random_chunk_size_mb - - n_objs = 0 - for i in range(n_chunks): - src_obj = ObjectStoreObject(self.src_region.split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) - dst_obj = ObjectStoreObject(self.dst_regions[0].split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) - n_objs += 1 - logger.fs.debug(f"Yield: {src_obj}, {dst_obj}") - yield src_obj, dst_obj - - if n_objs == 0: - logger.error("No object was created from bc random generator.\n") - raise exceptions.MissingObjectException(f"No objects were created from bc random generator") - - def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: - """Converts a generator of chunks to a generator of chunk requests.""" - # read from object store - if not self.transfer_config.gen_random_data: - assert self.src_iface is not None - src_region = self.src_iface.region_tag() - dest_region = self.dst_iface.region_tag() - src_bucket = self.src_iface.bucket() - dest_bucket = self.dst_iface.bucket() - src_type = "object_store" - dst_type = src_type - - # read from random data generator - else: - src_region = self.src_region - dest_region = self.dst_regions[0] - src_bucket = None - dest_bucket = None - src_type = "random" - dst_type = "save_local" - - for chunk in gen_in: - yield ChunkRequest( - chunk=chunk, - src_region=src_region, - src_random_size_mb=self.transfer_config.random_chunk_size_mb, - dst_region=dest_region, - src_object_store_bucket=src_bucket, - dst_object_store_bucket=dest_bucket, - src_type=src_type, - dst_type=dst_type, - ) - - def chunk( - self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] - ) -> Generator[Chunk, None, None]: - """Break transfer list into chunks.""" - # maintain a send queue across destinations, dest obj is only a dummy var in broadcast setting (assume dst_obj.key is the same across dsts) - multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() - - # maintain a queue of chunks across destinations - multipart_chunk_queue: Queue[Chunk] = Queue() - multipart_exit_event = threading.Event() - multipart_chunk_threads = [] - - # start chunking threads - if self.transfer_config.multipart_enabled: - for _ in range(self.concurrent_multipart_chunk_threads): - t = threading.Thread( - target=self._run_multipart_chunk_thread, - args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), - daemon=False, - ) - t.start() - multipart_chunk_threads.append(t) - - # begin chunking loop - idx = 0 - for src_obj, dst_obj in transfer_pair_generator: - if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: - # dummy dst_obj - multipart_send_queue.put((src_obj, dst_obj)) - else: - # Ignore the pair of folders - if src_obj.size == 0: - assert dst_obj.size is None - else: - yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - partition_id=str(idx % self.num_partitions), - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, - ) - - if self.transfer_config.multipart_enabled: - # drain multipart chunk queue and yield with updated chunk IDs - while not multipart_chunk_queue.empty(): - yield multipart_chunk_queue.get() - idx += 1 - - if self.transfer_config.multipart_enabled: - # send sentinel to all threads - multipart_exit_event.set() - for thread in multipart_chunk_threads: - thread.join() - - # drain multipart chunk queue and yield with updated chunk IDs - while not multipart_chunk_queue.empty(): - yield multipart_chunk_queue.get() diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py deleted file mode 100644 index 879aa2e59..000000000 --- a/skyplane/broadcast/impl/bc_tracker.py +++ /dev/null @@ -1,395 +0,0 @@ -import time -from pprint import pprint - -import urllib3 -import pandas as pd -from typing import TYPE_CHECKING, Dict, List, Optional, Set -import functools -from skyplane import exceptions -from skyplane.api.config import TransferConfig -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.utils import logger, imports -from skyplane.utils.fn import do_parallel -from skyplane.api.usage import UsageClient -from skyplane.api.tracker import TransferProgressTracker, TransferHook, EmptyTransferHook -from concurrent.futures import ThreadPoolExecutor, as_completed -from skyplane.utils.definitions import GB, tmp_log_dir -from datetime import datetime -from colorama import Fore, Style - -if TYPE_CHECKING: - from skyplane.broadcast.impl.bc_transfer_job import BCTransferJob - - -class BCTransferProgressTracker(TransferProgressTracker): - def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig, hooks: TransferHook): - super().__init__(dataplane, jobs, transfer_config, hooks) - - self.dataplane = dataplane - self.type_list = set([job.type for job in jobs]) - self.recursive_list = set([str(job.recursive) for job in jobs]) - - self.jobs = {job.uuid: job for job in jobs} - self.transfer_config = transfer_config - - # log job details - logger.fs.debug(f"[TransferProgressTracker] Using dataplane {dataplane}") - logger.fs.debug(f"[TransferProgressTracker] Initialized with {len(jobs)} jobs:") - for job_uuid, job in self.jobs.items(): - logger.fs.debug(f"[TransferProgressTracker] * {job_uuid}: {job}") - logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") - - # transfer state - self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} - - # each job can have multiple destination - self.dst_regions = set([sink.region for sink in self.dataplane.topology.sink_instances()]) - self.dst_job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} - self.dst_job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} - - self.errors: Optional[Dict[str, List[str]]] = None - - # http_pool - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) - - # store the chunk status log - self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") - self.transfer_dir.mkdir(exist_ok=True, parents=True) - - def __str__(self): - return f"TransferProgressTracker({self.dataplane}, {self.jobs})" - - def calculate_size(self, dst_region): - if len(self.job_chunk_requests) == 0: - return 0 - bytes_total_per_job = {} - for job_uuid in self.dst_job_complete_chunk_ids[dst_region].keys(): - bytes_total_per_job[job_uuid] = sum( - [ - cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.dst_job_complete_chunk_ids[dst_region][job_uuid] - ] - ) - return sum(bytes_total_per_job.values()) / GB - - def run(self): - src_cloud_provider = self.dataplane.src_region_tag.split(":")[0] - dst_cloud_providers = [dst_region_tag.split(":")[0] for dst_region_tag in self.dataplane.dst_region_tags] - - args = { - "cmd": ",".join(self.type_list), - "recursive": ",".join(self.recursive_list), - "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": self.dataplane.max_instances, - "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), - "dst_instance_type": [ - getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class") for dst_cloud_provider in dst_cloud_providers - ], - "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), - "dst_spot_instance": [ - getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances") for dst_cloud_provider in dst_cloud_providers - ], - } - session_start_timestamp_ms = int(time.time() * 1000) - try: - # pre-dispatch chunks to begin pre-buffering chunks - cr_streams = { - job_uuid: job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config) - for job_uuid, job in self.jobs.items() - } - for job_uuid, job in self.jobs.items(): - logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") - - self.job_chunk_requests[job_uuid] = {} - - job_pending_chunk_ids = set() - for cr in cr_streams[job_uuid]: - chunks_dispatched = [cr.chunk] - self.job_chunk_requests[job_uuid][cr.chunk.chunk_id] = cr - job_pending_chunk_ids.add(cr.chunk.chunk_id) - self.hooks.on_chunk_dispatched(chunks_dispatched) - - for dst_region in self.dst_regions: - self.dst_job_complete_chunk_ids[dst_region][job_uuid] = set() - self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set() - - self.dst_job_pending_chunk_ids[dst_region][job_uuid].update([i for i in job_pending_chunk_ids]) - - logger.fs.debug(f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])}") - - except Exception as e: - UsageClient.log_exception("dispatch job", e, args, self.dataplane.src_region_tag, ":", session_start_timestamp_ms) - raise e - - self.hooks.on_dispatch_end() - - def monitor_single_dst_helper(dst_region): - # start_time = time.time() - try: - runtime_s = self.monitor_transfer(dst_region) - except exceptions.SkyplaneGatewayException as err: - reformat_err = Exception(err.pretty_print_str()[37:]) - UsageClient.log_exception( - "monitor transfer", - reformat_err, - args, - self.dataplane.src_region_tag, - dst_region, - session_start_timestamp_ms, - ) - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) - raise err - except Exception as e: - UsageClient.log_exception( - "monitor transfer", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms - ) - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) - raise e - # end_time = time.time() - - # runtime_s = end_time - start_time - # transfer successfully completed - transfer_stats = { - "dst_region": dst_region, - "total_runtime_s": round(runtime_s, 4), - "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), - } - print("Individual transfer statistics") - pprint(transfer_stats) - - size_of_transfer = self.calculate_size(dst_region) - cost_per_gb = self.dataplane.topology.cost_per_gb - tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) - - print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") - print(f"Cost per gb: {round(cost_per_gb, 4)}") - print(f"Total egress cost: ${tot_egress_cost}") - print(f"Total # of vms: {self.dataplane.topology.tot_vms}") - print(f"Total vm price per s: {self.dataplane.topology.tot_vm_price_per_s}") - - try: - for job in self.jobs.values(): - logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") - job.bc_finalize(dst_region) - except Exception as e: - UsageClient.log_exception("finalize job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) - raise e - - try: - for job in self.jobs.values(): - logger.fs.debug(f"[TransferProgressTracker] Verifying job {job.uuid}") - job.bc_verify(dst_region) - except Exception as e: - UsageClient.log_exception("verify job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) - raise e - - UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) - - return transfer_stats - - # Record only the transfer time per destination - - results = [] - with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: - e2e_start_time = time.time() - try: - future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] - for future in as_completed(future_list): - results.append(future.result()) - except Exception as e: - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - raise e - finally: - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - - e2e_end_time = time.time() - print(f"End to end experiment time: {round(e2e_end_time - e2e_start_time, 4)}s\n") - print(f"Transfer result:") - overall_runtime_s = float("-inf") - for i in results: - pprint(i) - overall_runtime_s = max(overall_runtime_s, i["total_runtime_s"]) - print() - - size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) - overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s - - cost_per_gb = self.dataplane.topology.cost_per_gb - tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) - tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * overall_runtime_s - - print(f"{Fore.BLUE}\n---> Aggregate result (runtime & tput) {Style.RESET_ALL}") - print(f"{Fore.BLUE}transferred size = {Fore.YELLOW}{round(size_of_transfer, 8)}GB") - print(f"{Fore.BLUE}overall runtime = {Fore.YELLOW}{round(overall_runtime_s, 4)} s{Style.RESET_ALL}") - print(f"{Fore.BLUE}overall throughput = {Fore.YELLOW}{round(overall_tput_gbps, 4)} Gbps{Style.RESET_ALL}\n") - - print(f"{Fore.BLUE}\n---> Aggregate result (cost) {Style.RESET_ALL}") - print(f"{Fore.BLUE}total # of vms = {Fore.YELLOW}{self.dataplane.topology.tot_vms}{Style.RESET_ALL}") - print(f"{Fore.BLUE}total egress cost = {Fore.YELLOW}$ {tot_egress_cost}{Style.RESET_ALL}") - print(f"{Fore.BLUE}total instance cost = {Fore.YELLOW}$ {tot_instance_cost}{Style.RESET_ALL}") - print(f"{Fore.BLUE}total cost = {Fore.YELLOW}$ {tot_egress_cost + tot_instance_cost}{Style.RESET_ALL}\n") - - # print(f"Cost per gb: {round(cost_per_gb, 4)}") - # print(f"Total egress cost: ${tot_egress_cost}") - # print(f"Total # of vms: {self.dataplane.topology.tot_vms}") - # print(f"Total instance cost: ${tot_instance_cost}") - # print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") - - # write chunk status - print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") - chunk_status_df = pd.DataFrame(self._query_chunk_status()) - (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) - - def copy_log(self, instance): - print("COPY DATA TO", str(self.transfer_dir) + f"/gateway_{instance.uuid()}.stdout") - instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - pprint(f"Copying gateway std out files to {self.transfer_dir}/gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - pprint(f"Copying gateway std err files to {self.transfer_dir}/gateway_{instance.uuid()}.stderr") - instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - - @property - @functools.lru_cache(maxsize=None) - def _chunk_to_job_map(self): - return {chunk_id: job_uuid for job_uuid, cr_dict in self.job_chunk_requests.items() for chunk_id in cr_dict.keys()} - - @imports.inject("pandas") - def monitor_transfer(pd, self, dst_region): - # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress - sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} - sink_regions = {dst_region} - runtime_s = 0 - - assert len(sink_regions) == 1 # BC: only monitor one sink region in this call - - # any of the jobs of this region is not complete - while any( - [len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) > 0 for job_uuid in self.dst_job_pending_chunk_ids[dst_region]] - ): - # refresh shutdown status by running noop - do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=-1) - - # check for errors and exit if there are any (while setting debug flags) - errors = self.dataplane.check_error_logs() - # print("ERRORS", errors) - - if any(errors.values()): - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - self.errors = errors - pprint(errors) - raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) - - log_df = pd.DataFrame(self._query_chunk_status()) - if log_df.empty: - logger.warning("No chunk status log entries yet") - time.sleep(10) - continue - - is_complete_rec = ( - lambda row: row["state"] == ChunkState.complete - and row["instance"] in [s.instance for s in sinks] - and row["region"] in [s.region for s in sinks] - ) - sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] - completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) - completed_chunk_ids = completed_status[completed_status].index - - runtime_s = (sink_status_df.time.max() - log_df.time.min()).total_seconds() - - # update job_complete_chunk_ids and job_pending_chunk_ids - for job_uuid, job in self.jobs.items(): - job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) - - # print("Completed chunk ids: ", job_complete_chunk_ids) - - # TODO: this is wrong, should wait until these chunks finish - new_chunk_ids = ( - self.dst_job_complete_chunk_ids[dst_region][job_uuid] - .union(job_complete_chunk_ids) - .difference(self.dst_job_complete_chunk_ids[dst_region][job_uuid]) - ) - completed_chunks = [] - for id in new_chunk_ids: - completed_chunks.append(self.job_chunk_requests[job_uuid][id].chunk) - self.hooks.on_chunk_completed(completed_chunks) - - self.dst_job_complete_chunk_ids[dst_region][job_uuid] = self.dst_job_complete_chunk_ids[dst_region][job_uuid].union( - job_complete_chunk_ids - ) - self.dst_job_pending_chunk_ids[dst_region][job_uuid] = self.dst_job_pending_chunk_ids[dst_region][job_uuid].difference( - job_complete_chunk_ids - ) - # print(f"Complete chunk id for {dst_region} and {job_uuid}: ", self.dst_job_complete_chunk_ids[dst_region][job_uuid]) - # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) - - # TODO: FIX THIS, can't call it from the outside script as it gets stuck - try: - bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() - print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") - print(f"Remaining bytes per destination (GB): ") - - for key, value in bytes_remaining_dict.items(): - bytes_remaining_dict[key] = [round(v / (2**30), 5) for v in value] - pprint(bytes_remaining_dict) - except Exception as e: - print("ERROR", e) - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - self.errors = errors - pprint(errors) - raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) - - # sleep - time.sleep(30) - - return runtime_s - - @property - def is_complete(self): - return all( - [ - len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) == 0 - for dst_region in self.dst_regions - for job_uuid in self.jobs.keys() - ] - ) - - def query_bytes_remaining(self): - if len(self.job_chunk_requests) == 0: - return None, None - - bytes_remaining_per_job = {} - for job_uuid in self.jobs.keys(): - bytes_remaining_per_job[job_uuid] = [] - - dst_order = [] - for dst_region in self.dst_regions: - dst_order.append(dst_region) - for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): - # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] - li_of_bytes = [ - cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] - ] - bytes_remaining_per_job[job_uuid].append(sum(li_of_bytes)) - logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") - # return the max remaining byte among dsts for each job - - # for each dst, there can be a list of bytes remaining - bytes_remaining_per_dst = {} - for i in range(len(dst_order)): - dst = dst_order[i] - bytes_remaining_per_dst[dst] = [] - for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): - bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) - - return sum([max(li, default=0) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py deleted file mode 100644 index 25a106b04..000000000 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ /dev/null @@ -1,275 +0,0 @@ -from dataclasses import dataclass, field - -import urllib3 -from typing import Generator, Optional, TYPE_CHECKING, Tuple - -from skyplane import exceptions -from skyplane.utils.path import parse_path -from skyplane.api.transfer_job import TransferJob -from skyplane.api.config import TransferConfig -from skyplane.chunk import ChunkRequest -import uuid - -import json -import time -from collections import defaultdict -from dataclasses import dataclass, field - -import urllib3 -from typing import Generator, Tuple, TYPE_CHECKING - -from skyplane.broadcast.impl.bc_chunker import BCChunker -from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject -from skyplane.utils import logger -from skyplane.utils.fn import do_parallel -from skyplane.utils.timer import Timer - -if TYPE_CHECKING: - from skyplane.broadcast.bc_dataplane import BroadcastDataplane - - -@dataclass -class BCTransferJob: - # TODO: might just use multiple TransferJob - src_path: str - dst_path: str # NOTE: should be None, not used - recursive: bool = False - dst_paths: list = field(default_factory=list) - requester_pays: bool = False - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) - type: str = "" - transfer_config: TransferConfig = None - - def __post_init__(self): - if not self.transfer_config.gen_random_data: - print("Parse src: ", parse_path(self.src_path)) - provider_src, bucket_src, src_prefix = parse_path(self.src_path) - self.src_prefix = src_prefix - self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - self.src_bucket = bucket_src - self.src_region = self.src_iface.region_tag() - - self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region - for dst_path in self.dst_paths: - provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) - print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") - self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - self.dst_prefixes[bucket_dst] = dst_prefix - self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() - - # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) - self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) - self.dst_iface = self.dst_ifaces[self.bucket_dst] - - if self.requester_pays: - self.src_iface.set_requester_bool(True) - for dst_iface in self.dst_ifaces.values(): - dst_iface.set_requester_bool(True) - - def broadcast_dispatch(self, dataplane: "BroadcastDataplane", **kwargs) -> Generator[ChunkRequest, None, None]: - raise NotImplementedError("Broadcast Dispatch not implemented") - - def bc_finalize(self, dst_region: str): - raise NotImplementedError("Broadcast finalize not implemented") - - def bc_verify(self, dst_region: str): - """Verifies the transfer completed, otherwise raises TransferFailedException.""" - raise NotImplementedError("Broadcast verify not implemented") - - @classmethod - def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: - """Optionally filter source objects before they are transferred.""" - return True - - -@dataclass -class BCCopyJob(BCTransferJob): - transfer_list: list = field(default_factory=list) # transfer list for later verification - multipart_transfer_list: list = field(default_factory=list) - type: str = "copy" - - def __post_init__(self): - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) - return super().__post_init__() - - def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """Generate transfer pairs for the transfer job.""" - if self.transfer_config.gen_random_data: - if chunker is None: # used for external access to transfer pair list - chunker = BCChunker(transfer_config=self.transfer_config) - - yield from chunker.transfer_pair_random_generator() - - else: - if chunker is None: # used for external access to transfer pair list - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), self.transfer_config) - - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) - - def broadcast_dispatch( - self, - dataplane: "BroadcastDataplane", - transfer_config: TransferConfig, - dispatch_batch_size: int = 128, # need to change it back later - ) -> Generator[ChunkRequest, None, None]: - """Dispatch transfer job to specified gateways.""" - if not transfer_config.gen_random_data: - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) - else: - chunker = BCChunker(transfer_config=self.transfer_config, num_partitions=dataplane.topology.num_partitions) - - transfer_pair_generator = self.gen_transfer_pairs(chunker) - gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) - chunks = chunker.chunk(gen_transfer_list) - chunk_requests = chunker.to_chunk_requests(chunks) - batches = chunker.batch_generator( - chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size - ) - - src_gateways = dataplane.source_gateways() - bytes_dispatched = [0] * len(src_gateways) - n_multiparts = 0 - done_dispatch_map_to_dst = False - - # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) - start = time.time() - for batch in batches: - end = time.time() - logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") - start = time.time() - - # copy new multipart transfers to the multipart transfer list - # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) - def dispatch_id_maps_to_dst(): - # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids - dst_servers = dataplane.sink_gateways() - for dst_server in dst_servers: - construct_mappings = {} - dst_region_tag = dst_server.region_tag - for mapping in chunker.all_mappings_for_upload_ids: - for key, value in mapping.items(): - if key.startswith(dst_region_tag): - construct_mappings[key] = value - - start = time.time() - reply = self.http_pool.request( - "POST", - f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", - body=json.dumps(construct_mappings).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - # TODO: assume that only destination nodes would write to the obj store - if reply.status != 200: - raise Exception( - f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}" - ) - logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") - - if not done_dispatch_map_to_dst: - dispatch_id_maps_to_dst() - done_dispatch_map_to_dst = True - - min_idx = bytes_dispatched.index(min(bytes_dispatched)) - server = src_gateways[min_idx] - n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) - bytes_dispatched[min_idx] += n_bytes - start = time.time() - reply = self.http_pool.request( - "POST", - f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - partitions = [cr.chunk.partition_id for cr in batch] - print("partitions", partitions) - if reply.status != 200: - print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") - print(server.instance_name()) - print(server.public_ip()) - time.sleep(100000) - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) - yield from batch - - updated_len = len(chunker.multipart_upload_requests) - self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) - n_multiparts = updated_len - - def bc_finalize(self, dst_region: str): - groups = defaultdict(list) - - for req in self.multipart_transfer_list: - if "dest_ifaces" not in req or "region_bucketkey_to_upload_id" not in req: - raise Exception(f"Invalid broadcast multipart upload request: {req}") - - dest_iface_list = [d for d in req["dest_ifaces"] if d.region_tag() == dst_region] - for dest_iface in dest_iface_list: - region = dest_iface.region_tag() - bucket = dest_iface.bucket() - upload_id = req["region_bucketkey_to_upload_id"][region + ":" + bucket + ":" + req["key"]] - one_req = dict(upload_id=upload_id, key=req["key"], parts=req["parts"], region=region, bucket=bucket) - groups[(region, bucket)].append(one_req) - - for key, group in groups.items(): - region, bucket = key - batch_len = max(1, len(group) // 128) - batches = [group[i : i + batch_len] for i in range(0, len(group), batch_len)] - obj_store_interface = ObjectStoreInterface.create(region, bucket) - - def complete_fn(batch): - for req in batch: - print("Complete multipart key:", req["key"], " and multipart ids: ", req["upload_id"]) - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) - - do_parallel(complete_fn, batches, n=-1) - - def bc_verify(self, dst_region: str): - # only veryfiy when there's an object store connection - - if not self.transfer_config.gen_random_data: - # NOTE: assume dst keys are the same across destinations? - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} - print("[verify] Dst keys: ", dst_keys) - - dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) - - for dest_iface in dest_iface_list: - for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): - # check metadata (src.size == dst.size) && (src.modified <= dst.modified) - src_obj = dst_keys.get(obj.key) - if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: - del dst_keys[obj.key] - if dst_keys: - print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) - raise exceptions.TransferFailedException( - f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] - ) - - -@dataclass -class BCSyncJob(BCCopyJob): - type: str = "sync" - - def estimate_cost(self): - raise NotImplementedError() - - def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """Generate transfer pairs for the transfer job.""" - raise NotImplementedError("Broadcast Sync Job get_transfer_pairs not implemented") - - def _enrich_dest_objs( - self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str - ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """ - For skyplane sync, we enrich dest obj metadata with our existing dest obj metadata from the dest bucket following a query. - """ - raise NotImplementedError("Broadcast Sync Job_enrich_dest_objs not implemented") - - @classmethod - def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: - return not dest_obj.exists or (src_obj.last_modified > dest_obj.last_modified or src_obj.size != dest_obj.size) diff --git a/skyplane/broadcast/profiles/cost.csv b/skyplane/broadcast/profiles/cost.csv deleted file mode 100644 index 3bbcb9c80..000000000 --- a/skyplane/broadcast/profiles/cost.csv +++ /dev/null @@ -1,4971 +0,0 @@ -src,dest,cost -aws:us-east-2,azure:eastus,0.09 -aws:us-east-2,azure:uaenorth,0.09 -aws:us-east-2,aws:eu-south-2,0.02 -aws:us-east-2,azure:qatarcentral,0.09 -aws:us-east-2,aws:eu-west-3,0.02 -aws:us-east-2,azure:eastus2,0.09 -aws:us-east-2,azure:koreacentral,0.09 -aws:us-east-2,gcp:europe-west6-a,0.09 -aws:us-east-2,azure:norwayeast,0.09 -aws:us-east-2,aws:eu-south-1,0.02 -aws:us-east-2,gcp:us-east4-a,0.09 -aws:us-east-2,azure:southafricanorth,0.09 -aws:us-east-2,aws:eu-north-1,0.02 -aws:us-east-2,aws:eu-west-1,0.02 -aws:us-east-2,gcp:asia-east1-a,0.09 -aws:us-east-2,gcp:australia-southeast2-a,0.09 -aws:us-east-2,aws:ap-northeast-1,0.02 -aws:us-east-2,azure:australiaeast,0.09 -aws:us-east-2,azure:westus,0.09 -aws:us-east-2,aws:sa-east-1,0.02 -aws:us-east-2,aws:eu-central-2,0.02 -aws:us-east-2,gcp:asia-south2-a,0.09 -aws:us-east-2,aws:ap-south-1,0.02 -aws:us-east-2,azure:germanywestcentral,0.09 -aws:us-east-2,gcp:europe-west3-a,0.09 -aws:us-east-2,aws:me-central-1,0.02 -aws:us-east-2,gcp:asia-northeast3-a,0.09 -aws:us-east-2,gcp:asia-east2-a,0.09 -aws:us-east-2,aws:ap-east-1,0.02 -aws:us-east-2,gcp:us-west4-a,0.09 -aws:us-east-2,azure:swedencentral,0.09 -aws:us-east-2,aws:ap-southeast-3,0.02 -aws:us-east-2,azure:northcentralus,0.09 -aws:us-east-2,aws:us-east-1,0.01 -aws:us-east-2,azure:canadacentral,0.09 -aws:us-east-2,azure:switzerlandnorth,0.09 -aws:us-east-2,azure:centralindia,0.09 -aws:us-east-2,gcp:europe-north1-a,0.09 -aws:us-east-2,gcp:europe-west2-a,0.09 -aws:us-east-2,aws:eu-central-1,0.02 -aws:us-east-2,aws:ap-northeast-2,0.02 -aws:us-east-2,aws:af-south-1,0.02 -aws:us-east-2,azure:westeurope,0.09 -aws:us-east-2,gcp:asia-south1-a,0.09 -aws:us-east-2,azure:uksouth,0.09 -aws:us-east-2,aws:ap-southeast-2,0.02 -aws:us-east-2,azure:southcentralus,0.09 -aws:us-east-2,aws:us-west-1,0.02 -aws:us-east-2,gcp:europe-west1-b,0.09 -aws:us-east-2,gcp:europe-west4-a,0.09 -aws:us-east-2,aws:eu-west-2,0.02 -aws:us-east-2,gcp:asia-northeast2-a,0.09 -aws:us-east-2,aws:ap-northeast-3,0.02 -aws:us-east-2,gcp:us-east1-b,0.09 -aws:us-east-2,aws:ca-central-1,0.02 -aws:us-east-2,gcp:asia-southeast2-a,0.09 -aws:us-east-2,gcp:australia-southeast1-a,0.09 -aws:us-east-2,aws:me-south-1,0.02 -aws:us-east-2,gcp:us-west1-a,0.09 -aws:us-east-2,azure:brazilsouth,0.09 -aws:us-east-2,gcp:asia-southeast1-a,0.09 -aws:us-east-2,azure:northeurope,0.09 -aws:us-east-2,aws:us-west-2,0.02 -aws:us-east-2,gcp:me-west1-a,0.09 -aws:us-east-2,azure:westus2,0.09 -aws:us-east-2,gcp:us-central1-a,0.09 -aws:us-east-2,gcp:southamerica-east1-a,0.09 -aws:us-east-2,gcp:southamerica-west1-a,0.09 -aws:us-east-2,aws:ap-southeast-1,0.02 -aws:us-east-2,azure:eastasia,0.09 -azure:eastus,aws:ap-south-1,0.0875 -azure:eastus,azure:germanywestcentral,0.05 -azure:eastus,aws:me-central-1,0.0875 -azure:eastus,gcp:asia-east1-a,0.0875 -azure:eastus,gcp:europe-west3-a,0.0875 -azure:eastus,gcp:asia-northeast3-a,0.0875 -azure:eastus,aws:us-east-2,0.0875 -azure:eastus,aws:ap-east-1,0.0875 -azure:eastus,gcp:asia-east2-a,0.0875 -azure:eastus,gcp:us-west4-a,0.0875 -azure:eastus,azure:swedencentral,0.05 -azure:eastus,aws:ap-southeast-3,0.0875 -azure:eastus,azure:northcentralus,0.02 -azure:eastus,aws:us-east-1,0.0875 -azure:eastus,aws:ap-northeast-2,0.0875 -azure:eastus,azure:canadacentral,0.02 -azure:eastus,azure:switzerlandnorth,0.05 -azure:eastus,azure:centralindia,0.05 -azure:eastus,gcp:europe-west2-a,0.0875 -azure:eastus,azure:westeurope,0.05 -azure:eastus,aws:eu-central-1,0.0875 -azure:eastus,gcp:europe-north1-a,0.0875 -azure:eastus,gcp:asia-south1-a,0.0875 -azure:eastus,azure:uksouth,0.05 -azure:eastus,gcp:europe-west1-b,0.0875 -azure:eastus,aws:ap-southeast-2,0.0875 -azure:eastus,azure:southcentralus,0.02 -azure:eastus,aws:us-west-1,0.0875 -azure:eastus,gcp:europe-west4-a,0.0875 -azure:eastus,aws:eu-west-2,0.0875 -azure:eastus,gcp:asia-northeast2-a,0.0875 -azure:eastus,aws:ap-northeast-3,0.0875 -azure:eastus,gcp:us-east1-b,0.0875 -azure:eastus,aws:ca-central-1,0.0875 -azure:eastus,aws:me-south-1,0.0875 -azure:eastus,gcp:australia-southeast1-a,0.0875 -azure:eastus,gcp:asia-southeast2-a,0.0875 -azure:eastus,gcp:us-west1-a,0.0875 -azure:eastus,azure:brazilsouth,0.05 -azure:eastus,aws:us-west-2,0.0875 -azure:eastus,gcp:asia-southeast1-a,0.0875 -azure:eastus,azure:northeurope,0.05 -azure:eastus,azure:westus2,0.02 -azure:eastus,gcp:me-west1-a,0.0875 -azure:eastus,gcp:southamerica-east1-a,0.0875 -azure:eastus,gcp:us-central1-a,0.0875 -azure:eastus,azure:uaenorth,0.05 -azure:eastus,azure:eastasia,0.05 -azure:eastus,aws:ap-southeast-1,0.0875 -azure:eastus,gcp:southamerica-west1-a,0.0875 -azure:eastus,aws:eu-south-2,0.0875 -azure:eastus,azure:eastus2,0.02 -azure:eastus,azure:qatarcentral,0.05 -azure:eastus,aws:eu-west-3,0.0875 -azure:eastus,azure:koreacentral,0.05 -azure:eastus,gcp:europe-west6-a,0.0875 -azure:eastus,aws:eu-south-1,0.0875 -azure:eastus,azure:norwayeast,0.05 -azure:eastus,gcp:us-east4-a,0.0875 -azure:eastus,azure:southafricanorth,0.05 -azure:eastus,gcp:australia-southeast2-a,0.0875 -azure:eastus,aws:eu-north-1,0.0875 -azure:eastus,aws:eu-west-1,0.0875 -azure:eastus,aws:af-south-1,0.0875 -azure:eastus,azure:australiaeast,0.05 -azure:eastus,aws:ap-northeast-1,0.0875 -azure:eastus,aws:sa-east-1,0.0875 -azure:eastus,gcp:asia-south2-a,0.0875 -azure:eastus,aws:eu-central-2,0.0875 -azure:eastus,azure:westus,0.02 -aws:us-west-2,gcp:us-west1-a,0.09 -aws:us-west-2,azure:brazilsouth,0.09 -aws:us-west-2,azure:westus2,0.09 -aws:us-west-2,gcp:asia-east2-a,0.09 -aws:us-west-2,gcp:asia-southeast1-a,0.09 -aws:us-west-2,azure:swedencentral,0.09 -aws:us-west-2,azure:canadacentral,0.09 -aws:us-west-2,aws:ap-southeast-1,0.02 -aws:us-west-2,gcp:europe-north1-a,0.09 -aws:us-west-2,gcp:southamerica-west1-a,0.09 -aws:us-west-2,azure:switzerlandnorth,0.09 -aws:us-west-2,gcp:southamerica-east1-a,0.09 -aws:us-west-2,azure:southcentralus,0.09 -aws:us-west-2,azure:westeurope,0.09 -aws:us-west-2,aws:eu-south-2,0.02 -aws:us-west-2,aws:ap-northeast-2,0.02 -aws:us-west-2,azure:centralindia,0.09 -aws:us-west-2,azure:eastasia,0.09 -aws:us-west-2,azure:uksouth,0.09 -aws:us-west-2,aws:eu-central-1,0.02 -aws:us-west-2,gcp:europe-west4-a,0.09 -aws:us-west-2,azure:eastus2,0.09 -aws:us-west-2,gcp:us-east4-a,0.09 -aws:us-west-2,aws:eu-west-2,0.02 -aws:us-west-2,gcp:asia-northeast2-a,0.09 -aws:us-west-2,aws:ap-northeast-3,0.02 -aws:us-west-2,gcp:us-east1-b,0.09 -aws:us-west-2,gcp:australia-southeast2-a,0.09 -aws:us-west-2,aws:eu-west-1,0.02 -aws:us-west-2,aws:ca-central-1,0.02 -aws:us-west-2,aws:me-south-1,0.02 -aws:us-west-2,gcp:australia-southeast1-a,0.09 -aws:us-west-2,aws:ap-northeast-1,0.02 -aws:us-west-2,gcp:me-west1-a,0.09 -aws:us-west-2,azure:westus,0.09 -aws:us-west-2,azure:northeurope,0.09 -aws:us-west-2,aws:eu-west-3,0.02 -aws:us-west-2,azure:qatarcentral,0.09 -aws:us-west-2,azure:uaenorth,0.09 -aws:us-west-2,gcp:us-central1-a,0.09 -aws:us-west-2,azure:koreacentral,0.09 -aws:us-west-2,aws:ap-east-1,0.02 -aws:us-west-2,azure:eastus,0.09 -aws:us-west-2,gcp:asia-southeast2-a,0.09 -aws:us-west-2,azure:norwayeast,0.09 -aws:us-west-2,gcp:us-west4-a,0.09 -aws:us-west-2,gcp:europe-west6-a,0.09 -aws:us-west-2,aws:eu-south-1,0.02 -aws:us-west-2,aws:ap-southeast-3,0.02 -aws:us-west-2,azure:northcentralus,0.09 -aws:us-west-2,aws:us-east-1,0.02 -aws:us-west-2,azure:southafricanorth,0.09 -aws:us-west-2,gcp:asia-south2-a,0.09 -aws:us-west-2,aws:eu-north-1,0.02 -aws:us-west-2,gcp:europe-west2-a,0.09 -aws:us-west-2,aws:af-south-1,0.02 -aws:us-west-2,gcp:asia-south1-a,0.09 -aws:us-west-2,aws:eu-central-2,0.02 -aws:us-west-2,azure:australiaeast,0.09 -aws:us-west-2,aws:sa-east-1,0.02 -aws:us-west-2,gcp:europe-west1-b,0.09 -aws:us-west-2,aws:us-west-1,0.02 -aws:us-west-2,aws:ap-southeast-2,0.02 -aws:us-west-2,azure:germanywestcentral,0.09 -aws:us-west-2,aws:ap-south-1,0.02 -aws:us-west-2,aws:me-central-1,0.02 -aws:us-west-2,gcp:asia-east1-a,0.09 -aws:us-west-2,gcp:europe-west3-a,0.09 -aws:us-west-2,gcp:asia-northeast3-a,0.09 -aws:us-west-2,aws:us-east-2,0.02 -gcp:us-west1-a,aws:ap-northeast-2,0.12 -gcp:us-west1-a,aws:af-south-1,0.12 -gcp:us-west1-a,azure:centralindia,0.12 -gcp:us-west1-a,gcp:europe-west2-a,0.08 -gcp:us-west1-a,azure:germanywestcentral,0.12 -gcp:us-west1-a,aws:ap-southeast-2,0.19 -gcp:us-west1-a,gcp:asia-south1-a,0.08 -gcp:us-west1-a,aws:eu-central-1,0.12 -gcp:us-west1-a,gcp:australia-southeast1-a,0.15 -gcp:us-west1-a,gcp:asia-northeast2-a,0.08 -gcp:us-west1-a,aws:me-central-1,0.12 -gcp:us-west1-a,gcp:europe-west1-b,0.08 -gcp:us-west1-a,aws:ca-central-1,0.12 -gcp:us-west1-a,aws:us-west-1,0.12 -gcp:us-west1-a,aws:ap-northeast-3,0.12 -gcp:us-west1-a,gcp:asia-east1-a,0.08 -gcp:us-west1-a,gcp:asia-northeast3-a,0.08 -gcp:us-west1-a,gcp:asia-southeast2-a,0.15 -gcp:us-west1-a,aws:me-south-1,0.12 -gcp:us-west1-a,gcp:us-east1-b,0.01 -gcp:us-west1-a,azure:canadacentral,0.12 -gcp:us-west1-a,azure:brazilsouth,0.12 -gcp:us-west1-a,gcp:asia-east2-a,0.08 -gcp:us-west1-a,aws:us-west-2,0.12 -gcp:us-west1-a,azure:westus2,0.12 -gcp:us-west1-a,gcp:asia-southeast1-a,0.08 -gcp:us-west1-a,azure:swedencentral,0.12 -gcp:us-west1-a,gcp:me-west1-a,0.08 -gcp:us-west1-a,gcp:southamerica-east1-a,0.08 -gcp:us-west1-a,aws:ap-southeast-1,0.12 -gcp:us-west1-a,gcp:us-central1-a,0.01 -gcp:us-west1-a,azure:switzerlandnorth,0.12 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b/skyplane/broadcast/profiles/old/cost.csv deleted file mode 100644 index 3a8ed3bff..000000000 --- a/skyplane/broadcast/profiles/old/cost.csv +++ /dev/null @@ -1,3970 +0,0 @@ -src,dest,src_tier,dest_tier,cost -aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 -aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ca-central-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-central-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-north-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-south-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-west-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-west-2,PREMIUM,PREMIUM,0.147 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3485f5ca2..000000000 --- a/skyplane/broadcast/profiles/old/throughput.csv +++ /dev/null @@ -1,7054 +0,0 @@ -src_region,src_tier,src_instance_class,dst_region,dst_tier,dst_instance_class,iperf3_connections,iperf3_runtime,tag,stdout_path,stderr_path,throughput_sent,throughput_received,cpu_utilization,success -aws:eu-west-3,PREMIUM,m5.8xlarge,gcp:europe-west6-a,STANDARD,n2-standard-32,64,5,aws:eu-west-3:PREMIUM_gcp:europe-west6-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_22.19_unusual-singleness-tooth-serious_5s_64c/raw_iperf3_logs/aws:eu-west-3:PREMIUM_gcp:europe-west6-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_22.19_unusual-singleness-tooth-serious_5s_64c/raw_iperf3_logs/aws:eu-west-3:PREMIUM_gcp:europe-west6-a:STANDARD.stderr,5014191142.780402,4737423753.341652,7.5971617598895635,True 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dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - - client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) - print(f"Log dir: {client.log_dir}/client.log") - dp = client.broadcast_dataplane( - src_cloud_provider="aws", - src_region=src_region, - # type="ILP", - dst_cloud_providers=["aws", "aws"], - dst_regions=dst_regions, - # dst_regions=["ap-south-1", "us-east-2"], - n_vms=1 - # gbyte_to_transfer=32 NOTE: can probably remove this argument - ) - - with dp.auto_deprovision(): - # NOTE: need to queue copy first, then provision - # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name - - # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" - # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" - # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - - source_file = f"s3://broadcast-experiment-{src_region}/test_replication/" - dest_files = [f"s3://broadcast-experiment-{d}/test_replication/" for d in dst_regions] - print(source_file) - print(dest_files) - - dp.queue_copy( - source_file, - dest_files, - recursive=True, - ) - dp.provision(allow_firewall=False, spinner=True) - tracker = dp.run_async() - - # monitor the transfer - print("Waiting for transfer to complete...") - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - print(f"Error on {ip}: {error}") - break - - bytes_remaining = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(1) - tracker.join() - print("Transfer complete!") diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py deleted file mode 100644 index b1ce48df6..000000000 --- a/skyplane/broadcast/test/bc_objstore.py +++ /dev/null @@ -1,172 +0,0 @@ -import time -from skyplane.obj_store.s3_interface import S3Interface -from skyplane.obj_store.gcs_interface import GCSInterface - -import skyplane -from skyplane.broadcast.bc_client import SkyplaneBroadcastClient -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.utils.path import parse_path -from skyplane.utils.definitions import GB -from skyplane.utils.definitions import gateway_docker_image -import argparse - - -def start_transfer(args): - # src_region = "ap-east-1" - # src_region = "af-south-1" - # src_region = "us-east-1" - # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] - # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] - - # dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - # dst_regions = ["us-west-1", "us-west-2"] - - # GCP - - # gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a - src_cloud_provider = "gcp" - # src_region = "asia-southeast2-a" - src_region = "us-east1-b" - source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" - # dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] - dst_regions = ["australia-southeast1-a", "southamerica-east1-a", "europe-west4-a", "europe-west6-a", "asia-east1-a", "europe-west2-a"] - dst_cloud_providers = ["gcp"] * len(dst_regions) - dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - - ## AWS - # dst_regions = ["ap-east-1", "ap-northeast-1"] - # dst_cloud_providers = ["aws"] * len(dst_regions) - # dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - # src_cloud_provider = "aws" - # src_region = "us-east-1" - # source_file = "s3://laion-400m-dataset/" - - # OPT model - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" - # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - - # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] - - # source_file = "s3://skyplane-broadcast/imagenet-images/" - # source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" - # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - # dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] - - # create bucket if it doesn't exist - - actual_dest_regions = [] - for region, bucket_path in zip([src_region] + dst_regions, [source_file] + dest_files): - bucket_name = bucket_path.split("/")[2] - if "s3://" in bucket_path: - bucket = S3Interface(bucket_name) - elif "gs://" in bucket_path: - bucket = GCSInterface(bucket_name) - else: - print("Unsupported cloud provider", bucket_path) - print("Create bucket", region, bucket_path) - bucket.create_bucket(region) - - actual_dest_regions.append(bucket.gcp_region) - - print("acutual dest", actual_dest_regions, dst_regions) - dst_regions = actual_dest_regions - - print(source_file) - print(dest_files) - - # Get transfer size - if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: - try: - provider_src, bucket_src, path_src = parse_path(source_file) - src_region_tag = f"{provider_src}:{src_region}" - - src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) - - print(f"Listing objects from the source bucket {src_region}") - src_objects = [] - for obj in src_client.list_objects(path_src, src_region): - src_objects.append(obj) - transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB - - print("Transfer size gbytes: ", transfer_size_gbytes) - except Exception as e: - raise Exception("Cannot list size in the source bucket", e) - - client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) - print(f"Log dir: {client.log_dir}/client.log") - - dp = client.broadcast_dataplane( - src_cloud_provider=src_cloud_provider, - src_region=src_region, - dst_cloud_providers=dst_cloud_providers, - dst_regions=dst_regions, - type=args["algo"], - n_vms=int(args["num_vms"]), - num_partitions=int(args["num_partitions"]), - gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net - target_time=args["runtime_budget"], - filter_node=args["filter_node"], - filter_edge=args["filter_edge"], - solve_iterative=args["iterative"], - aws_only=args["aws_only"], - gcp_only=args["gcp_only"], - azure_only=args["azure_only"], - ) - - with dp.auto_deprovision(): - # NOTE: need to queue copy first, then provision - # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name - - dp.queue_copy( - source_file, - dest_files, - recursive=True, - ) - dp.provision(allow_firewall=False, spinner=True) - tracker = dp.run_async() - - # monitor the transfer - print("Waiting for transfer to complete...") - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - print(f"Error on {ip}: {error}") - break - - bytes_remaining, _ = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(10) - tracker.join() - print("Transfer complete!") - - -def main(): - # Set up arguments - parser = argparse.ArgumentParser(description="Test object store transfer") - parser.add_argument("-a", "--algo", help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) - parser.add_argument("-s", "--runtime-budget", help="Maximum runtime budget", nargs="?", required=False, const=10, type=float) - parser.add_argument("-n", "--num-vms", help="Maximum number of vms per region", nargs="?", required=True, const=1, type=int) - parser.add_argument("-p", "--num-partitions", help="Number of partitions of the solver", nargs="?", required=True, const=10, type=int) - parser.add_argument("-fe", "--filter-edge", help="Filter edge (one-hop)", required=False, action="store_true") - parser.add_argument("-fn", "--filter-node", help="Filter node (random)", required=False, action="store_true") - parser.add_argument("-i", "--iterative", help="Chunk iterative solve", required=False, action="store_true") - parser.add_argument("-aws", "--aws-only", help="Use aws only nodes", required=False, action="store_true") - parser.add_argument("-gcp", "--gcp-only", help="Use gcp only nodes", required=False, action="store_true") - parser.add_argument("-azure", "--azure-only", help="Use azure only nodes", required=False, action="store_true") - args = vars(parser.parse_args()) - start_transfer(args) - - -if __name__ == "__main__": - main() diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py deleted file mode 100644 index bfbd7e520..000000000 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ /dev/null @@ -1,128 +0,0 @@ -import traceback -import skyplane -import typer -import time - -from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.utils.definitions import GB, MB -from skyplane.config_paths import cloud_config, config_path -from skyplane.cli.impl.common import console, print_header -from typing import List -from skyplane.broadcast.bc_client import SkyplaneBroadcastClient - -app = typer.Typer(name="broadcast") - - -@app.command() -def replicate_random( - src_region: str, - dst_regions: List[str], - num_gateways: int = typer.Option(1, "--num-gateways", "-n", help="Number of gateways"), - num_chunks: int = typer.Option(1, "--num-chunks", "-c", help="Number of chunks"), - # for ILP - num_partitions: int = typer.Option(10, "--num-partitions", "-p", help="Number of partitions"), - filter_node: bool = typer.Option(False, "--filter-nodes", "-fn", help="Filter nodes"), - filter_edge: bool = typer.Option(False, "--filter-edges", "-fe", help="Filter edges"), - iterative: bool = typer.Option(False, "--iterative", "-i", help="Chunk iterative solve"), - aws_only: bool = typer.Option(False, "--aws-only", "-aws", help="Use AWS only nodes and edges"), - gcp_only: bool = typer.Option(False, "--gcp-only", "-gcp", help="Use GCP only nodes and edges"), - azure_only: bool = typer.Option(False, "--azure-only", "-azure", help="Use Azure only nodes and edges"), - # transfer flags - reuse_gateways: bool = typer.Option(False, help="If true, will leave provisioned instances running to be reused"), - debug: bool = typer.Option(True, help="If true, will write debug information to debug directory."), - confirm: bool = typer.Option(cloud_config.get_flag("autoconfirm"), "--confirm", "-y", "-f", help="Confirm all transfer prompts"), - # solver - algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP, SPIDER]"), - solver_target_time_budget: float = typer.Option( - 10, "--time-budget", "-s", help="Solver option for ILP: Required time budget in seconds" - ), - solver_verbose: bool = False, -): - s_cloud_provider, s_region = src_region.split(":") - d_cloud_providers = [] - d_regions = [] - for d in dst_regions: - dst_cloud_provider, dst_region = d.split(":") - d_cloud_providers.append(dst_cloud_provider) - d_regions.append(dst_region) - - # create transfer list - # 8, 80, 800, 1600, 3200, 4000, 4800 8000(n_chunks) - # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer size in GB) - # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) - - # 200 --> 3200 as the # of chunks - # 100 --> 1600 as the # of chunks - - random_chunk_size_mb = 64 - transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB - - client = SkyplaneBroadcastClient( - aws_config=skyplane.AWSConfig(), - # all for transfer configs, might be better way to do this - multipart_enabled=False, - generate_random=True, - num_random_chunks=num_chunks, - random_chunk_size_mb=random_chunk_size_mb, - src_region=src_region, - dst_regions=dst_regions, - ) - print(f"Log dir: {client.log_dir}/client.log") - print("Transfer size (in GB): ", transfer_size_gbytes) - - # use existing gw program file - # dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") - - dp = client.broadcast_dataplane( - src_cloud_provider=s_cloud_provider, - src_region=s_region, - dst_cloud_providers=d_cloud_providers, - dst_regions=d_regions, - type=algo, - n_vms=int(num_gateways), - num_partitions=int(num_partitions), - gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net - target_time=solver_target_time_budget, - filter_node=filter_node, - filter_edge=filter_edge, - solve_iterative=iterative, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - - with dp.auto_deprovision(): - # not doing anything - dp.queue_copy( - "", - [], - ) - - dp.provision(allow_firewall=False, spinner=True) - tracker = dp.run_async() - - # monitor the transfer - print("Waiting for transfer to complete...") - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - print(f"Error on {ip}: {error}") - break - - bytes_remaining, _ = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(10) - tracker.join() - print("Transfer complete!") - - -if __name__ == "__main__": - app() diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py deleted file mode 100644 index 5c876ff3f..000000000 --- a/skyplane/broadcast/visualize_gw.py +++ /dev/null @@ -1,183 +0,0 @@ -from pprint import pprint -import shutil -import networkx as nx -import graphviz as gv -import json -import pandas as pd -from random import randint -from skyplane.utils import logger -import functools - - -@functools.lru_cache(maxsize=None) -def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): - from skyplane.compute.cloud_provider import CloudProvider - - assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" - return CloudProvider.get_transfer_cost(src, dst) - - -def make_nx_graph(cost, throughput): - G = nx.DiGraph() - for _, row in throughput.iterrows(): - if row["src_region"] == row["dst_region"]: - continue - G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) - - for _, row in cost.iterrows(): - if row["src"] in G and row["dest"] in G[row["src"]]: - G[row["src"]][row["dest"]]["cost"] = row["cost"] - else: - continue - - # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) - for edge in G.edges.data(): - if edge[-1]["cost"] is None: - edge[-1]["cost"] = get_path_cost(edge[0], edge[1]) - - assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) - return G - - -def plot_children(h, start_node, region, li, partition_id): - # list of dicts - for i in li: - children = i["children"] - - if i["op_type"] == "send": - assert len(children) == 0 - if "region" not in i: - print("What is i?", i) - children = [{"op_type": "receive", "region": i["region"], "children": []}] - - if i["op_type"] == "receive" and "region" in i: - this_node = i["region"] + "/" + i["op_type"] - else: - this_node = region + "/" + i["op_type"] - # if i["op_type"] == "send": - # this_node += i["handle"].split("_")[-1] - - h = plot_children(h, this_node, region, children, partition_id) - - if h.has_edge(start_node, this_node): - h[start_node][this_node]["partition"].append(partition_id) - else: - h.add_edge(start_node, this_node, partition=[partition_id]) - return h - - -def get_nx_graph(path): - # if dot is not installed - has_dot = shutil.which("dot") is not None - if not has_dot: - logger.error("Graphviz is not installed. Please install it to plot the solution (sudo apt install graphviz).") - return None - - nx_g = nx.DiGraph() - start_node = "start" - nx_g.add_node(start_node) - with open(path, "r") as f: - data = json.load(f) - regions = list(data.keys()) - - # for region in regions - for region in regions: - # region = regions[0] - region_p = data[region] - print("Region: ", region) - pprint(region_p) - - for partition_group in region_p: - partitions = partition_group["partitions"] - p_plan = partition_group["value"] - for pid in partitions: - nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - - # pprint(region_p) - # plans = region_p["_plan"] - # partitions = [int(i) for i in list(plans.keys())] - ## print("partitions: ", [int(i) for i in list(plans.keys())]) - # for pid in partitions: - # p_plan = plans[str(pid)] - # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - ## break - - # print(partitions) - - add_nx_g = nx.DiGraph() - for edge in nx_g.edges: - s, d = edge[0], edge[1] - partition = list(set(nx_g[s][d]["partition"])) - add_nx_g.add_edge(s, d, partition=partition) - s_region = s.split("/")[-1][0] - if s.split("/")[-1].startswith("mux") and d.split("/")[-1] == "receive": - # print("Receive!:", d) - send_node = s_region + "/send" - add_nx_g.add_edge(s, send_node) - add_nx_g.add_edge(send_node, d) - add_nx_g.remove_node(start_node) - print(add_nx_g.edges.data()) - - # nx.draw(add_nx_g, with_labels=True) - return add_nx_g - - -from pprint import pprint -import shutil -import networkx as nx -import graphviz as gv -import json - - -def networkx_to_graphviz(g, label="partition"): - """Convert `networkx` graph `g` to `graphviz.Digraph`. - - @type g: `networkx.Graph` or `networkx.DiGraph` - @rtype: `graphviz.Digraph` - """ - if g.is_directed(): - h = gv.Digraph() - else: - h = gv.Graph() - # h.attr(rankdir="LR") - - for u, d in g.nodes(data=True): - # print(u, d) - a = u - # u = u.split(",")[0] - u = u.replace("/", ":") - u = u.replace(":", " ") - f = color_map[a.split("/")[0]] - if u.endswith("mux_and") or u.endswith("mux_or"): - f = "gray" - h.node(str(u), fillcolor=f, style="filled") - for u, v, d in g.edges(data=True): - # print('edge', u, v, d) - u_r = u.replace("/", ":") - u_r = u_r.replace(":", " ") - v_r = v.replace("/", ":") - v_r = v_r.replace(":", " ") - h.edge(str(u_r), str(v_r), label=str(d[label])) - return h - - -if __name__ == "__main__": - costs = pd.read_csv("broadcast/profiles/cost.csv") - throughput = pd.read_csv("broadcast/profiles/throughput.csv") - - color = [] - n = 100 - for i in range(n): - color.append("#%06X" % randint(0, 0xFFFFFF)) - - complete = make_nx_graph(costs, throughput) - color_map = {} - nodes = list(complete.nodes) - for i in range(len(nodes)): - color_map[nodes[i]] = color[i] - - # plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" - plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" - add_nx_g = get_nx_graph(plot_path) - h = networkx_to_graphviz(add_nx_g) - h.view() From bee41b2846468058191aeae46ca889600544ab75 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 15:33:07 -0700 Subject: [PATCH 111/186] try to fix docs --- docs/_api/skyplane.api.transfer_job.rst | 4 +++- skyplane/api/dataplane.py | 3 ++- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/docs/_api/skyplane.api.transfer_job.rst b/docs/_api/skyplane.api.transfer_job.rst index cc1a8d83a..369f26d54 100644 --- a/docs/_api/skyplane.api.transfer_job.rst +++ b/docs/_api/skyplane.api.transfer_job.rst @@ -1,4 +1,4 @@ -skyplane.api.transfer\_job +skyplane.api.transfer\_job ========================== .. automodule:: skyplane.api.transfer_job @@ -19,8 +19,10 @@ skyplane.api.transfer\_job Chunker CopyJob + GatewayMessage SyncJob TransferJob + TransferPair diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d27b6baec..165ad1e78 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -157,9 +157,10 @@ def provision( :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region - # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ + + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions with self.provisioning_lock: if self.provisioned: logger.error("Cannot provision dataplane, already provisioned!") From 39341770ee16c367e9344380dc26400de6a377d1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 15:41:32 -0700 Subject: [PATCH 112/186] remove old imports --- skyplane/api/dataplane.py | 1 - skyplane/api/pipeline.py | 1 - skyplane/planner/planner.py | 1 - skyplane/planner/solver.py | 2 +- 4 files changed, 1 insertion(+), 4 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 165ad1e78..ee62d021f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -17,7 +17,6 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 87e73ba0e..7ce44c70c 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -17,7 +17,6 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 18aceb0a7..e2223ba7f 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -2,7 +2,6 @@ from typing import List, Optional, Tuple from skyplane import compute -from skyplane.planner.topology_old import ReplicationTopology from skyplane.planner.topology import TopologyPlan from skyplane.gateway.gateway_program import ( diff --git a/skyplane/planner/solver.py b/skyplane/planner/solver.py index c329b920e..08226180e 100644 --- a/skyplane/planner/solver.py +++ b/skyplane/planner/solver.py @@ -8,7 +8,7 @@ from typing import Dict, List, Optional, Tuple from skyplane import compute -from skyplane.planner.topology_old import ReplicationTopology +from skyplane.planner.topology import TopologyPlan from skyplane.utils import logger from skyplane.utils.definitions import GB From cd7876b34f306469ec82f921d08e8e1a92d6c055 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 15:46:27 -0700 Subject: [PATCH 113/186] remove pandas --- skyplane/cli/experiments/cli_profile.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/skyplane/cli/experiments/cli_profile.py b/skyplane/cli/experiments/cli_profile.py index 1f44300ad..8facee47a 100644 --- a/skyplane/cli/experiments/cli_profile.py +++ b/skyplane/cli/experiments/cli_profile.py @@ -5,7 +5,6 @@ from datetime import datetime, timezone from pathlib import Path -import pandas as pd import typer from rich.progress import Progress from typing import List, Optional, Tuple @@ -107,6 +106,9 @@ def throughput_grid( iperf3_runtime: int = typer.Option(5, help="Runtime for iperf3 in seconds"), iperf3_connections: int = typer.Option(64, help="Number of connections to test"), ): + + import pandas as pd + def check_stderr(tup): assert tup[1].strip() == "", f"Command failed, err: {tup[1]}" @@ -336,6 +338,8 @@ def latency_grid( azure_instance_class: str = typer.Option("Standard_D2_v3", help="Azure instance class to use"), gcp_instance_class: str = typer.Option("n2-standard-4", help="GCP instance class to use"), ): + + import pandas as pd # similar to throughput_grid but start all instances at once and then ping all pairs of instances concurrently def check_stderr(tup): From 7cfe7007c313819d1d26259cea92d87e7b3119be Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 16:56:09 -0700 Subject: [PATCH 114/186] update poetry --- poetry.lock | 3188 +++++++++++++++++++++++++++--------------------- pyproject.toml | 24 +- 2 files changed, 1817 insertions(+), 1395 deletions(-) diff --git a/poetry.lock b/poetry.lock index ad09e656b..2855261d5 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,16 +1,4 @@ -[[package]] -name = "attrs" -version = "22.1.0" -description = "Classes Without Boilerplate" -category = "dev" -optional = false -python-versions = ">=3.5" - -[package.extras] -dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"] -docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"] -tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"] -tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"] +# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. [[package]] name = "azure-common" @@ -19,30 +7,42 @@ description = "Microsoft Azure Client Library for Python (Common)" category = "main" optional = true python-versions = "*" +files = [ + {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"}, + {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"}, +] [[package]] name = "azure-core" -version = "1.26.1" +version = "1.26.4" description = "Microsoft Azure Core Library for Python" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "azure-core-1.26.4.zip", hash = "sha256:075fe06b74c3007950dd93d49440c2f3430fd9b4a5a2756ec8c79454afc989c6"}, + {file = "azure_core-1.26.4-py3-none-any.whl", hash = "sha256:d9664b4bc2675d72fba461a285ac43ae33abb2967014a955bf136d9703a2ab3c"}, +] [package.dependencies] requests = ">=2.18.4" six = ">=1.11.0" -typing-extensions = ">=4.0.1" +typing-extensions = ">=4.3.0" [package.extras] aio = ["aiohttp (>=3.0)"] [[package]] name = "azure-identity" -version = "1.11.0" +version = "1.12.0" description = "Microsoft Azure Identity Library for Python" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "azure-identity-1.12.0.zip", hash = "sha256:7f9b1ae7d97ea7af3f38dd09305e19ab81a1e16ab66ea186b6579d85c1ca2347"}, + {file = "azure_identity-1.12.0-py3-none-any.whl", hash = "sha256:2a58ce4a209a013e37eaccfd5937570ab99e9118b3e1acf875eed3a85d541b92"}, +] [package.dependencies] azure-core = ">=1.11.0,<2.0.0" @@ -58,6 +58,10 @@ description = "Microsoft Azure Authorization Management Client Library for Pytho category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "azure-mgmt-authorization-3.0.0.zip", hash = "sha256:0a5d7f683bf3372236b841cdbd4677f6b08ed7ce41b999c3e644d4286252057d"}, + {file = "azure_mgmt_authorization-3.0.0-py3-none-any.whl", hash = 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b26e8ee21..6443f3ff3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [tool.poetry] name = "skyplane" packages = [{ include = "skyplane" }] -version = "0.2.1" +version = "0.3.1" description = "Skyplane efficiently transports data between cloud regions and providers." authors = ["Skyplane authors "] license = "Apache-2.0" @@ -32,6 +32,7 @@ azure-mgmt-network = { version = ">=10.0.0", optional = true } azure-mgmt-resource = { version = ">=11.0.0", optional = true } azure-mgmt-storage = { version = ">=11.0.0", optional = true } azure-mgmt-subscription = { version = ">=1.0.0", optional = true } +azure-mgmt-quota = { version = ">=1.1.0b3", optional = true} azure-storage-blob = { version = ">=12.0.0", optional = true } # gcp dependencies @@ -39,36 +40,43 @@ google-api-python-client = { version = ">=2.0.2", optional = true } google-auth = { version = ">=2.0.0", optional = true } google-cloud-compute = { version = ">=1.0.0", optional = true } google-cloud-storage = { version = ">=1.30.0", optional = true } +google-cloud-dataproc = { version = "^5.4.0", optional = true } + +# ibm dependencies +ibm-cloud-sdk-core = { version = ">=3.16.2", optional = true} +ibm-cos-sdk = { version = ">=2.12.2", optional = true} +ibm-cos-sdk-core = { version = ">=2.12.2", optional = true} +ibm-cos-sdk-s3transfer = { version = ">=2.12.2", optional = true} +ibm-vpc = { version = ">=0.15.0", optional = true} # solver dependencies -cvxpy = { version = ">=1.1.0", optional = true, extras = ["cvxopt"] } +cvxpy = { version = ">=1.1.0", optional = true } graphviz = { version = ">=0.15", optional = true } matplotlib = { version = ">=3.0.0", optional = true } numpy = { version = ">=1.19.0", optional = true } -# broadcast dependencies -networkx = { version = ">=2.5", optional = true } - # gateway dependencies flask = { version = "^2.1.2", optional = true } lz4 = { version = "^4.0.0", optional = true } pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } +pyarrow = "^10.0.1" [tool.poetry.extras] aws = ["boto3"] -azure = ["azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob"] +azure = ["azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-quota", "azure-mgmt-subscription", "azure-storage-blob"] gcp = ["google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] -all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] +ibm = ["ibm-cloud-sdk-core", "ibm-cos-sdk", "ibm-vpc"] +all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage", "ibm-cloud-sdk-core", "ibm-cos-sdk", "ibm-vpc"] gateway = ["flask", "lz4", "pynacl", "pyopenssl", "werkzeug"] solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] -broadcast = ["networkx", "numpy", "pandas", "cvxpy", "graphviz", "matplotlib"] [tool.poetry.dev-dependencies] pytest = ">=6.0.0" pytest-cov = ">=2.10.0" pytest-xdist = ">=2.0.0" +black = "^23.1.0" [build-system] requires = ["setuptools", "poetry-core>=1.2.0"] From 1bd7110dd43dcebce03d51e887a6f40ea74ae198 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 17:01:02 -0700 Subject: [PATCH 115/186] remove experiment import --- skyplane/cli/cli.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 52ca6da3f..5a9a800ab 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -7,7 +7,7 @@ import skyplane.cli.cli_cloud import skyplane.cli.cli_config -import skyplane.cli.experiments +#import skyplane.cli.experiments # disable experiments from skyplane import compute from skyplane.cli.cli_init import init from skyplane.cli.cli_transfer import cp, sync @@ -28,7 +28,7 @@ name="init", help="Initialize the Skyplane CLI with your cloud credentials", )(init) -app.add_typer(skyplane.cli.experiments.app, name="experiments") +#app.add_typer(skyplane.cli.experiments.app, name="experiments") # disable experiments app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") From 0a185590a3f0fbceec5691e4f8484120ca5f4dfe Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 18:58:52 -0700 Subject: [PATCH 116/186] fix most tests --- skyplane/obj_store/azure_blob_interface.py | 8 ++++---- skyplane/obj_store/s3_interface.py | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index 335dd9fa0..f46c1bfd2 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -86,11 +86,11 @@ def list_objects(exceptions, self, prefix="") -> Iterator[AzureBlobObject]: try: for blob in blobs: yield AzureBlobObject( - "azure", - f"{self.account_name}/{blob.container}", blob.name, - blob.size, - blob.last_modified, + provider="azure", + bucket=f"{self.account_name}/{blob.container}", + size=blob.size, + last_modified=blob.last_modified, mime_type=getattr(blob.content_settings, "content_type", None), ) except exceptions.HttpResponseError as e: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 75db0283c..8ad7a1199 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -98,7 +98,7 @@ def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: objs = [] for obj in page.get("Contents", []): objs.append( - S3Object("aws", self.bucket_name, obj["Key"], obj["Size"], obj["LastModified"], mime_type=obj.get("ContentType")) + S3Object(obj["Key"], provider="aws", bucket=self.bucket_name, size=obj["Size"], last_modified=obj["LastModified"], mime_type=obj.get("ContentType")) ) yield from objs From 8de041481e9abc0f66f34af5a9011b99d09e05e6 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 18:59:07 -0700 Subject: [PATCH 117/186] reformat --- skyplane/cli/cli.py | 5 +++-- skyplane/cli/experiments/cli_profile.py | 3 +-- skyplane/obj_store/s3_interface.py | 9 ++++++++- 3 files changed, 12 insertions(+), 5 deletions(-) diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 5a9a800ab..728fcfa60 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -7,7 +7,8 @@ import skyplane.cli.cli_cloud import skyplane.cli.cli_config -#import skyplane.cli.experiments # disable experiments + +# import skyplane.cli.experiments # disable experiments from skyplane import compute from skyplane.cli.cli_init import init from skyplane.cli.cli_transfer import cp, sync @@ -28,7 +29,7 @@ name="init", help="Initialize the Skyplane CLI with your cloud credentials", )(init) -#app.add_typer(skyplane.cli.experiments.app, name="experiments") # disable experiments +# app.add_typer(skyplane.cli.experiments.app, name="experiments") # disable experiments app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/experiments/cli_profile.py b/skyplane/cli/experiments/cli_profile.py index 8facee47a..71afa9671 100644 --- a/skyplane/cli/experiments/cli_profile.py +++ b/skyplane/cli/experiments/cli_profile.py @@ -106,7 +106,6 @@ def throughput_grid( iperf3_runtime: int = typer.Option(5, help="Runtime for iperf3 in seconds"), iperf3_connections: int = typer.Option(64, help="Number of connections to test"), ): - import pandas as pd def check_stderr(tup): @@ -338,8 +337,8 @@ def latency_grid( azure_instance_class: str = typer.Option("Standard_D2_v3", help="Azure instance class to use"), gcp_instance_class: str = typer.Option("n2-standard-4", help="GCP instance class to use"), ): - import pandas as pd + # similar to throughput_grid but start all instances at once and then ping all pairs of instances concurrently def check_stderr(tup): diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 8ad7a1199..2392b2eda 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -98,7 +98,14 @@ def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: objs = [] for obj in page.get("Contents", []): objs.append( - S3Object(obj["Key"], provider="aws", bucket=self.bucket_name, size=obj["Size"], last_modified=obj["LastModified"], mime_type=obj.get("ContentType")) + S3Object( + obj["Key"], + provider="aws", + bucket=self.bucket_name, + size=obj["Size"], + last_modified=obj["LastModified"], + mime_type=obj.get("ContentType"), + ) ) yield from objs From 47d0cda1c11a499c9c4e77c810879b75d56fd21f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 20:50:26 -0700 Subject: [PATCH 118/186] cleanup --- examples/aws_bucket_replication.py | 368 ----------------------------- skyplane/api/config.py | 5 - 2 files changed, 373 deletions(-) delete mode 100644 examples/aws_bucket_replication.py diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py deleted file mode 100644 index d60a9552a..000000000 --- a/examples/aws_bucket_replication.py +++ /dev/null @@ -1,368 +0,0 @@ -import boto3 -import concurrent.futures -from tqdm import tqdm -import pandas as pd -import skyplane -import os -import time -import json - -from skyplane.obj_store.s3_interface import S3Interface - -import logging # Logging Configuration - -fmt = "%(asctime)s [%(levelname)s] [%(module)s] - %(message)s" -logging.basicConfig(format=fmt, datefmt="%m/%d/%Y %I:%M:%S") -logging.getLogger("werkzeug").setLevel(logging.ERROR) - -from absl import app -from absl import flags - -from skyplane.utils.fn import do_parallel - -FLAGS = flags.FLAGS -flags.DEFINE_string("src_region", None, "Source region") -flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") -flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") - - -def bucket_handle(region): - # return f"broadcast-experiment-{region}" - return f"broadcast-imagenet-images-{region}" - - -def delete_policy(policy_arn): - client = boto3.client("iam") - response = client.delete_policy(PolicyArn=policy_arn) - - -def delete_role(role_name, policy_arn, batch_policy_arn): - client = boto3.client("iam") - response = client.detach_role_policy(RoleName=role_name, PolicyArn=policy_arn) - print("Successfully detached policy", policy_arn) - response = client.detach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) - print("Successfully detached policy", batch_policy_arn) - response = client.delete_role(RoleName=role_name) - print("Deleted role", role_name) - - -def create_iam_role(src_region, dst_regions): - """ - Create IAM policies for continual replication and batch replication, and attach to a single policy. - The policies are applied to all the destination region buckets and source region bucket. - """ - - client = boto3.client("iam") - bucket_names = [bucket_handle(region.split(":")[1]) for region in [src_region] + dst_regions] - - # S3 batch job policy - batch_policy = { - "Version": "2012-10-17", - "Statement": [ - {"Effect": "Allow", "Action": ["s3:InitiateReplication"], "Resource": f"arn:aws:s3:::{bucket_names[0]}/*"}, - {"Effect": "Allow", "Action": ["s3:GetObject", "s3:GetObjectVersion"], "Resource": ["arn:aws:s3:::{{ManifestDestination}}/*"]}, - {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": ["arn:aws:s3:::laion-400m-dataset/*"]}, - { - "Effect": "Allow", - "Action": ["s3:GetReplicationConfiguration", "s3:PutInventoryConfiguration"], - "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1", - }, - {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": "arn:aws:s3:::{{ManifestDestination}}/*"}, - ], - } - - # S3 replication rule policy - policy = { - "Version": "2012-10-17", - "Statement": [ - { - "Action": [ - "s3:ListBucket", - "s3:GetReplicationConfiguration", - "s3:GetObjectVersionForReplication", - "s3:GetObjectVersionAcl", - "s3:GetObjectVersionTagging", - "s3:GetObjectRetention", - "s3:GetObjectLegalHold", - ], - "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] - + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], - }, - { - "Action": ["s3:ReplicateObject", "s3:ReplicateDelete", "s3:ReplicateTags", "s3:ObjectOwnerOverrideToBucketOwner"], - "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], - }, - ], - } - - # create policies - role_name = f"skyplane-bucket-replication-role-{int(time.time())}" - policy_name = f"skyplane-bucket-replication-policy-{int(time.time())}" - - response = client.create_policy(PolicyName=policy_name, PolicyDocument=json.dumps(policy)) - policy_arn = response["Policy"]["Arn"] - print("Created policy ARN", policy_arn) - - response = client.create_policy(PolicyName="batch" + policy_name, PolicyDocument=json.dumps(batch_policy)) - batch_policy_arn = response["Policy"]["Arn"] - print("Created batch policy ARN", batch_policy_arn) - - # allow assume role for s3 and batch - assume_role_policy_document = { - "Version": "2012-10-17", - "Statement": [ - {"Effect": "Allow", "Principal": {"Service": "s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, - {"Effect": "Allow", "Principal": {"Service": "batchoperations.s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, - ], - } - # create role - resp = client.create_role(RoleName=role_name, AssumeRolePolicyDocument=json.dumps(assume_role_policy_document)) - role_arn = resp["Role"]["Arn"] - print("Created role", role_name, role_arn) - - time.sleep(5) # wait for role to finish creating - - # attach policies to role - response = client.attach_role_policy(RoleName=role_name, PolicyArn=policy_arn) - response = client.attach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) - - return role_name, role_arn, policy_arn, batch_policy_arn - - -def write_source_data(src_region, target_data, directory): - """ - Use AWS CLI to copy data from target data directory into bucket - """ - bucket_name = bucket_handle(src_region.split(":")[1]) - sync_command = f"aws s3 sync {target_data} s3://{bucket_name}/{directory}/" - print("Syncing data to source bucket", sync_command) - os.system(sync_command) - - -def main(argv): - src_region = FLAGS.src_region - dst_regions = list(FLAGS.dst_regions) - directory = "test_replication" - experiment_name = f"aws_replication_{int(time.time())}" - print("Destinations:", dst_regions) - - buckets = {} - - # with concurrent.futures.ProcessPoolExecutor() as executor: - # create temporary bucket for each region - def setup_bucket(region): - region = region.split(":")[1] - bucket_name = bucket_handle(region) - bucket = S3Interface(bucket_name) - - try: - bucket.create_bucket(region) - print(f"Created bucket {bucket_name} in {region}") - # buckets[region] = bucket - - # clear bucket - print("Deleting bucket versions...") - s3 = boto3.resource("s3", region_name=region) - response = s3.Bucket(bucket_name).object_versions.delete() - - # set object versioning - print("Setting object versioning...") - response = bucket._s3_client(region).put_bucket_versioning(Bucket=bucket_name, VersioningConfiguration={"Status": "Enabled"}) - print(f"Enabled bucket versioning for {bucket_name}") - except Exception as e: - print("ERROR", e) - - return bucket - - for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): - region = region.split(":")[1] - assert bucket is not None, f"Bucket is none {region}" - buckets[region] = bucket - - # futures = [] - # for region in [src_region] + dst_regions: - # #futures.append(executor.submit(setup_bucket, region)) - # print("future", region) - # print("waiting", futures) - # concurrent.futures.wait(futures) - # results = [f.result() for f in futures] - # print(results) - - # put replication policy - src_name = bucket_handle(src_region.split(":")[1]) - # creat iam roles - role_name, role_arn, policy_arn, batch_policy_arn = create_iam_role(src_region, dst_regions) - time.sleep(5) - - client = buckets[src_region.split(":")[1]]._s3_client(src_region.split(":")[1]) - rules = [] - for dst_region in dst_regions: - dest_name = bucket_handle(dst_region.split(":")[1]) - print("destination:", f"arn:aws:s3:::{dest_name}", "priority:", dst_regions.index(dst_region)) - rules.append( - { - "ID": dst_region, - "Priority": dst_regions.index(dst_region), - "Filter": {"Prefix": f"{directory}/"}, - "Status": "Enabled", - #'ExistingObjectReplication': { - # 'Status': 'Enabled' - # }, - "Destination": { - "Bucket": f"arn:aws:s3:::{dest_name}", - "StorageClass": "STANDARD", - "ReplicationTime": {"Status": "Enabled", "Time": {"Minutes": 15}}, - "Metrics": {"Status": "Enabled", "EventThreshold": {"Minutes": 15}}, - }, - "DeleteMarkerReplication": {"Status": "Disabled"}, - } - ) - # create replication config - try: - resp = client.put_bucket_replication(Bucket=src_name, ReplicationConfiguration={"Role": role_arn, "Rules": rules}) - except Exception as e: - delete_role(role_name, policy_arn, batch_policy_arn) - delete_policy(policy_arn) - delete_policy(batch_policy_arn) - print("Error creating replication rule", e) - return - - # write data to source - use skyplane to quickly copy some target data into the source bucket - # NOTE: only data copied after the replication rules are created will get copied - src_region = src_region.split(":")[1] - target_data_bucket = FLAGS.target_data.split("/")[2] - target_data_region = S3Interface(target_data_bucket).aws_region - src_bucket = bucket_handle(src_region) - client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) - print(f"Log dir: {client.log_dir}/client.log") - - dp = client.dataplane( - "aws", target_data_region, "aws", src_region, n_vms=8 - ) # TODO: pass in target_throughput that we also pass to broadcast? - with dp.auto_deprovision(): - # copy data with skyplane to source bucket - dp.provision(spinner=True) - dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) - print("Waiting for data to copy to source bucket...") - - # TODO: make this async, and as chunk complete, send them to the broadcast dataplane - start_transfer = time.time() - dp.run() - end_transfer = time.time() - - # TODO: write custom broadcast dataplane that has replicate-random -> bucket (i.e. data generation) - - # wait for copy at destinations - target_objects = list(buckets[src_region].list_objects(prefix=directory)) - print(f"Waiting for len(target_objects) to replicate", experiment_name) - num_src = len(target_objects) - # TODO: replace with better monitoring - completed = {} - while True: - # TODO: create seperate thread to approximate the replication time - # completed = 0 - # for region, bucket in buckets.items(): - # if region == src_region: continue - - def is_completed(region_bucket): - region, bucket = region_bucket - bucket = buckets[region] - objs = list(bucket.list_objects(prefix=directory)) - num_dest = len(objs) - print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") - if num_dest == num_src: - return True - return False - - just_completed = do_parallel(is_completed, [(region, bucket) for region, bucket in buckets.items() if region != src_region]) - for (region, bucket), done in just_completed: - if done and region not in completed: - completed[region] = time.time() - print(just_completed) - print(completed) - - if len(list(completed.keys())) == len(dst_regions): - break - - results = [] - for region, complete_time in completed.items(): - results.append( - { - "src_region": src_region, - "dst_region": region, - "complete_time": complete_time, - "start_time": start_transfer, - "end_time": end_transfer, - } - ) - pd.DataFrame(results).to_csv(f"{experiment_name}.csv") - print(f"{experiment_name}.csv") - - # futures = [] - # for region, bucket in buckets.items(): - # if region == src_region: - # continue - # futures.append(executor.submit(setup_bucket, region)) - # completed = concurrent.futures.wait(futures) - # if all(completed): - # print("all completed") - # break - - # with concurrent.futures.ProcessPoolExecutor() as executor: - # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) - # print(completed, buckets.keys()) - # if all(completed): - # print("all completed") - # break - - # if completed == len(list(buckets.keys())) - 1: - # print("All replication completed!") - # break - - # write results - # results = [] - # src_objs = list(buckets[src_region].list_objects(prefix=directory)) - # for region, bucket in buckets.items(): - # print(region) - # if region == src_region: continue - # dest_objs = list(bucket.list_objects(prefix=directory)) - - # for src_obj, dest_obj in zip(src_objs, dest_objs): - # assert src_obj.size == dest_obj.size - # results.append({ - # "name": src_obj.key, - # "src_last_modified": src_obj.last_modified, - # "dest_last_modified": dest_obj.last_modified, - # "size": src_obj.size, - # "src_region": src_region, - # "dest_region": region - # }) - # df = pd.DataFrame(results) - # df.to_csv(f"{experiment_name}.csv") - # print(f"{experiment_name}.csv") - - # for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): - # for region, bucket in buckets.items(): - # if region == src_region: - # continue - - # metadata = bucket.get_obj_metadata(src_obj.key) - # results.append({ - # "name": src_obj.key, - # "src_last_modified": src_obj.last_modified, - # "dest_last_modified": metadata["LastModified"], - # "size": metadata["ContentLength"], - # "src_region": src_region, - # "dest_region": region - # }) - # print(metadata) - # cleanup IAM roles and policies - delete_role(role_name, policy_arn, batch_policy_arn) - delete_policy(policy_arn) - delete_policy(batch_policy_arn) - - -if __name__ == "__main__": - app.run(main) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 2f750f7ac..68b3c4228 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -83,14 +83,9 @@ class TransferConfig: ibmcloud_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" -<<<<<<< HEAD azure_instance_class: str = "Standard_D2_v5" gcp_instance_class: str = "n2-standard-16" ibmcloud_instance_class: str = "bx2-2x8" -======= - azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory - gcp_instance_class: str = "n2-standard-32" ->>>>>>> 8de041481e9abc0f66f34af5a9011b99d09e05e6 gcp_use_premium_network: bool = True # multipart config From 8b8b718970bec6025a2975a17a91437c769a16cb Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 23:10:12 -0700 Subject: [PATCH 119/186] fixed after merge thank god --- docs/_api/skyplane.api.config.rst | 3 +- poetry.lock | 14 ++++----- skyplane/api/client.py | 4 +-- skyplane/api/dataplane.py | 13 ++++---- skyplane/api/transfer_job.py | 30 +++++++++++-------- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 11 +++---- skyplane/gateway/gateway_daemon.py | 1 - skyplane/gateway/gateway_daemon_api.py | 1 - skyplane/obj_store/gcs_interface.py | 10 +++---- skyplane/obj_store/object_store_interface.py | 2 +- skyplane/planner/planner.py | 1 + skyplane/planner/topology.py | 2 +- skyplane/test_pipeline.py | 2 +- 13 files changed, 48 insertions(+), 46 deletions(-) diff --git a/docs/_api/skyplane.api.config.rst b/docs/_api/skyplane.api.config.rst index 0cf874fd0..70bcc6708 100644 --- a/docs/_api/skyplane.api.config.rst +++ b/docs/_api/skyplane.api.config.rst @@ -1,4 +1,4 @@ -skyplane.api.config +skyplane.api.config =================== .. automodule:: skyplane.api.config @@ -21,6 +21,7 @@ skyplane.api.config AuthenticationConfig AzureConfig GCPConfig + IBMCloudConfig TransferConfig diff --git a/poetry.lock b/poetry.lock index 2855261d5..4d0ec884e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -299,18 +299,18 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.26.118" +version = "1.26.119" description = "The AWS SDK for Python" category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "boto3-1.26.118-py3-none-any.whl", hash = "sha256:1ff703152553f4d5fc9774071d114dbf06ec661eb1b29b6051f6b1f9d0c24873"}, - {file = "boto3-1.26.118.tar.gz", hash = "sha256:d0ed43228952b55c9f44d1c733f74656418c39c55dbe36bc37feeef6aa583ded"}, + {file = "boto3-1.26.119-py3-none-any.whl", hash = "sha256:c7104f4f805df011dd5528aff63d712ff5261294e547724d03a3b5639bd164ac"}, + {file = "boto3-1.26.119.tar.gz", hash = "sha256:13a041885068d0bfc2104255f2bcb06a1e0c036bcd009ef018f9953b31c20dde"}, ] [package.dependencies] -botocore = ">=1.29.118,<1.30.0" +botocore = ">=1.29.119,<1.30.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.6.0,<0.7.0" @@ -319,14 +319,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.29.118" +version = "1.29.119" description = "Low-level, data-driven core of boto 3." category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "botocore-1.29.118-py3-none-any.whl", hash = "sha256:44cb088a73b02dd716c5c5715143a64d5f10388957285246e11f3cc893eebf9d"}, - {file = "botocore-1.29.118.tar.gz", hash = "sha256:b51fc5d50cbc43edaf58b3ec4fa933b82755801c453bf8908c8d3e70ae1142c1"}, + {file = "botocore-1.29.119-py3-none-any.whl", hash = "sha256:c45709682e8c9a945a7cdfa0846599aa4c90403ffbcef8cbc412a6ea92a21d45"}, + {file = "botocore-1.29.119.tar.gz", hash = "sha256:cd79c7ecf1888dc982ed7e005515324c0e2d7f8aa9ab03a8ee8ece8a2dd3297c"}, ] [package.dependencies] diff --git a/skyplane/api/client.py b/skyplane/api/client.py index ab9fbf01b..6f839d6f5 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -71,9 +71,9 @@ def __init__( ibmcloud_auth=self.ibmcloud_auth, ) - def pipeline(self): + def pipeline(self, debug=False): """Create a pipeline object to queue jobs""" - return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) + return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index dad8c115a..6145bb964 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -157,17 +157,17 @@ def provision( :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region - # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions with self.provisioning_lock: if self.provisioned: logger.error("Cannot provision dataplane, already provisioned!") return - is_aws_used = any(n.region.startswith("aws:") for n in self.topology.nodes) - is_azure_used = any(n.region.startswith("azure:") for n in self.topology.nodes) - is_gcp_used = any(n.region.startswith("gcp:") for n in self.topology.nodes) - is_ibmcloud_used = any(n.region.startswith("ibmcloud:") for n in self.topology.nodes) + is_aws_used = any(n.region_tag.startswith("aws:") for n in self.topology.get_gateways()) + is_azure_used = any(n.region_tag.startswith("azure:") for n in self.topology.get_gateways()) + is_gcp_used = any(n.region_tag.startswith("gcp:") for n in self.topology.get_gateways()) + is_ibmcloud_used = any(n.region_tag.startswith("ibmcloud:") for n in self.topology.get_gateways()) # create VMs from the topology for node in self.topology.get_gateways(): @@ -254,9 +254,6 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): :type spinner: bool """ with self.provisioning_lock: - if self.debug: - logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") - print(f"Copying gateway logs to {self.transfer_dir}") if self.debug: logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 7c8126ccf..57ba5501b 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -21,7 +21,8 @@ from skyplane.chunk import Chunk, ChunkRequest from skyplane.obj_store.azure_blob_interface import AzureBlobObject from skyplane.obj_store.gcs_interface import GCSObject -from skyplane.obj_store.object_store_interface import StorageInterface, ObjectStoreObject +from skyplane.obj_store.storage_interface import StorageInterface +from skyplane.obj_store.object_store_interface import ObjectStoreObject, ObjectStoreInterface from skyplane.obj_store.s3_interface import S3Object from skyplane.utils import logger from skyplane.utils.definitions import MB @@ -100,11 +101,9 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + #print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) - print("Region", dest_iface.region_tag(), "upload id", upload_id) - print("UPLOAD ID", upload_id_mapping) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue # get source and destination object and then compute number of chunks @@ -254,15 +253,18 @@ def transfer_pair_generator( # collect list of destination objects dest_objs = {} dest_keys = [] - for dst_iface in self.dst_ifaces: + for i in range(len(self.dst_ifaces)): + dst_iface = self.dst_ifaces[i] + dst_prefix = dst_prefixes[i] dest_provider, dest_region = dst_iface.region_tag().split(":") - dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] + print("index", i, dst_prefixes, dst_prefix, "region", dst_iface) try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) + print("key", dest_key, "prefix", dst_prefix) assert ( dest_key[: len(dst_prefix)] == dst_prefix ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" - dest_keys.append(dest_key[len(dst_prefix) :]) + dest_keys.append(dest_key[len(dst_prefix):]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -275,9 +277,13 @@ def transfer_pair_generator( dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + print("dest_obj", dest_obj) + print(dest_objs) dest_objs[dst_iface.region_tag()] = dest_obj # assert that all destinations share the same post-fix key + print("DEST KEYS", dest_keys, "prefix", dst_prefixes) + print("DEST OBJS", dest_objs) assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 @@ -315,6 +321,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: + print("source key", src_obj.key) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -466,7 +473,7 @@ def src_iface(self) -> StorageInterface: """Return the source object store interface""" if not hasattr(self, "_src_iface"): provider_src, bucket_src, _ = parse_path(self.src_path) - self._src_iface = StorageInterface.create(f"{provider_src}:infer", bucket_src) + self._src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) if self.requester_pays: self._src_iface.set_requester_bool(True) return self._src_iface @@ -614,20 +621,17 @@ def dispatch( # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] region_dst_gateways = dataplane.sink_gateways() - print("REGION DEST", region_dst_gateways) for region_tag, dst_gateways in region_dst_gateways.items(): - print("upload id batch", [cr.upload_id_mapping for cr in upload_id_batch]) for dst_gateway in dst_gateways: # collect upload id mappings per region mappings = {} for message in upload_id_batch: for region_tag, (key, id) in message.upload_id_mapping.items(): - print(region_tag, dst_gateway.region_tag) if region_tag == dst_gateway.region_tag: mappings[key] = id - print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) - print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) + #print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) + #print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) # send mapping to gateway reply = self.http_pool.request( "POST", diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index d518e1a62..39c3411fb 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -24,15 +24,14 @@ import logging import uuid import random -from ibm_vpc import VpcV1 -from ibm_cloud_sdk_core.authenticators import IAMAuthenticator -from ibm_cloud_sdk_core import ApiException from concurrent.futures import ThreadPoolExecutor from skyplane.compute.ibmcloud.ibm_gen2.ssh_client import SSHClient from skyplane.compute.ibmcloud.ibm_gen2.constants import COMPUTE_CLI_MSG, CACHE_DIR from skyplane.compute.ibmcloud.ibm_gen2.utils import load_yaml_config, dump_yaml_config, delete_yaml_config +from skyplane.utils import imports + logger = logging.getLogger(__name__) INSTANCE_START_TIMEOUT = 180 * 2 @@ -40,6 +39,8 @@ class IBMVPCBackend: + + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core.authenticators", "ibm_cloud_sdk_core", pip_extra="ibmcloud") def __init__(self, ibm_vpc_config): logger.debug("Creating IBM VPC client") self.name = "ibm_gen2" @@ -60,8 +61,8 @@ def __init__(self, ibm_vpc_config): self.workers = [] self.iam_api_key = self.config.get("iam_api_key") - authenticator = IAMAuthenticator(self.iam_api_key, url=self.config.get("iam_endpoint")) - self.vpc_cli = VpcV1(VPC_API_VERSION, authenticator=authenticator) + authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) + self.vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) self.vpc_cli.set_service_url(self.config["endpoint"] + "/v1") user_agent_string = "ibm_vpc_{}".format(self.config["user_agent"]) diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index aac54f47d..98b739498 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -322,7 +322,6 @@ def exit_handler(signum, frame): signal.signal(signal.SIGTERM, exit_handler) logger.info("[gateway_daemon] Starting daemon loop") - logger.info(self.chunk_store.get_chunk_requests()) try: while not exit_flag.is_set() and not self.error_event.is_set(): self.api_server.pull_chunk_status_queue() diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 7b6c2b35b..cd6e04107 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -251,7 +251,6 @@ def get_chunk_request(chunk_id: int): def add_chunk_request(): print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") - logger.info(f"Adding chunk request {request.json}") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue return jsonify({"status": "ok", "n_added": n_added}) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 409ec5c41..d17b92b16 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -17,8 +17,6 @@ class GCSObject(ObjectStoreObject): - provider = "gcs" - def full_path(self): return os.path.join(f"gs://{self.bucket}", self.key) @@ -30,12 +28,14 @@ def __init__(self, bucket_name: str): self._gcs_client = self.auth.get_storage_client() self._requests_session = requests.Session() self.provider = "gcp" + #self.region_tag = self.a def path(self): return f"gs://{self.bucket_name}" + @property - @lru_cache(maxsize=1) + #@lru_cache(maxsize=1) def gcp_region(self): def map_region_to_zone(region) -> str: """Resolves bucket locations to a valid zone.""" @@ -79,7 +79,6 @@ def bucket(self) -> str: return self.bucket_name def bucket_exists(self): - print("list client objects") iterator = self._gcs_client.list_blobs(self.bucket_name, page_size=1) try: next(iterator.pages, None) @@ -115,6 +114,7 @@ def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: for blob in blobs: yield GCSObject( blob.name, + provider="gcp", bucket=self.bucket_name, size=blob.size, last_modified=blob.updated, @@ -125,7 +125,7 @@ def delete_objects(self, keys: List[str]): for key in keys: self._gcs_client.bucket(self.bucket_name).blob(key).delete() - @lru_cache(maxsize=1024) + #@lru_cache(maxsize=1024) def get_obj_metadata(self, obj_name): bucket = self._gcs_client.bucket(self.bucket_name) blob = bucket.get_blob(obj_name) diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index 1468af4ae..d1b47a09a 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -111,13 +111,13 @@ def complete_multipart_upload(self, dst_object_name: str, upload_id: str) -> Non @staticmethod def create(region_tag: str, bucket: str): + # TODO: modify this to also support local file if region_tag.startswith("aws"): from skyplane.obj_store.s3_interface import S3Interface return S3Interface(bucket) elif region_tag.startswith("gcp"): from skyplane.obj_store.gcs_interface import GCSInterface - return GCSInterface(bucket) elif region_tag.startswith("azure"): from skyplane.obj_store.azure_blob_interface import AzureBlobInterface diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index e2223ba7f..5a7aade54 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -94,6 +94,7 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + print(jobs[0].src_iface) src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index fb89510ce..74d4e1980 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -27,7 +27,7 @@ def __init__(self, region_tag: str, gateway_id: str): @property def provider(self): """Get the provider of the gateway""" - return self.region.split(":")[0] + return self.region_tag.split(":")[0] @property def region(self): diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 221bed0bc..15da8b63c 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -3,7 +3,7 @@ client = SkyplaneClient() -pipeline = client.pipeline() +pipeline = client.pipeline(debug=True) # single direct transfer # pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") From 14b55800dcebb638923e322b35bb8405d0cebafc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 23:32:51 -0700 Subject: [PATCH 120/186] reformat --- skyplane/api/transfer_job.py | 10 ++--- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 1 - skyplane/obj_store/file_system_interface.py | 1 + skyplane/obj_store/gcs_interface.py | 7 ++-- skyplane/obj_store/object_store_interface.py | 3 +- skyplane/obj_store/storage_interface.py | 37 +++++++++++++++++++ skyplane/test_pipeline.py | 6 ++- 7 files changed, 53 insertions(+), 12 deletions(-) create mode 100644 skyplane/obj_store/storage_interface.py diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 57ba5501b..2fc648fb7 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -101,7 +101,7 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - #print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue @@ -264,7 +264,7 @@ def transfer_pair_generator( assert ( dest_key[: len(dst_prefix)] == dst_prefix ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" - dest_keys.append(dest_key[len(dst_prefix):]) + dest_keys.append(dest_key[len(dst_prefix) :]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -281,7 +281,7 @@ def transfer_pair_generator( print(dest_objs) dest_objs[dst_iface.region_tag()] = dest_obj - # assert that all destinations share the same post-fix key + # assert that all destinations share the same post-fix key print("DEST KEYS", dest_keys, "prefix", dst_prefixes) print("DEST OBJS", dest_objs) assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" @@ -630,8 +630,8 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id - #print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) - #print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) + # print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) + # print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) # send mapping to gateway reply = self.http_pool.request( "POST", diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 39c3411fb..1a4ab6c46 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -39,7 +39,6 @@ class IBMVPCBackend: - @imports.inject("ibm_vpc", "ibm_cloud_sdk_core.authenticators", "ibm_cloud_sdk_core", pip_extra="ibmcloud") def __init__(self, ibm_vpc_config): logger.debug("Creating IBM VPC client") diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index e3747e1fd..cd37b2b83 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -2,6 +2,7 @@ from typing import Iterator, List, Optional from skyplane.obj_store.storage_interface import StorageInterface + @dataclass class LocalFile: """Defines file on local node.""" diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index d17b92b16..1d7082a67 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -28,14 +28,13 @@ def __init__(self, bucket_name: str): self._gcs_client = self.auth.get_storage_client() self._requests_session = requests.Session() self.provider = "gcp" - #self.region_tag = self.a + # self.region_tag = self.a def path(self): return f"gs://{self.bucket_name}" - @property - #@lru_cache(maxsize=1) + # @lru_cache(maxsize=1) def gcp_region(self): def map_region_to_zone(region) -> str: """Resolves bucket locations to a valid zone.""" @@ -125,7 +124,7 @@ def delete_objects(self, keys: List[str]): for key in keys: self._gcs_client.bucket(self.bucket_name).blob(key).delete() - #@lru_cache(maxsize=1024) + # @lru_cache(maxsize=1024) def get_obj_metadata(self, obj_name): bucket = self._gcs_client.bucket(self.bucket_name) blob = bucket.get_blob(obj_name) diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index d1b47a09a..7717e86a2 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -111,13 +111,14 @@ def complete_multipart_upload(self, dst_object_name: str, upload_id: str) -> Non @staticmethod def create(region_tag: str, bucket: str): - # TODO: modify this to also support local file + # TODO: modify this to also support local file if region_tag.startswith("aws"): from skyplane.obj_store.s3_interface import S3Interface return S3Interface(bucket) elif region_tag.startswith("gcp"): from skyplane.obj_store.gcs_interface import GCSInterface + return GCSInterface(bucket) elif region_tag.startswith("azure"): from skyplane.obj_store.azure_blob_interface import AzureBlobInterface diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py new file mode 100644 index 000000000..768104a65 --- /dev/null +++ b/skyplane/obj_store/storage_interface.py @@ -0,0 +1,37 @@ +from skyplane.utils import logger + +class StorageInterface: + def path(self) -> str: + raise NotImplementedError() + + def exists(self, obj_name: str) -> bool: + raise NotImplementedError() + + @staticmethod + def create(region_tag: str, bucket: str): + # TODO: modify this to also support local file + if region_tag.startswith("aws"): + from skyplane.obj_store.s3_interface import S3Interface + + return S3Interface(bucket) + elif region_tag.startswith("gcp"): + from skyplane.obj_store.gcs_interface import GCSInterface + + return GCSInterface(bucket) + elif region_tag.startswith("azure"): + from skyplane.obj_store.azure_blob_interface import AzureBlobInterface + + storage_account, container = bucket.split("/", 1) # / + return AzureBlobInterface(storage_account, container) + + elif region_tag.startswith("ibmcloud"): + from skyplane.obj_store.cos_interface import COSInterface + + return COSInterface(bucket, region_tag) + elif region_tag.startswith("hdfs"): + from skyplane.obj_store.hdfs_interface import HDFSInterface + + logger.fs.debug(f"attempting to create hdfs bucket {bucket}") + return HDFSInterface(host=bucket) + else: + raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 15da8b63c..02dab153e 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -12,7 +12,11 @@ # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy( src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], + dst=[ + "gs://test-destination-2/OPT-66B/", + "gs://skyplane-broadcast-test-southamerica-east1-a/", + "gs://skyplane-broadcast-test-europe-west2/test/", + ], ) pipeline.start() From 9256710e873acb86cceef18eafc2669c262566e0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 16:52:54 -0700 Subject: [PATCH 121/186] reformat and add cost estimate fixes --- skyplane/api/client.py | 92 +++++----------------- skyplane/api/dataplane.py | 43 ---------- skyplane/api/pipeline.py | 90 +++++++++------------ skyplane/api/transfer_job.py | 15 ++-- skyplane/cli/impl/progress_bar.py | 65 +-------------- skyplane/compute/gcp/gcp_cloud_provider.py | 4 - skyplane/obj_store/storage_interface.py | 1 + skyplane/planner/planner.py | 7 ++ skyplane/planner/topology.py | 3 +- tests/integration/test_cost_estimate.py | 6 +- 10 files changed, 77 insertions(+), 249 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 6f839d6f5..ee466518f 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -75,7 +75,7 @@ def pipeline(self, debug=False): """Create a pipeline object to queue jobs""" return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug) - def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): + def copy(self, src: str, dst: str, recursive: bool = False): """ A simple version of Skyplane copy. It automatically waits for transfer to complete (the main thread is blocked) and deprovisions VMs at the end. @@ -89,81 +89,25 @@ def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): :param num_vms: The maximum number of instances to use per region (default: 1) :type num_vms: int """ - provider_src, bucket_src, self.src_prefix = parse_path(src) - provider_dst, bucket_dst, self.dst_prefix = parse_path(dst) - self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - self.dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - if self.transfer_config.requester_pays: - self.src_iface.set_requester_bool(True) - self.dst_iface.set_requester_bool(True) - src_region = self.src_iface.region_tag() - dst_region = self.dst_iface.region_tag() - dp = self.dataplane(*src_region.split(":"), *dst_region.split(":"), n_vms=num_vms) - with dp.auto_deprovision(): - dp.provision(spinner=True) - dp.queue_copy(src, dst, recursive=recursive) - dp.run() - # methods to create dataplane - def dataplane( - self, - src_cloud_provider: str, - src_region: str, - dst_cloud_provider: str, - dst_region: str, - solver_type: str = "direct", - solver_required_throughput_gbits: float = 1, - n_vms: int = 1, - n_connections: int = 32, - debug: bool = False, - ) -> Dataplane: - """ - Create a dataplane and calculates the transfer topology. + pipeline = self.pipeline() + pipeline.queue_copy(src, dst, recursive=recursive) + pipeline.run() - :param src_cloud_provider: the name of the source cloud provider - :type src_cloud_provider: str - :param src_region: the name of the source region bucket - :type src_region: str - :param dst_cloud_provider: the name of the destination cloud provider - :type dst_cloud_provider: str - :param dst_region: the name of the destination region bucket - :type dst_region: str - :param type: the type of the solver for calculating the topology (default: "direct") - :type type: str - :param num_vms: The maximum number of instances to use per region (default: 1) - :type num_vms: int - :param n_connections: The maximum number of connections to use in topology per region (default: 32) - :type n_connections: int - :param debug: If true, will print debug logs (default: False) - :type debug: bool - """ - if solver_type.lower() == "direct": - planner = DirectPlanner(src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections) - topo = planner.plan() - logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - return Dataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug - ) - elif solver_type.upper() == "ILP": - planner = ILPSolverPlanner( - src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections, solver_required_throughput_gbits - ) - topo = planner.plan() - logger.fs.info(f"[SkyplaneClient.ilp_dataplane] Topology: {topo.to_json()}") - return Dataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug - ) - elif solver_type.upper() == "RON": - planner = RONSolverPlanner( - src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections, solver_required_throughput_gbits - ) - topo = planner.plan() - logger.fs.info(f"[SkyplaneClient.ron_dataplane] Topology: {topo.to_json()}") - return Dataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug - ) - else: - raise NotImplementedError(f"Dataplane type {solver_type} not implemented") + # provider_src, bucket_src, self.src_prefix = parse_path(src) + # provider_dst, bucket_dst, self.dst_prefix = parse_path(dst) + # self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) + # self.dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + # if self.transfer_config.requester_pays: + # self.src_iface.set_requester_bool(True) + # self.dst_iface.set_requester_bool(True) + # src_region = self.src_iface.region_tag() + # dst_region = self.dst_iface.region_tag() + # dp = self.dataplane(*src_region.split(":"), *dst_region.split(":"), n_vms=num_vms) + # with dp.auto_deprovision(): + # dp.provision(spinner=True) + # dp.queue_copy(src, dst, recursive=recursive) + # dp.run() def object_store(self): return ObjectStore() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 6145bb964..8dc7a39b5 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -313,49 +313,6 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy( - self, - src: str, - dst: str, - recursive: bool = False, - ) -> str: - """ - Add a copy job to job list. - Return the uuid of the job. - - :param src: source prefix to copy from - :type src: str - :param dst: the destination of the transfer - :type dst: str - :param recursive: if true, will copy objects at folder prefix recursively (default: False) - :type recursive: bool - """ - job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def queue_sync( - self, - src: str, - dst: str, - ) -> str: - """ - Add a sync job to job list. - Return the uuid of the job. - - :param src: Source prefix to copy from - :type src: str - :param dst: The destination of the transfer - :type dst: str - :param recursive: If true, will copy objects at folder prefix recursively (default: False) - :type recursive: bool - """ - job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - def run_async(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None) -> TransferProgressTracker: """Start the transfer asynchronously. The main thread will not be blocked. diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 7ce44c70c..753316ed8 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -18,6 +18,7 @@ from skyplane.api.config import TransferConfig from skyplane.planner.planner import MulticastDirectPlanner +from skyplane.planner.topology import TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -37,6 +38,7 @@ def __init__( provisioner: "Provisioner", transfer_config: TransferConfig, # cloud_regions: dict, + planning_algorithm: str = "direct", debug: bool = False, ): """ @@ -59,6 +61,13 @@ def __init__( self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) + # planner + self.planning_algorithm = planning_algorithm + if self.planning_algorithm == "direct": + self.planner = MulticastDirectPlanner(self.max_instances, 32) + else: + raise ValueError(f"No such planning algorithm {planning_algorithm}") + # transfer logs self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) @@ -67,53 +76,43 @@ def __init__( # pending tracker tasks self.jobs_to_dispatch: List[TransferJob] = [] self.pending_transfers: List[TransferProgressTracker] = [] - self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - def start(self): + def start(self, debug=False, progress=False): # TODO: Set number of connections properly (or not at all) - # planner = DirectPlanner(self.max_instances, 32) planner = MulticastDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) # create dataplane from plan - dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) try: - from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook - dp.provision(spinner=True) - tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) - - # while True: - # # handle errors - # if tracker.errors: - # for ip, error_list in tracker.errors.items(): - # for error in error_list: - # raise ValueError(f"Error on {ip}: {error}") - # break - - # bytes_remaining, _ = tracker.query_bytes_remaining() - # timestamp = time.strftime("%H:%M:%S", time.localtime()) - # if bytes_remaining is None: - # print(f"{timestamp} Transfer not yet started") - # elif bytes_remaining > 0: - # print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - # else: - # break - # time.sleep(10) + if progress: + from skyplane.cli.impl.progress_bar import ProgressBarTransferHook + + tracker = dp.run_async(self.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) + else: + tracker = dp.run_async(self.jobs_to_dispatch) + + # wait for job to finish + tracker.join() + + # copy gateway logs + if debug: + dp.copy_gateway_logs() except Exception as e: print(e) print("copy gateway logs") dp.copy_gateway_logs() - dp.copy_gateway_logs() print("deprovisioning dataplane...") dp.deprovision(spinner=True) def queue_copy( self, src: str, - dst: List[str], + dst: str or List[str], recursive: bool = False, ) -> str: """ @@ -137,7 +136,7 @@ def queue_copy( def queue_sync( self, src: str, - dst: str, + dst: str or List[str], ) -> str: """ Add a sync job to job list. @@ -150,32 +149,21 @@ def queue_sync( :param recursive: If true, will copy objects at folder prefix recursively (default: False) :type recursive: bool """ + if isinstance(dst, str): + dst = [dst] job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid - def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTracker: - """Start the transfer asynchronously. The main thread will not be blocked. + def estimate_total_cost(self): + """Estimate total cost of queued jobs""" + total_size = 0 + for job in self.jobs_to_dispatch: + total_size += job.size_gb() - :param hooks: Tracks the status of the transfer - :type hooks: TransferHook - """ - if not self.provisioned: - logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = TransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) - self.pending_transfers.append(tracker) - tracker.start() - logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") - self.jobs_to_dispatch = [] - return tracker - - def run(self, hooks: Optional[TransferHook] = None): - """Start the transfer in the main thread. Wait until the transfer is complete. - - :param hooks: Tracks the status of the transfer - :type hooks: TransferHook - """ - tracker = self.run_async(hooks) - logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") - tracker.join() + # get planner topology + topo = self.planner.plan(self.jobs_to_dispatch) + + # return size + return total_size * topo.cost_per_gb diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2fc648fb7..b40c5c103 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -514,9 +514,12 @@ def verify(self): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Verify not implemented") - def estimate_cost(self): - # TODO - raise NotImplementedError + def size_gb(self): + """Return the size of the transfer in GB""" + total_size = 0 + for pair in self.gen_transfer_pairs(): + total_size += pair.src_obj.size + return total_size / 1e9 @classmethod def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: @@ -574,9 +577,6 @@ def http_pool(self): self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) return self._http_pool - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. @@ -726,9 +726,6 @@ def verify(self): class SyncJob(CopyJob): """sync job that copies the source objects that does not exist in the destination bucket to the destination""" - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Generate transfer pairs for the transfer job. diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 83271c830..29225da53 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -8,7 +8,7 @@ from skyplane.api.tracker import TransferHook -class MultiDestinationProgressBarTransferHook(TransferHook): +class ProgressBarTransferHook(TransferHook): """Transfer hook for multi-destination transfers.""" def on_dispatch_start(self): @@ -72,66 +72,3 @@ def on_transfer_end(self, transfer_stats): def on_transfer_error(self, error): console.log(error) raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) - - -class ProgressBarTransferHook(TransferHook): - def on_dispatch_start(self): - return - - def __init__(self): - # start spinner - self.spinner = Progress( - SpinnerColumn(), - TextColumn("Dispatching chunks...{task.description}"), - BarColumn(), - DownloadColumn(binary_units=True), - transient=True, - ) - self.pbar = None - self.transfer_task = None - self.chunks_dispatched = 0 - self.chunks_completed = 0 - self.bytes_dispatched = 0 - self.bytes_completed = 0 - self.dispatch_task = self.spinner.add_task("", total=None) - self.spinner.start() - - def on_chunk_dispatched(self, chunks: List[Chunk]): - # update bytes_dispatched - if len(chunks) == 0: - self.bytes_dispatched = 0 - else: - self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) - self.chunks_dispatched += len(chunks) - # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" - self.spinner.update(self.dispatch_task, description=f" (~{format_bytes(self.bytes_dispatched)} dispatched)") - - def on_dispatch_end(self): - self.spinner.stop() - self.pbar = Progress( - SpinnerColumn(), - TextColumn("Transfer progress{task.description}"), - BarColumn(), - DownloadColumn(binary_units=True), - TransferSpeedColumn(), - TimeRemainingColumn(), - transient=True, - ) - self.transfer_task = self.pbar.add_task("", total=self.bytes_dispatched) - self.pbar.start() - - def on_chunk_completed(self, chunks: List[Chunk]): - if len(chunks) == 0: - self.bytes_completed = 0 - else: - self.chunks_completed += len(chunks) - self.bytes_completed += sum([chunk.chunk_length_bytes for chunk in chunks]) - self.pbar.update(self.transfer_task, completed=self.bytes_completed) - - def on_transfer_end(self, transfer_stats): - self.pbar.stop() - print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) - - def on_transfer_error(self, error): - console.log(error) - raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) diff --git a/skyplane/compute/gcp/gcp_cloud_provider.py b/skyplane/compute/gcp/gcp_cloud_provider.py index 4a977616a..f52b39663 100644 --- a/skyplane/compute/gcp/gcp_cloud_provider.py +++ b/skyplane/compute/gcp/gcp_cloud_provider.py @@ -133,10 +133,6 @@ def provision_instance( name = f"skyplane-gcp-{str(uuid.uuid4().hex[:8])}" compute = self.auth.get_gcp_client() - # if region[-2:] != "-a" or region[-2:] != "-b": - # region = region + "-a" - # print("Adding subregion to region", region) - if instance_os == "ubuntu": image = "projects/ubuntu-os-cloud/global/images/family/ubuntu-2004-lts" elif instance_os == "cos": diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 768104a65..792afba50 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -1,5 +1,6 @@ from skyplane.utils import logger + class StorageInterface: def path(self) -> str: raise NotImplementedError() diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 5a7aade54..fe92893cf 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -80,6 +80,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id ) + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + # set gateway programs plan.set_gateway_program(src_region_tag, src_program) plan.set_gateway_program(dst_region_tag, dst_program) @@ -119,6 +122,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # iterate through all jobs for job in jobs: src_bucket = job.src_iface.bucket() + src_region_tag = job.src_iface.region_tag() # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) @@ -157,6 +161,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: partition_id=partition_id, ) + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + # set gateway programs plan.set_gateway_program(src_region_tag, src_program) for dst_region_tag, program in dst_program.items(): diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 74d4e1980..03374a19e 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -52,10 +52,11 @@ class TopologyPlan: The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. """ - def __init__(self, src_region_tag: str, dest_region_tags: List[str]): + def __init__(self, src_region_tag: str, dest_region_tags: List[str], cost_per_gb: float = 0.0): self.src_region_tag = src_region_tag self.dest_region_tags = dest_region_tags self.gateways = {} + self.cost_per_gb = cost_per_gb @property def regions(self) -> List[str]: diff --git a/tests/integration/test_cost_estimate.py b/tests/integration/test_cost_estimate.py index 8aa3ccc0b..5d8e4a298 100644 --- a/tests/integration/test_cost_estimate.py +++ b/tests/integration/test_cost_estimate.py @@ -31,9 +31,9 @@ def test_cost_estimate(): assert obj_store.exists(bucket_name, src_provider, key), f"Object {key} does not exist in bucket {bucket_name}" # setup transfer - dp = client.dataplane(src_provider, src_region.split(":")[1], dst_provider, dst_region.split(":")[1], n_vms=1) - dp.queue_copy(src_bucket + "/" + key, dst_bucket + "/" + key, recursive=False) - cost = dp.estimate_total_cost() + pipeline = client.pipeline() # src_provider, src_region.split(":")[1], dst_provider, dst_region.split(":")[1]) + pipeline.queue_copy(src_bucket + "/" + key, dst_bucket + "/" + key, recursive=False) + cost = pipeline.estimate_total_cost() assert cost == file_size * 0.12 / 1e9, f"Cost estimate is incorrect: {cost}, should be {file_size * 0.09 / 1e9}" # cleanup From 1bde5769409f5f4aad181103fa5a190f822658c8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:03:31 -0700 Subject: [PATCH 122/186] add back throughput --- .gitignore | 4 ---- MANIFEST.in | 2 +- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/.gitignore b/.gitignore index 90fdc7a7c..4eb96cdff 100644 --- a/.gitignore +++ b/.gitignore @@ -11,10 +11,6 @@ __pycache__/ # C extensions *.so -# experiment scripts -solution/ -out/ - # Distribution / packaging .Python log/ diff --git a/MANIFEST.in b/MANIFEST.in index 86ea24510..5b732504a 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,2 +1,2 @@ include skyplane/data/aws_transfer_costs.csv -include skyplane/data/whole_throughput_11_28.csv \ No newline at end of file +include skyplane/data/throughput.csv From dfd104b3fcba947454876cf53022f7b60337095e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:06:54 -0700 Subject: [PATCH 123/186] more cleanup --- .gitignore | 1 - skyplane/compute/server.py | 39 +------------------------------------- skyplane/test_pipeline.py | 22 --------------------- 3 files changed, 1 insertion(+), 61 deletions(-) delete mode 100644 skyplane/test_pipeline.py diff --git a/.gitignore b/.gitignore index 4eb96cdff..b04eef281 100644 --- a/.gitignore +++ b/.gitignore @@ -13,7 +13,6 @@ __pycache__/ # Distribution / packaging .Python -log/ build/ develop-eggs/ dist/ diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 62fecf6f1..bda24b6d0 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -362,51 +362,14 @@ def check_stderr(tup): docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" gateway_daemon_cmd = f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - print("has gateway program", gateway_daemon_cmd) - - ## NOTE: (BC) upload gateway specification for this gateway - # if gateway_programs: - # # for ip, program in gateway_programs.items(): - # # print(ip) - # # pprint(program.to_dict()) - - # region_tag = self.region_tag.replace(":", "_") - # filename = f"gateway_programs_{region_tag}.json" - # write_json_dir = tmp_log_dir / "gw_programs" - # write_json_dir.mkdir(exist_ok=True, parents=True) - # write_json_path = write_json_dir / filename - # with open(write_json_path, "w") as f: - # f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) - - # # write gateway programs at all regions into a single file (for visualization) - # write_json_complete_path = write_json_dir / "gateway_programs_complete.json" - # with open(write_json_complete_path, "w") as f: - # f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) - - # self.upload_file(write_json_path, f"/tmp/{filename}") - # docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" - # docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" - # gateway_daemon_cmd = ( - # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - # ) - # print("has gateway program", gateway_daemon_cmd) - # else: - # # not use broadcast gateway programs, pass in outgoing ports - # gateway_daemon_cmd = ( - # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - # ) - # gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" - # print("no gateway program", gateway_daemon_cmd) + # update docker flags docker_run_flags += " " + " ".join(f"--env {k}={v}" for k, v in docker_envs.items()) gateway_daemon_cmd += f" --region {self.region_tag} {'--use-compression' if use_compression else ''}" gateway_daemon_cmd += f" {'--disable-e2ee' if e2ee_key_bytes is None else ''}" gateway_daemon_cmd += f" {'--disable-tls' if not use_socket_tls else ''}" escaped_gateway_daemon_cmd = gateway_daemon_cmd.replace('"', '\\"') - print( - f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' - ) docker_launch_cmd = ( f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' ) diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py deleted file mode 100644 index 02dab153e..000000000 --- a/skyplane/test_pipeline.py +++ /dev/null @@ -1,22 +0,0 @@ -from skyplane.api.client import SkyplaneClient -from skyplane.api.pipeline import Pipeline - -client = SkyplaneClient() - -pipeline = client.pipeline(debug=True) - -# single direct transfer -# pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") - -# 2 destination transfer -# TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) -pipeline.queue_copy( - src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=[ - "gs://test-destination-2/OPT-66B/", - "gs://skyplane-broadcast-test-southamerica-east1-a/", - "gs://skyplane-broadcast-test-europe-west2/test/", - ], -) - -pipeline.start() From 36cc6a773da4c71752d981873605ec15a7b59e48 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:31:42 -0700 Subject: [PATCH 124/186] cleanup --- skyplane/api/client.py | 15 --------------- skyplane/api/tracker.py | 6 +++--- skyplane/chunk.py | 9 +-------- skyplane/compute/server.py | 4 ---- skyplane/gateway/gateway_daemon_api.py | 2 +- skyplane/gateway/gateway_program.py | 4 ++-- 6 files changed, 7 insertions(+), 33 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index ee466518f..ed2c30648 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -94,20 +94,5 @@ def copy(self, src: str, dst: str, recursive: bool = False): pipeline.queue_copy(src, dst, recursive=recursive) pipeline.run() - # provider_src, bucket_src, self.src_prefix = parse_path(src) - # provider_dst, bucket_dst, self.dst_prefix = parse_path(dst) - # self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - # self.dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - # if self.transfer_config.requester_pays: - # self.src_iface.set_requester_bool(True) - # self.dst_iface.set_requester_bool(True) - # src_region = self.src_iface.region_tag() - # dst_region = self.dst_iface.region_tag() - # dp = self.dataplane(*src_region.split(":"), *dst_region.split(":"), n_vms=num_vms) - # with dp.auto_deprovision(): - # dp.provision(spinner=True) - # dp.queue_copy(src, dst, recursive=recursive) - # dp.run() - def object_store(self): return ObjectStore() diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index da35f6d36..2bfec030a 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -38,7 +38,7 @@ def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() - def on_chunk_completed(self, chunks: List[Chunk]): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): """Chunks are all transferred""" raise NotImplementedError() @@ -66,7 +66,7 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return - def on_chunk_completed(self, chunks: List[Chunk]): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): return def on_transfer_end(self, transfer_stats): @@ -176,7 +176,7 @@ def monitor_single_dst_helper(dst_region): reformat_err, args, self.dataplane.topology.src_region_tag, - [dst_region], + dst_region, session_start_timestamp_ms, ) raise err diff --git a/skyplane/chunk.py b/skyplane/chunk.py index af2dbe110..8f84a3808 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -75,16 +75,9 @@ def from_dict(in_dict: Dict): @total_ordering class ChunkState(Enum): registered = auto() - download_queued = auto() - download_in_progress = auto() - downloaded = auto() - upload_queued = auto() - upload_in_progress = auto() - upload_complete = auto() + in_progress = auto() failed = auto() - queued = auto() - in_progress = auto() complete = auto() @staticmethod diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index bda24b6d0..c4f9aacff 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -287,11 +287,7 @@ def pull_docker(self, gateway_docker_image): def start_gateway( self, - # outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, - # gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region - # gateway: TopologyPlanGateway, - # gateway_program_dir: str, gateway_program_path: str, gateway_info_path: str, log_viewer_port=8888, diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index cd6e04107..4be0cfbff 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -235,7 +235,7 @@ def get_chunk_requests(): @app.route("/api/v1/incomplete_chunk_requests", methods=["GET"]) def get_incomplete_chunk_requests(): - return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "upload_complete"}}) + return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "complete"}}) # lookup chunk request given chunk worker_id @app.route("/api/v1/chunk_requests/", methods=["GET"]) diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index d88fe1e81..3afeb325f 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -104,7 +104,7 @@ def __init__(self): def get_operators(self) -> List[GatewayOperator]: return list(self._ops.values()) - def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] = None, partition_id: int = None): + def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] = None, partition_id: Optional[int] = 0): parent_op = self._ops[parent_handle] if parent_handle else None ops_handles = [] for op in ops: @@ -112,7 +112,7 @@ def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] return ops_handles - def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, partition_id: int = None): + def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, partition_id: Optional[int] = 0): parent_op = self._ops[parent_handle] if parent_handle else None if not parent_op: # root operation self._plan[partition_id].append(op) From 096fc056715574652237cd7ddaa98de4f74d5a30 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:32:41 -0700 Subject: [PATCH 125/186] remove dockerfile --- scripts/pack_docker.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/pack_docker.sh b/scripts/pack_docker.sh index 0d093c8be..49e940298 100755 --- a/scripts/pack_docker.sh +++ b/scripts/pack_docker.sh @@ -12,7 +12,7 @@ set +e >&2 echo -e "${BGreen}Building docker image${NC}" set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile -t skyplane --platform linux/x86_64 . +>&2 sudo DOCKER_BUILDKIT=1 docker build -t skyplane --platform linux/x86_64 . set +e DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" From 5c99bf6a3d18c38ee0d37b09338f1e08e2d0c48d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 18:02:09 -0700 Subject: [PATCH 126/186] fix ibm imports --- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 78 +++++++++++-------- 1 file changed, 46 insertions(+), 32 deletions(-) diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 1a4ab6c46..a0294a592 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -39,8 +39,8 @@ class IBMVPCBackend: - @imports.inject("ibm_vpc", "ibm_cloud_sdk_core.authenticators", "ibm_cloud_sdk_core", pip_extra="ibmcloud") - def __init__(self, ibm_vpc_config): + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") + def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): logger.debug("Creating IBM VPC client") self.name = "ibm_gen2" self.config = ibm_vpc_config @@ -92,7 +92,8 @@ def _dump_vpc_data(self): """ dump_yaml_config(self.vpc_data_filename, self.vpc_data) - def _create_vpc(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_vpc(ibm_cloud_sdk_core, self): """ Creates a new VPC """ @@ -108,7 +109,7 @@ def _create_vpc(self): self.config["security_group_id"] = self.vpc_data["security_group_id"] print(self.config) return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass vpc_info = None @@ -170,7 +171,8 @@ def _create_vpc(self): if deploy_icmp_rule: self.vpc_cli.create_security_group_rule(self.config["security_group_id"], sg_rule_prototype_icmp) - def _create_ssh_key(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_ssh_key(ibm_cloud_sdk_core, self): if "ssh_key_id" in self.config: print("ssh_key_id in self.config") return @@ -182,7 +184,7 @@ def _create_ssh_key(self): self.config["ssh_key_id"] = self.vpc_data["ssh_key_id"] self.config["ssh_key_filename"] = self.vpc_data["ssh_key_filename"] return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass keyname = f"skyplane-key-{str(uuid.getnode())[-6:]}" @@ -211,7 +213,7 @@ def _get_ssh_key(): key_info = self.vpc_cli.create_key( public_key=ssh_key_data, name=keyname, type="rsa", resource_group={"id": self.config["resource_group_id"]} ).get_result() - except ApiException as e: + except ibm_cloud_sdk_core.ApiException as e: logger.warn(e.message) if "Key with name already exists" in e.message: self.vpc_cli.delete_key(id=_get_ssh_key()["id"]) @@ -229,7 +231,8 @@ def _get_ssh_key(): self.config["ssh_key_id"] = key_info["id"] self.config["ssh_key_filename"] = key_filename - def _create_subnet(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_subnet(ibm_cloud_sdk_core, self): """ Creates a new subnet """ @@ -247,7 +250,7 @@ def _create_subnet(self): self.config["subnet_id"] = self.vpc_data["subnet_id"] self.config["zone_name"] = self.vpc_data["zone_name"] return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass subnet_name = f"skyplane-subnet-{self.vpc_key}" @@ -273,7 +276,8 @@ def _create_subnet(self): self.config["subnet_id"] = subnet_data["id"] self.config["zone_name"] = subnet_data["zone"]["name"] - def _create_gateway(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_gateway(ibm_cloud_sdk_core, self): """ Crates a public gateway. Gateway is used by private nodes for accessing internet @@ -286,7 +290,7 @@ def _create_gateway(self): self.vpc_cli.get_public_gateway(self.vpc_data["gateway_id"]) self.config["gateway_id"] = self.vpc_data["gateway_id"] return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass gateway_name = f"skyplane-gateway-{self.vpc_key}" @@ -432,7 +436,8 @@ def init(self): } self._dump_vpc_data() - def _delete_vm_instances(self, all=False): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_vm_instances(ibm_cloud_sdk_core, self, all=False): """ Deletes all VM instances in the VPC """ @@ -444,7 +449,7 @@ def delete_instance(instance_info): try: logger.info(f"Deleting instance {ins_name}") self.vpc_cli.delete_instance(ins_id) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -478,7 +483,8 @@ def get_instances(): while get_instances(): time.sleep(1) - def _delete_subnet(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_subnet(ibm_cloud_sdk_core, self): """ Deletes all VM instances in the VPC """ @@ -495,7 +501,7 @@ def _delete_subnet(self): try: self.vpc_cli.unset_subnet_public_gateway(self.vpc_data["subnet_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: @@ -503,13 +509,14 @@ def _delete_subnet(self): try: self.vpc_cli.delete_subnet(self.vpc_data["subnet_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: raise err - def _delete_gateway(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_gateway(ibm_cloud_sdk_core, self): """ Deletes the public gateway """ @@ -525,13 +532,14 @@ def _delete_gateway(self): logger.info(f"Deleting gateway {gateway_name}") try: self.vpc_cli.delete_public_gateway(self.vpc_data["gateway_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: raise err - def _delete_ssh_key(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_ssh_key(ibm_cloud_sdk_core, self): """ Deletes the ssh key """ @@ -553,13 +561,14 @@ def _delete_ssh_key(self): logger.info(f"Deleting SSH key {keyname}") try: self.vpc_cli.delete_key(id=self.vpc_data["ssh_key_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: raise err - def _delete_vpc(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_vpc(ibm_cloud_sdk_core, self): """ Deletes the VPC """ @@ -573,7 +582,7 @@ def _delete_vpc(self): logger.info(f'Deleting VPC {self.vpc_data["vpc_id"]}') try: self.vpc_cli.delete_vpc(self.vpc_data["vpc_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: @@ -767,7 +776,8 @@ def wait_ready(self, timeout=INSTANCE_START_TIMEOUT): raise TimeoutError(f"Readiness probe expired on {self}") - def _create_instance(self, user_data): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_instance(ibm_cloud_sdk_core, self, user_data): """ Creates a new VM instance """ @@ -803,7 +813,7 @@ def _create_instance(self, user_data): try: resp = self.vpc_cli.create_instance(instance_prototype) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 400 and "already exists" in err.message: return self.get_instance_data() elif err.code == 400 and "over quota" in err.message: @@ -903,7 +913,8 @@ def create(self, check_if_exists=False, user_data=None): return self.instance_id - def start(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def start(ibm_cloud_sdk_core, self): """ Starts the VM instance """ @@ -911,7 +922,7 @@ def start(self): try: self.vpc_cli.create_instance_action(self.instance_id, "start") - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -919,14 +930,15 @@ def start(self): logger.debug("VM instance {} started successfully".format(self.name)) - def _delete_instance(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_instance(ibm_cloud_sdk_core, self): """ Deletes the VM instacne and the associated volume """ logger.debug("Deleting VM instance {}".format(self.name)) try: self.vpc_cli.delete_instance(self.instance_id) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -935,14 +947,15 @@ def _delete_instance(self): self.private_ip = None self.del_ssh_client() - def _stop_instance(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _stop_instance(ibm_cloud_sdk_core, self): """ Stops the VM instance """ logger.debug("Stopping VM instance {}".format(self.name)) try: self.vpc_cli.create_instance_action(self.instance_id, "stop") - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -1016,7 +1029,8 @@ def decorate_instance(instance, decorator): return instance -def vpc_retry_on_except(func): +@imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") +def vpc_retry_on_except(ibm_cloud_sdk_core, func): RETRIES = 3 SLEEP_FACTOR = 1.5 MAX_SLEEP = 30 @@ -1038,7 +1052,7 @@ def _sleep_or_raise(sleep_time, err): for i in range(RETRIES): try: return func(*args, **kwargs) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if func.__name__ in IGNORED_404_METHODS and err.code == 404: logger.debug((f"Got exception {err} when trying to invoke {func.__name__}, ignoring")) else: From 7418ee45b214e30afdd4e644744017afe7f2c8f0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 18:25:55 -0700 Subject: [PATCH 127/186] fix imports --- skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index a0294a592..47b247eea 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -683,12 +683,13 @@ def __str__(self): else: return f"VM instance {self.name} ({ip})" - def _create_vpc_client(self): + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_vpc_client(ibm_vpc, ibm_cloud_sdk_core, self): """ Creates an IBM VPC python-sdk instance """ - authenticator = IAMAuthenticator(self.config.get("iam_api_key"), url=self.config.get("iam_endpoint")) - ibm_vpc_client = VpcV1(VPC_API_VERSION, authenticator=authenticator) + authenticator = ibm_cloud_sdk_core.authenticators.IAMAuthenticator(self.config.get("iam_api_key"), url=self.config.get("iam_endpoint")) + ibm_vpc_client = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) ibm_vpc_client.set_service_url(self.config["endpoint"] + "/v1") # decorate instance public methods with except/retry logic From 8b4b25f2cfe18c61c3a6eac95e288c957b951ca4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 18:47:12 -0700 Subject: [PATCH 128/186] more cleanuP --- skyplane/api/tracker.py | 35 ------------------- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 4 ++- skyplane/obj_store/gcs_interface.py | 4 +-- 3 files changed, 5 insertions(+), 38 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 2bfec030a..e596ccbf8 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -193,8 +193,6 @@ def monitor_single_dst_helper(dst_region): "dst_region": dst_region, "total_runtime_s": round(runtime_s, 4), } - print("Individual transfer statistics") - pprint(transfer_stats) results = [] dest_regions = self.dataplane.topology.dest_region_tags @@ -206,36 +204,6 @@ def monitor_single_dst_helper(dst_region): results.append(future.result()) except Exception as e: raise e - finally: - print("copying gateway logs") - - # old monitoring code - ## Record only the transfer time - # start_time = int(time.time()) - # try: - # self.monitor_transfer() - # except exceptions.SkyplaneGatewayException as err: - # reformat_err = Exception(err.pretty_print_str()[37:]) - # UsageClient.log_exception( - # "monitor transfer", - # reformat_err, - # args, - # self.dataplane.topology.src_region_tag, - # self.dataplane.topology.dest_region_tags, - # session_start_timestamp_ms, - # ) - # raise err - # except Exception as e: - # UsageClient.log_exception( - # "monitor transfer", - # e, - # args, - # self.dataplane.topology.src_region_tag, - # self.dataplane.topology.dest_region_tags, - # session_start_timestamp_ms, - # ) - # raise e - # end_time = int(time.time()) start_time = int(time.time()) try: @@ -290,7 +258,6 @@ def monitor_transfer(pd, self, region_tag): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress region_sinks = self.dataplane.topology.sink_instances() sinks = region_sinks[region_tag] - print("sink instances", sinks) # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): @@ -303,7 +270,6 @@ def monitor_transfer(pd, self, region_tag): logger.warning("Copying gateway logs...") self.dataplane.copy_gateway_logs() self.errors = errors - print("ERRORS", errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) @@ -321,7 +287,6 @@ def monitor_transfer(pd, self, region_tag): sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index - # print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 47b247eea..00c49cc19 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -688,7 +688,9 @@ def _create_vpc_client(ibm_vpc, ibm_cloud_sdk_core, self): """ Creates an IBM VPC python-sdk instance """ - authenticator = ibm_cloud_sdk_core.authenticators.IAMAuthenticator(self.config.get("iam_api_key"), url=self.config.get("iam_endpoint")) + authenticator = ibm_cloud_sdk_core.authenticators.IAMAuthenticator( + self.config.get("iam_api_key"), url=self.config.get("iam_endpoint") + ) ibm_vpc_client = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) ibm_vpc_client.set_service_url(self.config["endpoint"] + "/v1") diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 1d7082a67..6ce6efb71 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -34,7 +34,7 @@ def path(self): return f"gs://{self.bucket_name}" @property - # @lru_cache(maxsize=1) + @lru_cache(maxsize=1) def gcp_region(self): def map_region_to_zone(region) -> str: """Resolves bucket locations to a valid zone.""" @@ -124,7 +124,7 @@ def delete_objects(self, keys: List[str]): for key in keys: self._gcs_client.bucket(self.bucket_name).blob(key).delete() - # @lru_cache(maxsize=1024) + @lru_cache(maxsize=1024) def get_obj_metadata(self, obj_name): bucket = self._gcs_client.bucket(self.bucket_name) blob = bucket.get_blob(obj_name) From 35c90b0ce5e6f2e1c55c6c035c38863b10024c08 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 19:36:31 -0700 Subject: [PATCH 129/186] fix ibm imports and pbar --- skyplane/api/dataplane.py | 27 +------------- skyplane/api/tracker.py | 35 ++++++++++++------- skyplane/api/transfer_job.py | 15 -------- skyplane/cli/impl/progress_bar.py | 10 +++--- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 17 ++++++--- 5 files changed, 40 insertions(+), 64 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 8dc7a39b5..efa3ec4dc 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -34,19 +34,8 @@ def __init__(self, dataplane: "Dataplane"): def __enter__(self): return self.dataplane - def copy_log(self, instance): - print("COPY DATA TO", str(self.dataplane.log_dir) + f"/gateway_{instance.uuid()}.stdout") - instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - print(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stdout", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stdout") - print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") - instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") - def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") - print("Starting deprovision") - # TODO: insert log copy here? - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -120,10 +109,8 @@ def _start_gateway( # write gateway programs gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") - print(gateway_node.gateway_program.to_dict()) with open(gateway_program_filename, "w") as f: f.write(gateway_node.gateway_program.to_json()) - print("gateway", gateway_program_filename) # start gateway gateway_server.start_gateway( @@ -195,11 +182,8 @@ def provision( servers_by_region = defaultdict(list) for s in servers: servers_by_region[s.region_tag].append(s) - print(servers_by_region) for node in self.topology.get_gateways(): - print(node.region_tag) instance = servers_by_region[node.region_tag].pop() - print("instance", instance, node.region_tag) self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) @@ -218,13 +202,11 @@ def provision( # create gateway logging dir gateway_program_dir = f"{self.log_dir}/programs" Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) - print("writing programs", gateway_program_dir) # write gateway info file gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: json.dump(self.topology.get_gateway_info_json(), f, indent=4) - print("write info json", gateway_info_path) # start gateways in parallel jobs = [] @@ -264,7 +246,6 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): try: for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") - print("Waiting for task join") task.join() except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") @@ -287,8 +268,7 @@ def get_error_logs(args): return json.loads(reply.data.decode("utf-8"))["errors"] errors: Dict[str, List[str]] = {} - # for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): - for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=1): + for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=8): errors[instance] = result return errors @@ -308,11 +288,6 @@ def sink_gateways(self) -> List[compute.Server]: else {} ) - def copy_log(self, instance): - instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def run_async(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None) -> TransferProgressTracker: """Start the transfer asynchronously. The main thread will not be blocked. diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index e596ccbf8..dd9d5ab3d 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -109,8 +109,8 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf # transfer state self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} - self.job_pending_chunk_ids: Dict[str, Set[str]] = {} - self.job_complete_chunk_ids: Dict[str, Set[str]] = {} + self.job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} + self.job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} self.errors: Optional[Dict[str, List[str]]] = None # http_pool @@ -142,13 +142,14 @@ def run(self): for job_uuid, job in self.jobs.items(): logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") self.job_chunk_requests[job_uuid] = {} - self.job_pending_chunk_ids[job_uuid] = set() - self.job_complete_chunk_ids[job_uuid] = set() + self.job_pending_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} + self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} for chunk in chunk_streams[job_uuid]: chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk - self.job_pending_chunk_ids[job_uuid].add(chunk.chunk_id) self.hooks.on_chunk_dispatched(chunks_dispatched) + for region in self.dataplane.topology.dest_region_tags: + self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" ) @@ -205,6 +206,8 @@ def monitor_single_dst_helper(dst_region): except Exception as e: raise e + print("results", results) + start_time = int(time.time()) try: for job in self.jobs.values(): @@ -260,7 +263,7 @@ def monitor_transfer(pd, self, region_tag): sinks = region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) - while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): + while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -293,18 +296,26 @@ def monitor_transfer(pd, self, region_tag): for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) new_chunk_ids = ( - self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids).difference(self.job_complete_chunk_ids[job_uuid]) + self.job_complete_chunk_ids[job_uuid][region_tag] + .union(job_complete_chunk_ids) + .difference(self.job_complete_chunk_ids[job_uuid][region_tag]) ) completed_chunks = [] for id in new_chunk_ids: completed_chunks.append(self.job_chunk_requests[job_uuid][id]) self.hooks.on_chunk_completed(completed_chunks, region_tag) - self.job_complete_chunk_ids[job_uuid] = self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids) - self.job_pending_chunk_ids[job_uuid] = self.job_pending_chunk_ids[job_uuid].difference(job_complete_chunk_ids) + self.job_complete_chunk_ids[job_uuid][region_tag] = self.job_complete_chunk_ids[job_uuid][region_tag].union( + job_complete_chunk_ids + ) + self.job_pending_chunk_ids[job_uuid][region_tag] = self.job_pending_chunk_ids[job_uuid][region_tag].difference( + job_complete_chunk_ids + ) # sleep time.sleep(0.05) + print("no more pending", region_tag) + @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): @@ -334,9 +345,9 @@ def get_chunk_status(args): return rows @property - def is_complete(self): + def is_complete(self, region_tag: str): """Return if the transfer is complete""" - return all([len(self.job_pending_chunk_ids[job_uuid]) == 0 for job_uuid in self.jobs.keys()]) + return all([len(self.job_pending_chunk_ids[job_uuid][region_tag]) == 0 for job_uuid in self.jobs.keys()]) def query_bytes_remaining(self): """Query the total number of bytes remaining in all the transfer jobs""" @@ -364,7 +375,7 @@ def query_bytes_dispatched(self): [ cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk_id in self.job_complete_chunk_ids[job_uuid] + # if cr.chunk_id in self.job_complete_chunk_ids[job_uuid] ] ) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index b40c5c103..f096c7883 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -197,7 +197,6 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, else: return dest_prefix else: - print(f"source_key: {source_key}, source_prefix: {source_prefix}, dest_prefix: {dest_prefix}") # todo: don't print output here rprint(f"\n:x: [bold red]In order to transfer objects using a prefix, you must use the --recursive or -r flag.[/bold red]") rprint(f"[yellow]If you meant to transfer a single object, pass the full source object key.[/yellow]") @@ -257,10 +256,8 @@ def transfer_pair_generator( dst_iface = self.dst_ifaces[i] dst_prefix = dst_prefixes[i] dest_provider, dest_region = dst_iface.region_tag().split(":") - print("index", i, dst_prefixes, dst_prefix, "region", dst_iface) try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) - print("key", dest_key, "prefix", dst_prefix) assert ( dest_key[: len(dst_prefix)] == dst_prefix ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" @@ -277,13 +274,9 @@ def transfer_pair_generator( dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - print("dest_obj", dest_obj) - print(dest_objs) dest_objs[dst_iface.region_tag()] = dest_obj # assert that all destinations share the same post-fix key - print("DEST KEYS", dest_keys, "prefix", dst_prefixes) - print("DEST OBJS", dest_objs) assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 @@ -321,7 +314,6 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - print("source key", src_obj.key) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -465,7 +457,6 @@ def src_prefix(self) -> Optional[str]: """Return the source prefix""" if not hasattr(self, "_src_prefix"): self._src_prefix = parse_path(self.src_path)[2] - print("src_prefix", self.src_path, self._src_prefix) return self._src_prefix @property @@ -699,21 +690,15 @@ def verify(self): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] - print("verify", dst_iface.region_tag()) - # gather destination key mapping for this region dst_keys = {pair.dst_objs[dst_iface.region_tag()].key: pair.src_obj for pair in self.transfer_list} - print("dst keys", dst_keys) # list and check destination prefix for obj in dst_iface.list_objects(dst_prefix): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) - print("get", obj.key, src_obj) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] - else: - print("failed", dst_iface.bucket(), src_obj, obj) if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 29225da53..491d7a8e1 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -51,21 +51,19 @@ def on_dispatch_end(self): DownloadColumn(binary_units=True), TransferSpeedColumn(), TimeRemainingColumn(), - transient=True, + # transient=True, ) for region_tag in self.dest_region_tags: self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) self.pbar.start() def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): - if len(chunks) == 0: - self.bytes_completed[region_tag] = 0 - else: - self.chunks_completed[region_tag] += len(chunks) - self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) + self.chunks_completed[region_tag] += len(chunks) + self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) def on_transfer_end(self, transfer_stats): + print("ENDING PBAR") self.pbar.stop() print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 00c49cc19..2f2e09f44 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -39,8 +39,7 @@ class IBMVPCBackend: - @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") - def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): + def __init__(self, ibm_vpc_config): logger.debug("Creating IBM VPC client") self.name = "ibm_gen2" self.config = ibm_vpc_config @@ -60,9 +59,10 @@ def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): self.workers = [] self.iam_api_key = self.config.get("iam_api_key") - authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) - self.vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) - self.vpc_cli.set_service_url(self.config["endpoint"] + "/v1") + self.vpc_cli = self.create_vpc_cli() + # authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) + # self.vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) + # self.vpc_cli.set_service_url(self.config["endpoint"] + "/v1") user_agent_string = "ibm_vpc_{}".format(self.config["user_agent"]) self.vpc_cli._set_user_agent_header(user_agent_string) @@ -73,6 +73,13 @@ def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): msg = COMPUTE_CLI_MSG.format("IBM VPC") logger.info(f"{msg} - Region: {self.region}") + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") + def create_vpc_cli(ibm_vpc, ibm_cloud_sdk_core, self): + authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) + vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) + vpc_cli.set_service_url(self.config["endpoint"] + "/v1") + return vpc_cli + def _load_vpc_data(self): """ Loads VPC data from local cache From d2a0aed06c1a715ab7a9a7b2f8c9c9167959a5f5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 21:08:52 -0700 Subject: [PATCH 130/186] add bar for multipart completion --- skyplane/api/tracker.py | 17 ++++++++++------- skyplane/api/transfer_job.py | 20 +++++++++++++++++--- skyplane/cli/impl/progress_bar.py | 6 ++---- skyplane/gateway/gateway_daemon_api.py | 2 +- skyplane/planner/planner.py | 6 ------ 5 files changed, 30 insertions(+), 21 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index dd9d5ab3d..dde65b141 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -19,6 +19,8 @@ from skyplane.api.usage import UsageClient from skyplane.utils.definitions import GB +from skyplane.cli.impl.common import print_stats_completed + if TYPE_CHECKING: from skyplane.api.transfer_job import TransferJob @@ -205,8 +207,13 @@ def monitor_single_dst_helper(dst_region): results.append(future.result()) except Exception as e: raise e - + e2e_end_time = time.time() print("results", results) + transfer_stats = { + "total_runtime_s": e2e_end_time - e2e_start_time, + "throughput_gbits": self.query_bytes_dispatched() / (e2e_end_time - e2e_start_time) / GB * 8, + } + self.hooks.on_transfer_end() start_time = int(time.time()) try: @@ -236,17 +243,12 @@ def monitor_single_dst_helper(dst_region): e, args, self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, + self.dataplane.topology.dest_region_tags[0], session_start_timestamp_ms, ) raise e # transfer successfully completed - transfer_stats = { - "total_runtime_s": end_time - start_time, - "throughput_gbits": self.query_bytes_dispatched() / (end_time - start_time) / GB * 8, - } - self.hooks.on_transfer_end(transfer_stats) UsageClient.log_transfer( transfer_stats, args, @@ -254,6 +256,7 @@ def monitor_single_dst_helper(dst_region): self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) + print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) @imports.inject("pandas") def monitor_transfer(pd, self, region_tag): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index f096c7883..9a68d8c34 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -35,6 +35,7 @@ T = TypeVar("T") +@dataclass class TransferPair: "Represents transfer pair between source and destination" @@ -44,6 +45,7 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) +@dataclass class GatewayMessage: def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): self.chunk = chunk @@ -665,6 +667,7 @@ def dispatch( def finalize(self): """Complete the multipart upload requests""" + print("Finalizing multipart uploads...") groups = defaultdict(list) for req in self.multipart_transfer_list: if "region" not in req or "bucket" not in req: @@ -684,9 +687,9 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" - # TODO: fix this - for i in range(len(self.dst_ifaces)): + # for i in range(len(self.dst_ifaces)): + def verify_region(i): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] @@ -701,11 +704,22 @@ def verify(self): del dst_keys[obj.key] if dst_keys: - failed_keys = [obj.key for obj in dst_keys.values()] + # failed_keys = [obj.key for obj in dst_keys.values()] + failed_keys = list(dst_keys.keys()) raise exceptions.TransferFailedException( f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) + # WARNING: setting n>1 causes concurrency error + do_parallel( + verify_region, + range(len(self.dst_ifaces)), + spinner=True, + spinner_persist=False, + desc="Verifying objects in destination buckets", + n=1, + ) + @dataclass class SyncJob(CopyJob): diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 491d7a8e1..cdd82af43 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -51,7 +51,7 @@ def on_dispatch_end(self): DownloadColumn(binary_units=True), TransferSpeedColumn(), TimeRemainingColumn(), - # transient=True, + transient=True, ) for region_tag in self.dest_region_tags: self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) @@ -62,10 +62,8 @@ def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) - def on_transfer_end(self, transfer_stats): - print("ENDING PBAR") + def on_transfer_end(self): self.pbar.stop() - print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) def on_transfer_error(self, error): console.log(error) diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 4be0cfbff..6b0e1e1cd 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -99,6 +99,7 @@ def pull_chunk_status_queue(self, timeout=0.5): state = elem["state"] chunk_id = elem["chunk_id"] partition = elem["partition"] + chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) if chunk_id not in self.chunk_status: self.chunk_status[chunk_id] = ChunkState.registered.name @@ -121,7 +122,6 @@ def pull_chunk_status_queue(self, timeout=0.5): print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") # remove chunk file - chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) if os.path.exists(chunk_file_path): logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") chunk_file_path.unlink() diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index fe92893cf..6874c65f2 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -40,8 +40,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" assert job.dst_ifaces[0].region_tag() == dst_region_tag, "All jobs must have same destination region" - print(src_region_tag, dst_region_tag) - plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=[dst_region_tag]) # TODO: use VM limits to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions @@ -97,7 +95,6 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - print(jobs[0].src_iface) src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations @@ -105,8 +102,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" assert [iface.region_tag() for iface in job] == dst_region_tags, "Add jobs must have same destination set" - print(src_region_tag, dst_region_tags) - plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) # TODO: use VM limits to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions @@ -153,7 +148,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # each gateway also recieves data from source - print("destination", dst_region_tag, "bucket", dst_bucket, "prefix", dst_prefix, "partition", partition_id) recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) dst_program[dst_region_tag].add_operator( GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), From cc5168861542094b4c45028bf49594def94e7d9d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 13:26:04 -0700 Subject: [PATCH 131/186] cleanup and remove ibm test --- .github/workflows/docker-publish-ibm.yml | 116 ----------------------- skyplane/api/client.py | 3 +- skyplane/api/config.py | 4 +- skyplane/api/dataplane.py | 2 - skyplane/api/transfer_job.py | 10 +- skyplane/compute/gcp/gcp_auth.py | 4 + skyplane/gateway/operators/__init__.py | 0 7 files changed, 13 insertions(+), 126 deletions(-) delete mode 100644 .github/workflows/docker-publish-ibm.yml create mode 100644 skyplane/gateway/operators/__init__.py diff --git a/.github/workflows/docker-publish-ibm.yml b/.github/workflows/docker-publish-ibm.yml deleted file mode 100644 index e42f0de85..000000000 --- a/.github/workflows/docker-publish-ibm.yml +++ /dev/null @@ -1,116 +0,0 @@ -name: docker - -on: - schedule: - - cron: '39 22 * * *' - push: - branches: [ ibmcloud-support ] - # Publish semver tags as releases. - tags: [ '*.*.*' ] - pull_request: - -env: - IMAGE_NAME: s6m1p0n8/skyplane-ibm - -jobs: - build: - runs-on: ubuntu-latest - permissions: - contents: read - packages: write - # This is used to complete the identity challenge - # with sigstore/fulcio when running outside of PRs. - # id-token: write - - steps: - - name: Checkout repository - uses: actions/checkout@v2 - - # # Install the cosign tool except on PR - # # https://github.com/sigstore/cosign-installer - # - name: Install cosign - # # if: github.event_name != 'pull_request' - # uses: sigstore/cosign-installer@1e95c1de343b5b0c23352d6417ee3e48d5bcd422 - # with: - # cosign-release: 'v1.4.0' - - # Workaround: https://github.com/docker/build-push-action/issues/461 - - name: Setup Docker buildx - uses: docker/setup-buildx-action@79abd3f86f79a9d68a23c75a09a9a85889262adf - - - name: Cache Docker layers - uses: actions/cache@v2 - with: - path: /tmp/.buildx-cache - key: ${{ runner.os }}-buildx-${{ github.sha }} - restore-keys: ${{ runner.os }}-buildx- - - - name: Configure AWS Credentials - uses: aws-actions/configure-aws-credentials@v1 - with: - aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} - aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} - aws-region: us-east-1 - - - name: Login to Amazon ECR Public - id: login-ecr-public - uses: aws-actions/amazon-ecr-login@v1 - with: - registry-type: 'public' - - - name: Install Dependencies - run: | - pip install PyYAML - - # Extract metadata (tags, labels) for Docker - # https://github.com/docker/metadata-action - - name: Extract Docker metadata - id: meta - uses: docker/metadata-action@v4 - with: - images: ${{ steps.login-ecr-public.outputs.registry }}/${{ env.IMAGE_NAME }} - # tag as skyplane-ibm:latest - tags: | - type=ref,event=branch - type=ref,event=pr - type=ref,event=tag - type=semver,pattern={{version}} - type=sha - - # Build and push Docker image with Buildx (don't push on PR) - # https://github.com/docker/build-push-action - - name: Build and push Docker image - id: build-and-push - uses: docker/build-push-action@ad44023a93711e3deb337508980b4b5e9bcdc5dc - with: - context: . - push: true - tags: ${{ steps.meta.outputs.tags }} - labels: ${{ steps.meta.outputs.labels }} - cache-from: type=local,src=/tmp/.buildx-cache - cache-to: type=local,dest=/tmp/.buildx-cache-new - - # This ugly bit is necessary if you don't want your cache to grow forever - # till it hits GitHub's limit of 5GB. - # Temp fix - # https://github.com/docker/build-push-action/issues/252 - # https://github.com/moby/buildkit/issues/1896 - - name: Move cache - run: | - rm -rf /tmp/.buildx-cache - mv /tmp/.buildx-cache-new /tmp/.buildx-cache - - # # Sign the resulting Docker image digest except on PRs. - # # This will only write to the public Rekor transparency log when the Docker - # # repository is public to avoid leaking data. If you would like to publish - # # transparency data even for private images, pass --force to cosign below. - # # https://github.com/sigstore/cosign - # - name: Sign the published Docker image - # # if: ${{ github.event_name != 'pull_request' }} - # env: - # COSIGN_EXPERIMENTAL: "true" - # # This step uses the identity token to provision an ephemeral certificate - # # against the sigstore community Fulcio instance. - # run: | - # cosign version - # cosign sign ${{ steps.login-ecr-public.outputs.registry }}/${{ env.IMAGE_NAME }}@${{ steps.build-and-push.outputs.digest }} diff --git a/skyplane/api/client.py b/skyplane/api/client.py index ed2c30648..b88797018 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -1,4 +1,5 @@ import uuid +import typer from datetime import datetime from pathlib import Path from typing import TYPE_CHECKING, Optional @@ -61,7 +62,7 @@ def __init__( # set up logging self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - print("logging:", self.log_dir / "client.log") + typer.secho(f"Logging to: {self.log_dir / 'client.log'}", fg="bright_black") self.provisioner = Provisioner( host_uuid=self.clientid, diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 68b3c4228..dcd05bf19 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,8 +65,8 @@ class TransferConfig: # randomly generate data or not for broadcast gen_random_data: bool = False - random_chunk_size_mb: Optional[float] = None - num_random_chunks: Optional[int] = None + gen_random_data_chunk_size_mb: Optional[float] = None + gen_random_data_num_chunks: Optional[int] = None src_region: Optional[str] = None dst_regions: Optional[List[str]] = None diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index efa3ec4dc..415637da6 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -16,8 +16,6 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig - -# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 9a68d8c34..43ec51f46 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,4 +1,5 @@ import json +import typer import math import queue import sys @@ -623,8 +624,6 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id - # print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) - # print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) # send mapping to gateway reply = self.http_pool.request( "POST", @@ -668,6 +667,7 @@ def dispatch( def finalize(self): """Complete the multipart upload requests""" print("Finalizing multipart uploads...") + typer.secho(f"Finalizing multipart uploads...", fg="bright_black") groups = defaultdict(list) for req in self.multipart_transfer_list: if "region" not in req or "bucket" not in req: @@ -688,7 +688,6 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" - # for i in range(len(self.dst_ifaces)): def verify_region(i): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] @@ -710,14 +709,15 @@ def verify_region(i): f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) - # WARNING: setting n>1 causes concurrency error + n = 1 # number threads + assert n == 1, "Only use one thread for verifying objects: n>1 causes concurrency error" do_parallel( verify_region, range(len(self.dst_ifaces)), spinner=True, spinner_persist=False, desc="Verifying objects in destination buckets", - n=1, + n=n, ) diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index e1e217791..bc8a41677 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -255,6 +255,10 @@ def get_gcp_client(discovery, self, service_name="compute", version="v1"): @imports.inject("google.cloud.storage", pip_extra="gcp") def get_storage_client(storage, self): # must use service account for XML storage API + print("using service account", self.service_account_credentials) + + # TODO: cache storage account clinet + # check that storage account works return storage.Client.from_service_account_json(self.service_account_credentials) def get_gcp_instances(self, gcp_region: str): diff --git a/skyplane/gateway/operators/__init__.py b/skyplane/gateway/operators/__init__.py new file mode 100644 index 000000000..e69de29bb From 4599973b01336b21508932de3bfcfd654991ae44 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 14:13:47 -0700 Subject: [PATCH 132/186] forgot to add operator files --- .../gateway/operators/gateway_operator.py | 573 ++++++++++++++++++ .../gateway/operators/gateway_receiver.py | 222 +++++++ 2 files changed, 795 insertions(+) create mode 100644 skyplane/gateway/operators/gateway_operator.py create mode 100644 skyplane/gateway/operators/gateway_receiver.py diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py new file mode 100644 index 000000000..2946f6a29 --- /dev/null +++ b/skyplane/gateway/operators/gateway_operator.py @@ -0,0 +1,573 @@ +import json +import os +from typing import List +import queue +import socket +import ssl +import time +import traceback +from functools import partial +from multiprocessing import Event, Process +from typing import Dict, List, Optional + +import urllib3 +import nacl.secret +from abc import ABC, abstractmethod + +from skyplane.config_paths import cloud_config +from skyplane.utils.definitions import MB +from skyplane.utils import logger +from skyplane.utils.retry import retry_backoff +from skyplane.utils.timer import Timer +from skyplane.obj_store.object_store_interface import ObjectStoreInterface + +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.gateway.gateway_queue import GatewayQueue +from skyplane.gateway.chunk_store import ChunkStore + + +class GatewayOperator(ABC): + def __init__( + self, + handle: str, + region: str, # TODO: remove + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + n_processes: Optional[int] = 1, + ): + self.handle = handle + self.region = region + self.input_queue = input_queue + self.output_queue = output_queue + self.chunk_store = chunk_store + self.error_event = error_event + self.error_queue = error_queue + self.n_processes = n_processes + + urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) + + # args for worker function + self.args = () + + # shared state + # TODO: move this outside of GateWaySender to share between processes? + self.processes = [] + self.exit_flags = [Event() for _ in range(self.n_processes)] + + # process-local state + self.worker_id: Optional[int] = None + + def start_workers(self): + for i in range(self.n_processes): + p = Process(target=self.worker_loop, args=(i,) + self.args) + p.start() + self.processes.append(p) + + def stop_workers(self): + for i in range(self.n_processes): + self.exit_flags[i].set() + for p in self.processes: + p.join() + self.processes = [] + + def worker_loop(self, worker_id: int, *args): + self.worker_id = worker_id + while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): + try: + # get chunk from input queue + try: + # will only get data for that handle + chunk_req = self.input_queue.get_nowait(self.handle) + except queue.Empty: + continue + + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + + # TODO: status logging + self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) + # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + + # process chunk + succ = self.process(chunk_req, *args) + + # place in output queue + if succ: + # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + # print(self.handle) + self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) + if self.output_queue is not None: + # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + self.output_queue.put(chunk_req) + else: + print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") + else: + # failed to process - re-queue + time.sleep(0.1) + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + self.input_queue.put(chunk_req) + + except Exception as e: + logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") + self.error_queue.put(traceback.format_exc()) + self.error_event.set() + self.exit_flags[worker_id].set() + + # run worker exit function + self.worker_exit(worker_id) + + def worker_exit(self, worker_id: int): + pass + + @abstractmethod + def process(self, chunk_req: ChunkRequest, **args): + pass + + +class GatewayWaitReciever(GatewayOperator): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + # TODO: alternative (potentially better performnace) implementation: connect via queue with GatewayReciever to listen + # for download completition events - join with chunk request queue from ChunkStore + def process(self, chunk_req: ChunkRequest): + chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) + if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue + # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + return False + + # check to see if file is completed downloading + # Successfully recieved chunk 38400a29812142a486eaefcdebedf371, 161867776 0, 67108864 + with open(chunk_file_path, "rb") as f: + data = f.read() + if len(data) < chunk_req.chunk.chunk_length_bytes: + # download not complete + return False + assert ( + len(data) == chunk_req.chunk.chunk_length_bytes + ), f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + print( + f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + ) + return True + + +class GatewaySender(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + ip_addr: str, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, + e2ee_key_bytes: Optional[bytes] = None, + n_processes: Optional[int] = 32, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + self.ip_addr = ip_addr + self.use_tls = use_tls + self.use_compression = use_compression + self.e2ee_key_bytes = e2ee_key_bytes + self.args = (ip_addr,) + + # provider = region.split(":")[0] + # if provider == "aws" or provider == "gcp": + # self.n_processes = 32 + # elif provider == "azure": + # self.n_processes = 24 # due to throttling limits from authentication + + # encryption + if e2ee_key_bytes is None: + self.e2ee_secretbox = None + else: + self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) + + # SSL context + if use_tls: + self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) + self.ssl_context.check_hostname = False + self.ssl_context.verify_mode = ssl.CERT_NONE + logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") + else: + self.ssl_context = None + + # process-local state + self.sender_port: Optional[int] = None + self.destination_ports: Dict[str, int] = {} # ip_address -> int + self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket + self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") + + def worker_exit(self, worker_id: int): + # close destination sockets + logger.info(f"[sender:{worker_id}] exiting, closing sockets") + for dst_socket in self.destination_sockets.values(): + dst_socket.close() + + # wait for all chunks to reach state "downloaded" + # TODO: remove/replace for broadcast + def wait_for_chunks(): + cr_status = {} + for ip, ip_chunk_ids in self.sent_chunk_ids.items(): + response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") + assert response.status == 200, f"{response.status} {response.data}" + host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] + for chunk_id in ip_chunk_ids: + if chunk_id in host_state: + cr_status[chunk_id] = host_state[chunk_id]["state"] + return all(status not in ["registered", "download_queued", "download_in_progress"] for status in cr_status.values()) + + logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") + wait_success = False + for _ in range(60): + try: + if wait_for_chunks(): + wait_success = True + break + except Exception as e: + logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") + + time.sleep(5) # originally 1 + if not wait_success: + raise Exception("Timed out waiting for chunks to reach state 'downloaded'") + logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") + + # close servers + logger.info(f"[sender:{worker_id}] exiting, closing servers") + for dst_host, dst_port in self.destination_ports.items(): + response = self.http_pool.request("DELETE", f"https://{dst_host}:8080/api/v1/servers/{dst_port}") + assert response.status == 200 and json.loads(response.data.decode("utf-8")) == {"status": "ok"} + logger.info(f"[sender:{worker_id}] closed destination socket {dst_host}:{dst_port}") + + def make_socket(self, dst_host): + response = self.http_pool.request("POST", f"https://{dst_host}:8080/api/v1/servers") + assert response.status == 200, f"{response.status} {response.data.decode('utf-8')}" + self.destination_ports[dst_host] = int(json.loads(response.data.decode("utf-8"))["server_port"]) + sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) + sock.connect((dst_host, self.destination_ports[dst_host])) + original_timeout = sock.gettimeout() + sock.settimeout(30.0) # For the TLS handshake + logger.info(f"[sender:{self.worker_id}] started new server connection to {dst_host}:{self.destination_ports[dst_host]}") + if self.ssl_context is not None: + sock = self.ssl_context.wrap_socket(sock) + logger.info(f"[sender:{self.worker_id}] finished TLS handshake to {dst_host}:{self.destination_ports[dst_host]}") + sock.settimeout(original_timeout) + sock.setsockopt(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1) + return sock + + # send chunks to other instances + def process(self, chunk_req: ChunkRequest, dst_host: str): + """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" + # notify server of upcoming ChunkRequests + + print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + + # TODO: does this function need to be implemented to work for a list of chunks? + + chunk_ids = [chunk_req.chunk.chunk_id] + chunk_reqs = [chunk_req] + with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): + # TODO: remove chunk request wrapper + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") + print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + # while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) + + response = self.http_pool.request( + "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + ) + + assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + + # contact server to set up socket connection + if self.destination_ports.get(dst_host) is None: + print(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") + self.destination_sockets[dst_host] = retry_backoff( + partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout + ) + print(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") + sock = self.destination_sockets[dst_host] + + # TODO: cleanup so this isn't a loop + for idx, chunk_req in enumerate(chunk_reqs): + # self.chunk_store.state_start_upload(chunk_id, f"sender:{self.worker_id}") + chunk_id = chunk_req.chunk.chunk_id + chunk = chunk_req.chunk + chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_id) + + # read data from disk (and optionally compress if sending from source region) + with open(chunk_file_path, "rb") as f: + data = f.read() + assert len(data) == chunk.chunk_length_bytes, f"chunk {chunk_id} has size {len(data)} but should be {chunk.chunk_length_bytes}" + + wire_length = len(data) + # compressed_length = None + # if self.use_compression and self.region == chunk_req.src_region: + # data = lz4.frame.compress(data) + # wire_length = len(data) + # compressed_length = wire_length + # if self.e2ee_secretbox is not None and self.region == chunk_req.src_region: + # data = self.e2ee_secretbox.encrypt(data) + # wire_length = len(data) + + # send chunk header + header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) + print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + header.to_socket(sock) + print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + + # send chunk data + assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" + # file_size = os.path.getsize(chunk_file_path) + + with Timer() as t: + sock.sendall(data) + + # logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") + print(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") + + if dst_host not in self.sent_chunk_ids: + self.sent_chunk_ids[dst_host] = [] + self.sent_chunk_ids[dst_host].append(chunk_req.chunk.chunk_id) + + # success, so return true + return True + + +class GatewayRandomDataGen(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + size_mb: int, + n_processes: Optional[int] = 1, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + self.size_mb = size_mb + + def process(self, chunk_req: ChunkRequest): + # wait until enough space available + fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) + size_bytes = int(self.size_mb * MB) + assert size_bytes > 0, f"Invalid size {size_bytes} for fallocate" + + while True: + # create file with random data + try: + os.system(f"fallocate -l {size_bytes} {fpath}") + file_size = os.path.getsize(fpath) + if file_size == size_bytes: + break + except Exception: + print(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") + time.sleep(0.1) + continue + + logger.info(f"[{self.handle}:{self.worker_id}] Wrote chunk {chunk_req.chunk.chunk_id} with size {file_size} to {fpath}") + chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) + + return True + + +class GatewayWriteLocal(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + n_processes: int = 1, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + + def process(self, chunk_req: ChunkRequest): + # do nothing (already written locally) + return True + + +class GatewayObjStoreOperator(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + n_processes: Optional[int] = 1, + chunk_store: Optional[ChunkStore] = None, + bucket_name: Optional[str] = None, + bucket_region: Optional[str] = None, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + self.bucket_name = bucket_name + self.bucket_region = bucket_region + self.src_requester_pays = cloud_config.get_flag("requester_pays") + + # process-local state + self.worker_id: Optional[int] = None + self.obj_store_interfaces: Dict[str, ObjectStoreInterface] = {} + + # interact with object store + def get_obj_store_interface(self, region: str, bucket: str) -> ObjectStoreInterface: + key = f"{region}:{bucket}" + if key not in self.obj_store_interfaces: + logger.warning(f"[gateway_daemon] ObjectStoreInterface not cached for {key}") + try: + self.obj_store_interfaces[key] = ObjectStoreInterface.create(region, bucket) + except Exception as e: + raise ValueError(f"Failed to create obj store interface {str(e)}") + return self.obj_store_interfaces[key] + + +class GatewayObjStoreReadOperator(GatewayObjStoreOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + n_processes: int = 32, + chunk_store: Optional[ChunkStore] = None, + bucket_name: Optional[str] = None, + bucket_region: Optional[str] = None, + ): + super().__init__( + handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region + ) + + def process(self, chunk_req: ChunkRequest, **args): + fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) + # wait for free space + logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") + + obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + + if self.src_requester_pays: + obj_store_interface.set_requester_bool(True) + + # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + + assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" + while True: + # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + # continue + try: + md5sum = retry_backoff( + partial( + obj_store_interface.download_object, + chunk_req.chunk.src_key, + fpath, + chunk_req.chunk.file_offset_bytes, + chunk_req.chunk.chunk_length_bytes, + generate_md5=True, + ), + max_retries=1, # TODO: fix this - not a good solution + ) + + # ensure properly downloaded + file_size = os.path.getsize(fpath) + if file_size == chunk_req.chunk.chunk_length_bytes: + break + else: + print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) + + except Exception as e: + print("Failed", e) + time.sleep(1) + + # update md5sum for chunk requests + # TODO: create checksum operator + # if not md5sum: + # logger.error(f"[obj_store:{self.worker_id}] Checksum was not generated for {chunk_req.chunk.src_key}") + # else: + # self.chunk_store.update_chunk_checksum(chunk_req.chunk.chunk_id, md5sum) + + recieved_chunk_size = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).stat().st_size + assert ( + recieved_chunk_size == chunk_req.chunk.chunk_length_bytes + ), f"Downloaded chunk {chunk_req.chunk.chunk_id} to {fpath} has incorrect size (expected {chunk_req.chunk.chunk_length_bytes} but got {recieved_chunk_size}, {chunk_req.chunk.chunk_length_bytes})" + logger.debug(f"[obj_store:{self.worker_id}] Downloaded {chunk_req.chunk.chunk_id} from {self.bucket_name}") + return True + + +class GatewayObjStoreWriteOperator(GatewayObjStoreOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + upload_id_map: Dict[str, str], # map of upload_id mappings from client + n_processes: Optional[int] = 32, + chunk_store: Optional[ChunkStore] = None, + bucket_name: Optional[str] = None, + bucket_region: Optional[str] = None, + prefix: Optional[str] = "", + ): + super().__init__( + handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region + ) + self.chunk_store = chunk_store + self.upload_id_map = upload_id_map + self.prefix = prefix + + def process(self, chunk_req: ChunkRequest): + fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) + logger.debug( + f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" + ) + + # TODO: cache object store interface + obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + + if chunk_req.chunk.multi_part: + assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" + upload_id = self.upload_id_map[chunk_req.chunk.src_key] + else: + upload_id = None + + key = self.prefix + chunk_req.chunk.dest_key + logger.debug(f"[obj_store:{self.worker_id}] Uploading to id {upload_id} for key {key} bucket {self.bucket_name}") + retry_backoff( + partial( + obj_store_interface.upload_object, + fpath, + key, + chunk_req.chunk.part_number, + upload_id, + check_md5=chunk_req.chunk.md5_hash, + ), + max_retries=1, + ) + logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") + return True diff --git a/skyplane/gateway/operators/gateway_receiver.py b/skyplane/gateway/operators/gateway_receiver.py new file mode 100644 index 000000000..e04ccb21b --- /dev/null +++ b/skyplane/gateway/operators/gateway_receiver.py @@ -0,0 +1,222 @@ +import os +import signal +import socket +import ssl +import time +import traceback +from contextlib import closing +from multiprocessing import Event, Process, Value, Queue +from typing import Optional, Tuple + +import nacl.secret + +from skyplane.utils.definitions import MB +from skyplane.utils import logger +from skyplane.utils.timer import Timer + +from skyplane.chunk import WireProtocolHeader +from skyplane.gateway.cert import generate_self_signed_certificate +from skyplane.gateway.chunk_store import ChunkStore + + +class GatewayReceiver: + def __init__( + self, + handle: str, + region: str, + chunk_store: ChunkStore, + error_event, + error_queue: Queue, + recv_block_size=4 * MB, + max_pending_chunks=1, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, + e2ee_key_bytes: Optional[bytes] = None, + ): + self.handle = handle + self.region = region + self.chunk_store = chunk_store + self.error_event = error_event + self.error_queue = error_queue + self.recv_block_size = recv_block_size + self.max_pending_chunks = max_pending_chunks + print("Max pending chunks", self.max_pending_chunks) + self.use_compression = use_compression + if e2ee_key_bytes is None: + self.e2ee_secretbox = None + else: + self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) + self.server_processes = [] + self.server_ports = [] + self.next_gateway_worker_id = 0 + self.socket_profiler_event_queue = Queue() + + # SSL context + if use_tls: + generate_self_signed_certificate("temp.cert", "temp.key") + self.ssl_context = ssl.create_default_context(ssl.Purpose.CLIENT_AUTH) + self.ssl_context.check_hostname = False + self.ssl_context.verify_mode = ssl.CERT_NONE + self.ssl_context.load_cert_chain("temp.cert", "temp.key") + logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") + else: + self.ssl_context = None + + # private state per worker + self.worker_id: Optional[int] = None + + def start_server(self): + started_event = Event() + port = Value("i", 0) + + def server_worker(worker_id: int): + self.worker_id = worker_id + with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: + sock.bind(("0.0.0.0", 0)) + socket_port = sock.getsockname()[1] + port.value = socket_port + exit_flag = Event() + + def signal_handler(signal, frame): + exit_flag.set() + + signal.signal(signal.SIGINT, signal_handler) + + sock.listen() + if self.ssl_context is not None: + ssl_sock = self.ssl_context.wrap_socket(sock, server_side=True) + else: + ssl_sock = sock + started_event.set() + logger.info(f"[receiver:{socket_port}] Waiting for connection") + ssl_conn, addr = ssl_sock.accept() + logger.info(f"[receiver:{socket_port}] Accepted connection from {addr}") + while not exit_flag.is_set() and not self.error_event.is_set(): + try: + self.recv_chunks(ssl_conn, addr) + except Exception as e: + logger.warning(f"[receiver:{socket_port}] Error: {str(e)}") + self.error_queue.put(traceback.format_exc()) + exit_flag.set() + self.error_event.set() + logger.warning(f"[receiver:{socket_port}] Exiting on signal") + ssl_conn.close() + + gateway_id = self.next_gateway_worker_id + self.next_gateway_worker_id += 1 + p = Process(target=server_worker, args=(gateway_id,)) + p.start() + started_event.wait() + self.server_processes.append(p) + self.server_ports.append(port.value) + logger.info(f"[receiver:{port.value}] Started server)") + return port.value + + def stop_server(self, port: int): + matched_process = None + for server_port, server_process in zip(self.server_ports, self.server_processes): + if server_port == port: + matched_process = server_process + break + if matched_process is None: + raise ValueError(f"No server found on port {port}") + else: + os.kill(matched_process.pid, signal.SIGINT) + matched_process.join(30) + matched_process.terminate() + self.server_processes.remove(matched_process) + self.server_ports.remove(port) + logger.warning(f"[server:{port}] Stopped server") + return port + + def stop_servers(self): + for port in self.server_ports: + self.stop_server(port) + assert len(self.server_ports) == 0 + assert len(self.server_processes) == 0 + + def stop_workers(self): + self.stop_servers() + + def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): + server_port = conn.getsockname()[1] + chunks_received = [] + init_space = self.chunk_store.remaining_bytes() + print("Init space", init_space) + while True: + # receive header and write data to file + logger.debug(f"[receiver:{server_port}] Blocking for next header") + chunk_header = WireProtocolHeader.from_socket(conn) + logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} Got chunk header {chunk_header}") + + # TODO: this wont work + # chunk_request = self.chunk_store.get_chunk_request(chunk_header.chunk_id) + + # should_decrypt = self.e2ee_secretbox is not None and chunk_request.dst_region == self.region + # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region + + # wait for space + # while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # print( + # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + # ) + # time.sleep(0.1) + + # get data + # self.chunk_store.state_queue_download(chunk_header.chunk_id) + # self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") + logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") + with Timer() as t: + fpath = self.chunk_store.get_chunk_file_path(chunk_header.chunk_id) + with fpath.open("wb") as f: + socket_data_len = chunk_header.data_len + chunk_received_size = 0 + to_write = bytearray(socket_data_len) + to_write_view = memoryview(to_write) + while socket_data_len > 0: + nbytes = conn.recv_into(to_write_view[chunk_received_size:], min(socket_data_len, self.recv_block_size)) + socket_data_len -= nbytes + chunk_received_size += nbytes + self.socket_profiler_event_queue.put( + dict( + receiver_id=self.worker_id, + chunk_id=chunk_header.chunk_id, + time_ms=t.elapsed * 1000.0, + bytes=chunk_received_size, + ) + ) + to_write = bytes(to_write) + + # try to write data until successful + while True: + try: + f.seek(0, 0) + f.write(to_write) + f.flush() + + # check size + file_size = os.path.getsize(fpath) + if file_size == chunk_header.data_len: + break + elif file_size >= chunk_header.data_len: + raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") + except Exception as e: + print(e) + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) + time.sleep(1) + assert ( + socket_data_len == 0 and chunk_received_size == chunk_header.data_len + ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" + + logger.debug(f"Recieved chunk {chunk_header.chunk_id} size {chunk_header.data_len}") + + # todo check hash + # self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") + chunks_received.append(chunk_header.chunk_id) + + if chunk_header.n_chunks_left_on_socket == 0: + logger.debug(f"[receiver:{server_port}] End of stream reached") + return From c793ea8c5e0115ccc47e61014f63545f655f6d0f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 18:42:46 -0700 Subject: [PATCH 133/186] support CLI --- skyplane/__init__.py | 2 + skyplane/api/client.py | 11 +- skyplane/api/config.py | 4 +- skyplane/api/dataplane.py | 2 +- skyplane/api/pipeline.py | 32 +++-- skyplane/api/provisioner.py | 2 - skyplane/api/tracker.py | 3 - skyplane/api/transfer_job.py | 42 +++++- skyplane/cli/cli_transfer.py | 121 ++++++++++-------- skyplane/compute/aws/aws_auth.py | 2 - skyplane/compute/aws/aws_cloud_provider.py | 7 +- skyplane/compute/gcp/gcp_auth.py | 3 - .../gateway/operators/gateway_receiver.py | 8 +- skyplane/planner/topology.py | 8 +- 14 files changed, 152 insertions(+), 95 deletions(-) diff --git a/skyplane/__init__.py b/skyplane/__init__.py index d1ae9f5f7..fd996ab0b 100644 --- a/skyplane/__init__.py +++ b/skyplane/__init__.py @@ -4,6 +4,7 @@ from skyplane.api.client import SkyplaneClient from skyplane.api.config import TransferConfig, AWSConfig, AzureConfig, GCPConfig from skyplane.api.dataplane import Dataplane +from skyplane.api.pipeline import Pipeline from skyplane.api.tracker import TransferHook __version__ = "0.3.1" @@ -17,6 +18,7 @@ # API "SkyplaneClient", "Dataplane", + "Pipeline", "TransferConfig", "AWSConfig", "AzureConfig", diff --git a/skyplane/api/client.py b/skyplane/api/client.py index b88797018..1e8feed51 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -72,9 +72,16 @@ def __init__( ibmcloud_auth=self.ibmcloud_auth, ) - def pipeline(self, debug=False): + def pipeline(self, planning_algorithm: Optional[str] = "direct", max_instances: Optional[int] = 1, debug=False): """Create a pipeline object to queue jobs""" - return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug) + return Pipeline( + planning_algorithm=planning_algorithm, + max_instances=max_instances, + clientid=self.clientid, + provisioner=self.provisioner, + transfer_config=self.transfer_config, + debug=debug, + ) def copy(self, src: str, dst: str, recursive: bool = False): """ diff --git a/skyplane/api/config.py b/skyplane/api/config.py index dcd05bf19..2d1ff42ac 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -63,12 +63,10 @@ class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False - # randomly generate data or not for broadcast + # randomly generate data gen_random_data: bool = False gen_random_data_chunk_size_mb: Optional[float] = None gen_random_data_num_chunks: Optional[int] = None - src_region: Optional[str] = None - dst_regions: Optional[List[str]] = None # gateway settings use_bbr: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 415637da6..6dda824a5 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -234,7 +234,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): :type spinner: bool """ with self.provisioning_lock: - if self.debug: + if self.debug and self.provisioned: logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 753316ed8..d2c88a0bc 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -38,8 +38,9 @@ def __init__( provisioner: "Provisioner", transfer_config: TransferConfig, # cloud_regions: dict, - planning_algorithm: str = "direct", - debug: bool = False, + max_instances: Optional[int] = 1, + planning_algorithm: Optional[str] = "direct", + debug: Optional[bool] = False, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -52,7 +53,7 @@ def __init__( self.clientid = clientid # self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config - self.max_instances = 1 + self.max_instances = max_instances self.provisioner = provisioner self.transfer_config = transfer_config self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) @@ -61,6 +62,9 @@ def __init__( self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) + # dataplane + self.dataplane = None + # planner self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": @@ -78,17 +82,25 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - def start(self, debug=False, progress=False): - # TODO: Set number of connections properly (or not at all) - planner = MulticastDirectPlanner(self.max_instances, 32) - + def create_dataplane(self, debug): # create plan from set of jobs scheduled - topo = planner.plan(self.jobs_to_dispatch) + topo = self.planner.plan(self.jobs_to_dispatch) # create dataplane from plan dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) + return dp + + def start(self, debug=False, progress=False): + ## create plan from set of jobs scheduled + # topo = self.planner.plan(self.jobs_to_dispatch) + + ## create dataplane from plan + # dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) + dp = self.create_dataplane(debug) + print("created dataplane") try: dp.provision(spinner=True) + print("done provision") if progress: from skyplane.cli.impl.progress_bar import ProgressBarTransferHook @@ -103,11 +115,9 @@ def start(self, debug=False, progress=False): if debug: dp.copy_gateway_logs() except Exception as e: - print(e) - print("copy gateway logs") dp.copy_gateway_logs() - print("deprovisioning dataplane...") dp.deprovision(spinner=True) + return dp def queue_copy( self, diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 9cc00b896..d07446f02 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -155,14 +155,12 @@ def get_node(self, uuid: str) -> compute.Server: return self.provisioned_vms[uuid] def _provision_task(self, task: ProvisionerTask): - print("provision", task.region) with Timer() as t: if task.cloud_provider == "aws": assert self.aws.auth.enabled(), "AWS credentials not configured" server = self.aws.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "azure": assert self.azure.auth.enabled(), "Azure credentials not configured" - print("PROVISION", task.tags, task.vm_type) server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index dde65b141..d86102e39 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -208,7 +208,6 @@ def monitor_single_dst_helper(dst_region): except Exception as e: raise e e2e_end_time = time.time() - print("results", results) transfer_stats = { "total_runtime_s": e2e_end_time - e2e_start_time, "throughput_gbits": self.query_bytes_dispatched() / (e2e_end_time - e2e_start_time) / GB * 8, @@ -317,8 +316,6 @@ def monitor_transfer(pd, self, region_tag): # sleep time.sleep(0.05) - print("no more pending", region_tag) - @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 43ec51f46..325ba5671 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -725,7 +725,32 @@ def verify_region(i): class SyncJob(CopyJob): """sync job that copies the source objects that does not exist in the destination bucket to the destination""" - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + def __init__( + self, + src_path: str, + dst_paths: str, + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + ): + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + # @abstractmethod + def __init__( + self, + src_path: str, + dst_paths: List[str], + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + ): + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests @@ -734,10 +759,18 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) + + # only single destination supported + assert len(self.dst_ifaces) == 1, "Only single destination supported for sync job" + # enrich destination objects with metadata for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefixes): if self._post_filter_fn(src_obj, dest_obj): - yield src_obj, dest_obj + yield TransferPair( + src_obj=src_obj, + dst_objs={self.dst_ifaces[0].region_tag(): dest_obj}, + dst_key=dest_obj.key.replace(self.dst_prefixes[0], ""), + ) def _enrich_dest_objs( self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str @@ -753,7 +786,10 @@ def _enrich_dest_objs( logger.fs.debug(f"Querying objects in {dst_iface.bucket()}") if not hasattr(self, "_found_dest_objs"): self._found_dest_objs = {obj.key: obj for obj in dst_iface.list_objects(dest_prefix)} - for src_obj, dest_obj in transfer_pairs: + for pair in transfer_pairs: + src_obj = pair.src_obj + dest_obj = list(pair.dst_objs.values())[0] + assert len(list(pair.dst_objs.keys())) == 1, f"Multiple destinations are not support for sync: {pair.dst_objs}" if dest_obj.key in self._found_dest_objs: dest_obj.size = self._found_dest_objs[dest_obj.key].size dest_obj.last_modified = self._found_dest_objs[dest_obj.key].last_modified diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 6cbc63a67..8c01036cb 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -63,7 +63,6 @@ def __init__(self, src_region_tag: str, dst_region_tag: str, args: Dict[str, Any ibmcloud_config=self.ibmcloud_config, ) typer.secho(f"Using Skyplane version {skyplane.__version__}", fg="bright_black") - typer.secho(f"Logging to: {self.client.log_dir / 'client.log'}", fg="bright_black") def to_api_config(self, config: SkyplaneConfig): aws_config = AWSConfig(aws_enabled=config.aws_enabled) @@ -179,27 +178,35 @@ def transfer_sync_small(self, src: str, dst: str) -> bool: else: return False - def make_dataplane(self, **solver_args) -> skyplane.Dataplane: - if self.src_region_tag.split(":")[0] == "hdfs": - self.src_region_tag = self.dst_region_tag - dp = self.client.dataplane(*self.src_region_tag.split(":"), *self.dst_region_tag.split(":"), **solver_args) - logger.fs.debug(f"Using dataplane: {dp}") - return dp + # def make_dataplane(self, **solver_args) -> skyplane.Dataplane: + # if self.src_region_tag.split(":")[0] == "hdfs": + # self.src_region_tag = self.dst_region_tag + # dp = self.client.dataplane(*self.src_region_tag.split(":"), *self.dst_region_tag.split(":"), **solver_args) + # logger.fs.debug(f"Using dataplane: {dp}") + # return dp - def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def make_pipeline(self, **solver_args) -> skyplane.Pipeline: + pipeline = self.client.pipeline(**solver_args) + logger.fs.debug(f"Using pipeline: {pipeline}") + return pipeline + + def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" - if not len(dp.jobs_to_dispatch) > 0: + if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False - transfer_pair_gen = dp.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore - console.print(f"[bold yellow]Will transfer objects from {dp.src_region_tag} to {dp.dst_region_tag}[/bold yellow]") - sorted_counts = sorted(dp.topology.per_region_count().items(), key=lambda x: x[0]) + transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore + console.print( + f"[bold yellow]Will transfer objects from {dp.topology.src_region_tag} to {dp.topology.dest_region_tags}[/bold yellow]" + ) + topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) + sorted_counts = sorted(topology.per_region_count().items(), key=lambda x: x[0]) console.print( f" [bold][blue]VMs to provision:[/blue][/bold] [bright_black]{', '.join(f'{c}x {r}' for r, c in sorted_counts)}[/bright_black]" ) - if dp.topology.cost_per_gb: + if topology.cost_per_gb: console.print( - f" [bold][blue]Estimated egress cost:[/blue][/bold] [bright_black]${dp.topology.cost_per_gb:,.2f}/GB[/bright_black]" + f" [bold][blue]Estimated egress cost:[/blue][/bold] [bright_black]${topology.cost_per_gb:,.2f}/GB[/bright_black]" ) # show spinner with Progress( @@ -218,10 +225,12 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf if len(obj_pairs) == 0: typer.secho("No objects to transfer.") return False - for src_obj, dst_obj in obj_pairs[:query_n]: - console.print( - f" [bright_black][bold]{src_obj.full_path()}[/bold] => [bold]{dst_obj.full_path()}[/bold] ({format_bytes(src_obj.size)})[/bright_black]" - ) + for pair in obj_pairs[:query_n]: + src_obj = pair.src_obj + for dst_obj in pair.dst_objs.values(): + console.print( + f" [bright_black][bold]{src_obj.full_path()}[/bold] => [bold]{dst_obj.full_path()}[/bold] ({format_bytes(src_obj.size)})[/bright_black]" + ) if len(obj_pairs) > query_n: console.print(f" [bright_black]...[/bright_black]") if ask_to_confirm_transfer: @@ -239,12 +248,12 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf console.print("[green]Transfer starting[/green]") return True - def estimate_small_transfer(self, dp: skyplane.Dataplane, size_threshold_bytes: float, query_n: int = 1000) -> bool: + def estimate_small_transfer(self, pipeline: skyplane.Pipeline, size_threshold_bytes: float, query_n: int = 1000) -> bool: """Estimates if the transfer is small by querying up to `query_n` files from the TransferJob. If it exceeds the file size limit, then it will fall back to the cloud CLIs.""" - if len(dp.jobs_to_dispatch) != 1: + if len(pipeline.jobs_to_dispatch) != 1: return False - job = dp.jobs_to_dispatch[0] + job = pipeline.jobs_to_dispatch[0] if not isinstance(job, CopyJob): return False transfer_pair_gen = job.gen_transfer_pairs() @@ -252,7 +261,8 @@ def estimate_small_transfer(self, dp: skyplane.Dataplane, size_threshold_bytes: generator_exhausted = False for _ in range(query_n): try: - src_obj, _ = next(transfer_pair_gen) + pair = next(transfer_pair_gen) + src_obj = pair.src_obj total_size += src_obj.size if total_size > size_threshold_bytes: return False @@ -350,22 +360,27 @@ def cp( ) return 1 - dp = cli.make_dataplane( - solver_type=solver, - n_vms=max_instances, - n_connections=max_connections, - solver_required_throughput_gbits=solver_required_throughput_gbits, - debug=debug, - ) + # dp = cli.make_dataplane( + # solver_type=solver, + # n_vms=max_instances, + # n_connections=max_connections, + # solver_required_throughput_gbits=solver_required_throughput_gbits, + # debug=debug, + # ) + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + pipeline.queue_copy(src, dst, recursive=recursive) + + # dataplane must be created after transfers are queued + dp = pipeline.create_dataplane(debug=debug) if provider_src in ("local", "nfs") and provider_dst in ("aws", "gcp", "azure"): + # manually create dataplane for queued transfer with dp.auto_deprovision(): - dp.queue_copy(src, dst, recursive=recursive) try: - if not cli.confirm_transfer(dp, 5, ask_to_confirm_transfer=not confirm): + if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): return 1 dp.provision(spinner=True) - dp.run(ProgressBarTransferHook()) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) except skyplane.exceptions.SkyplaneException as e: console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") console.print(e.pretty_print_str()) @@ -374,26 +389,27 @@ def cp( # return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 elif provider_src in ("aws", "gcp", "azure", "hdfs", "ibmcloud") and provider_dst in ("aws", "gcp", "azure", "ibmcloud"): # todo support ILP solver params - dp = cli.make_dataplane( - solver_type=solver, - solver_required_throughput_gbits=solver_required_throughput_gbits, - n_vms=max_instances, - n_connections=max_connections, - debug=debug, - ) + # dp = cli.make_dataplane( + # solver_type=solver, + # solver_required_throughput_gbits=solver_required_throughput_gbits, + # n_vms=max_instances, + # n_connections=max_connections, + # debug=debug, + # ) with dp.auto_deprovision(): - dp.queue_copy(src, dst, recursive=recursive) + # dp.queue_copy(src, dst, recursive=recursive) if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - dp, cloud_config.get_flag("native_cmd_threshold_gb") * GB + pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB ): small_transfer_status = cli.transfer_cp_small(src, dst, recursive) if small_transfer_status: return 0 try: - if not cli.confirm_transfer(dp, 5, ask_to_confirm_transfer=not confirm): + if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): return 1 dp.provision(spinner=True) - dp.run(ProgressBarTransferHook()) + # dp.run(ProgressBarTransferHook()) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) except KeyboardInterrupt: logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") @@ -503,27 +519,24 @@ def sync( elif provider_src in ("aws", "gcp", "azure") and provider_dst in ("aws", "gcp", "azure"): # todo support ILP solver params print() - dp = cli.make_dataplane( - solver_type=solver, - solver_required_throughput_gbits=solver_required_throughput_gbits, - n_vms=max_instances, - n_connections=max_connections, - debug=debug, - ) + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + pipeline.queue_sync(src, dst) + + dp = pipeline.create_dataplane(debug=True) + with dp.auto_deprovision(): - dp.queue_sync(src, dst) if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - dp, cloud_config.get_flag("native_cmd_threshold_gb") * GB + pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB ): small_transfer_status = cli.transfer_sync_small(src, dst) if small_transfer_status: return 0 try: console.print("[yellow]Note: sync must query the destination bucket to diff objects. This may take a while.[/yellow]") - if not cli.confirm_transfer(dp, 5, ask_to_confirm_transfer=not confirm): + if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): return 1 dp.provision(spinner=True) - dp.run(ProgressBarTransferHook()) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) except KeyboardInterrupt: logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index ab59693c3..532c01e20 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -62,8 +62,6 @@ def save_region_config(boto3, self, config: SkyplaneConfig): region_text = region["Endpoint"] region_name = region_text[region_text.find(".") + 1 : region_text.find(".amazon")] region_list.append(region_name) - - # get VCPU limits f.write("\n".join(region_list)) quota_infos = fn.do_parallel( diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 8c4059567..780ef6305 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -221,25 +221,20 @@ def start_instance(subnet_id: str): current_subnet_id = 0 for i in range(max_retries): try: - print("subnet", region, subnets[current_subnet_id]) instance = start_instance(subnets[current_subnet_id].id) break except exceptions.ClientError as e: if i == max_retries - 1: raise elif "VcpuLimitExceeded" in str(e): - print("VCPU LIMIT ERROR") raise skyplane_exceptions.InsufficientVCPUException() from e elif "Invalid IAM Instance Profile name" in str(e): - print("INVALID IAM INSTANCE PROFILE NAME") logger.warning(str(e)) elif "InsufficientInstanceCapacity" in str(e): # try another subnet - print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) - print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) else: - print("UNKNOWN", e) + raise ValueError(f"Unexpected provisioning error: {str(e)}") time.sleep(backoff) backoff = min(backoff * 2, max_backoff) diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index bc8a41677..d050da70e 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -254,9 +254,6 @@ def get_gcp_client(discovery, self, service_name="compute", version="v1"): @imports.inject("google.cloud.storage", pip_extra="gcp") def get_storage_client(storage, self): - # must use service account for XML storage API - print("using service account", self.service_account_credentials) - # TODO: cache storage account clinet # check that storage account works return storage.Client.from_service_account_json(self.service_account_credentials) diff --git a/skyplane/gateway/operators/gateway_receiver.py b/skyplane/gateway/operators/gateway_receiver.py index e04ccb21b..168df31e1 100644 --- a/skyplane/gateway/operators/gateway_receiver.py +++ b/skyplane/gateway/operators/gateway_receiver.py @@ -74,7 +74,7 @@ def server_worker(worker_id: int): with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: sock.bind(("0.0.0.0", 0)) socket_port = sock.getsockname()[1] - port.value = socket_port + port.value = socket_port # type: ignore exit_flag = Event() def signal_handler(signal, frame): @@ -108,9 +108,9 @@ def signal_handler(signal, frame): p.start() started_event.wait() self.server_processes.append(p) - self.server_ports.append(port.value) - logger.info(f"[receiver:{port.value}] Started server)") - return port.value + self.server_ports.append(port.value) # type: ignore + logger.info(f"[receiver:{port.value}] Started server)") # type: ignore + return port.value # type: ignore def stop_server(self, port: int): matched_process = None diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 03374a19e..f8b72de9f 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -65,7 +65,6 @@ def regions(self) -> List[str]: def add_gateway(self, region_tag: str): """Create gateway in specified region""" - print(region_tag) gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) assert gateway_id not in self.gateways gateway = TopologyPlanGateway(region_tag, gateway_id) @@ -148,3 +147,10 @@ def source_instances(self): nodes.append(gateway) break return nodes + + def per_region_count(self) -> Dict[str, int]: + """Return number of gateways VMs per region""" + counts = {} + for node in self.get_gateways(): + counts[node.region_tag] = counts.get(node.region_tag, 0) + 1 + return counts From e66fdbab3d65e256e00952dc25b7861ffadf51ca Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 21:33:56 -0700 Subject: [PATCH 134/186] comment out on-prem --- skyplane/gateway/gateway_onprem.py | 28 +++++++++++++++------------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/skyplane/gateway/gateway_onprem.py b/skyplane/gateway/gateway_onprem.py index 0d0696726..9bd0e1d01 100644 --- a/skyplane/gateway/gateway_onprem.py +++ b/skyplane/gateway/gateway_onprem.py @@ -1,16 +1,18 @@ import psutil from multiprocessing import Process -from skyplane.gateway.gateway_sender import GatewaySender - - -class GatewayOnPrem(GatewaySender): - def start_workers(self): - # Assert no other prallel internet connections are active on the node - # Else this could lead to a noisy neighbor problem - assert len(psutil.net_connections()) < 5, "Cannot start workers when other workers are running" - for ip, num_connections in self.outgoing_ports.items(): - for i in range(num_connections): - p = Process(target=self.worker_loop, args=(i, ip)) - p.start() - self.processes.append(p) +# TODO: migrate to programmable gateways +# from skyplane.gateway.gateway_sender import GatewaySender +# +# +# class GatewayOnPrem(GatewaySender): +# def start_workers(self): +# # Assert no other prallel internet connections are active on the node +# # Else this could lead to a noisy neighbor problem +# assert len(psutil.net_connections()) < 5, "Cannot start workers when other workers are running" +# for ip, num_connections in self.outgoing_ports.items(): +# for i in range(num_connections): +# p = Process(target=self.worker_loop, args=(i, ip)) +# p.start() +# self.processes.append(p) +# From 00caafef5b17046d8f393c16b2b1be2c3bd9d4bf Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 22:25:55 -0700 Subject: [PATCH 135/186] ignore solver for linting --- .pytype.cfg | 3 +++ skyplane/api/dataplane.py | 2 +- skyplane/api/provisioner.py | 2 +- skyplane/planner/solver.py | 6 +++--- 4 files changed, 8 insertions(+), 5 deletions(-) diff --git a/.pytype.cfg b/.pytype.cfg index 25c7550ee..132597578 100644 --- a/.pytype.cfg +++ b/.pytype.cfg @@ -8,6 +8,9 @@ exclude = skyplane/benchmark/**/*.py scripts/**/*.py examples/*.py + skyplane/planner/solver.py + skyplane/planner/solver_ilp.py + skyplane/planner/solver_ron.py # Space-separated list of files or directories to process. inputs = diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 6dda824a5..d3b5c6b53 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -53,7 +53,7 @@ def __init__( :param clientid: the uuid of the local host to create the dataplane :type clientid: str :param topology: the calculated topology during the transfer - :type topology: ReplicationTopology + :type topology: TopologyPlan :param provisioner: the provisioner to launch the VMs :type provisioner: Provisioner :param transfer_config: the configuration during the transfer diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index d07446f02..2c7ab7e65 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # todo specify network tier in ReplicationTopology + # TODO: specify network tier in server = self.gcp.provision_instance( task.region, task.vm_type, diff --git a/skyplane/planner/solver.py b/skyplane/planner/solver.py index fb7c20d48..5a18f1ed4 100644 --- a/skyplane/planner/solver.py +++ b/skyplane/planner/solver.py @@ -231,7 +231,7 @@ def plot_graphviz(self, solution: ThroughputSolution): g.edge(src_label, dst_label, label=label) return g - def to_replication_topology(self, solution: ThroughputSolution, scale_to_capacity=True) -> Tuple[ReplicationTopology, float]: + def to_replication_topology(self, solution: ThroughputSolution, scale_to_capacity=True) -> Tuple[TopologyPlan, float]: regions = self.get_regions() Edge = namedtuple("Edge", ["src_region", "src_instance_idx", "dst_region", "dst_instance_idx", "connections"]) @@ -320,9 +320,9 @@ def to_replication_topology(self, solution: ThroughputSolution, scale_to_capacit else: scale_factor = 1.0 - # build ReplicationTopology + # build TopologyPlan obj_store_edges = set() - replication_topology = ReplicationTopology() + replication_topology = TopologyPlan(src_region_tag=e.src_region, dest_region_tags=[e.dst_region]) for e in dst_edges: if e.connections >= 1: # connect source to destination From 2dc42deeb4df01805038b7f75a386eeebd2b4243 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 23:14:26 -0700 Subject: [PATCH 136/186] reformat --- skyplane/api/dataplane.py | 2 +- skyplane/api/provisioner.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d3b5c6b53..817f19efd 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -53,7 +53,7 @@ def __init__( :param clientid: the uuid of the local host to create the dataplane :type clientid: str :param topology: the calculated topology during the transfer - :type topology: TopologyPlan + :type topology: TopologyPlan :param provisioner: the provisioner to launch the VMs :type provisioner: Provisioner :param transfer_config: the configuration during the transfer diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 2c7ab7e65..378f13ed5 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # TODO: specify network tier in + # TODO: specify network tier in server = self.gcp.provision_instance( task.region, task.vm_type, From e737d3dde001f69bf0c0f9ae899b4b3d243b9efe Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 23:43:18 -0700 Subject: [PATCH 137/186] format --- skyplane/obj_store/object_store_interface.py | 33 ++------------------ 1 file changed, 2 insertions(+), 31 deletions(-) diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index 7717e86a2..06640e3b1 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -11,8 +11,8 @@ class ObjectStoreObject: """Defines object in object store.""" key: str - provider: str = None - bucket: str = None + provider: Optional[str] = None + bucket: Optional[str] = None size: Optional[int] = None last_modified: Optional[str] = None mime_type: Optional[str] = None @@ -108,32 +108,3 @@ def initiate_multipart_upload(self, dst_object_name: str, mime_type: Optional[st def complete_multipart_upload(self, dst_object_name: str, upload_id: str) -> None: raise ValueError("Multipart uploads not supported") - - @staticmethod - def create(region_tag: str, bucket: str): - # TODO: modify this to also support local file - if region_tag.startswith("aws"): - from skyplane.obj_store.s3_interface import S3Interface - - return S3Interface(bucket) - elif region_tag.startswith("gcp"): - from skyplane.obj_store.gcs_interface import GCSInterface - - return GCSInterface(bucket) - elif region_tag.startswith("azure"): - from skyplane.obj_store.azure_blob_interface import AzureBlobInterface - - storage_account, container = bucket.split("/", 1) # / - return AzureBlobInterface(storage_account, container) - - elif region_tag.startswith("ibmcloud"): - from skyplane.obj_store.cos_interface import COSInterface - - return COSInterface(bucket, region_tag) - elif region_tag.startswith("hdfs"): - from skyplane.obj_store.hdfs_interface import HDFSInterface - - logger.fs.debug(f"attempting to create hdfs bucket {bucket}") - return HDFSInterface(host=bucket) - else: - raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") From 295274635b068ac1f77cc9c843f9866d4c194e66 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 27 Apr 2023 00:04:53 -0700 Subject: [PATCH 138/186] fix --- skyplane/gateway/operators/gateway_operator.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 2946f6a29..611d625f5 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -496,11 +496,9 @@ def process(self, chunk_req: ChunkRequest, **args): file_size = os.path.getsize(fpath) if file_size == chunk_req.chunk.chunk_length_bytes: break - else: - print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) except Exception as e: - print("Failed", e) + logger.error(f"[obj_store:{self.worker_id}] {str(e)}") time.sleep(1) # update md5sum for chunk requests From 82030b6c4c5582ce5c8ddd3f48060cf20f1f9b31 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 27 Apr 2023 00:37:26 -0700 Subject: [PATCH 139/186] fix errors --- .pytype.cfg | 1 + skyplane/api/client.py | 2 +- skyplane/api/dataplane.py | 4 ++-- skyplane/gateway/gateway_daemon_api.py | 3 ++- skyplane/gateway/operators/gateway_operator.py | 3 ++- 5 files changed, 8 insertions(+), 5 deletions(-) diff --git a/.pytype.cfg b/.pytype.cfg index 132597578..3a26a9ed5 100644 --- a/.pytype.cfg +++ b/.pytype.cfg @@ -2,6 +2,7 @@ # Space-separated list of files or directories to exclude. exclude = + env/ **/*_test.py **/test_*.py **/__init__.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 1e8feed51..f7afae7e1 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -100,7 +100,7 @@ def copy(self, src: str, dst: str, recursive: bool = False): pipeline = self.pipeline() pipeline.queue_copy(src, dst, recursive=recursive) - pipeline.run() + pipeline.start() def object_store(self): return ObjectStore() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 817f19efd..6dd7bc0ad 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -114,7 +114,7 @@ def _start_gateway( gateway_server.start_gateway( # setup_args, gateway_docker_image=gateway_docker_image, - gateway_program_path=gateway_program_filename, + gateway_program_path=str(gateway_program_filename), gateway_info_path=f"{gateway_log_dir}/gateway_info.json", e2ee_key_bytes=None, # TODO: remove use_bbr=self.transfer_config.use_bbr, # TODO: remove @@ -278,7 +278,7 @@ def source_gateways(self) -> List[compute.Server]: """Returns a list of source gateway nodes""" return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] - def sink_gateways(self) -> List[compute.Server]: + def sink_gateways(self) -> Dict[str, List[compute.Server]]: """Returns a list of sink gateway nodes""" return ( {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 6b0e1e1cd..5962881f9 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -1,4 +1,5 @@ import logging +import multiprocessing from collections import defaultdict import logging.handlers import os @@ -40,7 +41,7 @@ def __init__( error_queue: Queue, terminal_operators: Dict[str, List[str]], num_required_terminal: Dict[str, int], - upload_id_map: Dict[str, str], + upload_id_map: multiprocessing.managers.DictProxy, host="0.0.0.0", port=8081, ): diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 611d625f5..54ac2ffb5 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -1,4 +1,5 @@ import json +import multiprocessing import os from typing import List import queue @@ -525,7 +526,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - upload_id_map: Dict[str, str], # map of upload_id mappings from client + upload_id_map, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, From d0017e10045368d09e27d7acca8415cdc8cbcf12 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 27 Apr 2023 12:46:53 -0700 Subject: [PATCH 140/186] fix pytype issues --- skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 17 +- skyplane/api/transfer_job.py | 209 ++++++++---------- skyplane/cli/impl/progress_bar.py | 5 +- skyplane/gateway/gateway_daemon_api.py | 4 +- .../gateway/operators/gateway_operator.py | 4 +- skyplane/obj_store/object_store_interface.py | 24 -- skyplane/obj_store/storage_interface.py | 22 ++ skyplane/planner/planner.py | 2 +- 9 files changed, 133 insertions(+), 158 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index d2c88a0bc..b68b97b01 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -87,7 +87,7 @@ def create_dataplane(self, debug): topo = self.planner.plan(self.jobs_to_dispatch) # create dataplane from plan - dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, str(self.transfer_dir), debug=debug) return dp def start(self, debug=False, progress=False): @@ -97,10 +97,8 @@ def start(self, debug=False, progress=False): ## create dataplane from plan # dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) dp = self.create_dataplane(debug) - print("created dataplane") try: dp.provision(spinner=True) - print("done provision") if progress: from skyplane.cli.impl.progress_bar import ProgressBarTransferHook diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d86102e39..d98741191 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -13,7 +13,7 @@ from skyplane import exceptions from skyplane.api.config import TransferConfig -from skyplane.chunk import ChunkRequest, ChunkState, Chunk +from skyplane.chunk import ChunkState, Chunk from skyplane.utils import logger, imports from skyplane.utils.fn import do_parallel from skyplane.api.usage import UsageClient @@ -40,7 +40,7 @@ def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() - def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): """Chunks are all transferred""" raise NotImplementedError() @@ -68,7 +68,7 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return - def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): return def on_transfer_end(self, transfer_stats): @@ -110,7 +110,7 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") # transfer state - self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} + self.job_chunk_requests: Dict[str, Dict[str, Chunk]] = {} self.job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} self.job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} self.errors: Optional[Dict[str, List[str]]] = None @@ -349,17 +349,20 @@ def is_complete(self, region_tag: str): """Return if the transfer is complete""" return all([len(self.job_pending_chunk_ids[job_uuid][region_tag]) == 0 for job_uuid in self.jobs.keys()]) - def query_bytes_remaining(self): + def query_bytes_remaining(self, region_tag: Optional[str] = None): """Query the total number of bytes remaining in all the transfer jobs""" + if region_tag is None: + assert len(list(self.job_pending_chunk_ids.keys())) == 1, "Must specify region_tag if there are multiple regions" + region_tag = list(self.job_pending_chunk_ids.keys())[0] if len(self.job_chunk_requests) == 0: return None bytes_remaining_per_job = {} for job_uuid in self.job_pending_chunk_ids.keys(): bytes_remaining_per_job[job_uuid] = sum( [ - cr.chunk.chunk_length_bytes + cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.job_pending_chunk_ids[job_uuid] + if cr.chunk_id in self.job_pending_chunk_ids[job_uuid][region_tag] ] ) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 325ba5671..b4686178a 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -48,7 +48,7 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb @dataclass class GatewayMessage: - def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): + def __init__(self, chunk: Optional[Chunk] = None, upload_id_mapping: Optional[Dict[str, Tuple[str, str]]] = None): self.chunk = chunk self.upload_id_mapping = upload_id_mapping @@ -61,8 +61,8 @@ def __init__( src_iface: StorageInterface, dst_ifaces: List[StorageInterface], transfer_config: TransferConfig, - concurrent_multipart_chunk_threads: int = 64, - num_partitions: int = 1, + concurrent_multipart_chunk_threads: Optional[int] = 64, + num_partitions: Optional[int] = 1, ): """ :param src_iface: source object store interface @@ -84,7 +84,7 @@ def __init__( def _run_multipart_chunk_thread( self, exit_event: threading.Event, - in_queue: "Queue[Tuple[StorageInterface, StorageInterface]]", + in_queue: "Queue[TransferPair]", out_queue_chunks: "Queue[GatewayMessage]", ): """Chunks large files into many small chunks.""" @@ -97,61 +97,64 @@ def _run_multipart_chunk_thread( src_object = transfer_pair.src_obj dest_objects = transfer_pair.dst_objs dest_key = transfer_pair.dst_key - mime_type = self.src_iface.get_obj_mime_type(src_object.key) - - # create multipart upload request per destination - upload_id_mapping = {} - for dest_iface in self.dst_ifaces: - dest_object = dest_objects[dest_iface.region_tag()] - upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") - # store mapping between key and upload id for each region - upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) - out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue - - # get source and destination object and then compute number of chunks - chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) - num_chunks = math.ceil(src_object.size / chunk_size_bytes) - if num_chunks > self.transfer_config.multipart_max_chunks: - chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) - chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb + if isinstance(self.src_iface, ObjectStoreInterface): + mime_type = self.src_iface.get_obj_mime_type(src_object.key) + # create multipart upload request per destination + upload_id_mapping = {} + for dest_iface in self.dst_ifaces: + dest_object = dest_objects[dest_iface.region_tag()] + upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + # store mapping between key and upload id for each region + upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) + out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue + + # get source and destination object and then compute number of chunks + chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) - - assert num_chunks * chunk_size_bytes >= src_object.size - # create chunks - offset = 0 - part_num = 1 - parts = [] - for _ in range(num_chunks): - file_size_bytes = min(chunk_size_bytes, src_object.size - offset) - assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" - chunk = Chunk( - src_key=src_object.key, - dest_key=dest_key, # dest_object.key, # TODO: upload basename (no prefix) - chunk_id=uuid.uuid4().hex, - file_offset_bytes=offset, - partition_id=str(part_num % self.num_partitions), - chunk_length_bytes=file_size_bytes, - part_number=part_num, - # upload_id=upload_id, - multi_part=True, - ) - assert upload_id is not None, f"Upload id cannot be None for multipart upload for {src_object.key}" - assert part_num is not None, f"Partition cannot be none {part_num}" - offset += file_size_bytes - parts.append(part_num) - part_num += 1 - out_queue_chunks.put(GatewayMessage(chunk=chunk)) - - # store multipart ids - for dest_iface in self.dst_ifaces: - bucket = dest_iface.bucket() - region = dest_iface.region_tag() - dest_object = dest_objects[region] - _, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append( - dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) - ) + if num_chunks > self.transfer_config.multipart_max_chunks: + chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) + chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb + num_chunks = math.ceil(src_object.size / chunk_size_bytes) + + assert num_chunks * chunk_size_bytes >= src_object.size + # create chunks + offset = 0 + part_num = 1 + parts = [] + for _ in range(num_chunks): + file_size_bytes = min(chunk_size_bytes, src_object.size - offset) + assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" + chunk = Chunk( + src_key=src_object.key, + dest_key=dest_key, # dest_object.key, # TODO: upload basename (no prefix) + chunk_id=uuid.uuid4().hex, + file_offset_bytes=offset, + partition_id=str(part_num % self.num_partitions), + chunk_length_bytes=file_size_bytes, + part_number=part_num, + # upload_id=upload_id, + multi_part=True, + ) + assert upload_id is not None, f"Upload id cannot be None for multipart upload for {src_object.key}" + assert part_num is not None, f"Partition cannot be none {part_num}" + offset += file_size_bytes + parts.append(part_num) + part_num += 1 + out_queue_chunks.put(GatewayMessage(chunk=chunk)) + + # store multipart ids + for dest_iface in self.dst_ifaces: + bucket = dest_iface.bucket() + region = dest_iface.region_tag() + dest_object = dest_objects[region] + _, upload_id = upload_id_mapping[region] + self.multipart_upload_requests.append( + dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + ) + else: + mime_type = None + raise NotImplementedError("Multipart not implement for non-object store interfaces") # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -226,9 +229,9 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, def transfer_pair_generator( self, src_prefix: str, - dst_prefixes: str, + dst_prefixes: List[str], recursive: bool, - prefilter_fn: Optional[Callable[[StorageInterface], bool]] = None, + prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, # TODO: change to StorageObject ) -> Generator[TransferPair, None, None]: """Query source region and return list of objects to transfer. @@ -241,6 +244,11 @@ def transfer_pair_generator( :param prefilter_fn: filters out objects whose prefixes do not match the filter function (default: None) :type prefilter_fn: Callable[[ObjectStoreObject], bool] """ + if not isinstance(self.src_iface, ObjectStoreInterface) or not all( + [isinstance(dst_iface, ObjectStoreInterface) for dst_iface in self.dst_ifaces] + ): + raise NotImplementedError("TransferPair only supports object store interfaces") + if not self.src_iface.bucket_exists(): raise exceptions.MissingBucketException(f"Source bucket {self.src_iface.path()} does not exist or is not readable.") for dst_iface in self.dst_ifaces: @@ -295,7 +303,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> :param transfer_pair_generator: generator of pairs of objects to transfer :type transfer_pair_generator: Generator """ - multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() + multipart_send_queue: Queue[TransferPair] = Queue() multipart_chunk_queue: Queue[GatewayMessage] = Queue() multipart_exit_event = threading.Event() multipart_chunk_threads = [] @@ -323,7 +331,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, chunk_length_bytes=transfer_pair.src_obj.size, - partition_id=0, # TODO: fix this to distribute across multiple partitions + partition_id=str(0), # TODO: fix this to distribute across multiple partitions ) ) @@ -422,22 +430,7 @@ class TransferJob(ABC): def __init__( self, src_path: str, - dst_paths: str, - recursive: bool = False, - requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), - ): - self.src_path = src_path - self.dst_paths = dst_paths - self.recursive = recursive - self.requester_pays = requester_pays - self.uuid = uuid - - # @abstractmethod - def __init__( - self, - src_path: str, - dst_paths: List[str], + dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), @@ -473,13 +466,13 @@ def src_iface(self) -> StorageInterface: return self._src_iface @property - def dst_prefixes(self) -> Optional[str]: + def dst_prefixes(self) -> List[str]: """Return the destination prefix""" if not hasattr(self, "_dst_prefix"): if self.transfer_type == "unicast": - self._dst_prefix = [parse_path(self.dst_paths[0])[2]] + self._dst_prefix = [str(parse_path(self.dst_paths[0])[2])] else: - self._dst_prefix = [parse_path(path)[2] for path in self.dst_paths] + self._dst_prefix = [str(parse_path(path)[2]) for path in self.dst_paths] return self._dst_prefix @property @@ -510,10 +503,7 @@ def verify(self): def size_gb(self): """Return the size of the transfer in GB""" - total_size = 0 - for pair in self.gen_transfer_pairs(): - total_size += pair.src_obj.size - return total_size / 1e9 + raise NotImplementedError("Size not implemented") @classmethod def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: @@ -539,7 +529,7 @@ class CopyJob(TransferJob): def __init__( self, src_path: str, - dst_paths: str, + dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), @@ -548,22 +538,6 @@ def __init__( self.transfer_list = [] self.multipart_transfer_list = [] - # @abstractmethod - def __init__( - self, - src_path: str, - dst_paths: List[str], - recursive: bool = False, - requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), - ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) - self.transfer_list = [] - self.multipart_transfer_list = [] - - # transfer_list: list = field(default_factory=list) - # multipart_transfer_list: list = field(default_factory=list) - @property def http_pool(self): """http connection pool""" @@ -720,6 +694,13 @@ def verify_region(i): n=n, ) + def size_gb(self): + """Return the size of the transfer in GB""" + total_size = 0 + for pair in self.gen_transfer_pairs(): + total_size += pair.src_obj.size + return total_size / 1e9 + @dataclass class SyncJob(CopyJob): @@ -728,7 +709,7 @@ class SyncJob(CopyJob): def __init__( self, src_path: str, - dst_paths: str, + dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), @@ -737,18 +718,10 @@ def __init__( self.transfer_list = [] self.multipart_transfer_list = [] - # @abstractmethod - def __init__( - self, - src_path: str, - dst_paths: List[str], - recursive: bool = False, - requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), - ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) - self.transfer_list = [] - self.multipart_transfer_list = [] + assert isinstance(self.src_iface, ObjectStoreInterface), "Source must be an object store interface" + assert not any( + [not isinstance(iface, ObjectStoreInterface) for iface in self.dst_ifaces] + ), "Destination must be a object store interface" def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. @@ -773,7 +746,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tra ) def _enrich_dest_objs( - self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str + self, transfer_pairs: Generator[TransferPair, None, None], dest_prefixes: List[str] ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """ For skyplane sync, we enrich dest obj metadata with our existing dest obj metadata from the dest bucket following a query. @@ -782,7 +755,9 @@ def _enrich_dest_objs( :param transfer_pairs: generator of transfer pairs :type transfer_pairs: Generator """ - for dst_iface in self.dst_ifaces: + for i in range(len(self.dst_ifaces)): + dst_iface = self.dst_ifaces[i] + dest_prefix = dest_prefixes[i] logger.fs.debug(f"Querying objects in {dst_iface.bucket()}") if not hasattr(self, "_found_dest_objs"): self._found_dest_objs = {obj.key: obj for obj in dst_iface.list_objects(dest_prefix)} diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index cdd82af43..62fdb6632 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -1,4 +1,4 @@ -from typing import List +from typing import List, Optional from collections import defaultdict from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeRemainingColumn from skyplane import exceptions @@ -57,7 +57,8 @@ def on_dispatch_end(self): self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) self.pbar.start() - def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): + assert region_tag is not None, f"Must specify region tag for progress bar" self.chunks_completed[region_tag] += len(chunks) self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 5962881f9..c31cd1892 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -1,10 +1,10 @@ import logging -import multiprocessing from collections import defaultdict import logging.handlers import os import threading from multiprocessing import Queue +from multiprocessing.managers import DictProxy from queue import Empty from traceback import TracebackException from typing import Dict, List, Tuple, Optional @@ -41,7 +41,7 @@ def __init__( error_queue: Queue, terminal_operators: Dict[str, List[str]], num_required_terminal: Dict[str, int], - upload_id_map: multiprocessing.managers.DictProxy, + upload_id_map: DictProxy, host="0.0.0.0", port=8081, ): diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 54ac2ffb5..bedb87e5f 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -1,5 +1,4 @@ import json -import multiprocessing import os from typing import List import queue @@ -9,6 +8,7 @@ import traceback from functools import partial from multiprocessing import Event, Process +from multiprocessing.managers import DictProxy from typing import Dict, List, Optional import urllib3 @@ -526,7 +526,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - upload_id_map, # map of upload_id mappings from client + upload_id_map: DictProxy, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index 06640e3b1..99b52501e 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -26,33 +26,9 @@ def full_path(self): class ObjectStoreInterface(StorageInterface): - def path(self) -> str: - raise NotImplementedError() - - def region_tag(self) -> str: - raise NotImplementedError() - - def bucket(self) -> str: - raise NotImplementedError() - def set_requester_bool(self, requester: bool): return - def create_bucket(self, region_tag: str): - raise NotImplementedError() - - def delete_bucket(self): - raise NotImplementedError() - - def bucket_exists(self) -> bool: - raise NotImplementedError() - - def exists(self, obj_name: str) -> bool: - raise NotImplementedError() - - def list_objects(self, prefix="") -> Iterator[ObjectStoreObject]: - raise NotImplementedError() - def get_obj_size(self, obj_name) -> int: raise NotImplementedError() diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 792afba50..8db1ce097 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -1,13 +1,35 @@ from skyplane.utils import logger +from typing import Iterator, Any class StorageInterface: + def bucket(self) -> str: + return self.bucket_name + + def region_tag(self) -> str: + raise NotImplementedError() + def path(self) -> str: raise NotImplementedError() + def bucket(self) -> str: + raise NotImplementedError() + + def create_bucket(self, region_tag: str): + raise NotImplementedError() + + def delete_bucket(self): + raise NotImplementedError() + + def bucket_exists(self) -> bool: + raise NotImplementedError() + def exists(self, obj_name: str) -> bool: raise NotImplementedError() + def list_objects(self, prefix="") -> Iterator[Any]: + raise NotImplementedError() + @staticmethod def create(region_tag: str, bucket: str): # TODO: modify this to also support local file diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 6874c65f2..fd74a97e2 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -100,7 +100,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert [iface.region_tag() for iface in job] == dst_region_tags, "Add jobs must have same destination set" + assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) # TODO: use VM limits to determine how many instances to create in each region From 3238983cd8dd7de592820e281f87a79cb6557c80 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 15:30:14 -0700 Subject: [PATCH 141/186] fix transfer list bug --- skyplane/api/pipeline.py | 1 + skyplane/api/provisioner.py | 10 ++++----- skyplane/api/tracker.py | 4 ++-- skyplane/api/transfer_job.py | 33 ++++++++++++++++++++---------- skyplane/api/usage.py | 2 +- skyplane/gateway/gateway_daemon.py | 3 ++- 6 files changed, 33 insertions(+), 20 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index b68b97b01..1095f9faa 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -111,6 +111,7 @@ def start(self, debug=False, progress=False): # copy gateway logs if debug: + print("debug so copy logs") dp.copy_gateway_logs() except Exception as e: dp.copy_gateway_logs() diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 378f13ed5..3c5bd768b 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # TODO: specify network tier in + # TODO: specify network tier in TopologyPlan server = self.gcp.provision_instance( task.region, task.vm_type, @@ -248,10 +248,10 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # NOTE: the following setup is for broadcast only if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) - # if gcp_provisioned: - # def authorize_gcp_gateways(): - # self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) - # authorize_ip_jobs.append(authorize_gcp_gateways) + if gcp_provisioned: + def authorize_gcp_gateways(): + self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) + authorize_ip_jobs.append(authorize_gcp_gateways) do_parallel( lambda fn: fn(), diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d98741191..a56145a74 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -224,8 +224,8 @@ def monitor_single_dst_helper(dst_region): "finalize job", e, args, - self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, + #self.dataplane.topology.src_region_tag, + #self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index b4686178a..dbe07e65f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -104,7 +104,7 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + logger.fs.debug(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue @@ -325,15 +325,14 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - yield GatewayMessage( - chunk=Chunk( - src_key=src_obj.key, - dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=transfer_pair.src_obj.size, - partition_id=str(0), # TODO: fix this to distribute across multiple partitions - ) + chunk=Chunk( + src_key=src_obj.key, + dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=transfer_pair.src_obj.size, + partition_id=str(0), # TODO: fix this to distribute across multiple partitions ) + yield GatewayMessage(chunk=chunk) if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs @@ -341,6 +340,12 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> yield multipart_chunk_queue.get() if self.transfer_config.multipart_enabled: + + # wait for processing multipart requests to finish + logger.fs.debug("Waiting for multipart threads to finish") + while not multipart_send_queue.empty(): + logger.fs.debug(f"Remaining in multipart queue {multipart_send_queue.qsize()}") + time.sleep(0.1) # send sentinel to all threads multipart_exit_event.set() for thread in multipart_chunk_threads: @@ -350,6 +355,8 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> while not multipart_chunk_queue.empty(): yield multipart_chunk_queue.get() + assert multipart_send_queue.empty(), f"Not all multipart chunks were sent: {multipart_send_queue.qsize()}" + @staticmethod def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -574,6 +581,7 @@ def dispatch( transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) + # chunk_requests = chunker.to_chunk_requests(chunks) batches = chunker.batch_generator( @@ -585,6 +593,8 @@ def dispatch( bytes_dispatched = [0] * len(src_gateways) n_multiparts = 0 start = time.time() + + sent = 0 for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] @@ -631,6 +641,7 @@ def dispatch( logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) + sent += len(chunk_batch) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -640,7 +651,6 @@ def dispatch( def finalize(self): """Complete the multipart upload requests""" - print("Finalizing multipart uploads...") typer.secho(f"Finalizing multipart uploads...", fg="bright_black") groups = defaultdict(list) for req in self.multipart_transfer_list: @@ -655,9 +665,10 @@ def finalize(self): def complete_fn(batch): for req in batch: + logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) - do_parallel(complete_fn, batches, n=-1) + do_parallel(complete_fn, batches, n=8) def verify(self): """Verify the integrity of the transfered destination objects""" diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 8fed9092f..1c03e0e8f 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -93,7 +93,7 @@ class UsageStatsToReport: #: The source region of the transfer session. source_region: str #: The destination region of the transfer session. - destination_region: str + destination_region: str # TODO: make into dest_regions #: The source cloud provider of the transfer session. source_cloud_provider: str #: The destination cloud provider of the transfer session. diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 98b739498..ffb58dbf6 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -219,10 +219,11 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # TODO: handle private ips for GCP->GCP target_gateway_info = self.gateway_info[op["target_gateway_id"]] print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) + operators[handle] = GatewaySender( handle, region=self.region, - ip_addr=target_gateway_info["private_ip_address"], + ip_addr=target_gateway_info["public_ip_address"], input_queue=input_queue, output_queue=output_queue, error_event=self.error_event, From acd952f1145a4e679b0446b2087a690bcbf24cf8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 17:31:24 -0700 Subject: [PATCH 142/186] add private ips --- skyplane/api/provisioner.py | 2 ++ skyplane/api/tracker.py | 4 ++-- skyplane/api/transfer_job.py | 16 +++++++++------- skyplane/api/usage.py | 2 +- skyplane/gateway/gateway_daemon.py | 6 +++--- skyplane/gateway/gateway_program.py | 11 ++++++++++- skyplane/planner/planner.py | 10 +++++++++- skyplane/planner/topology.py | 4 ++-- 8 files changed, 38 insertions(+), 17 deletions(-) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 3c5bd768b..88f7f176d 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -249,8 +249,10 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) if gcp_provisioned: + def authorize_gcp_gateways(): self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) + authorize_ip_jobs.append(authorize_gcp_gateways) do_parallel( diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a56145a74..e3eb30410 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -224,8 +224,8 @@ def monitor_single_dst_helper(dst_region): "finalize job", e, args, - #self.dataplane.topology.src_region_tag, - #self.dataplane.topology.dest_region_tags, + # self.dataplane.topology.src_region_tag, + # self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index dbe07e65f..00198311a 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -104,7 +104,9 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - logger.fs.debug(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + logger.fs.debug( + f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}" + ) # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue @@ -325,7 +327,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - chunk=Chunk( + chunk = Chunk( src_key=src_obj.key, dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, @@ -340,10 +342,10 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> yield multipart_chunk_queue.get() if self.transfer_config.multipart_enabled: - - # wait for processing multipart requests to finish + # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") - while not multipart_send_queue.empty(): + # while not multipart_send_queue.empty(): + while not multipart_send_queue.empty() or not multipart_chunk_queue.empty(): logger.fs.debug(f"Remaining in multipart queue {multipart_send_queue.qsize()}") time.sleep(0.1) # send sentinel to all threads @@ -593,8 +595,8 @@ def dispatch( bytes_dispatched = [0] * len(src_gateways) n_multiparts = 0 start = time.time() - - sent = 0 + + sent = 0 for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 1c03e0e8f..9d8fd7aec 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -93,7 +93,7 @@ class UsageStatsToReport: #: The source region of the transfer session. source_region: str #: The destination region of the transfer session. - destination_region: str # TODO: make into dest_regions + destination_region: str # TODO: make into dest_regions #: The source cloud provider of the transfer session. source_cloud_provider: str #: The destination cloud provider of the transfer session. diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index ffb58dbf6..f4b34bd4c 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -218,12 +218,12 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ elif op["op_type"] == "send": # TODO: handle private ips for GCP->GCP target_gateway_info = self.gateway_info[op["target_gateway_id"]] - print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) - + ip_addr = target_gateway_info["private_ip_address"] if op["private_ip"] else target_gateway_info["public_ip_address"] + print("Gateway sender sending to ", ip_addr, "private", op["private_ip"]) operators[handle] = GatewaySender( handle, region=self.region, - ip_addr=target_gateway_info["public_ip_address"], + ip_addr=ip_addr, input_queue=input_queue, output_queue=output_queue, error_event=self.error_event, diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index 3afeb325f..a8c1808e4 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -32,13 +32,22 @@ def __repr__(self): class GatewaySend(GatewayOperator): - def __init__(self, target_gateway_id: str, region: str, num_connections: int = 32, compress: bool = False, encrypt: bool = False): + def __init__( + self, + target_gateway_id: str, + region: str, + num_connections: int = 32, + compress: bool = False, + encrypt: bool = False, + private_ip: bool = False, + ): super().__init__("send") self.target_gateway_id = target_gateway_id # gateway to send to self.region = region # region to send to self.num_connections = num_connections # default this for now self.compress = compress self.encrypt = encrypt + self.private_ip = private_ip # whether to send to private or public IP (private for GCP->GCP) class GatewayReceive(GatewayOperator): diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index fd74a97e2..038f29dad 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -118,6 +118,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: for job in jobs: src_bucket = job.src_iface.bucket() src_region_tag = job.src_iface.region_tag() + src_provider = src_region_tag.split(":")[0] # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) @@ -139,9 +140,16 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): + private_ip = False + if dst_gateways[i].provider == "gcp" and src_provider == "gcp": + print("Using private IP for GCP to GCP transfer", src_region_tag, dst_region_tag) + private_ip = True src_program.add_operator( GatewaySend( - target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections + target_gateway_id=dst_gateways[i].gateway_id, + region=dst_region_tag, + num_connections=self.n_connections, + private_ip=private_ip, ), parent_handle=mux_or, partition_id=partition_id, diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index f8b72de9f..73aabfba0 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -65,8 +65,8 @@ def regions(self) -> List[str]: def add_gateway(self, region_tag: str): """Create gateway in specified region""" - gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) - assert gateway_id not in self.gateways + gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag])) + assert gateway_id not in self.gateways, f"Gateway id {gateway_id} in {self.gateways}" gateway = TopologyPlanGateway(region_tag, gateway_id) self.gateways[gateway_id] = gateway return gateway From 2649fe267db96bdf7eedaedb6b46c8ccde22be34 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 17:43:07 -0700 Subject: [PATCH 143/186] add back region tag check --- skyplane/api/tracker.py | 4 +++- skyplane/api/transfer_job.py | 1 - 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9ab5e7e9e..55af20602 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -347,6 +347,9 @@ def is_complete(self, region_tag: str): def query_bytes_remaining(self, region_tag: Optional[str] = None): """Query the total number of bytes remaining in all the transfer jobs""" + if region_tag is None: + assert len(list(self.job_pending_chunk_ids.keys())) == 1, "Must specify region_tag if there are multiple regions" + region_tag = list(self.job_pending_chunk_ids.keys())[0] if len(self.job_chunk_requests) == 0: return None bytes_remaining_per_job = {} @@ -371,7 +374,6 @@ def query_bytes_dispatched(self): [ cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.job_complete_chunk_ids[job_uuid] ] ) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 4d0111e19..9f2f66d19 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,6 +1,5 @@ import json import typer -import typer import math import queue import sys From 618dbb481e74f5dc9bef8c41a8efa1f4d12431e9 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 18:16:57 -0700 Subject: [PATCH 144/186] cleanup --- skyplane/api/pipeline.py | 1 - skyplane/api/provisioner.py | 1 - skyplane/api/tracker.py | 7 +------ skyplane/api/transfer_job.py | 3 --- skyplane/gateway/gateway_daemon.py | 2 -- skyplane/gateway/gateway_program.py | 1 - skyplane/planner/topology.py | 9 --------- 7 files changed, 1 insertion(+), 23 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 1095f9faa..b68b97b01 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -111,7 +111,6 @@ def start(self, debug=False, progress=False): # copy gateway logs if debug: - print("debug so copy logs") dp.copy_gateway_logs() except Exception as e: dp.copy_gateway_logs() diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 88f7f176d..09e89cf52 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,6 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # TODO: specify network tier in TopologyPlan server = self.gcp.provision_instance( task.region, task.vm_type, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 55af20602..f481bf229 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -370,10 +370,5 @@ def query_bytes_dispatched(self): return 0 bytes_total_per_job = {} for job_uuid in self.job_complete_chunk_ids.keys(): - bytes_total_per_job[job_uuid] = sum( - [ - cr.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - ] - ) + bytes_total_per_job[job_uuid] = sum([cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values()]) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 9f2f66d19..143906082 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -10,7 +10,6 @@ from collections import defaultdict from dataclasses import dataclass, field from queue import Queue -from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict from abc import ABC, abstractmethod from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict @@ -337,7 +336,6 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> partition_id=str(0), # TODO: fix this to distribute across multiple partitions ) ) - yield GatewayMessage(chunk=chunk) if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs @@ -596,7 +594,6 @@ def dispatch( n_multiparts = 0 start = time.time() - sent = 0 for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 1aec2ecdc..f4b34bd4c 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -1,8 +1,6 @@ import argparse from multiprocessing import Manager from pprint import pprint -from multiprocessing import Manager -from pprint import pprint import atexit import json import os diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index 1cc0d31c6..a8c1808e4 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -1,5 +1,4 @@ from typing import Optional, List, Tuple -from typing import Optional, List, Tuple import json from collections import defaultdict diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 416eaeef4..73aabfba0 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -7,15 +7,6 @@ GatewayReadObjectStore, ) from typing import List, Dict -from skyplane.gateway.gateway_program import ( - GatewayProgram, - GatewaySend, - GatewayWriteLocal, - GatewayWriteObjectStore, - GatewayGenData, - GatewayReadObjectStore, -) -from typing import List, Dict class TopologyPlanGateway: From 8a5ef62ffa6e063d70c94d2073c3079c39651326 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 21:32:19 -0700 Subject: [PATCH 145/186] remove pop --- skyplane/gateway/gateway_queue.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 9d4784e7c..3005661b8 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -13,7 +13,7 @@ def put(self, chunk_req): self.q.put(chunk_req) def pop(self, requester_handle=None): - self.q.pop() + self.q.get() def get_nowait(self, requester_handle=None): return self.q.get_nowait() @@ -48,7 +48,7 @@ def put(self, chunk_req): self.q[handle].put(chunk_req) def pop(self, requester_handle): - self.q[requester_handle].pop() + self.q[requester_handle].get() def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() From c2a2242e67d2c39618e194b18310b30bd5a2650b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 22:27:10 -0700 Subject: [PATCH 146/186] fix queue --- skyplane/api/dataplane.py | 7 +++++-- skyplane/api/transfer_job.py | 5 +++-- skyplane/gateway/chunk_store.py | 2 +- skyplane/gateway/gateway_queue.py | 4 ++-- 4 files changed, 11 insertions(+), 7 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 6dd7bc0ad..81b821ba0 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -218,9 +218,12 @@ def provision( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): + out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" + err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" + logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") + instance.download_file("/tmp/gateway.stdout", out_file) + instance.download_file("/tmp/gateway.stderr", err_file) do_parallel(copy_log, self.bound_nodes.values(), n=-1) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 143906082..bd3e37ccc 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -346,8 +346,9 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") # while not multipart_send_queue.empty(): - while not multipart_send_queue.empty() or not multipart_chunk_queue.empty(): - logger.fs.debug(f"Remaining in multipart queue {multipart_send_queue.qsize()}") + # TODO: may be an issue waiting for this in case of force-quit + while not multipart_send_queue.empty(): + logger.fs.debug(f"Remaining in multipart queue: sent {multipart_send_queue.qsize()}") time.sleep(0.1) # send sentinel to all threads multipart_exit_event.set() diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 9c787e1e4..eb926295c 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -24,7 +24,7 @@ def __init__(self, chunk_dir: PathLike): chunk_file.unlink() # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) - self.chunk_requests: Dict[str, GatewayQueue] = {} + self.chunk_requests: Dict[str, GatewayQueue or None] = {} # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 3005661b8..9d4784e7c 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -13,7 +13,7 @@ def put(self, chunk_req): self.q.put(chunk_req) def pop(self, requester_handle=None): - self.q.get() + self.q.pop() def get_nowait(self, requester_handle=None): return self.q.get_nowait() @@ -48,7 +48,7 @@ def put(self, chunk_req): self.q[handle].put(chunk_req) def pop(self, requester_handle): - self.q[requester_handle].get() + self.q[requester_handle].pop() def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() From 07f579d446883a415fb7ca3c01bcc5b429c0c85f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 30 Apr 2023 15:27:22 -0700 Subject: [PATCH 147/186] fix pytype --- skyplane/api/transfer_job.py | 2 +- skyplane/compute/ibmcloud/ibmcloud_auth.py | 4 +--- skyplane/gateway/chunk_store.py | 4 ++-- 3 files changed, 4 insertions(+), 6 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index bd3e37ccc..f308d6a79 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -346,7 +346,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") # while not multipart_send_queue.empty(): - # TODO: may be an issue waiting for this in case of force-quit + # TODO: may be an issue waiting for this in case of force-quit while not multipart_send_queue.empty(): logger.fs.debug(f"Remaining in multipart queue: sent {multipart_send_queue.qsize()}") time.sleep(0.1) diff --git a/skyplane/compute/ibmcloud/ibmcloud_auth.py b/skyplane/compute/ibmcloud/ibmcloud_auth.py index 7d4de94e3..be95cbd78 100644 --- a/skyplane/compute/ibmcloud/ibmcloud_auth.py +++ b/skyplane/compute/ibmcloud/ibmcloud_auth.py @@ -31,9 +31,7 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @imports.inject("ibm_cloud_sdk_core", "ibm_cloud_sdk_core.authenticators", pip_extra="ibmcloud") def get_iam_authenticator(ibm_cloud_sdk_core, self): - from ibm_cloud_sdk_core.authenticators import IAMAuthenticator - - return IAMAuthenticator(self.config.ibmcloud_iam_key, url=self.config.ibmcloud_iam_endpoint) + return ibm_cloud_sdk_core.authenticators.IAMAuthenticator(self.config.ibmcloud_iam_key, url=self.config.ibmcloud_iam_endpoint) def get_ibmcloud_endpoint(self, region, compute_backend="public"): if region is not None: diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index eb926295c..988d9f556 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -24,7 +24,7 @@ def __init__(self, chunk_dir: PathLike): chunk_file.unlink() # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) - self.chunk_requests: Dict[str, GatewayQueue or None] = {} + self.chunk_requests: Dict[str, GatewayQueue] = {} # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() @@ -41,7 +41,7 @@ def add_partition(self, partition_id: str): raise ValueError(f"Partition {partition_id} already exists") self.chunk_requests[partition_id] = GatewayQueue() - def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): + def add_partition(self, partition_id: str, queue: GatewayQueue): """Create a queue for this partition.""" print("Adding partition", partition_id, queue) if partition_id in self.chunk_requests: From 167f894028d71ca70aa164e8c39f142353baa235 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 30 Apr 2023 16:35:29 -0700 Subject: [PATCH 148/186] fix errors --- skyplane/gateway/gateway_queue.py | 4 ++-- skyplane/gateway/operators/gateway_operator.py | 16 ++++++++-------- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 9d4784e7c..3005661b8 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -13,7 +13,7 @@ def put(self, chunk_req): self.q.put(chunk_req) def pop(self, requester_handle=None): - self.q.pop() + self.q.get() def get_nowait(self, requester_handle=None): return self.q.get_nowait() @@ -48,7 +48,7 @@ def put(self, chunk_req): self.q[handle].put(chunk_req) def pop(self, requester_handle): - self.q[requester_handle].pop() + self.q[requester_handle].get() def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index bedb87e5f..2069338e2 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -7,7 +7,7 @@ import time import traceback from functools import partial -from multiprocessing import Event, Process +from multiprocessing import Event, Process, Queue from multiprocessing.managers import DictProxy from typing import Dict, List, Optional @@ -35,7 +35,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, n_processes: Optional[int] = 1, ): @@ -163,7 +163,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, ip_addr: str, use_tls: Optional[bool] = True, @@ -358,7 +358,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, size_mb: int, n_processes: Optional[int] = 1, @@ -398,7 +398,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, n_processes: int = 1, ): @@ -417,7 +417,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, n_processes: Optional[int] = 1, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, @@ -452,7 +452,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, n_processes: int = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, @@ -525,7 +525,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, upload_id_map: DictProxy, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, From cacdf03c02c6fb83355a66abafcbb37476734c4e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 17:53:45 -0700 Subject: [PATCH 149/186] disable ibmcloud for skyplane init --- skyplane/cli/cli_init.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index acdb0bd6f..22cfa6cb6 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -464,7 +464,7 @@ def init( disable_config_aws: bool = False, disable_config_azure: bool = False, disable_config_gcp: bool = False, - disable_config_ibm: bool = False, + disable_config_ibm: bool = True, # TODO: eventuall enable IBM ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates @@ -522,7 +522,8 @@ def init( cloud_config = load_gcp_config(cloud_config, force_init=reinit_gcp, non_interactive=non_interactive) # load IBMCloud config - if not reinit_ibm: + if not disable_config_ibm and not reinit_ibm: + # TODO: fix IBM configuration to not fail on file finding typer.secho("\n(4) Configuring IBM Cloud:", fg="yellow", bold=True) if not disable_config_ibm: cloud_config = load_ibmcloud_config(cloud_config, force_init=reinit_ibm, non_interactive=non_interactive) From 3076b9ad8cfdb786b7928bf4d8a1d0273c767ef0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 17:54:41 -0700 Subject: [PATCH 150/186] update poetry --- poetry.lock | 154 ++++++++++++++++++++++++++-------------------------- 1 file changed, 77 insertions(+), 77 deletions(-) diff --git a/poetry.lock b/poetry.lock index 4d0ec884e..610f3aa08 100644 --- a/poetry.lock +++ b/poetry.lock @@ -103,14 +103,14 @@ azure-core = ">=1.26.2,<2.0.0" [[package]] name = "azure-mgmt-network" 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enable IBM ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates From df517ddd96e929ce8f5ee1ba4257d2b509b11d61 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 18:03:15 -0700 Subject: [PATCH 152/186] add integration for pull req --- .github/workflows/integration-test-multiple-sizes.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index 2066f67c6..147976113 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -7,6 +7,7 @@ env: SKYPLANE_USAGE_STATS_ENABLED: 0 jobs: integration: + if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') runs-on: ubuntu-latest strategy: max-parallel: 1 From 772cff508c7ba6f5a3369141d06372f0ffc0cb5a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 20:15:37 -0700 Subject: [PATCH 153/186] Add gateway start exception handling --- skyplane/api/dataplane.py | 9 ++++++++- skyplane/exceptions.py | 6 ++++++ 2 files changed, 14 insertions(+), 1 deletion(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 81b821ba0..289857ff1 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -13,6 +13,7 @@ from typing import TYPE_CHECKING, Dict, List, Optional from skyplane import compute +from skyplane.exceptions import GatewayContainerStartException from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig @@ -200,11 +201,13 @@ def provision( # create gateway logging dir gateway_program_dir = f"{self.log_dir}/programs" Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) + logger.fs.info(f"Writing gateway programs to {gateway_program_dir}") # write gateway info file gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: json.dump(self.topology.get_gateway_info_json(), f, indent=4) + logger.fs.info(f"Writing gateway info to {gateway_info_path}") # start gateways in parallel jobs = [] @@ -213,7 +216,11 @@ def provision( partial(self._start_gateway, gateway_docker_image, node, server, gateway_program_dir, authorize_ssh_pub_key, e2ee_key_bytes) ) logger.fs.debug(f"[Dataplane.provision] Starting gateways on {len(jobs)} servers") - do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") + try: + do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") + except Exception as e: + self.copy_gateway_logs() + raise GatewayContainerStartException(f"Error starting gateways. Please check gateway logs {self.transfer_dir}") def copy_gateway_logs(self): # copy logs from all gateways in parallel diff --git a/skyplane/exceptions.py b/skyplane/exceptions.py index 3e6f8d16f..0641a8510 100644 --- a/skyplane/exceptions.py +++ b/skyplane/exceptions.py @@ -56,6 +56,12 @@ def pretty_print_str(self): return err +class GatewayContainerStartException(SkyplaneException): + def pretty_print_str(self): + err = f"[red][bold]:x: GatewayContainerStartException:[/bold] {str(self)}[/red]" + return err + + class TransferFailedException(SkyplaneException): def __init__(self, message, failed_objects=None): super().__init__(message) From d1b3d91ccf4bbd36e85a2e12fcd937c1849d474b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 20:16:06 -0700 Subject: [PATCH 154/186] fix planning for single region transfers (same source/destination region) --- skyplane/planner/planner.py | 16 +++++++++++++--- skyplane/planner/topology.py | 5 ++++- 2 files changed, 17 insertions(+), 4 deletions(-) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 3c9fc4ef6..9c3aefba9 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -24,6 +24,7 @@ def plan(self) -> TopologyPlan: class UnicastDirectPlanner(Planner): + # DO NOT USE THIS - broken for single-region transfers def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -138,12 +139,21 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) + # special case where destination is same region as source + if dst_region_tag == src_region_tag: + src_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), + parent_handle=mux_and, + partition_id=partition_id, + ) + continue + # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): private_ip = False if dst_gateways[i].provider == "gcp" and src_provider == "gcp": - print("Using private IP for GCP to GCP transfer", src_region_tag, dst_region_tag) + # print("Using private IP for GCP to GCP transfer", src_region_tag, dst_region_tag) private_ip = True src_program.add_operator( GatewaySend( @@ -170,8 +180,8 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # set gateway programs plan.set_gateway_program(src_region_tag, src_program) for dst_region_tag, program in dst_program.items(): - plan.set_gateway_program(dst_region_tag, program) - + if dst_region_tag != src_region_tag: # don't overwrite + plan.set_gateway_program(dst_region_tag, program) return plan diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 73aabfba0..58747bcb1 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -96,7 +96,8 @@ def generate_gateway_program(self, region_tag: str): """Generate gateway program for all gateways in a region""" # TODO: eventually let gateways in same region have different programs for gateway in self.get_region_gateways(region_tag): - return gateway.generate_gateway_program() + assert gateway.gateway_program is not None, f"Gateway program for {region_tag} has not been set" + return gateway.gateway_program.to_json() def get_outgoing_paths(self, gateway_id: str): """Get all outgoing paths from a gateway""" @@ -146,6 +147,8 @@ def source_instances(self): if isinstance(operator, GatewayReadObjectStore) or isinstance(operator, GatewayGenData): nodes.append(gateway) break + + print("source instances", nodes, "all instances", list(self.gateways.values())) return nodes def per_region_count(self) -> Dict[str, int]: From 82f6266a0dfcffae564b507ddced6f04f86887f0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 20:18:11 -0700 Subject: [PATCH 155/186] rm print --- skyplane/planner/topology.py | 1 - 1 file changed, 1 deletion(-) diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 58747bcb1..a026ba036 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -148,7 +148,6 @@ def source_instances(self): nodes.append(gateway) break - print("source instances", nodes, "all instances", list(self.gateways.values())) return nodes def per_region_count(self) -> Dict[str, int]: From aefcd10167c3f725917c1ebbf52966a240d16888 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 09:31:47 -0700 Subject: [PATCH 156/186] fix azure private ip --- skyplane/compute/azure/azure_server.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/skyplane/compute/azure/azure_server.py b/skyplane/compute/azure/azure_server.py index f3fbace59..c1d85139a 100644 --- a/skyplane/compute/azure/azure_server.py +++ b/skyplane/compute/azure/azure_server.py @@ -124,6 +124,9 @@ def public_ip(self): assert public_ip.name == AzureServer.ip_name(self.name) return public_ip.ip_address + def private_ip(self): + return None + @ignore_lru_cache() def instance_class(self): vm = self.get_virtual_machine() From 36c8fcffcf807bab66a78357901e6bc58e4858a8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 11:25:03 -0700 Subject: [PATCH 157/186] reformat --- skyplane/compute/azure/azure_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/compute/azure/azure_server.py b/skyplane/compute/azure/azure_server.py index c1d85139a..d931c7de5 100644 --- a/skyplane/compute/azure/azure_server.py +++ b/skyplane/compute/azure/azure_server.py @@ -124,7 +124,7 @@ def public_ip(self): assert public_ip.name == AzureServer.ip_name(self.name) return public_ip.ip_address - def private_ip(self): + def private_ip(self): return None @ignore_lru_cache() From 4eaa864192542a103d2043dbe6d57dc7652898f1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 14:16:27 -0700 Subject: [PATCH 158/186] refactor and cleanup client code --- skyplane/cli/cli_transfer.py | 338 ++++++++------------ skyplane/obj_store/file_system_interface.py | 16 +- skyplane/obj_store/storage_interface.py | 3 + 3 files changed, 151 insertions(+), 206 deletions(-) diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 8c01036cb..172c12aca 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -10,7 +10,7 @@ import skyplane from skyplane.api.config import TransferConfig, AWSConfig, GCPConfig, AzureConfig, IBMCloudConfig -from skyplane.api.transfer_job import CopyJob +from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.cli.impl.cp_replicate_fallback import ( replicate_onprem_cp_cmd, replicate_onprem_sync_cmd, @@ -21,7 +21,7 @@ from skyplane.api.usage import UsageClient from skyplane.config import SkyplaneConfig from skyplane.config_paths import cloud_config, config_path -from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, StorageInterface from skyplane.obj_store.file_system_interface import FileSystemInterface from skyplane.cli.impl.progress_bar import ProgressBarTransferHook from skyplane.utils import logger @@ -190,15 +190,28 @@ def make_pipeline(self, **solver_args) -> skyplane.Pipeline: logger.fs.debug(f"Using pipeline: {pipeline}") return pipeline - def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def confirm_transfer(self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore - console.print( - f"[bold yellow]Will transfer objects from {dp.topology.src_region_tag} to {dp.topology.dest_region_tags}[/bold yellow]" - ) + if len(dest_region_tags) == 1: + console.print( + f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]" + ) + else: + console.print( + f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]" + ) + + if src_region_tag.startswith("local") or dest_region_tags[0].startswith("local"): + # TODO: should still pass cost estimate + console.print( + f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]" + ) + return True + topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) sorted_counts = sorted(topology.per_region_count().items(), key=lambda x: x[0]) console.print( @@ -248,12 +261,11 @@ def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, console.print("[green]Transfer starting[/green]") return True - def estimate_small_transfer(self, pipeline: skyplane.Pipeline, size_threshold_bytes: float, query_n: int = 1000) -> bool: + def estimate_small_transfer(self, job: TransferJob, size_threshold_bytes: float, query_n: int = 1000) -> bool: """Estimates if the transfer is small by querying up to `query_n` files from the TransferJob. If it exceeds the file size limit, then it will fall back to the cloud CLIs.""" - if len(pipeline.jobs_to_dispatch) != 1: - return False - job = pipeline.jobs_to_dispatch[0] + + # TODO: why shouldn't this include sync? if not isinstance(job, CopyJob): return False transfer_pair_gen = job.gen_transfer_pairs() @@ -281,6 +293,119 @@ def force_deprovision(dp: skyplane.Dataplane): signal.signal(signal.SIGINT, s) +def run_transfer( + src: str, + dst: str, + recursive: bool, + debug: bool, + multipart: bool, + confirm: bool, + max_instances: int, + max_connections: int, + solver: str, + cmd: str, +): + assert cmd == "cp" or cmd == "sync", f"Invalid command: {cmd}" + if not debug: + register_exception_handler() + print_header() + + provider_src, bucket_src, path_src = parse_path(src) + provider_dst, bucket_dst, path_dst = parse_path(dst) + src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() + dst_region_tag = StorageInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() + args = { + "cmd": cmd, + "recursive": True, + "debug": debug, + "multipart": multipart, + "confirm": confirm, + "max_instances": max_instances, + "max_connections": max_connections, + "solver": solver, + } + + # create CLI object + cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) + if not cli.check_config(): + typer.secho( + f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", + fg="red", + ) + return 1 + + # create pipeline and queue transfer + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + if cli.args["cmd"] == "cp": + pipeline.queue_copy(src, dst, recursive=recursive) + else: + pipeline.queue_sync(src, dst, recursive=recursive) + + # confirm transfer + if not cli.confirm_transfer(pipeline, src_region_tag, [dst_region_tag], 5, ask_to_confirm_transfer=not confirm): + return 1 + + # local->local transfers not supported (yet) + if provider_src == "local" and provider_dst == "local": + raise NotImplementedError("Local->local transfers not supported (yet)") + + # fall back options: local->cloud, cloud->local, small cloud->cloud transfers + if provider_src == "local" or provider_dst == "local": + if cli.args["cmd"] == "cp": + return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 + else: + return 0 if cli.transfer_sync_onprem(src, dst, recursive) else 1 + elif cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( + job, cloud_config.get_flag("native_cmd_threshold_gb") * GB + ): + # fallback option: transfer is too small + if cli.args["cmd"] == "cp": + job = CopyJob(src, dst, recursive=recursive) # TODO: rever to using pipeline + if cli.estimate_small_transfer( + job, cloud_config.get_flag("native_cmd_threshold_gb") * GB + ): + small_transfer_status = cli.transfer_cp_small(src, dst, recursive) + return 0 if small_transfer_status else 1 + else: + job = SyncJob(src, dst, recursive=recursive) + if cli.estimate_small_transfer( + job, cloud_config.get_flag("native_cmd_threshold_gb") * GB + ): + small_transfer_status = cli.transfer_sync_small(src, dst, recursive) + return 0 if small_transfer_status else 1 + + # dataplane must be created after transfers are queued + dp = pipeline.create_dataplane(debug=debug) + with dp.auto_deprovision(): + try: + dp.provision(spinner=True) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) + except KeyboardInterrupt: + logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") + console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") + try: + dp.copy_gateway_logs() + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) + console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") + console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") + return 1 + except skyplane.exceptions.SkyplaneException as e: + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e.pretty_print_str()) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + def cp( src: str, dst: str, @@ -326,118 +451,7 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - if provider_src in ("local", "nfs"): - src_region_tag = FileSystemInterface.create(f"{provider_src}:infer", path_src).region_tag() - else: - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - - if provider_dst in ("local", "nfs"): - dst_region_tag = FileSystemInterface.create(f"{provider_dst}:infer", path_dst).region_tag() - else: - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - - args = { - "cmd": "cp", - "recursive": recursive, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - # dp = cli.make_dataplane( - # solver_type=solver, - # n_vms=max_instances, - # n_connections=max_connections, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # debug=debug, - # ) - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_copy(src, dst, recursive=recursive) - - # dataplane must be created after transfers are queued - dp = pipeline.create_dataplane(debug=debug) - - if provider_src in ("local", "nfs") and provider_dst in ("aws", "gcp", "azure"): - # manually create dataplane for queued transfer - with dp.auto_deprovision(): - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, src_region_tag, dst_region_tag) - return 1 - # return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 - elif provider_src in ("aws", "gcp", "azure", "hdfs", "ibmcloud") and provider_dst in ("aws", "gcp", "azure", "ibmcloud"): - # todo support ILP solver params - # dp = cli.make_dataplane( - # solver_type=solver, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # n_vms=max_instances, - # n_connections=max_connections, - # debug=debug, - # ) - with dp.auto_deprovision(): - # dp.queue_copy(src, dst, recursive=recursive) - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_cp_small(src, dst, recursive) - if small_transfer_status: - return 0 - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - # dp.run(ProgressBarTransferHook()) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") - + run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") def sync( src: str, @@ -485,82 +499,4 @@ def sync( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - args = { - "cmd": "sync", - "recursive": True, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - if provider_src in ("local", "hdfs", "nfs") or provider_dst in ("local", "hdfs", "nfs"): - if provider_src == "hdfs" or provider_dst == "hdfs": - typer.secho("HDFS is not supported yet.", fg="red") - return 1 - return 0 if cli.transfer_sync_onprem(src, dst) else 1 - elif provider_src in ("aws", "gcp", "azure") and provider_dst in ("aws", "gcp", "azure"): - # todo support ILP solver params - print() - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_sync(src, dst) - - dp = pipeline.create_dataplane(debug=True) - - with dp.auto_deprovision(): - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_sync_small(src, dst) - if small_transfer_status: - return 0 - try: - console.print("[yellow]Note: sync must query the destination bucket to diff objects. This may take a while.[/yellow]") - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - return 1 - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") + run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") \ No newline at end of file diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index cd37b2b83..024826d4b 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -1,6 +1,7 @@ from dataclasses import dataclass from typing import Iterator, List, Optional from skyplane.obj_store.storage_interface import StorageInterface +import os @dataclass @@ -24,17 +25,21 @@ def real_path(self): class FileSystemInterface(StorageInterface): + + def region_tag(self) -> str: + return "local" + def path(self) -> str: - raise NotImplementedError() + return self.path def list_files(self, prefix="") -> Iterator[LocalFile]: - raise NotImplementedError() + raise os.listdir(prefix) def get_file_size(self, file_name) -> int: - raise NotImplementedError() + return os.path.get_size(file_name) def get_file_last_modified(self, file_name): - raise NotImplementedError() + return os.path.getmtime(file_name) def cache_file_locally(self, src_file_path, dst_file_path): # Incases where the data may be on a remote filesystem, we want to cache it locally @@ -44,7 +49,8 @@ def clear_cache(self): raise NotImplementedError() def delete_files(self, paths: List[str]): - raise NotImplementedError() + for path in paths: + os.remove(path) def initiate_multipart_upload(self, dst_object_name: str) -> str: raise ValueError("Multipart uploads not supported") diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 8db1ce097..ae73eb0db 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -56,5 +56,8 @@ def create(region_tag: str, bucket: str): logger.fs.debug(f"attempting to create hdfs bucket {bucket}") return HDFSInterface(host=bucket) + elif region_tag.startswith("local"): + from skyplane.obj_store.file_system_interface import FileSystemInterface + return FileSystemInterface() else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") From 01e9158ab8904ded5473fa7130a92695a456a057 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 23:09:09 -0700 Subject: [PATCH 159/186] reformat --- .../integration-test-multiple-sizes.yml | 12 ++-- skyplane/cli/cli_transfer.py | 60 ++++++++----------- skyplane/obj_store/file_system_interface.py | 12 ++-- skyplane/obj_store/gcs_interface.py | 2 + skyplane/obj_store/posix_file_interface.py | 4 +- skyplane/obj_store/s3_interface.py | 6 +- skyplane/obj_store/storage_interface.py | 8 ++- skyplane/utils/path.py | 4 +- tests/integration/cp.py | 2 +- 9 files changed, 52 insertions(+), 58 deletions(-) diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index 147976113..108e053ca 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -14,17 +14,17 @@ jobs: matrix: pairs: # AWS to AWS - - aws:us-east-1 aws:us-east-1 - - aws:us-east-2 aws:us-west-2 + - aws:us-east-1 aws:us-east-1 --multipart + - aws:us-east-2 aws:us-west-2 --multipart # GCP to GCP - - gcp:us-central1-a gcp:us-central1-a - - gcp:us-west1-a gcp:us-east1-a + - gcp:us-central1-a gcp:us-central1-a --multipart + - gcp:us-west1-a gcp:us-east1-a --multipart # Azure to Azure - azure:westus azure:westus - azure:eastus azure:westus # cross cloud tests - - aws:us-west-1 gcp:us-west2-a - - gcp:us-west2-a aws:us-west-1 + - aws:us-west-1 gcp:us-west2-a --multipart + - gcp:us-west2-a aws:us-west-1 --multipart - aws:us-west-1 azure:westus - azure:westus aws:us-west-1 - gcp:us-west2-a azure:westus diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 172c12aca..07bacacb1 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -190,26 +190,22 @@ def make_pipeline(self, **solver_args) -> skyplane.Pipeline: logger.fs.debug(f"Using pipeline: {pipeline}") return pipeline - def confirm_transfer(self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def confirm_transfer( + self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True + ) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore if len(dest_region_tags) == 1: - console.print( - f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]" - ) - else: - console.print( - f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]" - ) + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]") + else: + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]") if src_region_tag.startswith("local") or dest_region_tags[0].startswith("local"): - # TODO: should still pass cost estimate - console.print( - f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]" - ) + # TODO: should still pass cost estimate + console.print(f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]") return True topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) @@ -302,14 +298,14 @@ def run_transfer( confirm: bool, max_instances: int, max_connections: int, - solver: str, + solver: str, cmd: str, ): assert cmd == "cp" or cmd == "sync", f"Invalid command: {cmd}" if not debug: register_exception_handler() print_header() - + provider_src, bucket_src, path_src = parse_path(src) provider_dst, bucket_dst, path_dst = parse_path(dst) src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() @@ -336,10 +332,10 @@ def run_transfer( # create pipeline and queue transfer pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - if cli.args["cmd"] == "cp": + if cli.args["cmd"] == "cp": pipeline.queue_copy(src, dst, recursive=recursive) else: - pipeline.queue_sync(src, dst, recursive=recursive) + pipeline.queue_sync(src, dst) # confirm transfer if not cli.confirm_transfer(pipeline, src_region_tag, [dst_region_tag], 5, ask_to_confirm_transfer=not confirm): @@ -351,27 +347,21 @@ def run_transfer( # fall back options: local->cloud, cloud->local, small cloud->cloud transfers if provider_src == "local" or provider_dst == "local": - if cli.args["cmd"] == "cp": + if cli.args["cmd"] == "cp": return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 else: - return 0 if cli.transfer_sync_onprem(src, dst, recursive) else 1 - elif cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - job, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - # fallback option: transfer is too small - if cli.args["cmd"] == "cp": - job = CopyJob(src, dst, recursive=recursive) # TODO: rever to using pipeline - if cli.estimate_small_transfer( - job, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): + return 0 if cli.transfer_sync_onprem(src, dst) else 1 + elif cloud_config.get_flag("native_cmd_enabled"): + # fallback option: transfer is too small + if cli.args["cmd"] == "cp": + job = CopyJob(src, [dst], recursive=recursive) # TODO: rever to using pipeline + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): small_transfer_status = cli.transfer_cp_small(src, dst, recursive) return 0 if small_transfer_status else 1 else: - job = SyncJob(src, dst, recursive=recursive) - if cli.estimate_small_transfer( - job, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_sync_small(src, dst, recursive) + job = SyncJob(src, [dst], recursive=recursive) + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): + small_transfer_status = cli.transfer_sync_small(src, dst) return 0 if small_transfer_status else 1 # dataplane must be created after transfers are queued @@ -406,6 +396,7 @@ def run_transfer( UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) force_deprovision(dp) + def cp( src: str, dst: str, @@ -451,7 +442,8 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") + return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") + def sync( src: str, @@ -499,4 +491,4 @@ def sync( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") \ No newline at end of file + return run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index 024826d4b..6f59ec67e 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -25,21 +25,20 @@ def real_path(self): class FileSystemInterface(StorageInterface): - def region_tag(self) -> str: return "local" def path(self) -> str: - return self.path + raise NotImplementedError() def list_files(self, prefix="") -> Iterator[LocalFile]: - raise os.listdir(prefix) + raise NotImplementedError() def get_file_size(self, file_name) -> int: - return os.path.get_size(file_name) + raise NotImplementedError() def get_file_last_modified(self, file_name): - return os.path.getmtime(file_name) + raise NotImplementedError() def cache_file_locally(self, src_file_path, dst_file_path): # Incases where the data may be on a remote filesystem, we want to cache it locally @@ -49,8 +48,7 @@ def clear_cache(self): raise NotImplementedError() def delete_files(self, paths: List[str]): - for path in paths: - os.remove(path) + raise NotImplementedError() def initiate_multipart_upload(self, dst_object_name: str) -> str: raise ValueError("Multipart uploads not supported") diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 6ce6efb71..ccfd208fc 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,9 +103,11 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): + print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/posix_file_interface.py b/skyplane/obj_store/posix_file_interface.py index cb3e61dd2..c5a3656dd 100644 --- a/skyplane/obj_store/posix_file_interface.py +++ b/skyplane/obj_store/posix_file_interface.py @@ -54,10 +54,10 @@ def exists(self, obj_name: str): return os.path.exists(obj_name) def region_tag(self) -> str: - return "gcp:us-central1-a" + return "local" def bucket(self) -> str: - return "" + return self.dir_path def create_bucket(self, region_tag: str): return None diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 07c74af5a..145ae466d 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -48,9 +48,6 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - def bucket(self) -> str: - return self.bucket_name - def set_requester_bool(self, requester: bool): self.requester_pays = requester @@ -89,11 +86,12 @@ def create_bucket(self, aws_region): print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): + print("deleting bucket", self.bucket_name) # delete 1000 keys at a time for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - + print("no objects") # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index ae73eb0db..84d8e8a19 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -56,8 +56,10 @@ def create(region_tag: str, bucket: str): logger.fs.debug(f"attempting to create hdfs bucket {bucket}") return HDFSInterface(host=bucket) - elif region_tag.startswith("local"): - from skyplane.obj_store.file_system_interface import FileSystemInterface - return FileSystemInterface() + elif region_tag.startswith("local"): + # from skyplane.obj_store.file_system_interface import FileSystemInterface + from skyplane.obj_store.posix_file_interface import POSIXInterface + + return POSIXInterface(bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 4334d5001..ea23e781b 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -59,4 +59,6 @@ def is_plausible_local_path(path_test: str): else: if not is_plausible_local_path(path): logger.warning(f"Local path '{path}' does not exist") - return "local", None, path + + # path is subsitutute for bucket + return "local", path, path diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 3250ab822..689f9f90f 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -37,7 +37,7 @@ def setup_buckets(src_region, dest_region, n_files=1, file_size_mb=1): return src_bucket_name, dest_bucket_name, src_prefix, dest_prefix -def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=True): +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): logger.info( f"Running skyplane cp integration test with config " + f"src_region={src_region}, " From d41427cc662d036cc46c18ca49b0ed5f0eebc0d4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:01:11 -0700 Subject: [PATCH 160/186] add local tests --- .github/workflows/integration-test-local.yml | 95 ++++++++++++ tests/integration/cp_local.py | 149 +++++++++++++++++++ 2 files changed, 244 insertions(+) create mode 100644 .github/workflows/integration-test-local.yml create mode 100644 tests/integration/cp_local.py diff --git a/.github/workflows/integration-test-local.yml b/.github/workflows/integration-test-local.yml new file mode 100644 index 000000000..d820e4c31 --- /dev/null +++ b/.github/workflows/integration-test-local.yml @@ -0,0 +1,95 @@ +name: integration-test-multiple-sizes +on: [push] +concurrency: transfer-test +env: + AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} + AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} + SKYPLANE_USAGE_STATS_ENABLED: 0 +jobs: + integration: + if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') + runs-on: ubuntu-latest + strategy: + max-parallel: 8 + matrix: + pairs: + # AWS + - aws:us-east-1 local + - local aws:us-east-2 + # GCP + - gcp:us-central1-a local + - local gcp:us-east1-a + # Azure + - azure:westus local + - local azure:westus + timeout-minutes: 40 + env: + STRATEGY_UUID: itest-${{ github.run_id }}-${{ github.run_attempt }}-${{ strategy.job-index }} + steps: + - uses: actions/checkout@v1 + - name: Install poetry + run: pipx install poetry + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + cache: "poetry" + - name: Set Poetry config + run: | + poetry config virtualenvs.in-project false + poetry config virtualenvs.path ~/.virtualenvs + - name: Install Dependencies + run: poetry install -E aws -E azure -E gcp + if: steps.cache.outputs.cache-hit != 'true' + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Log into Azure + uses: azure/login@v1 + with: + creds: '{"clientId":"${{ secrets.AZURE_CLIENT_ID }}","clientSecret":"${{ secrets.AZURE_CLIENT_SECRET }}","subscriptionId":"${{ secrets.AZURE_SUBSCRIPTION_ID }}","tenantId":"${{ secrets.AZURE_TENANT_ID }}"}' + - name: Skyplane init + run: | + poetry run skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + poetry run skyplane config set native_cmd_enabled false + cat ~/.skyplane/config + poetry run skyplane init -y + poetry run skyplane config set usage_stats false + - name: Single small file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 32 + - name: 128 small files test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 128 --file-size-mb 1 + - name: Single large file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 2000 + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com + deprovision: + runs-on: ubuntu-latest + if: ${{ always() }} + needs: [integration] + env: + STRATEGY_UUID: itest-d-${{ github.run_id }}-${{ github.run_attempt }} + steps: + - uses: actions/checkout@v1 + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + - name: Install skyplane from pypi + run: pip install skyplane[aws,azure,gcp] + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Skyplane init + run: | + skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + skyplane init -y --disable-config-azure + skyplane config set usage_stats false + - name: Deprovision + run: skyplane deprovision + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete --quiet ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com diff --git a/tests/integration/cp_local.py b/tests/integration/cp_local.py new file mode 100644 index 000000000..2f0f131c4 --- /dev/null +++ b/tests/integration/cp_local.py @@ -0,0 +1,149 @@ +import argparse +import time +import os +import tempfile +import uuid +from skyplane.utils.definitions import MB +from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.cli.cli import cp, sync +from skyplane.utils import logger + + +def setup_buckets(region, n_files=1, file_size_mb=1, write=False): + provider, zone = region.split(":") + if provider == "azure": + bucket_name = f"integration{zone}/{str(uuid.uuid4()).replace('-', '')}" + else: + bucket_name = f"integration{zone}-{str(uuid.uuid4())[:8]}" + logger.debug(f"creating buckets {bucket_name}") + iface = ObjectStoreInterface.create(region, bucket_name) + iface.create_bucket(zone) + + prefix = f"{uuid.uuid4()}" + if write: + with tempfile.NamedTemporaryFile() as tmp: + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + for i in range(n_files): + iface.upload_object(fpath, f"{prefix}/{i}", mime_type="text/plain") + + return iface, bucket_name, prefix + + +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): + logger.info( + f"Running skyplane [cp/sync] integration test with config " + + f"src_region={src_region}, " + + f"dest_region={dest_region}, " + + f"n_files={n_files}, " + + f"file_size_mb={file_size_mb}, " + + f"multipart={multipart}" + ) + + # map region to path + def map_path(region, bucket, prefix): + provider, _ = region.split(":") + if provider == "aws": + return f"s3://{bucket}/{prefix}" + elif provider == "azure": + storage_account, container = bucket.split("/") + return f"https://{storage_account}.blob.core.windows.net/{container}/{prefix}" + elif provider == "gcp": + return f"gs://{bucket}/{prefix}" + else: + raise Exception(f"Unknown provider {provider}") + + # create temporary files + for mode in ["sync", "cp"]: + return_code = 0 + if n_files == 1 and mode == "cp": + tmp = tempfile.NamedTemporaryFile() + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + elif n_files > 1: # create directory + tmp = tempfile.TemporaryDirectory() + fpath = tmp.name + for i in range(n_files): + with open(f"{fpath}/{i}", "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + else: + continue + + if src_region == "local": + iface, bucket_name, prefix = setup_buckets(dest_region) + if mode == "cp": + return_code = cp( + fpath, + map_path(dest_region, bucket_name, prefix), + recursive=(n_files > 1), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + fpath, + map_path(dest_region, bucket_name, prefix), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif dest_region == "local": + iface, bucket_name, prefix = setup_buckets(src_region, n_files=n_files, file_size_mb=file_size_mb, write=True) + if mode == "cp": + return_code = cp( + map_path(src_region, bucket_name, prefix), + fpath, + recursive=True, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + map_path(src_region, bucket_name, prefix), + fpath, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + else: + raise ValueError("This script only tests local transfers") + + iface.delete_bucket() + + if return_code > 0: + return return_code + + return return_code + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("src", help="source region") + parser.add_argument("dest", help="destination region") + parser.add_argument("--n-files", type=int, default=1) + parser.add_argument("--file-size-mb", type=int, default=1) + parser.add_argument("--multipart", action="store_true") + args = parser.parse_args() + + return_code = run(args.src, args.dest, n_files=args.n_files, file_size_mb=args.file_size_mb, multipart=args.multipart) + exit(return_code) From f29bb76b7533e712f7b60ac236975b84b6cd96a5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:18:13 -0700 Subject: [PATCH 161/186] fix tests --- tests/integration/cp_local.py | 2 +- tests/unit_nocloud/test_common.py | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/integration/cp_local.py b/tests/integration/cp_local.py index 2f0f131c4..fca726c55 100644 --- a/tests/integration/cp_local.py +++ b/tests/integration/cp_local.py @@ -28,7 +28,7 @@ def setup_buckets(region, n_files=1, file_size_mb=1, write=False): for i in range(n_files): iface.upload_object(fpath, f"{prefix}/{i}", mime_type="text/plain") - return iface, bucket_name, prefix + return iface, bucket_name, prefix def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): diff --git a/tests/unit_nocloud/test_common.py b/tests/unit_nocloud/test_common.py index c66df90a3..bdc377c71 100644 --- a/tests/unit_nocloud/test_common.py +++ b/tests/unit_nocloud/test_common.py @@ -3,9 +3,9 @@ def test_parse_path(): # test local - assert parse_path("/") == ("local", None, "/") - assert parse_path("/tmp") == ("local", None, "/tmp") - assert parse_path("does-not-exist-0000000/file") == ("local", None, "does-not-exist-0000000/file") + assert parse_path("/") == ("local", "/", "/") + assert parse_path("/tmp") == ("local", "/tmp", "/tmp") + assert parse_path("does-not-exist-0000000/file") == ("local", "does-not-exist-0000000/file", "does-not-exist-0000000/file") # test s3:// assert parse_path("s3://bucket") == ("aws", "bucket", "") From 1486b8579906595020573ec822017eb57b111516 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:18:36 -0700 Subject: [PATCH 162/186] add s3 interface --- skyplane/obj_store/s3_interface.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 145ae466d..5ab940cbe 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,6 +47,9 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region + + def bucket(self) -> str: + return self.bucket_name def set_requester_bool(self, requester: bool): self.requester_pays = requester @@ -83,15 +86,13 @@ def create_bucket(self, aws_region): else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) else: - print("bucket already exists", aws_region, self.bucket_name) + logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") def delete_bucket(self): - print("deleting bucket", self.bucket_name) # delete 1000 keys at a time for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - print("no objects") # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) From f3521dcb74610a4ba88d13df12b6e7520d4665ab Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:19:41 -0700 Subject: [PATCH 163/186] Refactor CLI transfer code and support local fallback (#829) Transferred to/from local paths needs to fall back on cloud provider tools until we provide full support for this. I cleaned up the `skyplane cp/sync` code to share a single function for shared logic for fallback options and initiating transfers. --- .github/workflows/integration-test-local.yml | 95 +++++ .../integration-test-multiple-sizes.yml | 24 +- skyplane/cli/cli_transfer.py | 328 +++++++----------- skyplane/obj_store/file_system_interface.py | 4 + skyplane/obj_store/gcs_interface.py | 2 + skyplane/obj_store/posix_file_interface.py | 4 +- skyplane/obj_store/s3_interface.py | 5 +- skyplane/obj_store/storage_interface.py | 5 + skyplane/utils/path.py | 4 +- tests/integration/cp.py | 2 +- tests/integration/cp_local.py | 149 ++++++++ tests/unit_nocloud/test_common.py | 6 +- 12 files changed, 406 insertions(+), 222 deletions(-) create mode 100644 .github/workflows/integration-test-local.yml create mode 100644 tests/integration/cp_local.py diff --git a/.github/workflows/integration-test-local.yml b/.github/workflows/integration-test-local.yml new file mode 100644 index 000000000..d820e4c31 --- /dev/null +++ b/.github/workflows/integration-test-local.yml @@ -0,0 +1,95 @@ +name: integration-test-multiple-sizes +on: [push] +concurrency: transfer-test +env: + AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} + AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} + SKYPLANE_USAGE_STATS_ENABLED: 0 +jobs: + integration: + if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') + runs-on: ubuntu-latest + strategy: + max-parallel: 8 + matrix: + pairs: + # AWS + - aws:us-east-1 local + - local aws:us-east-2 + # GCP + - gcp:us-central1-a local + - local gcp:us-east1-a + # Azure + - azure:westus local + - local azure:westus + timeout-minutes: 40 + env: + STRATEGY_UUID: itest-${{ github.run_id }}-${{ github.run_attempt }}-${{ strategy.job-index }} + steps: + - uses: actions/checkout@v1 + - name: Install poetry + run: pipx install poetry + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + cache: "poetry" + - name: Set Poetry config + run: | + poetry config virtualenvs.in-project false + poetry config virtualenvs.path ~/.virtualenvs + - name: Install Dependencies + run: poetry install -E aws -E azure -E gcp + if: steps.cache.outputs.cache-hit != 'true' + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Log into Azure + uses: azure/login@v1 + with: + creds: '{"clientId":"${{ secrets.AZURE_CLIENT_ID }}","clientSecret":"${{ secrets.AZURE_CLIENT_SECRET }}","subscriptionId":"${{ secrets.AZURE_SUBSCRIPTION_ID }}","tenantId":"${{ secrets.AZURE_TENANT_ID }}"}' + - name: Skyplane init + run: | + poetry run skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + poetry run skyplane config set native_cmd_enabled false + cat ~/.skyplane/config + poetry run skyplane init -y + poetry run skyplane config set usage_stats false + - name: Single small file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 32 + - name: 128 small files test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 128 --file-size-mb 1 + - name: Single large file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 2000 + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com + deprovision: + runs-on: ubuntu-latest + if: ${{ always() }} + needs: [integration] + env: + STRATEGY_UUID: itest-d-${{ github.run_id }}-${{ github.run_attempt }} + steps: + - uses: actions/checkout@v1 + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + - name: Install skyplane from pypi + run: pip install skyplane[aws,azure,gcp] + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Skyplane init + run: | + skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + skyplane init -y --disable-config-azure + skyplane config set usage_stats false + - name: Deprovision + run: skyplane deprovision + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete --quiet ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index bab896fe6..61aedc849 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -14,21 +14,21 @@ jobs: matrix: pairs: # AWS to AWS - - aws:us-east-1 aws:us-east-1 - - aws:us-east-2 aws:us-west-2 + - aws:us-east-1 aws:us-east-1 --multipart + - aws:us-east-2 aws:us-west-2 --multipart # GCP to GCP - - gcp:us-central1-a gcp:us-central1-a - - gcp:us-west1-a gcp:us-east1-a + - gcp:us-central1-a gcp:us-central1-a --multipart + - gcp:us-west1-a gcp:us-east1-a --multipart # Azure to Azure - #- azure:westus azure:westus - #- azure:eastus azure:westus + - azure:westus azure:westus + - azure:eastus azure:westus # cross cloud tests - - aws:us-west-1 gcp:us-west2-a - - gcp:us-west2-a aws:us-west-1 - #- aws:us-west-1 azure:westus - #- azure:westus aws:us-west-1 - #- gcp:us-west2-a azure:westus - #- azure:westus gcp:us-west2-a + - aws:us-west-1 gcp:us-west2-a --multipart + - gcp:us-west2-a aws:us-west-1 --multipart + - aws:us-west-1 azure:westus + - azure:westus aws:us-west-1 + - gcp:us-west2-a azure:westus + - azure:westus gcp:us-west2-a timeout-minutes: 40 env: STRATEGY_UUID: itest-${{ github.run_id }}-${{ github.run_attempt }}-${{ strategy.job-index }} diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 8c01036cb..07bacacb1 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -10,7 +10,7 @@ import skyplane from skyplane.api.config import TransferConfig, AWSConfig, GCPConfig, AzureConfig, IBMCloudConfig -from skyplane.api.transfer_job import CopyJob +from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.cli.impl.cp_replicate_fallback import ( replicate_onprem_cp_cmd, replicate_onprem_sync_cmd, @@ -21,7 +21,7 @@ from skyplane.api.usage import UsageClient from skyplane.config import SkyplaneConfig from skyplane.config_paths import cloud_config, config_path -from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, StorageInterface from skyplane.obj_store.file_system_interface import FileSystemInterface from skyplane.cli.impl.progress_bar import ProgressBarTransferHook from skyplane.utils import logger @@ -190,15 +190,24 @@ def make_pipeline(self, **solver_args) -> skyplane.Pipeline: logger.fs.debug(f"Using pipeline: {pipeline}") return pipeline - def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def confirm_transfer( + self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True + ) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore - console.print( - f"[bold yellow]Will transfer objects from {dp.topology.src_region_tag} to {dp.topology.dest_region_tags}[/bold yellow]" - ) + if len(dest_region_tags) == 1: + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]") + else: + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]") + + if src_region_tag.startswith("local") or dest_region_tags[0].startswith("local"): + # TODO: should still pass cost estimate + console.print(f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]") + return True + topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) sorted_counts = sorted(topology.per_region_count().items(), key=lambda x: x[0]) console.print( @@ -248,12 +257,11 @@ def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, console.print("[green]Transfer starting[/green]") return True - def estimate_small_transfer(self, pipeline: skyplane.Pipeline, size_threshold_bytes: float, query_n: int = 1000) -> bool: + def estimate_small_transfer(self, job: TransferJob, size_threshold_bytes: float, query_n: int = 1000) -> bool: """Estimates if the transfer is small by querying up to `query_n` files from the TransferJob. If it exceeds the file size limit, then it will fall back to the cloud CLIs.""" - if len(pipeline.jobs_to_dispatch) != 1: - return False - job = pipeline.jobs_to_dispatch[0] + + # TODO: why shouldn't this include sync? if not isinstance(job, CopyJob): return False transfer_pair_gen = job.gen_transfer_pairs() @@ -281,6 +289,114 @@ def force_deprovision(dp: skyplane.Dataplane): signal.signal(signal.SIGINT, s) +def run_transfer( + src: str, + dst: str, + recursive: bool, + debug: bool, + multipart: bool, + confirm: bool, + max_instances: int, + max_connections: int, + solver: str, + cmd: str, +): + assert cmd == "cp" or cmd == "sync", f"Invalid command: {cmd}" + if not debug: + register_exception_handler() + print_header() + + provider_src, bucket_src, path_src = parse_path(src) + provider_dst, bucket_dst, path_dst = parse_path(dst) + src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() + dst_region_tag = StorageInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() + args = { + "cmd": cmd, + "recursive": True, + "debug": debug, + "multipart": multipart, + "confirm": confirm, + "max_instances": max_instances, + "max_connections": max_connections, + "solver": solver, + } + + # create CLI object + cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) + if not cli.check_config(): + typer.secho( + f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", + fg="red", + ) + return 1 + + # create pipeline and queue transfer + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + if cli.args["cmd"] == "cp": + pipeline.queue_copy(src, dst, recursive=recursive) + else: + pipeline.queue_sync(src, dst) + + # confirm transfer + if not cli.confirm_transfer(pipeline, src_region_tag, [dst_region_tag], 5, ask_to_confirm_transfer=not confirm): + return 1 + + # local->local transfers not supported (yet) + if provider_src == "local" and provider_dst == "local": + raise NotImplementedError("Local->local transfers not supported (yet)") + + # fall back options: local->cloud, cloud->local, small cloud->cloud transfers + if provider_src == "local" or provider_dst == "local": + if cli.args["cmd"] == "cp": + return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 + else: + return 0 if cli.transfer_sync_onprem(src, dst) else 1 + elif cloud_config.get_flag("native_cmd_enabled"): + # fallback option: transfer is too small + if cli.args["cmd"] == "cp": + job = CopyJob(src, [dst], recursive=recursive) # TODO: rever to using pipeline + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): + small_transfer_status = cli.transfer_cp_small(src, dst, recursive) + return 0 if small_transfer_status else 1 + else: + job = SyncJob(src, [dst], recursive=recursive) + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): + small_transfer_status = cli.transfer_sync_small(src, dst) + return 0 if small_transfer_status else 1 + + # dataplane must be created after transfers are queued + dp = pipeline.create_dataplane(debug=debug) + with dp.auto_deprovision(): + try: + dp.provision(spinner=True) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) + except KeyboardInterrupt: + logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") + console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") + try: + dp.copy_gateway_logs() + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) + console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") + console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") + return 1 + except skyplane.exceptions.SkyplaneException as e: + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e.pretty_print_str()) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + + def cp( src: str, dst: str, @@ -326,117 +442,7 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - if provider_src in ("local", "nfs"): - src_region_tag = FileSystemInterface.create(f"{provider_src}:infer", path_src).region_tag() - else: - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - - if provider_dst in ("local", "nfs"): - dst_region_tag = FileSystemInterface.create(f"{provider_dst}:infer", path_dst).region_tag() - else: - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - - args = { - "cmd": "cp", - "recursive": recursive, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - # dp = cli.make_dataplane( - # solver_type=solver, - # n_vms=max_instances, - # n_connections=max_connections, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # debug=debug, - # ) - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_copy(src, dst, recursive=recursive) - - # dataplane must be created after transfers are queued - dp = pipeline.create_dataplane(debug=debug) - - if provider_src in ("local", "nfs") and provider_dst in ("aws", "gcp", "azure"): - # manually create dataplane for queued transfer - with dp.auto_deprovision(): - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, src_region_tag, dst_region_tag) - return 1 - # return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 - elif provider_src in ("aws", "gcp", "azure", "hdfs", "ibmcloud") and provider_dst in ("aws", "gcp", "azure", "ibmcloud"): - # todo support ILP solver params - # dp = cli.make_dataplane( - # solver_type=solver, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # n_vms=max_instances, - # n_connections=max_connections, - # debug=debug, - # ) - with dp.auto_deprovision(): - # dp.queue_copy(src, dst, recursive=recursive) - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_cp_small(src, dst, recursive) - if small_transfer_status: - return 0 - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - # dp.run(ProgressBarTransferHook()) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") + return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") def sync( @@ -485,82 +491,4 @@ def sync( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - args = { - "cmd": "sync", - "recursive": True, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - if provider_src in ("local", "hdfs", "nfs") or provider_dst in ("local", "hdfs", "nfs"): - if provider_src == "hdfs" or provider_dst == "hdfs": - typer.secho("HDFS is not supported yet.", fg="red") - return 1 - return 0 if cli.transfer_sync_onprem(src, dst) else 1 - elif provider_src in ("aws", "gcp", "azure") and provider_dst in ("aws", "gcp", "azure"): - # todo support ILP solver params - print() - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_sync(src, dst) - - dp = pipeline.create_dataplane(debug=True) - - with dp.auto_deprovision(): - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_sync_small(src, dst) - if small_transfer_status: - return 0 - try: - console.print("[yellow]Note: sync must query the destination bucket to diff objects. This may take a while.[/yellow]") - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - return 1 - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") + return run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index cd37b2b83..6f59ec67e 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -1,6 +1,7 @@ from dataclasses import dataclass from typing import Iterator, List, Optional from skyplane.obj_store.storage_interface import StorageInterface +import os @dataclass @@ -24,6 +25,9 @@ def real_path(self): class FileSystemInterface(StorageInterface): + def region_tag(self) -> str: + return "local" + def path(self) -> str: raise NotImplementedError() diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 6ce6efb71..ccfd208fc 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,9 +103,11 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): + print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/posix_file_interface.py b/skyplane/obj_store/posix_file_interface.py index cb3e61dd2..c5a3656dd 100644 --- a/skyplane/obj_store/posix_file_interface.py +++ b/skyplane/obj_store/posix_file_interface.py @@ -54,10 +54,10 @@ def exists(self, obj_name: str): return os.path.exists(obj_name) def region_tag(self) -> str: - return "gcp:us-central1-a" + return "local" def bucket(self) -> str: - return "" + return self.dir_path def create_bucket(self, region_tag: str): return None diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 07c74af5a..5ab940cbe 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,7 +47,7 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - + def bucket(self) -> str: return self.bucket_name @@ -86,14 +86,13 @@ def create_bucket(self, aws_region): else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) else: - print("bucket already exists", aws_region, self.bucket_name) + logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") def delete_bucket(self): # delete 1000 keys at a time for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 8db1ce097..84d8e8a19 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -56,5 +56,10 @@ def create(region_tag: str, bucket: str): logger.fs.debug(f"attempting to create hdfs bucket {bucket}") return HDFSInterface(host=bucket) + elif region_tag.startswith("local"): + # from skyplane.obj_store.file_system_interface import FileSystemInterface + from skyplane.obj_store.posix_file_interface import POSIXInterface + + return POSIXInterface(bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 4334d5001..ea23e781b 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -59,4 +59,6 @@ def is_plausible_local_path(path_test: str): else: if not is_plausible_local_path(path): logger.warning(f"Local path '{path}' does not exist") - return "local", None, path + + # path is subsitutute for bucket + return "local", path, path diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 3250ab822..689f9f90f 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -37,7 +37,7 @@ def setup_buckets(src_region, dest_region, n_files=1, file_size_mb=1): return src_bucket_name, dest_bucket_name, src_prefix, dest_prefix -def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=True): +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): logger.info( f"Running skyplane cp integration test with config " + f"src_region={src_region}, " diff --git a/tests/integration/cp_local.py b/tests/integration/cp_local.py new file mode 100644 index 000000000..fca726c55 --- /dev/null +++ b/tests/integration/cp_local.py @@ -0,0 +1,149 @@ +import argparse +import time +import os +import tempfile +import uuid +from skyplane.utils.definitions import MB +from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.cli.cli import cp, sync +from skyplane.utils import logger + + +def setup_buckets(region, n_files=1, file_size_mb=1, write=False): + provider, zone = region.split(":") + if provider == "azure": + bucket_name = f"integration{zone}/{str(uuid.uuid4()).replace('-', '')}" + else: + bucket_name = f"integration{zone}-{str(uuid.uuid4())[:8]}" + logger.debug(f"creating buckets {bucket_name}") + iface = ObjectStoreInterface.create(region, bucket_name) + iface.create_bucket(zone) + + prefix = f"{uuid.uuid4()}" + if write: + with tempfile.NamedTemporaryFile() as tmp: + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + for i in range(n_files): + iface.upload_object(fpath, f"{prefix}/{i}", mime_type="text/plain") + + return iface, bucket_name, prefix + + +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): + logger.info( + f"Running skyplane [cp/sync] integration test with config " + + f"src_region={src_region}, " + + f"dest_region={dest_region}, " + + f"n_files={n_files}, " + + f"file_size_mb={file_size_mb}, " + + f"multipart={multipart}" + ) + + # map region to path + def map_path(region, bucket, prefix): + provider, _ = region.split(":") + if provider == "aws": + return f"s3://{bucket}/{prefix}" + elif provider == "azure": + storage_account, container = bucket.split("/") + return f"https://{storage_account}.blob.core.windows.net/{container}/{prefix}" + elif provider == "gcp": + return f"gs://{bucket}/{prefix}" + else: + raise Exception(f"Unknown provider {provider}") + + # create temporary files + for mode in ["sync", "cp"]: + return_code = 0 + if n_files == 1 and mode == "cp": + tmp = tempfile.NamedTemporaryFile() + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + elif n_files > 1: # create directory + tmp = tempfile.TemporaryDirectory() + fpath = tmp.name + for i in range(n_files): + with open(f"{fpath}/{i}", "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + else: + continue + + if src_region == "local": + iface, bucket_name, prefix = setup_buckets(dest_region) + if mode == "cp": + return_code = cp( + fpath, + map_path(dest_region, bucket_name, prefix), + recursive=(n_files > 1), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + fpath, + map_path(dest_region, bucket_name, prefix), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif dest_region == "local": + iface, bucket_name, prefix = setup_buckets(src_region, n_files=n_files, file_size_mb=file_size_mb, write=True) + if mode == "cp": + return_code = cp( + map_path(src_region, bucket_name, prefix), + fpath, + recursive=True, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + map_path(src_region, bucket_name, prefix), + fpath, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + else: + raise ValueError("This script only tests local transfers") + + iface.delete_bucket() + + if return_code > 0: + return return_code + + return return_code + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("src", help="source region") + parser.add_argument("dest", help="destination region") + parser.add_argument("--n-files", type=int, default=1) + parser.add_argument("--file-size-mb", type=int, default=1) + parser.add_argument("--multipart", action="store_true") + args = parser.parse_args() + + return_code = run(args.src, args.dest, n_files=args.n_files, file_size_mb=args.file_size_mb, multipart=args.multipart) + exit(return_code) diff --git a/tests/unit_nocloud/test_common.py b/tests/unit_nocloud/test_common.py index c66df90a3..bdc377c71 100644 --- a/tests/unit_nocloud/test_common.py +++ b/tests/unit_nocloud/test_common.py @@ -3,9 +3,9 @@ def test_parse_path(): # test local - assert parse_path("/") == ("local", None, "/") - assert parse_path("/tmp") == ("local", None, "/tmp") - assert parse_path("does-not-exist-0000000/file") == ("local", None, "does-not-exist-0000000/file") + assert parse_path("/") == ("local", "/", "/") + assert parse_path("/tmp") == ("local", "/tmp", "/tmp") + assert parse_path("does-not-exist-0000000/file") == ("local", "does-not-exist-0000000/file", "does-not-exist-0000000/file") # test s3:// assert parse_path("s3://bucket") == ("aws", "bucket", "") From 68eb8d51ba4f96a3f69676486fcf3694f7a3c9c2 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:25:01 -0700 Subject: [PATCH 164/186] Update integration-test-local.yml --- .github/workflows/integration-test-local.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/integration-test-local.yml b/.github/workflows/integration-test-local.yml index d820e4c31..c73a9b9db 100644 --- a/.github/workflows/integration-test-local.yml +++ b/.github/workflows/integration-test-local.yml @@ -1,4 +1,4 @@ -name: integration-test-multiple-sizes +name: integration-test-local on: [push] concurrency: transfer-test env: From 6e5cfd1fbf7c9188942f4e376a90a270d605c263 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:28:52 -0700 Subject: [PATCH 165/186] Update integration-test-multiple-sizes.yml --- .github/workflows/integration-test-multiple-sizes.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index 61aedc849..3afe5245e 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -7,7 +7,6 @@ env: SKYPLANE_USAGE_STATS_ENABLED: 0 jobs: integration: - if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') runs-on: ubuntu-latest strategy: max-parallel: 1 From bf0cb992aebd4e74d4565a7795e5de1dd6f684ab Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 13:33:12 -0700 Subject: [PATCH 166/186] commit --- poetry.lock | 12 ++++++------ pyproject.toml | 1 + skyplane/api/tracker.py | 6 ++++-- skyplane/api/transfer_job.py | 1 + skyplane/obj_store/gcs_interface.py | 2 -- 5 files changed, 12 insertions(+), 10 deletions(-) diff --git a/poetry.lock b/poetry.lock index 610f3aa08..b1e1cba07 100644 --- a/poetry.lock +++ b/poetry.lock @@ -772,7 +772,7 @@ scipy = ">=0.9" name = "exceptiongroup" version = "1.1.1" description = "Backport of PEP 654 (exception groups)" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1380,7 +1380,7 @@ testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packag name = "iniconfig" version = "2.0.0" description = "brain-dead simple config-ini parsing" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2094,7 +2094,7 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest- name = "pluggy" version = "1.0.0" description = "plugin and hook calling mechanisms for python" -category = "dev" +category = "main" optional = false python-versions = ">=3.6" files = [ @@ -2363,7 +2363,7 @@ diagrams = ["jinja2", "railroad-diagrams"] name = "pytest" version = "7.3.1" description = "pytest: simple powerful testing with Python" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2734,7 +2734,7 @@ test = ["tox (>=1.8.1)"] name = "tomli" version = "2.0.1" description = "A lil' TOML parser" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2896,4 +2896,4 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "2.0" python-versions = ">=3.7.1,<3.12" -content-hash = "b399e30ba267365760659d157388a4cf91af396621d7712b32dadae144e420d1" +content-hash = "ace940f14369da55ee768ebc6360f3e155976ee62a594f859fb99609af8a4d9f" diff --git a/pyproject.toml b/pyproject.toml index 6443f3ff3..0fc62f025 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,6 +62,7 @@ pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } pyarrow = "^10.0.1" +pytest = "^7.3.1" [tool.poetry.extras] aws = ["boto3"] diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index f481bf229..9ffe02490 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -1,6 +1,5 @@ import functools from pprint import pprint -from pprint import pprint import json import time from abc import ABC @@ -216,13 +215,14 @@ def monitor_single_dst_helper(dst_region): self.hooks.on_transfer_end() start_time = int(time.time()) + print("transfer ended", transfer_stats) try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags[0], session_start_timestamp_ms ) raise e end_time = int(time.time()) @@ -261,10 +261,12 @@ def monitor_transfer(pd, self, region_tag): sinks = region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) + print("pending", self.job_pending_chunk_ids) while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) + # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index f308d6a79..5db1300df 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -645,6 +645,7 @@ def dispatch( # copy new multipart transfers to the multipart transfer list updated_len = len(chunker.multipart_upload_requests) + print(f"chunker.multipart_upload_requests: {chunker.multipart_upload_requests[n_multiparts:updated_len]}") self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index ccfd208fc..6ce6efb71 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,11 +103,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: From 5ea262b36b3fd7c05e050ad0e0613fe8b1d09bbe Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 4 May 2023 19:17:45 -0700 Subject: [PATCH 167/186] add waiting and retry for multipart completion --- skyplane/api/dataplane.py | 2 +- skyplane/api/tracker.py | 6 +++--- skyplane/api/transfer_job.py | 15 +++++++++++++-- skyplane/gateway/operators/gateway_operator.py | 2 +- skyplane/obj_store/s3_interface.py | 1 + tests/integration/cp.py | 2 +- 6 files changed, 20 insertions(+), 8 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 289857ff1..1b2003790 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -226,7 +226,7 @@ def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" - err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" + err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stderr" logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") instance.download_file("/tmp/gateway.stdout", out_file) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9ffe02490..cd22d5fe5 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -215,7 +215,6 @@ def monitor_single_dst_helper(dst_region): self.hooks.on_transfer_end() start_time = int(time.time()) - print("transfer ended", transfer_stats) try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -261,7 +260,6 @@ def monitor_transfer(pd, self, region_tag): sinks = region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) - print("pending", self.job_pending_chunk_ids) while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -291,6 +289,7 @@ def monitor_transfer(pd, self, region_tag): completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index + # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination for job_uuid, job in self.jobs.items(): @@ -313,7 +312,7 @@ def monitor_transfer(pd, self, region_tag): # sleep time.sleep(0.05) - + @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): @@ -364,6 +363,7 @@ def query_bytes_remaining(self, region_tag: Optional[str] = None): ] ) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") + print(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") return sum(bytes_remaining_per_job.values()) def query_bytes_dispatched(self): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 5db1300df..efc8864e0 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,4 +1,5 @@ import json +import time import typer import math import queue @@ -18,6 +19,7 @@ import urllib3 from rich import print as rprint +from functools import partial from skyplane import exceptions from skyplane.api.config import TransferConfig @@ -31,6 +33,7 @@ from skyplane.utils.definitions import MB from skyplane.utils.fn import do_parallel from skyplane.utils.path import parse_path +from skyplane.utils.retry import retry_backoff if TYPE_CHECKING: from skyplane.api.dataplane import Dataplane @@ -645,7 +648,6 @@ def dispatch( # copy new multipart transfers to the multipart transfer list updated_len = len(chunker.multipart_upload_requests) - print(f"chunker.multipart_upload_requests: {chunker.multipart_upload_requests[n_multiparts:updated_len]}") self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len @@ -666,7 +668,16 @@ def finalize(self): def complete_fn(batch): for req in batch: logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + + # retry - sometimes slight delay before object store knows all parts are uploaded + retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) + # while True: + # try: + # obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + # break + # except Exception as e: + # logger.fs.warning(f"Failing to complete multipart upload {req['upload_id']} for key {req['key']}, retrying...") + # time.sleep(1) do_parallel(complete_fn, batches, n=8) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 2069338e2..b60d5f24d 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -568,5 +568,5 @@ def process(self, chunk_req: ChunkRequest): ), max_retries=1, ) - logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") + logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} partition {chunk_req.chunk.part_number} to {self.bucket_name}") return True diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5ab940cbe..57aef2e69 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -197,6 +197,7 @@ def upload_object( checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() try: + print(f"Uploading {dst_object_name} part number {part_number}") with open(src_file_path, "rb") as f: if upload_id: s3_client.upload_part( diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 689f9f90f..a5d0472a1 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -66,13 +66,13 @@ def map_path(region, bucket, prefix): map_path(src_region, src_bucket_name, src_prefix), map_path(dest_region, dest_bucket_name, dest_prefix), recursive=True, - debug=False, multipart=multipart, confirm=True, max_instances=1, max_connections=1, solver="direct", solver_required_throughput_gbits=1, + debug=True # TODO: remove ) # clean up path From 2d4a4ccee6bb80108ccfe994677c2fea7f6d2b99 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 4 May 2023 19:23:35 -0700 Subject: [PATCH 168/186] reformat --- skyplane/api/tracker.py | 11 +++++++---- skyplane/api/transfer_job.py | 14 +++++++------- skyplane/gateway/operators/gateway_operator.py | 4 +++- skyplane/obj_store/s3_interface.py | 2 +- tests/integration/cp.py | 2 +- 5 files changed, 19 insertions(+), 14 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index cd22d5fe5..9d7178f53 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -221,7 +221,12 @@ def monitor_single_dst_helper(dst_region): job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags[0], session_start_timestamp_ms + "finalize job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags[0], + session_start_timestamp_ms, ) raise e end_time = int(time.time()) @@ -264,7 +269,6 @@ def monitor_transfer(pd, self, region_tag): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) - # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): @@ -289,7 +293,6 @@ def monitor_transfer(pd, self, region_tag): completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index - # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination for job_uuid, job in self.jobs.items(): @@ -312,7 +315,7 @@ def monitor_transfer(pd, self, region_tag): # sleep time.sleep(0.05) - + @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index efc8864e0..b1aa41b1f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -671,13 +671,13 @@ def complete_fn(batch): # retry - sometimes slight delay before object store knows all parts are uploaded retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - # while True: - # try: - # obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) - # break - # except Exception as e: - # logger.fs.warning(f"Failing to complete multipart upload {req['upload_id']} for key {req['key']}, retrying...") - # time.sleep(1) + # while True: + # try: + # obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + # break + # except Exception as e: + # logger.fs.warning(f"Failing to complete multipart upload {req['upload_id']} for key {req['key']}, retrying...") + # time.sleep(1) do_parallel(complete_fn, batches, n=8) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index b60d5f24d..f76823b53 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -568,5 +568,7 @@ def process(self, chunk_req: ChunkRequest): ), max_retries=1, ) - logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} partition {chunk_req.chunk.part_number} to {self.bucket_name}") + logger.debug( + f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} partition {chunk_req.chunk.part_number} to {self.bucket_name}" + ) return True diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 57aef2e69..1e191d2c3 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,7 +47,7 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - + def bucket(self) -> str: return self.bucket_name diff --git a/tests/integration/cp.py b/tests/integration/cp.py index a5d0472a1..209e1fdd5 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -72,7 +72,7 @@ def map_path(region, bucket, prefix): max_connections=1, solver="direct", solver_required_throughput_gbits=1, - debug=True # TODO: remove + debug=True, # TODO: remove ) # clean up path From 9e9bbd11080be356910892de86c2a7b29c567507 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 5 May 2023 01:17:31 -0700 Subject: [PATCH 169/186] set multipart flag --- skyplane/cli/cli_transfer.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 07bacacb1..637948fbc 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -54,6 +54,14 @@ def __init__(self, src_region_tag: str, dst_region_tag: str, args: Dict[str, Any self.src_region_tag, self.dst_region_tag = src_region_tag, dst_region_tag self.args = args self.aws_config, self.azure_config, self.gcp_config, self.ibmcloud_config = self.to_api_config(skyplane_config or cloud_config) + + # update config + # TODO: set remaining config params + if skyplane_config: + skyplane_config.set_flag("multipart_enabled", str(self.args["multipart"])) + if cloud_config: + cloud_config.set_flag("multipart_enabled", str(self.args["multipart"])) + self.transfer_config = self.make_transfer_config(skyplane_config or cloud_config) self.client = skyplane.SkyplaneClient( aws_config=self.aws_config, From 0258def7f344d02367e5e7233d5e335f4227c136 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 9 May 2023 20:17:43 -0700 Subject: [PATCH 170/186] broken --- skyplane/api/tracker.py | 2 + skyplane/api/transfer_job.py | 55 +++++++++++++------ skyplane/cli/cli_transfer.py | 1 + skyplane/compute/gcp/gcp_auth.py | 1 + skyplane/gateway/chunk_store.py | 15 ++++- skyplane/gateway/gateway_daemon_api.py | 19 +++++-- skyplane/gateway/gateway_queue.py | 11 +++- .../gateway/operators/gateway_operator.py | 38 +++++++++---- 8 files changed, 104 insertions(+), 38 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9d2c462d4..4238e36f1 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -283,6 +283,8 @@ def monitor_transfer(pd, self, region_tag): time.sleep(0.05) continue + log_df.to_csv(f"chunk_status_{region_tag}.csv") + # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 05ddeff86..6ed76e556 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -265,6 +265,7 @@ def transfer_pair_generator( logger.fs.debug(f"Querying objects in {self.src_iface.path()}") n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): + #print(obj, prefilter_fn(obj)) if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} @@ -295,7 +296,6 @@ def transfer_pair_generator( # assert that all destinations share the same post-fix key assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" - n_objs += 1 yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) @@ -328,9 +328,11 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj + #print("src_obj", src_obj) if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: + #print("chunk", transfer_pair) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -419,6 +421,7 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener """ for item in gen_in: out_list.append(item) + #print("tail", item) yield item @@ -555,7 +558,8 @@ def __init__( def http_pool(self): """http connection pool""" if not hasattr(self, "_http_pool"): - self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), timeout=timeout) return self._http_pool def gen_transfer_pairs( @@ -568,6 +572,7 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ + #print("GENERATE PAIRS") if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) @@ -588,11 +593,14 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) + #print("STARTING GENERATION") transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects + #for transfer_pair in transfer_pair_generator: + # print('generated', transfer_pair) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) - + #print("HERE") batches = chunker.batch_generator( chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) @@ -616,6 +624,10 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id + if len(list(mappings.keys())) == 0: + # no mappings to send + continue + # send mapping to gateway reply = self.http_pool.request( "POST", @@ -635,20 +647,28 @@ def dispatch( server = src_gateways[min_idx] n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) bytes_dispatched[min_idx] += n_bytes - start = time.time() assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" - reply = self.http_pool.request( - "POST", - f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([chunk.as_dict() for chunk in chunk_batch]).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) + + n_added = 0 + while n_added < len(chunk_batch): + start = time.time() + reply = self.http_pool.request( + "POST", + f"{server.gateway_api_url}/api/v1/chunk_requests", + body=json.dumps([chunk.as_dict() for chunk in chunk_batch[n_added:]]).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + reply_json = json.loads(reply.data.decode('utf-8')) + print(n_added, len(chunk_batch), reply_json) + n_added += reply_json["n_added"] + end = time.time() + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( + f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + ) + time.sleep(1) + yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -656,6 +676,8 @@ def dispatch( self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len + time.sleep(0.5) + def finalize(self): """Complete the multipart upload requests""" typer.secho(f"Finalizing multipart uploads...", fg="bright_black") @@ -755,6 +777,7 @@ def gen_transfer_pairs( """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) + #print("SYNC GEN") transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 637948fbc..c3b0df0f6 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -450,6 +450,7 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ + print("copy") return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index d050da70e..bcc2fdae7 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -104,6 +104,7 @@ def project_id(self): @staticmethod @imports.inject("google.auth", pip_extra="gcp") def get_adc_credential(google_auth, project_id=None): + print("getting adc credentials") try: inferred_cred, inferred_project = google_auth.default(quota_project_id=project_id) except google_auth.exceptions.DefaultCredentialsError as e: diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 988d9f556..3b9024ab4 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -50,13 +50,24 @@ def add_partition(self, partition_id: str, queue: GatewayQueue): print(self.chunk_requests) def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): - """Enqueue new chunk request from Gateway API""" + """Enqueue new chunk request from Gateway API + :param chunk_request: ChunkRequest object + :param state: ChunkState enum (registered, in_progress, complete) + + :return: size of Gateway queue + """ if chunk_request.chunk.partition_id not in self.chunk_requests: raise ValueError( f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" ) - self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) + try: + self.chunk_requests[chunk_request.chunk.partition_id].put_nowait(chunk_request) + except Exception as e: + print("Error adding chunk", e) + return self.chunk_requests[chunk_request.chunk.partition_id].size(), False + self.log_chunk_state(chunk_request, state) + return self.chunk_requests[chunk_request.chunk.partition_id].size(), True def log_chunk_state( self, diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 94fe5e7a4..224f9c836 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -222,14 +222,20 @@ def add_chunk_req(body, state): if isinstance(body, dict): chunk_req = ChunkRequest.from_dict(body) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return 1 + qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) + if not succ: + return 0, qsize, False + return 1, qsize, True elif isinstance(body, list): + added = 0 for row in body: chunk_req = ChunkRequest.from_dict(row) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return len(body) + qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) + if not succ: + return added, qsize, False + added += 1 + return added, qsize, True @app.route("/api/v1/chunk_requests", methods=["GET"]) def get_chunk_requests(): @@ -261,9 +267,10 @@ def get_chunk_request(chunk_id: int): def add_chunk_request(): print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") - n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) + n_added, qsize, succ = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue - return jsonify({"status": "ok", "n_added": n_added}) + print(f"[gateway_api] Added {n_added} chunk requests to queue, size {qsize} success {succ}") + return jsonify({"status": succ, "n_added": n_added, "qsize": qsize}) # update chunk request @app.route("/api/v1/chunk_requests/", methods=["PUT"]) diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 3005661b8..33f5ae5dc 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = Queue(maxsize) self.handles = [] @@ -12,6 +12,9 @@ def register_handle(self, requester_handle): def put(self, chunk_req): self.q.put(chunk_req) + def put_nowait(self, chunk_req): + self.q.put_nowait(chunk_req) + def pop(self, requester_handle=None): self.q.get() @@ -26,9 +29,10 @@ def size(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = {} self.maxsize = maxsize + self.temp_q = Queue(maxsize) # temporarily store value def register_handle(self, requester_handle): # create a queue per handle (operator) @@ -47,6 +51,9 @@ def put(self, chunk_req): # self.q[handle].put(copy.deepcopy(chunk_req)) self.q[handle].put(chunk_req) + def put_nowait(self, chunk_req): + raise ValueError("GatewayANDQueue cannot be the first queue in a pipeline") + def pop(self, requester_handle): self.q[requester_handle].get() diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index f76823b53..9f24dcf98 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -276,9 +276,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): chunk_reqs = [chunk_req] with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): # TODO: remove chunk request wrapper - register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") - print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - # while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -287,13 +285,21 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # except Exception as e: # print("sender post error", e) # time.sleep(1) - - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + n_added = 0 + while n_added < len(chunk_reqs): + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") + print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + response = self.http_pool.request( + "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + ) + reply_json = json.loads(response.data.decode('utf-8')) + print(n_added, reply_json) + n_added += reply_json["n_added"] + assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" + if n_added == len(chunk_reqs): + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + else: + time.sleep(1) # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: @@ -475,7 +481,14 @@ def process(self, chunk_req: ChunkRequest, **args): # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" + #assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" # actually ok + + if chunk_req.chunk.chunk_length_bytes == 0: + # nothing to do + # create empty file + open(fpath, 'a').close() + return True + while True: # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) @@ -499,7 +512,8 @@ def process(self, chunk_req: ChunkRequest, **args): break except Exception as e: - logger.error(f"[obj_store:{self.worker_id}] {str(e)}") + logger.error(f"[obj_store:{self.worker_id}] Error reading key {chunk_req.chunk.src_key}: {str(e)}") + print(f"[obj_store:{self.worker_id}] Error reading key {chunk_req.chunk.src_key}: {str(e)}") time.sleep(1) # update md5sum for chunk requests From 11e3eefa9c1952253a3cc5cb1b1089af89559b16 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 10 May 2023 18:14:21 -0700 Subject: [PATCH 171/186] worked for 1TB --- skyplane/api/dataplane.py | 7 ++ skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 15 +++- skyplane/api/transfer_job.py | 53 +++++++++---- skyplane/cli/cli_transfer.py | 2 +- skyplane/cli/impl/progress_bar.py | 2 +- skyplane/gateway/gateway_queue.py | 4 +- .../gateway/operators/gateway_operator.py | 77 +++++++++++-------- skyplane/planner/planner.py | 25 +++++- skyplane/planner/topology.py | 5 ++ 10 files changed, 137 insertions(+), 57 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 1b2003790..f7c794b6e 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -80,6 +80,12 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} + # TODO: visualize topology here + #from skyplane.utils.visualization import visualize_topology + #visualize_topology(self.topology) + + + def _start_gateway( self, gateway_docker_image: str, @@ -225,6 +231,7 @@ def provision( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): + print("COPY LOGS", self.transfer_dir) out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stderr" logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index b68b97b01..42cb0649f 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -68,7 +68,7 @@ def __init__( # planner self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": - self.planner = MulticastDirectPlanner(self.max_instances, 32) + self.planner = MulticastDirectPlanner(self.max_instances, 64) else: raise ValueError(f"No such planning algorithm {planning_algorithm}") @@ -159,7 +159,7 @@ def queue_sync( """ if isinstance(dst, str): dst = [dst] - job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) + job = SyncJob(src, dst, requester_pays=self.transfer_config.requester_pays) logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 4238e36f1..cce69f307 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -146,22 +146,35 @@ def run(self): self.job_chunk_requests[job_uuid] = {} self.job_pending_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} + + nchunks = 0 for chunk in chunk_streams[job_uuid]: chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk self.hooks.on_chunk_dispatched(chunks_dispatched) for region in self.dataplane.topology.dest_region_tags: self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) + nchunks += 1 + + ## TODO: remove - very hacky + #if nchunks % 1000 == 0: + # try: + # job.finalize() + # except Exception as e: + # print("Error finalizing", e) + + logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" ) + except Exception as e: UsageClient.log_exception( "dispatch job", e, args, self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, + self.dataplane.topology.dest_region_tags[0], # TODO: support multiple destinations session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 6ed76e556..2dec3ebde 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -297,6 +297,7 @@ def transfer_pair_generator( # assert that all destinations share the same post-fix key assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 + print("Transfer:", obj.key, obj.size) yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) if n_objs == 0: @@ -608,6 +609,7 @@ def dispatch( # dispatch chunk requests src_gateways = dataplane.source_gateways() bytes_dispatched = [0] * len(src_gateways) + queue_size = [0] * len(src_gateways) n_multiparts = 0 start = time.time() @@ -643,15 +645,18 @@ def dispatch( # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] - min_idx = bytes_dispatched.index(min(bytes_dispatched)) - server = src_gateways[min_idx] - n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) - bytes_dispatched[min_idx] += n_bytes - assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" - + min_idx = queue_size.index(min(queue_size)) n_added = 0 + start = time.time() while n_added < len(chunk_batch): - start = time.time() + + #min_idx = bytes_dispatched.index(min(bytes_dispatched)) + # TODO: should update every source instance queue size + print("queue sizes", queue_size) + server = src_gateways[min_idx] + assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" + + # TODO: make async reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", @@ -659,16 +664,25 @@ def dispatch( headers={"Content-Type": "application/json"}, ) reply_json = json.loads(reply.data.decode('utf-8')) - print(n_added, len(chunk_batch), reply_json) + print(server, min_idx, "added", n_added, len(chunk_batch), reply_json) n_added += reply_json["n_added"] - end = time.time() + queue_size[min_idx] = reply_json["qsize"] # update queue size if reply.status != 200: raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) - time.sleep(1) - + + #n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) + #bytes_dispatched[min_idx] += n_bytes + + + # dont try again with some gateway + min_idx = (min_idx + 1) % len(src_gateways) + + #time.sleep(0.1) + + end = time.time() + #logger.fs.debug( + # f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + #) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -696,8 +710,14 @@ def complete_fn(batch): for req in batch: logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") - # retry - sometimes slight delay before object store knows all parts are uploaded retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) + #try: + # # retry - sometimes slight delay before object store knows all parts are uploaded + # retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) + # print("Completed", req["key"]) + #except Exception as e: + # # TODO: remove + # print(f"Failed to complete {req['key']} with upload id {req['upload_id']}: {e}") do_parallel(complete_fn, batches, n=8) @@ -752,11 +772,10 @@ def __init__( self, src_path: str, dst_paths: List[str] or str, - recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, True, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index c3b0df0f6..89bfc7eaa 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -367,7 +367,7 @@ def run_transfer( small_transfer_status = cli.transfer_cp_small(src, dst, recursive) return 0 if small_transfer_status else 1 else: - job = SyncJob(src, [dst], recursive=recursive) + job = SyncJob(src, [dst]) if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): small_transfer_status = cli.transfer_sync_small(src, dst) return 0 if small_transfer_status else 1 diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 62fdb6632..38211a2c9 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -40,7 +40,7 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) self.chunks_dispatched += len(chunks) # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" - self.spinner.update(self.dispatch_task, description=f" (~{format_bytes(self.bytes_dispatched)} dispatched)") + self.spinner.update(self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)") def on_dispatch_end(self): self.spinner.stop() diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 33f5ae5dc..9bb7e82b1 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = Queue(maxsize) self.handles = [] @@ -29,7 +29,7 @@ def size(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = {} self.maxsize = maxsize self.temp_q = Queue(maxsize) # temporarily store value diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 9f24dcf98..518366e89 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -78,14 +78,17 @@ def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: + #print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") # get chunk from input queue try: # will only get data for that handle chunk_req = self.input_queue.get_nowait(self.handle) + #print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") except queue.Empty: + #print(f"[{self.handle}:{self.worker_id}] Input queue empty") continue - # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) @@ -104,14 +107,16 @@ def worker_loop(self, worker_id: int, *args): self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") + time.sleep(0.1) # yield ? else: # failed to process - re-queue time.sleep(0.1) - # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") + print(f"[{self.handle}:{self.worker_id}] Exception: {e}") self.error_queue.put(traceback.format_exc()) self.error_event.set() self.exit_flags[worker_id].set() @@ -204,7 +209,10 @@ def __init__( self.destination_ports: Dict[str, int] = {} # ip_address -> int self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") + + # http pool + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE", timeout=timeout) def worker_exit(self, worker_id: int): # close destination sockets @@ -268,38 +276,43 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests - print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + #print(f"[{self.handle}:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") # TODO: does this function need to be implemented to work for a list of chunks? chunk_ids = [chunk_req.chunk.chunk_id] chunk_reqs = [chunk_req] - with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - # TODO: remove chunk request wrapper - # while True: - # try: - # response = self.http_pool.request( - # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - # ) - # break - # except Exception as e: - # print("sender post error", e) - # time.sleep(1) - n_added = 0 - while n_added < len(chunk_reqs): - register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") - print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - reply_json = json.loads(response.data.decode('utf-8')) - print(n_added, reply_json) - n_added += reply_json["n_added"] - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - if n_added == len(chunk_reqs): - print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") - else: - time.sleep(1) + try: + with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): + # TODO: remove chunk request wrapper + # while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) + n_added = 0 + while n_added < len(chunk_reqs): + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") + #print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + response = self.http_pool.request( + "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + ) + reply_json = json.loads(response.data.decode('utf-8')) + print(f"[sender-{self.worker_id}]", n_added, reply_json, dst_host) + n_added += reply_json["n_added"] + assert response.status == 200, f"Wrong response status {response.status}" + #json.loads(response.data.decode("utf-8")).get("status") == "ok" + if n_added == len(chunk_reqs): + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + else: + time.sleep(1) + except Exception as e: + print(f"[{self.handle}:{self.worker_id}] Error registering chunks {chunk_ids} to {dst_host}: {e}") + raise e # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: @@ -334,9 +347,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + #print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + #print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 9c3aefba9..69b5c996c 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -21,6 +21,29 @@ class Planner: def plan(self) -> TopologyPlan: raise NotImplementedError + + +def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): + + connection_map = {} # source_id: {dest_id: num_connections} + + if len(source_gateway_ids) <= len(dest_gateway_ids): + # more destinations than sources + dest_per_source = round(len(dest_gateway_ids) / len(source_gateway_ids)) + source_index = 0 + + # assign connections to each source + for dest_index in range(0, len(dest_gateway_ids), dest_per_source): + connection_map[source_gateway_ids[source_index]] = {} + connections_per_dest = int(n_connections / dest_per_source) + connection_map[source_gateway_ids[source_index]] = {dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source)} + source_index += 1 + else: + raise ValueError("Not implemeneted") + + + + class UnicastDirectPlanner(Planner): @@ -159,7 +182,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: GatewaySend( target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, - num_connections=self.n_connections, + num_connections=int(self.n_connections / len(dst_gateways)), private_ip=private_ip, ), parent_handle=mux_or, diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index a026ba036..65373b1fd 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -63,6 +63,11 @@ def regions(self) -> List[str]: """Get all regions in the topology plan""" return list(set([gateway.region for gateway in self.gateways.values()])) + @property + def region_tags(self) -> List[str]: + """Get all region tags in the topology plan""" + return list(set([gateway.region_tag for gateway in self.gateways.values()])) + def add_gateway(self, region_tag: str): """Create gateway in specified region""" gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag])) From 83368352cc03458c954f1d86c2349c1f0db4950f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 00:13:34 -0700 Subject: [PATCH 172/186] reformat --- skyplane/api/dataplane.py | 8 +-- skyplane/api/tracker.py | 7 +-- skyplane/api/transfer_job.py | 56 +++++++++---------- skyplane/cli/impl/progress_bar.py | 4 +- skyplane/gateway/chunk_store.py | 2 +- skyplane/gateway/gateway_daemon_api.py | 6 +- skyplane/gateway/gateway_queue.py | 2 +- .../gateway/operators/gateway_operator.py | 43 +++++++------- skyplane/obj_store/s3_interface.py | 2 +- skyplane/planner/planner.py | 15 ++--- 10 files changed, 71 insertions(+), 74 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index f7c794b6e..d25be0d27 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -80,11 +80,9 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - # TODO: visualize topology here - #from skyplane.utils.visualization import visualize_topology - #visualize_topology(self.topology) - - + # TODO: visualize topology here + # from skyplane.utils.visualization import visualize_topology + # visualize_topology(self.topology) def _start_gateway( self, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index cce69f307..595ca74c1 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -156,14 +156,13 @@ def run(self): self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) nchunks += 1 - ## TODO: remove - very hacky - #if nchunks % 1000 == 0: + ## TODO: remove - very hacky + # if nchunks % 1000 == 0: # try: # job.finalize() # except Exception as e: # print("Error finalizing", e) - logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" ) @@ -174,7 +173,7 @@ def run(self): e, args, self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags[0], # TODO: support multiple destinations + self.dataplane.topology.dest_region_tags[0], # TODO: support multiple destinations session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2dec3ebde..abfa21caf 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -265,7 +265,7 @@ def transfer_pair_generator( logger.fs.debug(f"Querying objects in {self.src_iface.path()}") n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): - #print(obj, prefilter_fn(obj)) + # print(obj, prefilter_fn(obj)) if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} @@ -329,11 +329,11 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj - #print("src_obj", src_obj) + # print("src_obj", src_obj) if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - #print("chunk", transfer_pair) + # print("chunk", transfer_pair) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -422,7 +422,7 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener """ for item in gen_in: out_list.append(item) - #print("tail", item) + # print("tail", item) yield item @@ -559,7 +559,7 @@ def __init__( def http_pool(self): """http connection pool""" if not hasattr(self, "_http_pool"): - timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), timeout=timeout) return self._http_pool @@ -573,7 +573,7 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - #print("GENERATE PAIRS") + # print("GENERATE PAIRS") if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) @@ -594,14 +594,14 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - #print("STARTING GENERATION") + # print("STARTING GENERATION") transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects - #for transfer_pair in transfer_pair_generator: + # for transfer_pair in transfer_pair_generator: # print('generated', transfer_pair) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) - #print("HERE") + # print("HERE") batches = chunker.batch_generator( chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) @@ -627,8 +627,8 @@ def dispatch( mappings[key] = id if len(list(mappings.keys())) == 0: - # no mappings to send - continue + # no mappings to send + continue # send mapping to gateway reply = self.http_pool.request( @@ -649,40 +649,38 @@ def dispatch( n_added = 0 start = time.time() while n_added < len(chunk_batch): - - #min_idx = bytes_dispatched.index(min(bytes_dispatched)) - # TODO: should update every source instance queue size + # min_idx = bytes_dispatched.index(min(bytes_dispatched)) + # TODO: should update every source instance queue size print("queue sizes", queue_size) server = src_gateways[min_idx] assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" - # TODO: make async + # TODO: make async reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", body=json.dumps([chunk.as_dict() for chunk in chunk_batch[n_added:]]).encode("utf-8"), headers={"Content-Type": "application/json"}, ) - reply_json = json.loads(reply.data.decode('utf-8')) + reply_json = json.loads(reply.data.decode("utf-8")) print(server, min_idx, "added", n_added, len(chunk_batch), reply_json) n_added += reply_json["n_added"] - queue_size[min_idx] = reply_json["qsize"] # update queue size + queue_size[min_idx] = reply_json["qsize"] # update queue size if reply.status != 200: raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - - #n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) - #bytes_dispatched[min_idx] += n_bytes - - # dont try again with some gateway + # n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) + # bytes_dispatched[min_idx] += n_bytes + + # dont try again with some gateway min_idx = (min_idx + 1) % len(src_gateways) - - #time.sleep(0.1) + + # time.sleep(0.1) end = time.time() - #logger.fs.debug( + # logger.fs.debug( # f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - #) + # ) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -711,11 +709,11 @@ def complete_fn(batch): logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - #try: + # try: # # retry - sometimes slight delay before object store knows all parts are uploaded # retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) # print("Completed", req["key"]) - #except Exception as e: + # except Exception as e: # # TODO: remove # print(f"Failed to complete {req['key']} with upload id {req['upload_id']}: {e}") @@ -796,7 +794,7 @@ def gen_transfer_pairs( """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - #print("SYNC GEN") + # print("SYNC GEN") transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 38211a2c9..41d41a5ac 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -40,7 +40,9 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) self.chunks_dispatched += len(chunks) # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" - self.spinner.update(self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)") + self.spinner.update( + self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" + ) def on_dispatch_end(self): self.spinner.stop() diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 3b9024ab4..ac8ed3fd3 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -51,7 +51,7 @@ def add_partition(self, partition_id: str, queue: GatewayQueue): def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API - :param chunk_request: ChunkRequest object + :param chunk_request: ChunkRequest object :param state: ChunkState enum (registered, in_progress, complete) :return: size of Gateway queue diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 224f9c836..05c610fef 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -223,16 +223,16 @@ def add_chunk_req(body, state): chunk_req = ChunkRequest.from_dict(body) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) - if not succ: + if not succ: return 0, qsize, False return 1, qsize, True elif isinstance(body, list): - added = 0 + added = 0 for row in body: chunk_req = ChunkRequest.from_dict(row) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) - if not succ: + if not succ: return added, qsize, False added += 1 return added, qsize, True diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 9bb7e82b1..9c76d6333 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -32,7 +32,7 @@ class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=10000): self.q = {} self.maxsize = maxsize - self.temp_q = Queue(maxsize) # temporarily store value + self.temp_q = Queue(maxsize) # temporarily store value def register_handle(self, requester_handle): # create a queue per handle (operator) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 518366e89..82ec5bbab 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -78,17 +78,17 @@ def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: - #print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") + # print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") # get chunk from input queue try: # will only get data for that handle chunk_req = self.input_queue.get_nowait(self.handle) - #print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") + # print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") except queue.Empty: - #print(f"[{self.handle}:{self.worker_id}] Input queue empty") + # print(f"[{self.handle}:{self.worker_id}] Input queue empty") continue - #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) @@ -107,11 +107,11 @@ def worker_loop(self, worker_id: int, *args): self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") - time.sleep(0.1) # yield ? + time.sleep(0.1) # yield ? else: # failed to process - re-queue time.sleep(0.1) - #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -210,8 +210,8 @@ def __init__( self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids - # http pool - timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + # http pool + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE", timeout=timeout) def worker_exit(self, worker_id: int): @@ -276,7 +276,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests - #print(f"[{self.handle}:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + # print(f"[{self.handle}:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") # TODO: does this function need to be implemented to work for a list of chunks? @@ -285,7 +285,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): try: with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): # TODO: remove chunk request wrapper - # while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -297,18 +297,21 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): n_added = 0 while n_added < len(chunk_reqs): register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") - #print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + # print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + "POST", + f"https://{dst_host}:8080/api/v1/chunk_requests", + body=register_body, + headers={"Content-Type": "application/json"}, ) - reply_json = json.loads(response.data.decode('utf-8')) + reply_json = json.loads(response.data.decode("utf-8")) print(f"[sender-{self.worker_id}]", n_added, reply_json, dst_host) n_added += reply_json["n_added"] assert response.status == 200, f"Wrong response status {response.status}" - #json.loads(response.data.decode("utf-8")).get("status") == "ok" + # json.loads(response.data.decode("utf-8")).get("status") == "ok" if n_added == len(chunk_reqs): print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") - else: + else: time.sleep(1) except Exception as e: print(f"[{self.handle}:{self.worker_id}] Error registering chunks {chunk_ids} to {dst_host}: {e}") @@ -347,9 +350,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - #print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + # print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - #print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + # print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" @@ -494,12 +497,12 @@ def process(self, chunk_req: ChunkRequest, **args): # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - #assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" # actually ok + # assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" # actually ok if chunk_req.chunk.chunk_length_bytes == 0: - # nothing to do + # nothing to do # create empty file - open(fpath, 'a').close() + open(fpath, "a").close() return True while True: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 57aef2e69..1e191d2c3 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,7 +47,7 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - + def bucket(self) -> str: return self.bucket_name diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 69b5c996c..159ac4d63 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -21,11 +21,10 @@ class Planner: def plan(self) -> TopologyPlan: raise NotImplementedError - -def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): - connection_map = {} # source_id: {dest_id: num_connections} +def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): + connection_map = {} # source_id: {dest_id: num_connections} if len(source_gateway_ids) <= len(dest_gateway_ids): # more destinations than sources @@ -36,14 +35,12 @@ def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List for dest_index in range(0, len(dest_gateway_ids), dest_per_source): connection_map[source_gateway_ids[source_index]] = {} connections_per_dest = int(n_connections / dest_per_source) - connection_map[source_gateway_ids[source_index]] = {dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source)} + connection_map[source_gateway_ids[source_index]] = { + dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source) + } source_index += 1 - else: + else: raise ValueError("Not implemeneted") - - - - class UnicastDirectPlanner(Planner): From f0370eb773c158ab7f53e3623c1bf0905ef2c69c Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 00:27:05 -0700 Subject: [PATCH 173/186] cleanup --- skyplane/api/dataplane.py | 5 ----- skyplane/api/transfer_job.py | 34 ----------------------------- skyplane/cli/cli_transfer.py | 1 - skyplane/compute/gcp/gcp_auth.py | 1 - skyplane/obj_store/gcs_interface.py | 2 -- skyplane/obj_store/s3_interface.py | 1 - skyplane/planner/planner.py | 20 ----------------- tests/integration/cp.py | 2 +- 8 files changed, 1 insertion(+), 65 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d25be0d27..1b2003790 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -80,10 +80,6 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - # TODO: visualize topology here - # from skyplane.utils.visualization import visualize_topology - # visualize_topology(self.topology) - def _start_gateway( self, gateway_docker_image: str, @@ -229,7 +225,6 @@ def provision( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): - print("COPY LOGS", self.transfer_dir) out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stderr" logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index abfa21caf..fdf9033de 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -265,7 +265,6 @@ def transfer_pair_generator( logger.fs.debug(f"Querying objects in {self.src_iface.path()}") n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): - # print(obj, prefilter_fn(obj)) if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} @@ -297,7 +296,6 @@ def transfer_pair_generator( # assert that all destinations share the same post-fix key assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 - print("Transfer:", obj.key, obj.size) yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) if n_objs == 0: @@ -329,11 +327,9 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj - # print("src_obj", src_obj) if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - # print("chunk", transfer_pair) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -422,7 +418,6 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener """ for item in gen_in: out_list.append(item) - # print("tail", item) yield item @@ -594,21 +589,15 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - # print("STARTING GENERATION") transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects - # for transfer_pair in transfer_pair_generator: - # print('generated', transfer_pair) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) - # chunk_requests = chunker.to_chunk_requests(chunks) - # print("HERE") batches = chunker.batch_generator( chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests src_gateways = dataplane.source_gateways() - bytes_dispatched = [0] * len(src_gateways) queue_size = [0] * len(src_gateways) n_multiparts = 0 start = time.time() @@ -647,11 +636,8 @@ def dispatch( chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] min_idx = queue_size.index(min(queue_size)) n_added = 0 - start = time.time() while n_added < len(chunk_batch): - # min_idx = bytes_dispatched.index(min(bytes_dispatched)) # TODO: should update every source instance queue size - print("queue sizes", queue_size) server = src_gateways[min_idx] assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" @@ -669,18 +655,9 @@ def dispatch( if reply.status != 200: raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - # n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) - # bytes_dispatched[min_idx] += n_bytes - # dont try again with some gateway min_idx = (min_idx + 1) % len(src_gateways) - # time.sleep(0.1) - - end = time.time() - # logger.fs.debug( - # f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - # ) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -688,8 +665,6 @@ def dispatch( self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len - time.sleep(0.5) - def finalize(self): """Complete the multipart upload requests""" typer.secho(f"Finalizing multipart uploads...", fg="bright_black") @@ -707,15 +682,7 @@ def finalize(self): def complete_fn(batch): for req in batch: logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") - retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - # try: - # # retry - sometimes slight delay before object store knows all parts are uploaded - # retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - # print("Completed", req["key"]) - # except Exception as e: - # # TODO: remove - # print(f"Failed to complete {req['key']} with upload id {req['upload_id']}: {e}") do_parallel(complete_fn, batches, n=8) @@ -794,7 +761,6 @@ def gen_transfer_pairs( """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - # print("SYNC GEN") transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 89bfc7eaa..01e2d7676 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -450,7 +450,6 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - print("copy") return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index bcc2fdae7..d050da70e 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -104,7 +104,6 @@ def project_id(self): @staticmethod @imports.inject("google.auth", pip_extra="gcp") def get_adc_credential(google_auth, project_id=None): - print("getting adc credentials") try: inferred_cred, inferred_project = google_auth.default(quota_project_id=project_id) except google_auth.exceptions.DefaultCredentialsError as e: diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index ccfd208fc..6ce6efb71 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,11 +103,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 1e191d2c3..55b5493f0 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -197,7 +197,6 @@ def upload_object( checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() try: - print(f"Uploading {dst_object_name} part number {part_number}") with open(src_file_path, "rb") as f: if upload_id: s3_client.upload_part( diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 159ac4d63..e4044f23f 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -23,26 +23,6 @@ def plan(self) -> TopologyPlan: raise NotImplementedError -def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): - connection_map = {} # source_id: {dest_id: num_connections} - - if len(source_gateway_ids) <= len(dest_gateway_ids): - # more destinations than sources - dest_per_source = round(len(dest_gateway_ids) / len(source_gateway_ids)) - source_index = 0 - - # assign connections to each source - for dest_index in range(0, len(dest_gateway_ids), dest_per_source): - connection_map[source_gateway_ids[source_index]] = {} - connections_per_dest = int(n_connections / dest_per_source) - connection_map[source_gateway_ids[source_index]] = { - dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source) - } - source_index += 1 - else: - raise ValueError("Not implemeneted") - - class UnicastDirectPlanner(Planner): # DO NOT USE THIS - broken for single-region transfers def __init__(self, n_instances: int, n_connections: int): diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 209e1fdd5..689f9f90f 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -66,13 +66,13 @@ def map_path(region, bucket, prefix): map_path(src_region, src_bucket_name, src_prefix), map_path(dest_region, dest_bucket_name, dest_prefix), recursive=True, + debug=False, multipart=multipart, confirm=True, max_instances=1, max_connections=1, solver="direct", solver_required_throughput_gbits=1, - debug=True, # TODO: remove ) # clean up path From e277f4d392b290920eb1cd5027125ae39e17ff3d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 00:39:46 -0700 Subject: [PATCH 174/186] reformat --- skyplane/api/tracker.py | 11 ----------- skyplane/api/transfer_job.py | 1 - skyplane/gateway/gateway_daemon_api.py | 3 ++- 3 files changed, 2 insertions(+), 13 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 595ca74c1..9bf536f8c 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -147,21 +147,12 @@ def run(self): self.job_pending_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} - nchunks = 0 for chunk in chunk_streams[job_uuid]: chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk self.hooks.on_chunk_dispatched(chunks_dispatched) for region in self.dataplane.topology.dest_region_tags: self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) - nchunks += 1 - - ## TODO: remove - very hacky - # if nchunks % 1000 == 0: - # try: - # job.finalize() - # except Exception as e: - # print("Error finalizing", e) logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" @@ -295,8 +286,6 @@ def monitor_transfer(pd, self, region_tag): time.sleep(0.05) continue - log_df.to_csv(f"chunk_status_{region_tag}.csv") - # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index fdf9033de..3332b018b 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -568,7 +568,6 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - # print("GENERATE PAIRS") if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 05c610fef..ebe9c882b 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -226,7 +226,8 @@ def add_chunk_req(body, state): if not succ: return 0, qsize, False return 1, qsize, True - elif isinstance(body, list): + else: + assert isinstance(body, list), f"Body must be list, got {type(body)}" added = 0 for row in body: chunk_req = ChunkRequest.from_dict(row) From 38a2de8d609d48f533ab280881d5fb790f74454b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 01:06:48 -0700 Subject: [PATCH 175/186] poetry --- poetry.lock | 80 ++++++++++++++++++++++++++------------------------ pyproject.toml | 1 - 2 files changed, 41 insertions(+), 40 deletions(-) diff --git a/poetry.lock b/poetry.lock index b3cb8c240..8e17c6812 100644 --- a/poetry.lock +++ b/poetry.lock @@ -299,18 +299,18 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.26.127" +version = "1.26.132" description = "The AWS SDK for Python" category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "boto3-1.26.127-py3-none-any.whl", hash = "sha256:ded836536be41de9f9bd6a75e9feeb74d61b8c58ed7dc4ea89095082d7a616af"}, - {file = "boto3-1.26.127.tar.gz", hash = "sha256:ed31b2d35aad31418bd8093c5732c6296f785cc234333330df6b81396424d93b"}, + {file = "boto3-1.26.132-py3-none-any.whl", hash = "sha256:e579b70028cdc4194fe92c745256b04880e7db39259a4c8a61b71117713d3c17"}, + {file = "boto3-1.26.132.tar.gz", hash = "sha256:d45672571da9bf4ba130d525832013aef95aee83b1711e847ef7cdb54cc5ac41"}, ] [package.dependencies] -botocore = ">=1.29.127,<1.30.0" +botocore = ">=1.29.132,<1.30.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.6.0,<0.7.0" @@ -319,14 +319,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.29.127" +version = "1.29.132" description = "Low-level, data-driven core of boto 3." category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "botocore-1.29.127-py3-none-any.whl", hash = "sha256:cf41d871b2a17d40bd579ce44dace18c875659ac13139a66680540fdf6f1c304"}, - {file = "botocore-1.29.127.tar.gz", hash = "sha256:d2f9d00df16058cb4a3572a66bb1831e846e5aaa7c0a3033dd47f9a80e2dd58b"}, + {file = "botocore-1.29.132-py3-none-any.whl", hash = "sha256:422186c13406a2c2668e4b2d9070097b4b024a9290a6af2a8e21eb2bd17322d6"}, + {file = "botocore-1.29.132.tar.gz", hash = "sha256:9b6d2b60325b815ff9123f172af83b7b866c8813088d969eeb9030fa189417f6"}, ] [package.dependencies] @@ -351,14 +351,14 @@ files = [ [[package]] name = "certifi" -version = "2022.12.7" +version = "2023.5.7" description = "Python package for providing Mozilla's CA Bundle." category = "main" optional = false python-versions = ">=3.6" files = [ - {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"}, - {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"}, + {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"}, + {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"}, ] [[package]] @@ -772,7 +772,7 @@ scipy = ">=0.9" name = "exceptiongroup" version = "1.1.1" description = "Backport of PEP 654 (exception groups)" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -899,14 +899,14 @@ uritemplate = ">=3.0.1,<5" [[package]] name = "google-auth" -version = "2.17.3" +version = "2.18.0" description = "Google Authentication Library" category = "main" optional = true python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*" files = [ - {file = "google-auth-2.17.3.tar.gz", hash = "sha256:ce311e2bc58b130fddf316df57c9b3943c2a7b4f6ec31de9663a9333e4064efc"}, - {file = "google_auth-2.17.3-py2.py3-none-any.whl", hash = "sha256:f586b274d3eb7bd932ea424b1c702a30e0393a2e2bc4ca3eae8263ffd8be229f"}, + {file = "google-auth-2.18.0.tar.gz", hash = "sha256:c66b488a8b005b23ccb97b1198b6cece516c91869091ac5b7c267422db2733c7"}, + {file = "google_auth-2.18.0-py2.py3-none-any.whl", hash = "sha256:ef3f3a67fa54d421a1c155864570f9a8de9179cedc937bda496b7a8ca338e936"}, ] [package.dependencies] @@ -914,6 +914,7 @@ cachetools = ">=2.0.0,<6.0" pyasn1-modules = ">=0.2.1" rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""} six = ">=1.9.0" +urllib3 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optional = true, markers = "extra == \"crypto\""} +typing-extensions = {version = "*", markers = "python_version <= \"3.7\""} [package.extras] crypto = ["cryptography (>=3.4.0)"] @@ -2363,7 +2365,7 @@ diagrams = ["jinja2", "railroad-diagrams"] name = "pytest" version = "7.3.1" description = "pytest: simple powerful testing with Python" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2734,7 +2736,7 @@ test = ["tox (>=1.8.1)"] name = "tomli" version = "2.0.1" description = "A lil' TOML parser" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2897,4 +2899,4 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "2.0" python-versions = ">=3.7.1,<3.12" -content-hash = "ace940f14369da55ee768ebc6360f3e155976ee62a594f859fb99609af8a4d9f" +content-hash = "b399e30ba267365760659d157388a4cf91af396621d7712b32dadae144e420d1" diff --git a/pyproject.toml b/pyproject.toml index 0fc62f025..6443f3ff3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,7 +62,6 @@ pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } pyarrow = "^10.0.1" -pytest = "^7.3.1" [tool.poetry.extras] aws = ["boto3"] From ed20f35a5459a5e0a6eed14f93a4efcc2f247100 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 15 May 2023 15:29:31 -0700 Subject: [PATCH 176/186] cleanup --- skyplane/api/transfer_job.py | 2 +- skyplane/gateway/operators/gateway_operator.py | 15 ++------------- 2 files changed, 3 insertions(+), 14 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 3332b018b..c6c70265e 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -648,7 +648,7 @@ def dispatch( headers={"Content-Type": "application/json"}, ) reply_json = json.loads(reply.data.decode("utf-8")) - print(server, min_idx, "added", n_added, len(chunk_batch), reply_json) + logger.fs.debug(f"Added {n_added} chunks to server {server}: {reply_json}") n_added += reply_json["n_added"] queue_size[min_idx] = reply_json["qsize"] # update queue size if reply.status != 200: diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 82ec5bbab..1369683a8 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -1,4 +1,5 @@ import json +from pathlib import Path import os from typing import List import queue @@ -78,32 +79,22 @@ def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: - # print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") # get chunk from input queue try: # will only get data for that handle chunk_req = self.input_queue.get_nowait(self.handle) - # print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") except queue.Empty: - # print(f"[{self.handle}:{self.worker_id}] Input queue empty") continue - # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") - # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") - # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - # print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") @@ -111,12 +102,10 @@ def worker_loop(self, worker_id: int, *args): else: # failed to process - re-queue time.sleep(0.1) - # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") - print(f"[{self.handle}:{self.worker_id}] Exception: {e}") self.error_queue.put(traceback.format_exc()) self.error_event.set() self.exit_flags[worker_id].set() @@ -502,7 +491,7 @@ def process(self, chunk_req: ChunkRequest, **args): if chunk_req.chunk.chunk_length_bytes == 0: # nothing to do # create empty file - open(fpath, "a").close() + Path(fpath).touch() return True while True: From 894420c847b5645602262868992a2551165905cc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 31 May 2023 23:38:42 +0000 Subject: [PATCH 177/186] add r2 initial implementation --- skyplane/cli/cli_init.py | 19 +- skyplane/config.py | 27 +++ skyplane/obj_store/r2_interface.py | 228 ++++++++++++++++++++++++ skyplane/obj_store/storage_interface.py | 4 + skyplane/planner/planner.py | 133 ++++++++++++++ skyplane/utils/path.py | 10 +- 6 files changed, 418 insertions(+), 3 deletions(-) create mode 100644 skyplane/obj_store/r2_interface.py diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index 4f4ad0edc..642f834cc 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -62,6 +62,15 @@ def load_aws_config(config: SkyplaneConfig, non_interactive: bool = False) -> Sk typer.secho(" Disabling AWS support", fg="blue") return config +def load_cloudflare_config(config: SkyplaneConfig, non_interactive: bool = False) -> SkyplaneConfig: + if typer.confirm(" Do you want to configure Cloudflare support in Skyplane?", default=True): + config.cloudflare_access_key_id = typer.prompt(" Enter the R2 access key ID") + config.cloudflare_secret_access_key = typer.prompt(" Enter the R2 secret access key") + else: + config.cloudflare_enabled = False + typer.secho(" Disabling Cloudflare support", fg="blue") + return config + def load_azure_config(config: SkyplaneConfig, force_init: bool = False, non_interactive: bool = False) -> SkyplaneConfig: def clear_azure_config(config, verbose=True): @@ -461,10 +470,12 @@ def init( reinit_azure: bool = False, reinit_gcp: bool = False, reinit_ibm: bool = False, + reinit_cloudflare: bool = False, disable_config_aws: bool = False, disable_config_azure: bool = False, disable_config_gcp: bool = False, disable_config_ibm: bool = True, # TODO: eventuall enable IBM + disable_config_cloudflare: bool = False, ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates @@ -499,7 +510,7 @@ def init( # load AWS config if not (reinit_azure or reinit_gcp or reinit_ibm): - typer.secho("\n(1) Configuring AWS:", fg="yellow", bold=True) + typer.secho("\n(1) configuring aws:", fg="yellow", bold=True) if not disable_config_aws: cloud_config = load_aws_config(cloud_config, non_interactive=non_interactive) @@ -521,6 +532,12 @@ def init( if not disable_config_gcp: cloud_config = load_gcp_config(cloud_config, force_init=reinit_gcp, non_interactive=non_interactive) + # load cloudflare config + if not reinit_cloudflare: + typer.secho("\n(1) configuring cloudflare R2:", fg="yellow", bold=True) + if not disable_config_aws: + cloud_config = load_cloudflare_config(cloud_config, non_interactive=non_interactive) + # load IBMCloud config if not disable_config_ibm and not reinit_ibm: # TODO: fix IBM configuration to not fail on file finding diff --git a/skyplane/config.py b/skyplane/config.py index 6704316d1..56076b907 100644 --- a/skyplane/config.py +++ b/skyplane/config.py @@ -101,6 +101,7 @@ class SkyplaneConfig: aws_enabled: bool azure_enabled: bool gcp_enabled: bool + cloudflare_enabled: bool ibmcloud_enabled: bool anon_clientid: str azure_principal_id: Optional[str] = None @@ -108,6 +109,8 @@ class SkyplaneConfig: azure_resource_group: Optional[str] = None azure_umi_name: Optional[str] = None azure_client_id: Optional[str] = None + cloudflare_access_key_id: Optional[str] = None + cloudflare_secret_access_key: Optional[str] = None gcp_project_id: Optional[str] = None ibmcloud_access_id: Optional[str] = None ibmcloud_secret_key: Optional[str] = None @@ -164,6 +167,17 @@ def load_config(cls, path) -> "SkyplaneConfig": if "umi_name" in config["azure"]: azure_umi_name = config.get("azure", "umi_name") + cloudflare_enabled = False + cloudflare_access_key_id = None + cloudflare_secret_access_key = None + if "cloudflare" in config: + if "cloudflare_enabled" in config["cloudflare"]: + cloudflare_enabled = config.getboolean("cloudflare", "cloudflare_enabled") + if "cloudflare_access_key_id" in config["cloudflare"]: + cloudflare_access_key_id = config.get("cloudflare", "cloudflare_access_key_id") + if "cloudflare_secret_access_key" in config["cloudflare"]: + cloudflare_secret_access_key = config.get("cloudflare", "cloudflare_secret_access_key") + gcp_enabled = False gcp_project_id = None if "gcp" in config: @@ -195,12 +209,15 @@ def load_config(cls, path) -> "SkyplaneConfig": azure_enabled=azure_enabled, gcp_enabled=gcp_enabled, ibmcloud_enabled=ibmcloud_enabled, + cloudflare_enabled=cloudflare_enabled, anon_clientid=anon_clientid, azure_principal_id=azure_principal_id, azure_subscription_id=azure_subscription_id, azure_client_id=azure_client_id, azure_resource_group=azure_resource_group, azure_umi_name=azure_umi_name, + cloudflare_access_key_id=cloudflare_access_key_id, + cloudflare_secret_access_key=cloudflare_secret_access_key, gcp_project_id=gcp_project_id, ibmcloud_access_id=ibmcloud_access_id, ibmcloud_secret_key=ibmcloud_secret_key, @@ -223,6 +240,8 @@ def to_config_file(self, path): if path.exists(): config.read(os.path.expanduser(path)) + print("CONFIG", self.cloudflare_enabled, self.cloudflare_access_key_id, self.cloudflare_secret_access_key) + if "aws" not in config: config.add_section("aws") config.set("aws", "aws_enabled", str(self.aws_enabled)) @@ -244,6 +263,14 @@ def to_config_file(self, path): if self.ibmcloud_resource_group_id: config.set("ibmcloud", "ibmcloud_resource_group_id", self.ibmcloud_resource_group_id) + if "cloudflare" not in config: + config.add_section("cloudflare") + config.set("cloudflare", "cloudflare_enabled", str(self.cloudflare_enabled)) + if self.cloudflare_access_key_id: + config.set("cloudflare", "cloudflare_access_key_id", self.cloudflare_access_key_id) + if self.cloudflare_secret_access_key: + config.set("cloudflare", "cloudflare_secret_access_key", self.cloudflare_secret_access_key) + if "azure" not in config: config.add_section("azure") config.set("azure", "azure_enabled", str(self.azure_enabled)) diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py new file mode 100644 index 000000000..7e9bcade2 --- /dev/null +++ b/skyplane/obj_store/r2_interface.py @@ -0,0 +1,228 @@ +import base64 +import hashlib +import os +from functools import lru_cache + +from typing import Iterator, List, Optional, Tuple + +from skyplane import exceptions, compute +from skyplane.exceptions import NoSuchObjectException +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.config_paths import cloud_config +from skyplane.utils import logger, imports +from skyplane.utils.generator import batch_generator + + + +class R2Object(ObjectStoreObject): + def full_path(self): + account_name, bucket_name = self.bucket.split("/") + return os.path.join(f'https://{account_id}.r2.cloudflarestorage.com', bucket_name, self.key) + + +class R2Interface(ObjectStoreInterface): + def __init__(self, account_id: str, bucket_name: str): + self.endpoint_url = f'https://{account_id}.r2.cloudflarestorage.com', + self.auth = compute.AWSAuthentication() + self._s3_client = boto3.resource( + 's3', + endpoint_url = self.endpoint_url, + aws_access_key_id = self.auth.aws_access_key, + aws_secret_access_key = self.auth.aws_secret_key + ) + self.requester_pays = False + self.bucket_name = bucket_name + self.provider = "cloudflare" + + def path(self): + return f"{self.endpoint_url}/{self.bucket_name}" + + def region_tag(self): + return "cloudflare:infer" + + def bucket(self) -> str: + return self.bucket_name + + def set_requester_bool(self, requester: bool): + self.requester_pays = requester + + @imports.inject("botocore.exceptions", pip_extra="aws") + def bucket_exists(botocore_exceptions, self, region=None): + if region is None: # use current bucket region is available + try: + region = self.aws_region + except exceptions.MissingBucketException: + region = "us-east-1" + + try: + requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} + self._s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) + return True + except botocore_exceptions.ClientError as e: + if e.response["Error"]["Code"] == "NoSuchBucket" or e.response["Error"]["Code"] == "AccessDenied": + return False + raise + + def create_bucket(self, aws_region): + if not self.bucket_exists(aws_region): + if aws_region == "us-east-1": + self._s3_client.create_bucket(Bucket=self.bucket_name) + else: + self._s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) + else: + logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") + + def delete_bucket(self): + # delete 1000 keys at a time + for batch in batch_generator(self.list_objects(), 1000): + self.delete_objects([obj.key for obj in batch]) + assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + # delete bucket + self._s3_client.delete_bucket(Bucket=self.bucket_name) + + def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: + paginator = self._s3_client.get_paginator("list_objects_v2") + requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} + page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) + for page in page_iterator: + objs = [] + for obj in page.get("Contents", []): + objs.append( + S3Object( + obj["Key"], + provider="aws", + bucket=self.bucket_name, + size=obj["Size"], + last_modified=obj["LastModified"], + mime_type=obj.get("ContentType"), + ) + ) + yield from objs + + def delete_objects(self, keys: List[str]): + while keys: + batch, keys = keys[:1000], keys[1000:] # take up to 1000 keys at a time + self._s3_client.delete_objects(Bucket=self.bucket_name, Delete={"Objects": [{"Key": k} for k in batch]}) + + @lru_cache(maxsize=1024) + @imports.inject("botocore.exceptions", pip_extra="aws") + def get_obj_metadata(botocore_exceptions, self, obj_name): + try: + return self._s3_client.head_object(Bucket=self.bucket_name, Key=str(obj_name)) + except botocore_exceptions.ClientError as e: + raise NoSuchObjectException(f"Object {obj_name} does not exist, or you do not have permission to access it") from e + + def get_obj_size(self, obj_name): + return self.get_obj_metadata(obj_name)["ContentLength"] + + def get_obj_last_modified(self, obj_name): + return self.get_obj_metadata(obj_name)["LastModified"] + + def get_obj_mime_type(self, obj_name): + return self.get_obj_metadata(obj_name)["ContentType"] + + def exists(self, obj_name): + try: + self.get_obj_metadata(obj_name) + return True + except NoSuchObjectException: + return False + + def download_object( + self, + src_object_name, + dst_file_path, + offset_bytes=None, + size_bytes=None, + write_at_offset=False, + generate_md5=False, + write_block_size=2**16, + ) -> Tuple[Optional[str], Optional[bytes]]: + src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) + + assert len(src_object_name) > 0, f"Source object name must be non-empty: '{src_object_name}'" + args = {"Bucket": self.bucket_name, "Key": src_object_name} + assert not (offset_bytes and not size_bytes), f"Cannot specify {offset_bytes} without {size_bytes}" + if offset_bytes is not None and size_bytes is not None: + args["Range"] = f"bytes={offset_bytes}-{offset_bytes + size_bytes - 1}" + if self.requester_pays: + args["RequestPayer"] = "requester" + response = self._s3_client.get_object(**args) + + # write response data + if not os.path.exists(dst_file_path): + open(dst_file_path, "a").close() + if generate_md5: + m = hashlib.md5() + with open(dst_file_path, "wb+" if write_at_offset else "wb") as f: + f.seek(offset_bytes if write_at_offset else 0) + b = response["Body"].read(write_block_size) + while b: + if generate_md5: + m.update(b) + f.write(b) + b = response["Body"].read(write_block_size) + response["Body"].close() + md5 = m.digest() if generate_md5 else None + mime_type = response["ContentType"] + return mime_type, md5 + + @imports.inject("botocore.exceptions", pip_extra="aws") + def upload_object( + botocore_exceptions, self, src_file_path, dst_object_name, part_number=None, upload_id=None, check_md5=None, mime_type=None + ): + dst_object_name, src_file_path = str(dst_object_name), str(src_file_path) + assert len(dst_object_name) > 0, f"Destination object name must be non-empty: '{dst_object_name}'" + b64_md5sum = base64.b64encode(check_md5).decode("utf-8") if check_md5 else None + checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() + + try: + with open(src_file_path, "rb") as f: + if upload_id: + self._s3_client.upload_part( + Body=f, + Key=dst_object_name, + Bucket=self.bucket_name, + PartNumber=part_number, + UploadId=upload_id.strip(), # TODO: figure out why whitespace gets added, + **checksum_args, + ) + else: + mime_args = dict(ContentType=mime_type) if mime_type else dict() + self._s3_client.put_object(Body=f, Key=dst_object_name, Bucket=self.bucket_name, **checksum_args, **mime_args) + except botocore_exceptions.ClientError as e: + # catch MD5 mismatch error and raise appropriate exception + if "Error" in e.response and "Code" in e.response["Error"] and e.response["Error"]["Code"] == "InvalidDigest": + raise exceptions.ChecksumMismatchException(f"Checksum mismatch for object {dst_object_name}") from e + raise + + def initiate_multipart_upload(self, dst_object_name: str, mime_type: Optional[str] = None) -> str: + assert len(dst_object_name) > 0, f"Destination object name must be non-empty: '{dst_object_name}'" + response = self._s3_client.create_multipart_upload( + Bucket=self.bucket_name, Key=dst_object_name, **(dict(ContentType=mime_type) if mime_type else dict()) + ) + if "UploadId" in response: + return response["UploadId"] + else: + raise exceptions.SkyplaneException(f"Failed to initiate multipart upload for {dst_object_name}: {response}") + + def complete_multipart_upload(self, dst_object_name, upload_id): + all_parts = [] + while True: + response = self._s3_client.list_parts( + Bucket=self.bucket_name, Key=dst_object_name, MaxParts=100, UploadId=upload_id, PartNumberMarker=len(all_parts) + ) + if "Parts" not in response: + break + else: + if len(response["Parts"]) == 0: + break + all_parts += response["Parts"] + all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) + response = self._s3_client.complete_multipart_upload( + UploadId=upload_id, + Bucket=self.bucket_name, + Key=dst_object_name, + MultipartUpload={"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}, + ) + assert "ETag" in response, f"Failed to complete multipart upload for {dst_object_name}: {response}" diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 84d8e8a19..23f2334ae 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -61,5 +61,9 @@ def create(region_tag: str, bucket: str): from skyplane.obj_store.posix_file_interface import POSIXInterface return POSIXInterface(bucket) + elif region_tag.startswith("cloudflare"): + from skyplane.obj_store.r2_interface import R2Interface + account, bucket = bucket.split("/", 1) # / + return R2Interface(account, bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index e4044f23f..c12ad0073 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -185,6 +185,139 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan +class DirectPlannerSourceOneSided(Planner): + + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] + # jobs must have same sources and destinations + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + plan.add_gateway(src_region_tag) + for dst_region_tag in dst_region_tags: + plan.add_gateway(dst_region_tag) + + # initialize gateway programs per region + src_program = GatewayProgram() + + # iterate through all jobs + for job in jobs: + src_bucket = job.src_iface.bucket() + src_region_tag = job.src_iface.region_tag() + src_provider = src_region_tag.split(":")[0] + + # give each job a different partition id, so we can read/write to different buckets + partition_id = jobs.index(job) + + # source region gateway program + obj_store_read = src_program.add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) + # send to all destination + mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) + dst_prefixes = job.dst_prefixes + for i in range(len(job.dst_ifaces)): + dst_iface = job.dst_ifaces[i] + dst_prefix = dst_prefixes[i] + dst_region_tag = dst_iface.region_tag() + dst_bucket = dst_iface.bucket() + dst_gateways = plan.get_region_gateways(dst_region_tag) + + # special case where destination is same region as source + src_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), + parent_handle=mux_and, + partition_id=partition_id, + ) + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + + # set gateway programs + plan.set_gateway_program(src_region_tag, src_program) + return plan + + +class DirectPlannerDestOneSided(Planner): + """ Planner that only creates instances in the destination region """ + + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + # only create in destination region + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] + print("planner dst region", dst_region_tags, jobs[0].dst_ifaces) + # jobs must have same sources and destinations + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + for dst_region_tag in dst_region_tags: + plan.add_gateway(dst_region_tag) + + # initialize gateway programs per region + dst_program = {dst_region: GatewayProgram() for dst_region in dst_region_tags} + + # iterate through all jobs + for job in jobs: + src_bucket = job.src_iface.bucket() + src_region_tag = job.src_iface.region_tag() + src_provider = src_region_tag.split(":")[0] + + # give each job a different partition id, so we can read/write to different buckets + # use job UUID as partition id + partition_id = str(job.uuid) #jobs.index(job) + print(job, job.src_path, "partition", partition_id) + + # send to all destination + dst_prefixes = job.dst_prefixes + for i in range(len(job.dst_ifaces)): + dst_iface = job.dst_ifaces[i] + dst_prefix = dst_prefixes[i] + dst_region_tag = dst_iface.region_tag() + dst_bucket = dst_iface.bucket() + dst_gateways = plan.get_region_gateways(dst_region_tag) + + # source region gateway program + obj_store_read = dst_program[dst_region_tag].add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) + + dst_program[dst_region_tag].add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), + parent_handle=obj_store_read, + partition_id=partition_id, + ) + + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + + # set gateway programs + for dst_region_tag, program in dst_program.items(): + plan.set_gateway_program(dst_region_tag, program) + return plan + + + + class UnicastILPPlanner(Planner): def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): self.n_instances = n_instances diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index ea23e781b..3ad0dac88 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -15,8 +15,14 @@ def is_plausible_local_path(path_test: str): if path_test.parent.exists(): return True return False - - if path.startswith("cos://"): + if (path.startswith("https://") or path.startswith("http://")) and "r2.cloudflarestorage.com" in path: + regex = re.compile(r"https?://([^/]+).r2.cloudflarestorage.com/([^/]+)/?(.*)") + match = regex.match(path) + if match is None: + raise ValueError(f"Invalid Azure path: {path}") + account, bucket, blob_path = match.groups() + return "r2", f"{account}/{bucket}", blob_path + elif path.startswith("cos://"): provider, parsed = path[:3], path[6:] if len(parsed) == 0: logger.error(f"Invalid path: '{path}'", fg="red", err=True) From 8946abdec144bc19fa28a7ed5bdf2c4d0c212464 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 1 Jun 2023 00:07:23 +0000 Subject: [PATCH 178/186] broken r2 implementation --- skyplane/compute/cloud_provider.py | 2 ++ skyplane/compute/gcp/gcp_pricing.py | 4 +-- skyplane/compute/server.py | 1 + skyplane/obj_store/r2_interface.py | 36 +++++++++++++------------ skyplane/obj_store/storage_interface.py | 4 ++- 5 files changed, 27 insertions(+), 20 deletions(-) diff --git a/skyplane/compute/cloud_provider.py b/skyplane/compute/cloud_provider.py index 58de267a9..43e422536 100644 --- a/skyplane/compute/cloud_provider.py +++ b/skyplane/compute/cloud_provider.py @@ -25,6 +25,8 @@ def get_transfer_cost(src_key, dst_key, premium_tier=True): src_provider, _ = src_key.split(":") if src_key == dst_key or src_provider == "cos": return 0.0 + elif src_provider == "cloudflare": + return 0.0 # TODO: fix this for other clouds if src_provider == "aws": from skyplane.compute.aws.aws_cloud_provider import AWSCloudProvider diff --git a/skyplane/compute/gcp/gcp_pricing.py b/skyplane/compute/gcp/gcp_pricing.py index 073a5afa4..120eef4b5 100644 --- a/skyplane/compute/gcp/gcp_pricing.py +++ b/skyplane/compute/gcp/gcp_pricing.py @@ -30,7 +30,7 @@ def get_transfer_cost(src_key, dst_key, premium_tier=True): return 0.15 else: return 0.08 - elif dst_provider in ["aws", "azure"] and premium_tier: + elif dst_provider in ["aws", "azure", "cloudflare"] and premium_tier: is_dst_australia = (dst == "ap-southeast-2") if dst_provider == "aws" else (dst.startswith("australia")) # singapore or tokyo or osaka if src_continent == "asia" and (src_region == "southeast2" or src_region == "northeast1" or src_region == "northeast2"): @@ -43,7 +43,7 @@ def get_transfer_cost(src_key, dst_key, premium_tier=True): return 0.19 if is_dst_australia else 0.147 else: return 0.19 if is_dst_australia else 0.12 - elif dst_provider in ["aws", "azure"] and not premium_tier: + elif dst_provider in ["aws", "azure", "cloudflare"] and not premium_tier: if src_continent == "us" or src_continent == "europe" or src_continent == "northamerica": return 0.085 elif src_continent == "southamerica" or src_continent == "australia": diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index c4f9aacff..4bbcd4253 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -311,6 +311,7 @@ def check_stderr(tup): # copy cloud configuration docker_envs = {"SKYPLANE_IS_GATEWAY": "1"} if config_path.exists(): + print("CONFIG FILE", config_path.name) # TODO: read cloud credentails from config file self.upload_file(config_path, f"/tmp/{config_path.name}") docker_envs["SKYPLANE_CONFIG"] = f"/pkg/data/{config_path.name}" diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py index 7e9bcade2..4ded47db3 100644 --- a/skyplane/obj_store/r2_interface.py +++ b/skyplane/obj_store/r2_interface.py @@ -1,6 +1,7 @@ import base64 import hashlib import os +import boto3 from functools import lru_cache from typing import Iterator, List, Optional, Tuple @@ -12,7 +13,8 @@ from skyplane.utils import logger, imports from skyplane.utils.generator import batch_generator - +from skyplane.config_paths import config_path +from skyplane.config import SkyplaneConfig class R2Object(ObjectStoreObject): def full_path(self): @@ -22,17 +24,23 @@ def full_path(self): class R2Interface(ObjectStoreInterface): def __init__(self, account_id: str, bucket_name: str): - self.endpoint_url = f'https://{account_id}.r2.cloudflarestorage.com', - self.auth = compute.AWSAuthentication() - self._s3_client = boto3.resource( - 's3', - endpoint_url = self.endpoint_url, - aws_access_key_id = self.auth.aws_access_key, - aws_secret_access_key = self.auth.aws_secret_key - ) + self.config = SkyplaneConfig.load_config(config_path) + print("CONFIG CLOUDFLARE", self.config.cloudflare_access_key_id) + self.endpoint_url = f'https://{account_id}.r2.cloudflarestorage.com' + try: + print(self.endpoint_url, self.config.cloudflare_access_key_id, self.config.cloudflare_secret_access_key) + self._s3_client = boto3.resource( + 's3', + endpoint_url = self.endpoint_url, + aws_access_key_id = self.config.cloudflare_access_key_id, + aws_secret_access_key = self.config.cloudflare_secret_access_key, + ) + except Exception as e: + print("EXCEPTION", e) self.requester_pays = False self.bucket_name = bucket_name self.provider = "cloudflare" + print("creted interface") def path(self): return f"{self.endpoint_url}/{self.bucket_name}" @@ -48,12 +56,6 @@ def set_requester_bool(self, requester: bool): @imports.inject("botocore.exceptions", pip_extra="aws") def bucket_exists(botocore_exceptions, self, region=None): - if region is None: # use current bucket region is available - try: - region = self.aws_region - except exceptions.MissingBucketException: - region = "us-east-1" - try: requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} self._s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) @@ -80,7 +82,7 @@ def delete_bucket(self): # delete bucket self._s3_client.delete_bucket(Bucket=self.bucket_name) - def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: + def list_objects(self, prefix="", region=None) -> Iterator[R2Object]: paginator = self._s3_client.get_paginator("list_objects_v2") requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) @@ -88,7 +90,7 @@ def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: objs = [] for obj in page.get("Contents", []): objs.append( - S3Object( + R2Object( obj["Key"], provider="aws", bucket=self.bucket_name, diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 23f2334ae..a53f01c46 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -61,9 +61,11 @@ def create(region_tag: str, bucket: str): from skyplane.obj_store.posix_file_interface import POSIXInterface return POSIXInterface(bucket) - elif region_tag.startswith("cloudflare"): + elif region_tag.startswith("r2"): from skyplane.obj_store.r2_interface import R2Interface + print('bucket', bucket) account, bucket = bucket.split("/", 1) # / + print(account, bucket) return R2Interface(account, bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") From 8fbb3be9f408a656000691fe72f168d77a87b4a2 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 1 Jun 2023 00:21:07 +0000 Subject: [PATCH 179/186] reformat --- skyplane/cli/cli_init.py | 9 +++++---- skyplane/compute/cloud_provider.py | 4 ++-- skyplane/compute/server.py | 2 +- skyplane/config.py | 6 +++--- skyplane/obj_store/r2_interface.py | 13 +++++++------ skyplane/obj_store/storage_interface.py | 3 ++- skyplane/planner/planner.py | 7 ++----- skyplane/utils/path.py | 1 + 8 files changed, 23 insertions(+), 22 deletions(-) diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index 642f834cc..d6a194fa3 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -62,11 +62,12 @@ def load_aws_config(config: SkyplaneConfig, non_interactive: bool = False) -> Sk typer.secho(" Disabling AWS support", fg="blue") return config + def load_cloudflare_config(config: SkyplaneConfig, non_interactive: bool = False) -> SkyplaneConfig: if typer.confirm(" Do you want to configure Cloudflare support in Skyplane?", default=True): config.cloudflare_access_key_id = typer.prompt(" Enter the R2 access key ID") config.cloudflare_secret_access_key = typer.prompt(" Enter the R2 secret access key") - else: + else: config.cloudflare_enabled = False typer.secho(" Disabling Cloudflare support", fg="blue") return config @@ -470,12 +471,12 @@ def init( reinit_azure: bool = False, reinit_gcp: bool = False, reinit_ibm: bool = False, - reinit_cloudflare: bool = False, + reinit_cloudflare: bool = False, disable_config_aws: bool = False, disable_config_azure: bool = False, disable_config_gcp: bool = False, disable_config_ibm: bool = True, # TODO: eventuall enable IBM - disable_config_cloudflare: bool = False, + disable_config_cloudflare: bool = False, ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates @@ -533,7 +534,7 @@ def init( cloud_config = load_gcp_config(cloud_config, force_init=reinit_gcp, non_interactive=non_interactive) # load cloudflare config - if not reinit_cloudflare: + if not reinit_cloudflare: typer.secho("\n(1) configuring cloudflare R2:", fg="yellow", bold=True) if not disable_config_aws: cloud_config = load_cloudflare_config(cloud_config, non_interactive=non_interactive) diff --git a/skyplane/compute/cloud_provider.py b/skyplane/compute/cloud_provider.py index 43e422536..56497e6ca 100644 --- a/skyplane/compute/cloud_provider.py +++ b/skyplane/compute/cloud_provider.py @@ -25,8 +25,8 @@ def get_transfer_cost(src_key, dst_key, premium_tier=True): src_provider, _ = src_key.split(":") if src_key == dst_key or src_provider == "cos": return 0.0 - elif src_provider == "cloudflare": - return 0.0 # TODO: fix this for other clouds + elif src_provider == "cloudflare": + return 0.0 # TODO: fix this for other clouds if src_provider == "aws": from skyplane.compute.aws.aws_cloud_provider import AWSCloudProvider diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 4bbcd4253..e10883bd9 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -311,7 +311,7 @@ def check_stderr(tup): # copy cloud configuration docker_envs = {"SKYPLANE_IS_GATEWAY": "1"} if config_path.exists(): - print("CONFIG FILE", config_path.name) # TODO: read cloud credentails from config file + print("CONFIG FILE", config_path.name) # TODO: read cloud credentails from config file self.upload_file(config_path, f"/tmp/{config_path.name}") docker_envs["SKYPLANE_CONFIG"] = f"/pkg/data/{config_path.name}" diff --git a/skyplane/config.py b/skyplane/config.py index 56076b907..f2b347d12 100644 --- a/skyplane/config.py +++ b/skyplane/config.py @@ -263,12 +263,12 @@ def to_config_file(self, path): if self.ibmcloud_resource_group_id: config.set("ibmcloud", "ibmcloud_resource_group_id", self.ibmcloud_resource_group_id) - if "cloudflare" not in config: + if "cloudflare" not in config: config.add_section("cloudflare") config.set("cloudflare", "cloudflare_enabled", str(self.cloudflare_enabled)) - if self.cloudflare_access_key_id: + if self.cloudflare_access_key_id: config.set("cloudflare", "cloudflare_access_key_id", self.cloudflare_access_key_id) - if self.cloudflare_secret_access_key: + if self.cloudflare_secret_access_key: config.set("cloudflare", "cloudflare_secret_access_key", self.cloudflare_secret_access_key) if "azure" not in config: diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py index 4ded47db3..3d5589c3b 100644 --- a/skyplane/obj_store/r2_interface.py +++ b/skyplane/obj_store/r2_interface.py @@ -16,24 +16,25 @@ from skyplane.config_paths import config_path from skyplane.config import SkyplaneConfig + class R2Object(ObjectStoreObject): def full_path(self): account_name, bucket_name = self.bucket.split("/") - return os.path.join(f'https://{account_id}.r2.cloudflarestorage.com', bucket_name, self.key) + return os.path.join(f"https://{account_id}.r2.cloudflarestorage.com", bucket_name, self.key) class R2Interface(ObjectStoreInterface): def __init__(self, account_id: str, bucket_name: str): self.config = SkyplaneConfig.load_config(config_path) print("CONFIG CLOUDFLARE", self.config.cloudflare_access_key_id) - self.endpoint_url = f'https://{account_id}.r2.cloudflarestorage.com' + self.endpoint_url = f"https://{account_id}.r2.cloudflarestorage.com" try: print(self.endpoint_url, self.config.cloudflare_access_key_id, self.config.cloudflare_secret_access_key) self._s3_client = boto3.resource( - 's3', - endpoint_url = self.endpoint_url, - aws_access_key_id = self.config.cloudflare_access_key_id, - aws_secret_access_key = self.config.cloudflare_secret_access_key, + "s3", + endpoint_url=self.endpoint_url, + aws_access_key_id=self.config.cloudflare_access_key_id, + aws_secret_access_key=self.config.cloudflare_secret_access_key, ) except Exception as e: print("EXCEPTION", e) diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index a53f01c46..7d68bd97c 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -63,7 +63,8 @@ def create(region_tag: str, bucket: str): return POSIXInterface(bucket) elif region_tag.startswith("r2"): from skyplane.obj_store.r2_interface import R2Interface - print('bucket', bucket) + + print("bucket", bucket) account, bucket = bucket.split("/", 1) # / print(account, bucket) return R2Interface(account, bucket) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index c12ad0073..ddd784484 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -186,7 +186,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class DirectPlannerSourceOneSided(Planner): - def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -249,7 +248,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class DirectPlannerDestOneSided(Planner): - """ Planner that only creates instances in the destination region """ + """Planner that only creates instances in the destination region""" def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances @@ -284,7 +283,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # give each job a different partition id, so we can read/write to different buckets # use job UUID as partition id - partition_id = str(job.uuid) #jobs.index(job) + partition_id = str(job.uuid) # jobs.index(job) print(job, job.src_path, "partition", partition_id) # send to all destination @@ -316,8 +315,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan - - class UnicastILPPlanner(Planner): def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): self.n_instances = n_instances diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 3ad0dac88..4c68723b9 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -15,6 +15,7 @@ def is_plausible_local_path(path_test: str): if path_test.parent.exists(): return True return False + if (path.startswith("https://") or path.startswith("http://")) and "r2.cloudflarestorage.com" in path: regex = re.compile(r"https?://([^/]+).r2.cloudflarestorage.com/([^/]+)/?(.*)") match = regex.match(path) From 5c335aaba72f87999aade5837d37ea86f03ff6b3 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 5 Jun 2023 04:09:23 +0000 Subject: [PATCH 180/186] working cloudflare destination --- skyplane/api/dataplane.py | 10 +++-- skyplane/api/pipeline.py | 6 ++- skyplane/api/tracker.py | 33 ++++++++++------ skyplane/api/transfer_job.py | 30 +++++++++++---- skyplane/cli/cli_transfer.py | 11 ++++++ skyplane/gateway/gateway_daemon_api.py | 7 ++-- .../gateway/operators/gateway_operator.py | 35 +++++++++-------- skyplane/obj_store/r2_interface.py | 38 ++++++++++++++----- skyplane/obj_store/storage_interface.py | 2 +- skyplane/planner/planner.py | 5 ++- skyplane/planner/topology.py | 21 +++++++++- skyplane/utils/path.py | 2 +- 12 files changed, 143 insertions(+), 57 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 1b2003790..4fad1825b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -109,6 +109,9 @@ def _start_gateway( # write gateway programs gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") with open(gateway_program_filename, "w") as f: + from pprint import pprint + pprint(self.topology.get_gateway_info_json()) + f.write(gateway_node.gateway_program.to_json()) # start gateway @@ -158,6 +161,7 @@ def provision( # create VMs from the topology for node in self.topology.get_gateways(): cloud_provider, region = node.region_tag.split(":") + assert cloud_provider != "cloudflare", f"Cannot create VMs in certain cloud providers: check planner output {self.topology.to_dict()}" self.provisioner.add_task( cloud_provider=cloud_provider, region=region, @@ -206,7 +210,7 @@ def provision( # write gateway info file gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: - json.dump(self.topology.get_gateway_info_json(), f, indent=4) + json.dump(self.topology.get_gateway_info_json(), f, indent=4) logger.fs.info(f"Writing gateway info to {gateway_info_path}") # start gateways in parallel @@ -288,10 +292,10 @@ def source_gateways(self) -> List[compute.Server]: """Returns a list of source gateway nodes""" return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] - def sink_gateways(self) -> Dict[str, List[compute.Server]]: + def sink_gateways(self, region_tag: Optional[str] = None) -> Dict[str, List[compute.Server]]: """Returns a list of sink gateway nodes""" return ( - {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} + {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances(region_tag).items()} if self.provisioned else {} ) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 42cb0649f..16f392495 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -17,7 +17,7 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -from skyplane.planner.planner import MulticastDirectPlanner +from skyplane.planner.planner import MulticastDirectPlanner, DirectPlannerSourceOneSided, DirectPlannerDestOneSided from skyplane.planner.topology import TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir @@ -69,6 +69,10 @@ def __init__( self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": self.planner = MulticastDirectPlanner(self.max_instances, 64) + elif self.planning_algorithm == "src_one_sided": + self.planner = DirectPlannerSourceOneSided(self.max_instances, 64) + elif self.planning_algorithm == "dst_one_sided": + self.planner = DirectPlannerDestOneSided(self.max_instances, 64) else: raise ValueError(f"No such planning algorithm {planning_algorithm}") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9bf536f8c..8cdddbcea 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -129,11 +129,11 @@ def run(self): "cmd": ",".join([job.__class__.__name__ for job in self.jobs.values()]), "recursive": ",".join([str(job.recursive) for job in self.jobs.values()]), "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": 1, # TODO: read this from config file - "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), - "dst_instance_type": getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), - "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), - "dst_spot_instance": getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances"), + #"instances_per_region": 1, # TODO: read this from config file + #"src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), + #"dst_instance_type": #getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), + #"src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), + #"dst_spot_instance": getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances"), } session_start_timestamp_ms = int(time.time() * 1000) try: @@ -264,8 +264,14 @@ def monitor_single_dst_helper(dst_region): def monitor_transfer(pd, self, region_tag): """Monitor the tranfer by copying remote gateway logs and show transfer stats by hooks""" # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress - region_sinks = self.dataplane.topology.sink_instances() - sinks = region_sinks[region_tag] + + # regions that are sinks for specific region tag + # TODO: should eventualy map bucket to list of instances + sinks = [n for nodes in self.dataplane.topology.sink_instances(region_tag).values() for n in nodes] + print("sinks", sinks) + + #region_sinks = list(self.dataplane.topology.sink_instances(region_tag).keys()) + #sinks = self.dataplane.topology.dest_region_tags #region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): @@ -281,6 +287,8 @@ def monitor_transfer(pd, self, region_tag): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) + #print(log_df) + log_df.to_csv("log_df.csv") if log_df.empty: logger.warning("No chunk status log entries yet") time.sleep(0.05) @@ -289,12 +297,15 @@ def monitor_transfer(pd, self, region_tag): # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete - # and row["instance"] in [s.instance for s in sinks] - and row["region_tag"] in [s.region_tag for s in sinks] + and row["instance"] in [s.gateway_id for s in sinks] + #and row["region_tag"] in region_sinks ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] - completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) - completed_chunk_ids = completed_status[completed_status].index + #print(sink_status_df.chunk_id.unique()) + completed_chunk_ids = list(set(sink_status_df.chunk_id.unique())) + #completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: True) #set(x["region_tag"].unique()) == set([region_tag])) + #completed_chunk_ids = [completed_status].index + #print("completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c6c70265e..077074aa3 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -27,6 +27,7 @@ from skyplane.chunk import Chunk, ChunkRequest from skyplane.obj_store.azure_blob_interface import AzureBlobObject from skyplane.obj_store.gcs_interface import GCSObject +from skyplane.obj_store.r2_interface import R2Object from skyplane.obj_store.storage_interface import StorageInterface from skyplane.obj_store.object_store_interface import ObjectStoreObject, ObjectStoreInterface from skyplane.obj_store.s3_interface import S3Object @@ -56,7 +57,7 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb class GatewayMessage: def __init__(self, chunk: Optional[Chunk] = None, upload_id_mapping: Optional[Dict[str, Tuple[str, str]]] = None): self.chunk = chunk - self.upload_id_mapping = upload_id_mapping + self.upload_id_mapping = upload_id_mapping # region_tag: (upload_id, dst_key) # TODO: map both bucket + region to enable multiple buckets per region class Chunker: @@ -289,6 +290,8 @@ def transfer_pair_generator( dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) elif dest_provider == "gcp": dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + elif dest_provider == "cloudflare": + dest_obj = R2Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") dest_objs[dst_iface.region_tag()] = dest_obj @@ -330,6 +333,9 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: + if transfer_pair.src_obj.size == 0: + logger.fs.debug(f"Skipping empty object {src_obj.key}") + continue yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -605,24 +611,32 @@ def dispatch( # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] region_dst_gateways = dataplane.sink_gateways() + print("sinks", region_dst_gateways) for region_tag, dst_gateways in region_dst_gateways.items(): for dst_gateway in dst_gateways: - # collect upload id mappings per region + + ## collect list of regions that the gateway will write to (may not correspond to isntance region) + #write_regions = dataplane.topology.get[op.bucket_region for op in dst_gateway.write_operators()] + + ## collect upload id mappings per region mappings = {} for message in upload_id_batch: for region_tag, (key, id) in message.upload_id_mapping.items(): - if region_tag == dst_gateway.region_tag: - mappings[key] = id + if region_tag not in mappings: + mappings[region_tag] = {} + mappings[region_tag][key] = id - if len(list(mappings.keys())) == 0: - # no mappings to send - continue + #if len(list(mappings.keys())) == 0: + # # no mappings to send + # continue # send mapping to gateway + print("sending mappings", mappings) reply = self.http_pool.request( "POST", f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", body=json.dumps(mappings).encode("utf-8"), + #body=json.dumps(message.upload_id_mapping).encode("utf-8"), headers={"Content-Type": "application/json"}, ) # TODO: assume that only destination nodes would write to the obj store @@ -705,6 +719,8 @@ def verify_region(i): if dst_keys: # failed_keys = [obj.key for obj in dst_keys.values()] failed_keys = list(dst_keys.keys()) + if failed_keys == [""]: + return # ignore empty key raise exceptions.TransferFailedException( f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 01e2d7676..ebf1324d3 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -316,6 +316,17 @@ def run_transfer( provider_src, bucket_src, path_src = parse_path(src) provider_dst, bucket_dst, path_dst = parse_path(dst) + + # update planner for one-sided transfer + # somet process for other cloud providers with no VM support + assert provider_src != "cloudflare" or provider_dst != "cloudflare", "Cannot transfer between two Cloudflare buckets" + if provider_src == "cloudflare": + solver = "dst_one_sided" + elif provider_dst == "cloudflare": + solver = "src_one_sided" + + print("USIng SOLVER", solver, provider_src, provider_dst) + src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() dst_region_tag = StorageInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() args = { diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index ebe9c882b..8bbfa362a 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -313,9 +313,10 @@ def update_upload_ids_mapping(): # update upload id mapping print(request.json) upload_ids = request.json - for key, id in upload_ids.items(): - self.upload_id_map[key] = id - + for region_tag in upload_ids.keys(): + #assert region_tag in self.upload_id_map, f"Region tag {region_tag} not found in upload id map {self.upload_id_map}" + for key, upload_id in upload_ids[region_tag].items(): + self.upload_id_map[region_tag + key] = upload_id print(f"Added upload id mappings {upload_ids}") return jsonify({"status": "ok"}) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 1369683a8..48a74e3ff 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -424,15 +424,15 @@ class GatewayObjStoreOperator(GatewayOperator): def __init__( self, handle: str, - region: str, + region: str, + bucket_name: str, + bucket_region: str, input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, error_queue: Queue, n_processes: Optional[int] = 1, chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) self.bucket_name = bucket_name @@ -459,18 +459,18 @@ class GatewayObjStoreReadOperator(GatewayObjStoreOperator): def __init__( self, handle: str, - region: str, + region: str, + bucket_name: str, + bucket_region: str, input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, error_queue: Queue, n_processes: int = 32, chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): + ): super().__init__( - handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region + handle, region, bucket_name, bucket_region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store ) def process(self, chunk_req: ChunkRequest, **args): @@ -540,7 +540,9 @@ class GatewayObjStoreWriteOperator(GatewayObjStoreOperator): def __init__( self, handle: str, - region: str, + region: str, + bucket_name: str, + bucket_region: str, input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, @@ -548,15 +550,13 @@ def __init__( upload_id_map: DictProxy, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - prefix: Optional[str] = "", + prefix: Optional[str] = "", ): super().__init__( - handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region + handle, region, bucket_name, bucket_region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store ) self.chunk_store = chunk_store - self.upload_id_map = upload_id_map + self.upload_id_map = upload_id_map #[bucket_region] # TODO: this seems sus... self.prefix = prefix def process(self, chunk_req: ChunkRequest): @@ -569,8 +569,11 @@ def process(self, chunk_req: ChunkRequest): obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if chunk_req.chunk.multi_part: - assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" - upload_id = self.upload_id_map[chunk_req.chunk.src_key] + upload_id_key = self.bucket_region + chunk_req.chunk.src_key + #assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" + assert upload_id_key in self.upload_id_map, f"Upload id for {upload_id_key} not found {self.upload_id_map}" + #upload_id = self.upload_id_map[chunk_req.chunk.src_key] + upload_id = self.upload_id_map[upload_id_key] else: upload_id = None diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py index 3d5589c3b..b60925a99 100644 --- a/skyplane/obj_store/r2_interface.py +++ b/skyplane/obj_store/r2_interface.py @@ -16,11 +16,11 @@ from skyplane.config_paths import config_path from skyplane.config import SkyplaneConfig - class R2Object(ObjectStoreObject): def full_path(self): account_name, bucket_name = self.bucket.split("/") - return os.path.join(f"https://{account_id}.r2.cloudflarestorage.com", bucket_name, self.key) + return os.path.join(f"https://{account_name}.r2.cloudflarestorage.com", bucket_name, self.key) + class R2Interface(ObjectStoreInterface): @@ -30,16 +30,18 @@ def __init__(self, account_id: str, bucket_name: str): self.endpoint_url = f"https://{account_id}.r2.cloudflarestorage.com" try: print(self.endpoint_url, self.config.cloudflare_access_key_id, self.config.cloudflare_secret_access_key) - self._s3_client = boto3.resource( - "s3", - endpoint_url=self.endpoint_url, - aws_access_key_id=self.config.cloudflare_access_key_id, - aws_secret_access_key=self.config.cloudflare_secret_access_key, - ) + self._s3_client = boto3.client("s3", endpoint_url=self.endpoint_url, aws_access_key_id=self.config.cloudflare_access_key_id, aws_secret_access_key=self.config.cloudflare_secret_access_key) + #boto3.resource( + # "s3", + # endpoint_url=self.endpoint_url, + # aws_access_key_id=self.config.cloudflare_access_key_id, + # aws_secret_access_key=self.config.cloudflare_secret_access_key, + #) except Exception as e: - print("EXCEPTION", e) + print(f"EXCEPTION: endpoint {self.endpoint_url}", e) self.requester_pays = False self.bucket_name = bucket_name + self.account_id = account_id self.provider = "cloudflare" print("creted interface") @@ -50,13 +52,17 @@ def region_tag(self): return "cloudflare:infer" def bucket(self) -> str: - return self.bucket_name + return f"{self.account_id}/{self.bucket_name}" def set_requester_bool(self, requester: bool): self.requester_pays = requester @imports.inject("botocore.exceptions", pip_extra="aws") def bucket_exists(botocore_exceptions, self, region=None): + #for bucket in self._s3_client.buckets.all(): + # if bucket.name == self.bucket_name: + # return True + #return False try: requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} self._s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) @@ -84,12 +90,24 @@ def delete_bucket(self): self._s3_client.delete_bucket(Bucket=self.bucket_name) def list_objects(self, prefix="", region=None) -> Iterator[R2Object]: + #for obj in self._s3_client.Bucket(self.bucket).objects.all(): + # yield R2Object( + # obj["Key"], + # provider="cloudflare", + # bucket=self.bucket(), + # size=obj["Size"], + # last_modified=obj["LastModified"], + # mime_type=obj.get("ContentType"), + # ) + paginator = self._s3_client.get_paginator("list_objects_v2") requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) for page in page_iterator: objs = [] for obj in page.get("Contents", []): + if len(obj["Key"]) == 0: # skip empty keys + continue objs.append( R2Object( obj["Key"], diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 7d68bd97c..791e17c23 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -61,7 +61,7 @@ def create(region_tag: str, bucket: str): from skyplane.obj_store.posix_file_interface import POSIXInterface return POSIXInterface(bucket) - elif region_tag.startswith("r2"): + elif region_tag.startswith("cloudflare"): from skyplane.obj_store.r2_interface import R2Interface print("bucket", bucket) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index ddd784484..71f881151 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -186,12 +186,15 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class DirectPlannerSourceOneSided(Planner): + """ Planner that only creates VMs in the source region""" + def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + print("Using one sided planner!") src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations @@ -204,8 +207,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions for i in range(self.n_instances): plan.add_gateway(src_region_tag) - for dst_region_tag in dst_region_tags: - plan.add_gateway(dst_region_tag) # initialize gateway programs per region src_program = GatewayProgram() diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 65373b1fd..3d36df666 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -6,7 +6,7 @@ GatewayGenData, GatewayReadObjectStore, ) -from typing import List, Dict +from typing import List, Dict, Optional class TopologyPlanGateway: @@ -46,6 +46,11 @@ def set_gateway_program(self, gateway_program: GatewayProgram): """Set the gateway program for the gateway""" self.gateway_program = gateway_program + def write_operators(self) -> List[GatewayWriteObjectStore]: + """Get all write operators in the gateway program""" + # TODO: include other write operator types + return [op for op in self.gateway_program.get_operators() if isinstance(op, GatewayWriteObjectStore)] + class TopologyPlan: """ @@ -132,11 +137,20 @@ def get_gateway_info_json(self): } return gateway_info - def sink_instances(self) -> Dict[str, List[TopologyPlanGateway]]: + def sink_instances(self, region_tag: Optional[str] = None) -> Dict[str, List[TopologyPlanGateway]]: """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" nodes = {} for gateway in self.gateways.values(): for operator in gateway.gateway_program.get_operators(): + + # dont include if wrong region + if isinstance(operator, GatewayWriteObjectStore): + if region_tag is not None and operator.bucket_region != region_tag: + continue + if isinstance(operator, GatewayWriteLocal): + if region_tag is not None and gateway.region_tag != region_tag: + continue + if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): if gateway.region_tag not in nodes: nodes[gateway.region_tag] = [] @@ -161,3 +175,6 @@ def per_region_count(self) -> Dict[str, int]: for node in self.get_gateways(): counts[node.region_tag] = counts.get(node.region_tag, 0) + 1 return counts + + def to_dict(self): + return {gateway_id: gateway.gateway_program.to_dict() for gateway_id, gateway in self.gateways.items()} diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 4c68723b9..5ed9516c0 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -22,7 +22,7 @@ def is_plausible_local_path(path_test: str): if match is None: raise ValueError(f"Invalid Azure path: {path}") account, bucket, blob_path = match.groups() - return "r2", f"{account}/{bucket}", blob_path + return "cloudflare", f"{account}/{bucket}", blob_path elif path.startswith("cos://"): provider, parsed = path[:3], path[6:] if len(parsed) == 0: From eb3b49b8c095f10ff0f83ec2f0ea8662fc02f1a1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 5 Jun 2023 07:00:42 +0000 Subject: [PATCH 181/186] working destination transfer --- skyplane/api/transfer_job.py | 7 +++---- skyplane/obj_store/r2_interface.py | 16 +++------------- skyplane/planner/planner.py | 4 +--- 3 files changed, 7 insertions(+), 20 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 077074aa3..09cbaf58f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -661,14 +661,13 @@ def dispatch( body=json.dumps([chunk.as_dict() for chunk in chunk_batch[n_added:]]).encode("utf-8"), headers={"Content-Type": "application/json"}, ) + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") reply_json = json.loads(reply.data.decode("utf-8")) logger.fs.debug(f"Added {n_added} chunks to server {server}: {reply_json}") n_added += reply_json["n_added"] queue_size[min_idx] = reply_json["qsize"] # update queue size - if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - - # dont try again with some gateway + # dont try again with some gateway min_idx = (min_idx + 1) % len(src_gateways) yield from chunk_batch diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py index b60925a99..c28586e32 100644 --- a/skyplane/obj_store/r2_interface.py +++ b/skyplane/obj_store/r2_interface.py @@ -26,29 +26,21 @@ def full_path(self): class R2Interface(ObjectStoreInterface): def __init__(self, account_id: str, bucket_name: str): self.config = SkyplaneConfig.load_config(config_path) - print("CONFIG CLOUDFLARE", self.config.cloudflare_access_key_id) self.endpoint_url = f"https://{account_id}.r2.cloudflarestorage.com" try: - print(self.endpoint_url, self.config.cloudflare_access_key_id, self.config.cloudflare_secret_access_key) self._s3_client = boto3.client("s3", endpoint_url=self.endpoint_url, aws_access_key_id=self.config.cloudflare_access_key_id, aws_secret_access_key=self.config.cloudflare_secret_access_key) - #boto3.resource( - # "s3", - # endpoint_url=self.endpoint_url, - # aws_access_key_id=self.config.cloudflare_access_key_id, - # aws_secret_access_key=self.config.cloudflare_secret_access_key, - #) except Exception as e: - print(f"EXCEPTION: endpoint {self.endpoint_url}", e) + raise ValueError("Error with connecting to {self.endpoint_url}: {e}") self.requester_pays = False self.bucket_name = bucket_name self.account_id = account_id self.provider = "cloudflare" - print("creted interface") def path(self): return f"{self.endpoint_url}/{self.bucket_name}" def region_tag(self): + # no regions in cloudflare return "cloudflare:infer" def bucket(self) -> str: @@ -106,13 +98,11 @@ def list_objects(self, prefix="", region=None) -> Iterator[R2Object]: for page in page_iterator: objs = [] for obj in page.get("Contents", []): - if len(obj["Key"]) == 0: # skip empty keys - continue objs.append( R2Object( obj["Key"], provider="aws", - bucket=self.bucket_name, + bucket=self.bucket(), size=obj["Size"], last_modified=obj["LastModified"], mime_type=obj.get("ContentType"), diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 71f881151..720eea2f2 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -282,9 +282,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = job.src_iface.region_tag() src_provider = src_region_tag.split(":")[0] - # give each job a different partition id, so we can read/write to different buckets - # use job UUID as partition id - partition_id = str(job.uuid) # jobs.index(job) + partition_id = jobs.index(job) print(job, job.src_path, "partition", partition_id) # send to all destination From 65be703e058ef45490824bd4447c3498cdce8c68 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 5 Jun 2023 07:02:46 +0000 Subject: [PATCH 182/186] cleanup --- skyplane/api/dataplane.py | 11 +++++--- skyplane/api/pipeline.py | 2 +- skyplane/api/tracker.py | 27 ++++++------------- skyplane/api/transfer_job.py | 26 +++++++----------- skyplane/cli/cli_transfer.py | 8 +++--- skyplane/gateway/gateway_daemon_api.py | 2 +- .../gateway/operators/gateway_operator.py | 26 +++++++++--------- skyplane/obj_store/r2_interface.py | 21 +++++++++------ skyplane/planner/planner.py | 2 +- skyplane/planner/topology.py | 13 +++++---- 10 files changed, 62 insertions(+), 76 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 4fad1825b..ff3e59930 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -109,9 +109,10 @@ def _start_gateway( # write gateway programs gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") with open(gateway_program_filename, "w") as f: - from pprint import pprint + from pprint import pprint + pprint(self.topology.get_gateway_info_json()) - + f.write(gateway_node.gateway_program.to_json()) # start gateway @@ -161,7 +162,9 @@ def provision( # create VMs from the topology for node in self.topology.get_gateways(): cloud_provider, region = node.region_tag.split(":") - assert cloud_provider != "cloudflare", f"Cannot create VMs in certain cloud providers: check planner output {self.topology.to_dict()}" + assert ( + cloud_provider != "cloudflare" + ), f"Cannot create VMs in certain cloud providers: check planner output {self.topology.to_dict()}" self.provisioner.add_task( cloud_provider=cloud_provider, region=region, @@ -210,7 +213,7 @@ def provision( # write gateway info file gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: - json.dump(self.topology.get_gateway_info_json(), f, indent=4) + json.dump(self.topology.get_gateway_info_json(), f, indent=4) logger.fs.info(f"Writing gateway info to {gateway_info_path}") # start gateways in parallel diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 16f392495..5471ebf55 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -69,7 +69,7 @@ def __init__( self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": self.planner = MulticastDirectPlanner(self.max_instances, 64) - elif self.planning_algorithm == "src_one_sided": + elif self.planning_algorithm == "src_one_sided": self.planner = DirectPlannerSourceOneSided(self.max_instances, 64) elif self.planning_algorithm == "dst_one_sided": self.planner = DirectPlannerDestOneSided(self.max_instances, 64) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 8cdddbcea..9f9d2e4a7 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -129,11 +129,11 @@ def run(self): "cmd": ",".join([job.__class__.__name__ for job in self.jobs.values()]), "recursive": ",".join([str(job.recursive) for job in self.jobs.values()]), "multipart": self.transfer_config.multipart_enabled, - #"instances_per_region": 1, # TODO: read this from config file - #"src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), - #"dst_instance_type": #getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), - #"src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), - #"dst_spot_instance": getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances"), + # "instances_per_region": 1, # TODO: read this from config file + # "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), + # "dst_instance_type": #getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), + # "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), + # "dst_spot_instance": getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances"), } session_start_timestamp_ms = int(time.time() * 1000) try: @@ -265,15 +265,10 @@ def monitor_transfer(pd, self, region_tag): """Monitor the tranfer by copying remote gateway logs and show transfer stats by hooks""" # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress - # regions that are sinks for specific region tag - # TODO: should eventualy map bucket to list of instances + # regions that are sinks for specific region tag + # TODO: should eventualy map bucket to list of instances sinks = [n for nodes in self.dataplane.topology.sink_instances(region_tag).values() for n in nodes] - print("sinks", sinks) - #region_sinks = list(self.dataplane.topology.sink_instances(region_tag).keys()) - #sinks = self.dataplane.topology.dest_region_tags #region_sinks[region_tag] - # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): - # sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -287,8 +282,6 @@ def monitor_transfer(pd, self, region_tag): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) - #print(log_df) - log_df.to_csv("log_df.csv") if log_df.empty: logger.warning("No chunk status log entries yet") time.sleep(0.05) @@ -298,14 +291,10 @@ def monitor_transfer(pd, self, region_tag): is_complete_rec = ( lambda row: row["state"] == ChunkState.complete and row["instance"] in [s.gateway_id for s in sinks] - #and row["region_tag"] in region_sinks + # and row["region_tag"] in region_sinks ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] - #print(sink_status_df.chunk_id.unique()) completed_chunk_ids = list(set(sink_status_df.chunk_id.unique())) - #completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: True) #set(x["region_tag"].unique()) == set([region_tag])) - #completed_chunk_ids = [completed_status].index - #print("completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 09cbaf58f..05c4cf841 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -57,7 +57,9 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb class GatewayMessage: def __init__(self, chunk: Optional[Chunk] = None, upload_id_mapping: Optional[Dict[str, Tuple[str, str]]] = None): self.chunk = chunk - self.upload_id_mapping = upload_id_mapping # region_tag: (upload_id, dst_key) # TODO: map both bucket + region to enable multiple buckets per region + self.upload_id_mapping = ( + upload_id_mapping # region_tag: (upload_id, dst_key) # TODO: map both bucket + region to enable multiple buckets per region + ) class Chunker: @@ -290,7 +292,7 @@ def transfer_pair_generator( dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) elif dest_provider == "gcp": dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) - elif dest_provider == "cloudflare": + elif dest_provider == "cloudflare": dest_obj = R2Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") @@ -333,7 +335,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - if transfer_pair.src_obj.size == 0: + if transfer_pair.src_obj.size == 0: logger.fs.debug(f"Skipping empty object {src_obj.key}") continue yield GatewayMessage( @@ -611,32 +613,22 @@ def dispatch( # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] region_dst_gateways = dataplane.sink_gateways() - print("sinks", region_dst_gateways) for region_tag, dst_gateways in region_dst_gateways.items(): for dst_gateway in dst_gateways: - - ## collect list of regions that the gateway will write to (may not correspond to isntance region) - #write_regions = dataplane.topology.get[op.bucket_region for op in dst_gateway.write_operators()] - - ## collect upload id mappings per region + # collect upload id mappings mappings = {} for message in upload_id_batch: for region_tag, (key, id) in message.upload_id_mapping.items(): - if region_tag not in mappings: + if region_tag not in mappings: mappings[region_tag] = {} mappings[region_tag][key] = id - #if len(list(mappings.keys())) == 0: - # # no mappings to send - # continue - # send mapping to gateway - print("sending mappings", mappings) reply = self.http_pool.request( "POST", f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", body=json.dumps(mappings).encode("utf-8"), - #body=json.dumps(message.upload_id_mapping).encode("utf-8"), + # body=json.dumps(message.upload_id_mapping).encode("utf-8"), headers={"Content-Type": "application/json"}, ) # TODO: assume that only destination nodes would write to the obj store @@ -667,7 +659,7 @@ def dispatch( logger.fs.debug(f"Added {n_added} chunks to server {server}: {reply_json}") n_added += reply_json["n_added"] queue_size[min_idx] = reply_json["qsize"] # update queue size - # dont try again with some gateway + # dont try again with some gateway min_idx = (min_idx + 1) % len(src_gateways) yield from chunk_batch diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index ebf1324d3..a1b30d963 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -317,16 +317,14 @@ def run_transfer( provider_src, bucket_src, path_src = parse_path(src) provider_dst, bucket_dst, path_dst = parse_path(dst) - # update planner for one-sided transfer - # somet process for other cloud providers with no VM support + # update planner for one-sided transfer + # somet process for other cloud providers with no VM support assert provider_src != "cloudflare" or provider_dst != "cloudflare", "Cannot transfer between two Cloudflare buckets" - if provider_src == "cloudflare": + if provider_src == "cloudflare": solver = "dst_one_sided" elif provider_dst == "cloudflare": solver = "src_one_sided" - print("USIng SOLVER", solver, provider_src, provider_dst) - src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() dst_region_tag = StorageInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() args = { diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 8bbfa362a..6d90fa530 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -314,7 +314,7 @@ def update_upload_ids_mapping(): print(request.json) upload_ids = request.json for region_tag in upload_ids.keys(): - #assert region_tag in self.upload_id_map, f"Region tag {region_tag} not found in upload id map {self.upload_id_map}" + # assert region_tag in self.upload_id_map, f"Region tag {region_tag} not found in upload id map {self.upload_id_map}" for key, upload_id in upload_ids[region_tag].items(): self.upload_id_map[region_tag + key] = upload_id print(f"Added upload id mappings {upload_ids}") diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 48a74e3ff..ec45f76e3 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -424,9 +424,9 @@ class GatewayObjStoreOperator(GatewayOperator): def __init__( self, handle: str, - region: str, - bucket_name: str, - bucket_region: str, + region: str, + bucket_name: str, + bucket_region: str, input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, @@ -459,16 +459,16 @@ class GatewayObjStoreReadOperator(GatewayObjStoreOperator): def __init__( self, handle: str, - region: str, - bucket_name: str, - bucket_region: str, + region: str, + bucket_name: str, + bucket_region: str, input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, error_queue: Queue, n_processes: int = 32, chunk_store: Optional[ChunkStore] = None, - ): + ): super().__init__( handle, region, bucket_name, bucket_region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store ) @@ -540,9 +540,9 @@ class GatewayObjStoreWriteOperator(GatewayObjStoreOperator): def __init__( self, handle: str, - region: str, + region: str, bucket_name: str, - bucket_region: str, + bucket_region: str, input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, @@ -550,13 +550,13 @@ def __init__( upload_id_map: DictProxy, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, - prefix: Optional[str] = "", + prefix: Optional[str] = "", ): super().__init__( handle, region, bucket_name, bucket_region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store ) self.chunk_store = chunk_store - self.upload_id_map = upload_id_map #[bucket_region] # TODO: this seems sus... + self.upload_id_map = upload_id_map # [bucket_region] # TODO: this seems sus... self.prefix = prefix def process(self, chunk_req: ChunkRequest): @@ -570,9 +570,9 @@ def process(self, chunk_req: ChunkRequest): if chunk_req.chunk.multi_part: upload_id_key = self.bucket_region + chunk_req.chunk.src_key - #assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" + # assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" assert upload_id_key in self.upload_id_map, f"Upload id for {upload_id_key} not found {self.upload_id_map}" - #upload_id = self.upload_id_map[chunk_req.chunk.src_key] + # upload_id = self.upload_id_map[chunk_req.chunk.src_key] upload_id = self.upload_id_map[upload_id_key] else: upload_id = None diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py index c28586e32..e1a25e106 100644 --- a/skyplane/obj_store/r2_interface.py +++ b/skyplane/obj_store/r2_interface.py @@ -16,19 +16,24 @@ from skyplane.config_paths import config_path from skyplane.config import SkyplaneConfig + class R2Object(ObjectStoreObject): def full_path(self): account_name, bucket_name = self.bucket.split("/") return os.path.join(f"https://{account_name}.r2.cloudflarestorage.com", bucket_name, self.key) - class R2Interface(ObjectStoreInterface): def __init__(self, account_id: str, bucket_name: str): self.config = SkyplaneConfig.load_config(config_path) self.endpoint_url = f"https://{account_id}.r2.cloudflarestorage.com" try: - self._s3_client = boto3.client("s3", endpoint_url=self.endpoint_url, aws_access_key_id=self.config.cloudflare_access_key_id, aws_secret_access_key=self.config.cloudflare_secret_access_key) + self._s3_client = boto3.client( + "s3", + endpoint_url=self.endpoint_url, + aws_access_key_id=self.config.cloudflare_access_key_id, + aws_secret_access_key=self.config.cloudflare_secret_access_key, + ) except Exception as e: raise ValueError("Error with connecting to {self.endpoint_url}: {e}") self.requester_pays = False @@ -51,10 +56,10 @@ def set_requester_bool(self, requester: bool): @imports.inject("botocore.exceptions", pip_extra="aws") def bucket_exists(botocore_exceptions, self, region=None): - #for bucket in self._s3_client.buckets.all(): + # for bucket in self._s3_client.buckets.all(): # if bucket.name == self.bucket_name: # return True - #return False + # return False try: requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} self._s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) @@ -82,11 +87,11 @@ def delete_bucket(self): self._s3_client.delete_bucket(Bucket=self.bucket_name) def list_objects(self, prefix="", region=None) -> Iterator[R2Object]: - #for obj in self._s3_client.Bucket(self.bucket).objects.all(): + # for obj in self._s3_client.Bucket(self.bucket).objects.all(): # yield R2Object( - # obj["Key"], - # provider="cloudflare", - # bucket=self.bucket(), + # obj["Key"], + # provider="cloudflare", + # bucket=self.bucket(), # size=obj["Size"], # last_modified=obj["LastModified"], # mime_type=obj.get("ContentType"), diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 720eea2f2..75521cff9 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -186,7 +186,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class DirectPlannerSourceOneSided(Planner): - """ Planner that only creates VMs in the source region""" + """Planner that only creates VMs in the source region""" def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 3d36df666..ac8ecd400 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -47,10 +47,10 @@ def set_gateway_program(self, gateway_program: GatewayProgram): self.gateway_program = gateway_program def write_operators(self) -> List[GatewayWriteObjectStore]: - """Get all write operators in the gateway program""" + """Get all write operators in the gateway program""" # TODO: include other write operator types return [op for op in self.gateway_program.get_operators() if isinstance(op, GatewayWriteObjectStore)] - + class TopologyPlan: """ @@ -142,14 +142,13 @@ def sink_instances(self, region_tag: Optional[str] = None) -> Dict[str, List[Top nodes = {} for gateway in self.gateways.values(): for operator in gateway.gateway_program.get_operators(): - # dont include if wrong region - if isinstance(operator, GatewayWriteObjectStore): + if isinstance(operator, GatewayWriteObjectStore): if region_tag is not None and operator.bucket_region != region_tag: - continue + continue if isinstance(operator, GatewayWriteLocal): if region_tag is not None and gateway.region_tag != region_tag: - continue + continue if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): if gateway.region_tag not in nodes: @@ -176,5 +175,5 @@ def per_region_count(self) -> Dict[str, int]: counts[node.region_tag] = counts.get(node.region_tag, 0) + 1 return counts - def to_dict(self): + def to_dict(self): return {gateway_id: gateway.gateway_program.to_dict() for gateway_id, gateway in self.gateways.items()} From b2666369d88412ea78c2a4ea9a1a195a620bbd67 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 5 Jun 2023 07:26:56 +0000 Subject: [PATCH 183/186] more cleanup --- skyplane/api/dataplane.py | 4 - skyplane/api/transfer_job.py | 1 - skyplane/cli/cli_init.py | 2 +- skyplane/compute/server.py | 1 - skyplane/gateway/gateway_daemon_api.py | 9 - .../gateway/operators/gateway_operator.py | 6 +- skyplane/obj_store/r2_interface.py | 177 ++---------------- skyplane/obj_store/s3_interface.py | 4 +- skyplane/obj_store/storage_interface.py | 2 - skyplane/planner/planner.py | 3 - 10 files changed, 17 insertions(+), 192 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index ff3e59930..04963121c 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -109,10 +109,6 @@ def _start_gateway( # write gateway programs gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") with open(gateway_program_filename, "w") as f: - from pprint import pprint - - pprint(self.topology.get_gateway_info_json()) - f.write(gateway_node.gateway_program.to_json()) # start gateway diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 05c4cf841..6e2608ad3 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -628,7 +628,6 @@ def dispatch( "POST", f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", body=json.dumps(mappings).encode("utf-8"), - # body=json.dumps(message.upload_id_mapping).encode("utf-8"), headers={"Content-Type": "application/json"}, ) # TODO: assume that only destination nodes would write to the obj store diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index d6a194fa3..30133b039 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -511,7 +511,7 @@ def init( # load AWS config if not (reinit_azure or reinit_gcp or reinit_ibm): - typer.secho("\n(1) configuring aws:", fg="yellow", bold=True) + typer.secho("\n(1) configuring AWS:", fg="yellow", bold=True) if not disable_config_aws: cloud_config = load_aws_config(cloud_config, non_interactive=non_interactive) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index e10883bd9..c4f9aacff 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -311,7 +311,6 @@ def check_stderr(tup): # copy cloud configuration docker_envs = {"SKYPLANE_IS_GATEWAY": "1"} if config_path.exists(): - print("CONFIG FILE", config_path.name) # TODO: read cloud credentails from config file self.upload_file(config_path, f"/tmp/{config_path.name}") docker_envs["SKYPLANE_CONFIG"] = f"/pkg/data/{config_path.name}" diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 6d90fa530..d05de75c9 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -305,20 +305,11 @@ def update_upload_ids_mapping(): # TODO: beware that this assumes that only a single thread on the client is making requests # if concurrent calls are made, this needs to be processed as chunk requests are logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") - # upload_id_file_path = self.chunk_store.get_upload_id_map_path() - - # with upload_id_file_path.open("w") as f: - # f.write(json.dumps(request.json)) - # update upload id mapping - print(request.json) upload_ids = request.json for region_tag in upload_ids.keys(): - # assert region_tag in self.upload_id_map, f"Region tag {region_tag} not found in upload id map {self.upload_id_map}" for key, upload_id in upload_ids[region_tag].items(): self.upload_id_map[region_tag + key] = upload_id - print(f"Added upload id mappings {upload_ids}") - return jsonify({"status": "ok"}) def register_error_routes(self, app): diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index ec45f76e3..e722543d3 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -556,7 +556,7 @@ def __init__( handle, region, bucket_name, bucket_region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store ) self.chunk_store = chunk_store - self.upload_id_map = upload_id_map # [bucket_region] # TODO: this seems sus... + self.upload_id_map = upload_id_map self.prefix = prefix def process(self, chunk_req: ChunkRequest): @@ -569,10 +569,8 @@ def process(self, chunk_req: ChunkRequest): obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if chunk_req.chunk.multi_part: - upload_id_key = self.bucket_region + chunk_req.chunk.src_key - # assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" + upload_id_key = self.bucket_region + chunk_req.chunk.src_key # format for upload id key assert upload_id_key in self.upload_id_map, f"Upload id for {upload_id_key} not found {self.upload_id_map}" - # upload_id = self.upload_id_map[chunk_req.chunk.src_key] upload_id = self.upload_id_map[upload_id_key] else: upload_id = None diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py index e1a25e106..063f3b431 100644 --- a/skyplane/obj_store/r2_interface.py +++ b/skyplane/obj_store/r2_interface.py @@ -8,7 +8,7 @@ from skyplane import exceptions, compute from skyplane.exceptions import NoSuchObjectException -from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.obj_store.s3_interface import S3Object, S3Interface from skyplane.config_paths import cloud_config from skyplane.utils import logger, imports from skyplane.utils.generator import batch_generator @@ -17,18 +17,18 @@ from skyplane.config import SkyplaneConfig -class R2Object(ObjectStoreObject): +class R2Object(S3Object): def full_path(self): account_name, bucket_name = self.bucket.split("/") return os.path.join(f"https://{account_name}.r2.cloudflarestorage.com", bucket_name, self.key) -class R2Interface(ObjectStoreInterface): +class R2Interface(S3Interface): def __init__(self, account_id: str, bucket_name: str): self.config = SkyplaneConfig.load_config(config_path) self.endpoint_url = f"https://{account_id}.r2.cloudflarestorage.com" try: - self._s3_client = boto3.client( + self.s3_client = boto3.client( "s3", endpoint_url=self.endpoint_url, aws_access_key_id=self.config.cloudflare_access_key_id, @@ -51,53 +51,28 @@ def region_tag(self): def bucket(self) -> str: return f"{self.account_id}/{self.bucket_name}" - def set_requester_bool(self, requester: bool): - self.requester_pays = requester + def _s3_client(self): + return self.s3_client @imports.inject("botocore.exceptions", pip_extra="aws") def bucket_exists(botocore_exceptions, self, region=None): - # for bucket in self._s3_client.buckets.all(): - # if bucket.name == self.bucket_name: - # return True - # return False try: requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} - self._s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) + self._s3_client().list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) return True except botocore_exceptions.ClientError as e: if e.response["Error"]["Code"] == "NoSuchBucket" or e.response["Error"]["Code"] == "AccessDenied": return False raise - def create_bucket(self, aws_region): - if not self.bucket_exists(aws_region): - if aws_region == "us-east-1": - self._s3_client.create_bucket(Bucket=self.bucket_name) - else: - self._s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) + def create_bucket(self): + if not self.bucket_exists(): + self._s3_client().create_bucket(Bucket=self.bucket_name) else: - logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") - - def delete_bucket(self): - # delete 1000 keys at a time - for batch in batch_generator(self.list_objects(), 1000): - self.delete_objects([obj.key for obj in batch]) - assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - # delete bucket - self._s3_client.delete_bucket(Bucket=self.bucket_name) + logger.warning(f"Bucket {self.bucket} already exists") def list_objects(self, prefix="", region=None) -> Iterator[R2Object]: - # for obj in self._s3_client.Bucket(self.bucket).objects.all(): - # yield R2Object( - # obj["Key"], - # provider="cloudflare", - # bucket=self.bucket(), - # size=obj["Size"], - # last_modified=obj["LastModified"], - # mime_type=obj.get("ContentType"), - # ) - - paginator = self._s3_client.get_paginator("list_objects_v2") + paginator = self._s3_client().get_paginator("list_objects_v2") requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) for page in page_iterator: @@ -114,131 +89,3 @@ def list_objects(self, prefix="", region=None) -> Iterator[R2Object]: ) ) yield from objs - - def delete_objects(self, keys: List[str]): - while keys: - batch, keys = keys[:1000], keys[1000:] # take up to 1000 keys at a time - self._s3_client.delete_objects(Bucket=self.bucket_name, Delete={"Objects": [{"Key": k} for k in batch]}) - - @lru_cache(maxsize=1024) - @imports.inject("botocore.exceptions", pip_extra="aws") - def get_obj_metadata(botocore_exceptions, self, obj_name): - try: - return self._s3_client.head_object(Bucket=self.bucket_name, Key=str(obj_name)) - except botocore_exceptions.ClientError as e: - raise NoSuchObjectException(f"Object {obj_name} does not exist, or you do not have permission to access it") from e - - def get_obj_size(self, obj_name): - return self.get_obj_metadata(obj_name)["ContentLength"] - - def get_obj_last_modified(self, obj_name): - return self.get_obj_metadata(obj_name)["LastModified"] - - def get_obj_mime_type(self, obj_name): - return self.get_obj_metadata(obj_name)["ContentType"] - - def exists(self, obj_name): - try: - self.get_obj_metadata(obj_name) - return True - except NoSuchObjectException: - return False - - def download_object( - self, - src_object_name, - dst_file_path, - offset_bytes=None, - size_bytes=None, - write_at_offset=False, - generate_md5=False, - write_block_size=2**16, - ) -> Tuple[Optional[str], Optional[bytes]]: - src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) - - assert len(src_object_name) > 0, f"Source object name must be non-empty: '{src_object_name}'" - args = {"Bucket": self.bucket_name, "Key": src_object_name} - assert not (offset_bytes and not size_bytes), f"Cannot specify {offset_bytes} without {size_bytes}" - if offset_bytes is not None and size_bytes is not None: - args["Range"] = f"bytes={offset_bytes}-{offset_bytes + size_bytes - 1}" - if self.requester_pays: - args["RequestPayer"] = "requester" - response = self._s3_client.get_object(**args) - - # write response data - if not os.path.exists(dst_file_path): - open(dst_file_path, "a").close() - if generate_md5: - m = hashlib.md5() - with open(dst_file_path, "wb+" if write_at_offset else "wb") as f: - f.seek(offset_bytes if write_at_offset else 0) - b = response["Body"].read(write_block_size) - while b: - if generate_md5: - m.update(b) - f.write(b) - b = response["Body"].read(write_block_size) - response["Body"].close() - md5 = m.digest() if generate_md5 else None - mime_type = response["ContentType"] - return mime_type, md5 - - @imports.inject("botocore.exceptions", pip_extra="aws") - def upload_object( - botocore_exceptions, self, src_file_path, dst_object_name, part_number=None, upload_id=None, check_md5=None, mime_type=None - ): - dst_object_name, src_file_path = str(dst_object_name), str(src_file_path) - assert len(dst_object_name) > 0, f"Destination object name must be non-empty: '{dst_object_name}'" - b64_md5sum = base64.b64encode(check_md5).decode("utf-8") if check_md5 else None - checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() - - try: - with open(src_file_path, "rb") as f: - if upload_id: - self._s3_client.upload_part( - Body=f, - Key=dst_object_name, - Bucket=self.bucket_name, - PartNumber=part_number, - UploadId=upload_id.strip(), # TODO: figure out why whitespace gets added, - **checksum_args, - ) - else: - mime_args = dict(ContentType=mime_type) if mime_type else dict() - self._s3_client.put_object(Body=f, Key=dst_object_name, Bucket=self.bucket_name, **checksum_args, **mime_args) - except botocore_exceptions.ClientError as e: - # catch MD5 mismatch error and raise appropriate exception - if "Error" in e.response and "Code" in e.response["Error"] and e.response["Error"]["Code"] == "InvalidDigest": - raise exceptions.ChecksumMismatchException(f"Checksum mismatch for object {dst_object_name}") from e - raise - - def initiate_multipart_upload(self, dst_object_name: str, mime_type: Optional[str] = None) -> str: - assert len(dst_object_name) > 0, f"Destination object name must be non-empty: '{dst_object_name}'" - response = self._s3_client.create_multipart_upload( - Bucket=self.bucket_name, Key=dst_object_name, **(dict(ContentType=mime_type) if mime_type else dict()) - ) - if "UploadId" in response: - return response["UploadId"] - else: - raise exceptions.SkyplaneException(f"Failed to initiate multipart upload for {dst_object_name}: {response}") - - def complete_multipart_upload(self, dst_object_name, upload_id): - all_parts = [] - while True: - response = self._s3_client.list_parts( - Bucket=self.bucket_name, Key=dst_object_name, MaxParts=100, UploadId=upload_id, PartNumberMarker=len(all_parts) - ) - if "Parts" not in response: - break - else: - if len(response["Parts"]) == 0: - break - all_parts += response["Parts"] - all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) - response = self._s3_client.complete_multipart_upload( - UploadId=upload_id, - Bucket=self.bucket_name, - Key=dst_object_name, - MultipartUpload={"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}, - ) - assert "ETag" in response, f"Failed to complete multipart upload for {dst_object_name}: {response}" diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 55b5493f0..535d2afb7 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -106,8 +106,8 @@ def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: objs.append( S3Object( obj["Key"], - provider="aws", - bucket=self.bucket_name, + provider=self.provider, + bucket=self.bucket(), size=obj["Size"], last_modified=obj["LastModified"], mime_type=obj.get("ContentType"), diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 791e17c23..c32b50f1d 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -64,9 +64,7 @@ def create(region_tag: str, bucket: str): elif region_tag.startswith("cloudflare"): from skyplane.obj_store.r2_interface import R2Interface - print("bucket", bucket) account, bucket = bucket.split("/", 1) # / - print(account, bucket) return R2Interface(account, bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 75521cff9..4ce28e4eb 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -194,7 +194,6 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - print("Using one sided planner!") src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations @@ -260,7 +259,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # only create in destination region src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] - print("planner dst region", dst_region_tags, jobs[0].dst_ifaces) # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" @@ -283,7 +281,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_provider = src_region_tag.split(":")[0] partition_id = jobs.index(job) - print(job, job.src_path, "partition", partition_id) # send to all destination dst_prefixes = job.dst_prefixes From 221732969f7237754a4faecdc7a54d8c6ffa4fbc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 6 Jun 2023 20:12:58 +0000 Subject: [PATCH 184/186] fix pytype --- .github/workflows/pytest.yml | 8 ++++---- skyplane/cli/cli_init.py | 3 ++- skyplane/config.py | 7 ++++++- 3 files changed, 12 insertions(+), 6 deletions(-) diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml index 96414d6e2..49e753645 100644 --- a/.github/workflows/pytest.yml +++ b/.github/workflows/pytest.yml @@ -63,7 +63,7 @@ jobs: if: steps.cache.outputs.cache-hit != 'true' - name: Run unit tests run: | - poetry run skyplane init -y --disable-config-aws --disable-config-azure --disable-config-gcp --disable-config-ibm + poetry run skyplane init -y --disable-config-aws --disable-config-azure --disable-config-gcp --disable-config-ibm --disable-config-cloudflare poetry run skyplane config set usage_stats false poetry run pytest -s tests/unit_nocloud test-aws: @@ -96,7 +96,7 @@ jobs: AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} AWS_DEFAULT_REGION: us-east-1 run: | - poetry run skyplane init -y --disable-config-azure --disable-config-gcp --disable-config-ibm + poetry run skyplane init -y --disable-config-azure --disable-config-gcp --disable-config-ibm --disable-config-cloudflare poetry run skyplane config set usage_stats false poetry run pytest -s tests/unit_aws test-azure: @@ -128,7 +128,7 @@ jobs: - name: Run cloud tests run: | poetry run pip freeze - poetry run skyplane init -y --disable-config-aws --disable-config-gcp --disable-config-ibm + poetry run skyplane init -y --disable-config-aws --disable-config-gcp --disable-config-ibm --disable-config-cloudflare poetry run skyplane config set usage_stats false poetry run pytest -s tests/unit_azure test-gcp: @@ -170,7 +170,7 @@ jobs: - name: Run cloud tests run: | poetry run skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} - poetry run skyplane init -y --disable-config-aws --disable-config-azure --disable-config-ibm + poetry run skyplane init -y --disable-config-aws --disable-config-azure --disable-config-ibm --disable-config-cloudflare poetry run skyplane config set usage_stats false poetry run pytest -s tests/unit_gcs - name: Cleanup GCP service account diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index 30133b039..b280c2e07 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -496,7 +496,8 @@ def init( :type disable_config_gcp: bool :param disable_config_ibm: If true, will disable IBM Cloud configuration (may still be enabled if environment variables are set) :type disable_config_ibm: bool - + :param disable_config_cloudflare: If true, will disable Cloudflare configuration (may still be enabled if environment variables are set) + :type disable_config_cloudflare: bool """ print_header() diff --git a/skyplane/config.py b/skyplane/config.py index f2b347d12..c0ff1f85f 100644 --- a/skyplane/config.py +++ b/skyplane/config.py @@ -126,7 +126,12 @@ def generate_machine_id() -> str: @classmethod def default_config(cls) -> "SkyplaneConfig": return cls( - aws_enabled=False, azure_enabled=False, gcp_enabled=False, ibmcloud_enabled=False, anon_clientid=cls.generate_machine_id() + aws_enabled=False, + azure_enabled=False, + gcp_enabled=False, + ibmcloud_enabled=False, + cloudflare_enabled=False, + anon_clientid=cls.generate_machine_id(), ) @classmethod From 1904c3d5da082a674bf369340e736b0c27499996 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 6 Jun 2023 20:27:01 +0000 Subject: [PATCH 185/186] more fixes --- skyplane/api/transfer_job.py | 6 +++--- skyplane/cli/cli_init.py | 2 +- skyplane/utils/path.py | 2 +- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 6e2608ad3..898dcad26 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -57,9 +57,9 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb class GatewayMessage: def __init__(self, chunk: Optional[Chunk] = None, upload_id_mapping: Optional[Dict[str, Tuple[str, str]]] = None): self.chunk = chunk - self.upload_id_mapping = ( - upload_id_mapping # region_tag: (upload_id, dst_key) # TODO: map both bucket + region to enable multiple buckets per region - ) + # TODO: currently, the mapping ID is per-region, however this should be per-bucket, as there may be multiple + # target buckets in the same region + self.upload_id_mapping = upload_id_mapping # region_tag: (upload_id, dst_key) class Chunker: diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index b280c2e07..6b162805a 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -64,7 +64,7 @@ def load_aws_config(config: SkyplaneConfig, non_interactive: bool = False) -> Sk def load_cloudflare_config(config: SkyplaneConfig, non_interactive: bool = False) -> SkyplaneConfig: - if typer.confirm(" Do you want to configure Cloudflare support in Skyplane?", default=True): + if non_interactive or typer.confirm(" Do you want to configure Cloudflare support in Skyplane?", default=True): config.cloudflare_access_key_id = typer.prompt(" Enter the R2 access key ID") config.cloudflare_secret_access_key = typer.prompt(" Enter the R2 secret access key") else: diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 5ed9516c0..3328fe956 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -20,7 +20,7 @@ def is_plausible_local_path(path_test: str): regex = re.compile(r"https?://([^/]+).r2.cloudflarestorage.com/([^/]+)/?(.*)") match = regex.match(path) if match is None: - raise ValueError(f"Invalid Azure path: {path}") + raise ValueError(f"Invalid Cloudflare path: {path}") account, bucket, blob_path = match.groups() return "cloudflare", f"{account}/{bucket}", blob_path elif path.startswith("cos://"): From 9c35e8bb6c43b7ced1b774fd57ee6006d5e64770 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 6 Jun 2023 22:18:35 +0000 Subject: [PATCH 186/186] fix merge errors --- skyplane/api/config.py | 5 --- skyplane/api/pipeline.py | 6 +-- skyplane/planner/planner.py | 90 +++++++++++-------------------------- 3 files changed, 29 insertions(+), 72 deletions(-) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 4e4979815..d6a049d54 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -89,11 +89,6 @@ class TransferConfig: ibmcloud_instance_class: str = "bx2-2x8" gcp_use_premium_network: bool = True - aws_vcpu_file: Path = aws_quota_path - gcp_vcpu_file: Path = gcp_quota_path - azure_vcpu_file: Path = azure_standardDv5_quota_path - # TODO: add ibmcloud when the quota info is available - # multipart config multipart_enabled: bool = True multipart_threshold_mb: int = 128 diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 5471ebf55..929a18832 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -68,11 +68,11 @@ def __init__( # planner self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": - self.planner = MulticastDirectPlanner(self.max_instances, 64) + self.planner = MulticastDirectPlanner(self.max_instances, 64, self.transfer_config) elif self.planning_algorithm == "src_one_sided": - self.planner = DirectPlannerSourceOneSided(self.max_instances, 64) + self.planner = DirectPlannerSourceOneSided(self.max_instances, 64, self.transfer_config) elif self.planning_algorithm == "dst_one_sided": - self.planner = DirectPlannerDestOneSided(self.max_instances, 64) + self.planner = DirectPlannerDestOneSided(self.max_instances, 64, self.transfer_config) else: raise ValueError(f"No such planning algorithm {planning_algorithm}") diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 7d2a1a8c9..6631de3ce 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -1,6 +1,7 @@ from importlib.resources import path from typing import Dict, List, Optional, Tuple, Tuple import re +import os from skyplane import compute from skyplane.api.config import TransferConfig @@ -21,12 +22,30 @@ import json from skyplane.utils.fn import do_parallel +from skyplane.config_paths import config_path, azure_standardDv5_quota_path, aws_quota_path, gcp_quota_path +from skyplane.config import SkyplaneConfig class Planner: # Only supporting "aws:m5.", "azure:StandardD_v5", and "gcp:n2-standard" instances for now _VCPUS = (96, 64, 48, 32, 16, 8, 4, 2) + def __init__(self, transfer_config: TransferConfig): + self.transfer_config = transfer_config + self.config = SkyplaneConfig.load_config(config_path) + + # Loading the quota information, add ibm cloud when it is supported + self.quota_limits = {} + if os.path.exists(aws_quota_path): + with aws_quota_path.open("r") as f: + self.quota_limits["aws"] = json.load(f) + if os.path.exists(azure_standardDv5_quota_path): + with azure_standardDv5_quota_path.open("r") as f: + self.quota_limits["azure"] = json.load(f) + if os.path.exists(gcp_quota_path): + with gcp_quota_path.open("r") as f: + self.quota_limits["gcp"] = json.load(f) + def plan(self) -> TopologyPlan: raise NotImplementedError @@ -74,10 +93,10 @@ def _vcpus_to_vm(cloud_provider: str, vcpus: int) -> str: class UnicastDirectPlanner(Planner): # DO NOT USE THIS - broken for single-region transfers - def __init__(self, n_instances: int, n_connections: int): + def __init__(self, n_instances: int, n_connections: int, transfer_config: TransferConfig): self.n_instances = n_instances self.n_connections = n_connections - super().__init__() + super().__init__(transfer_config) def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # make sure only single destination @@ -140,25 +159,10 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class MulticastDirectPlanner(Planner): - n_instances: int - n_connections: int - transfer_config: TransferConfig - def __init__(self, n_instances: int, n_connections: int, transfer_config: TransferConfig): self.n_instances = n_instances self.n_connections = n_connections - self.transfer_config = transfer_config - - # Loading the quota information, add ibm cloud when it is supported - self.quota_limits = {} - with self.transfer_config.aws_vcpu_file.open("r") as f: - self.quota_limits["aws"] = json.load(f) - with self.transfer_config.gcp_vcpu_file.open("r") as f: - self.quota_limits["gcp"] = json.load(f) - with self.transfer_config.azure_vcpu_file.open("r") as f: - self.quota_limits["azure"] = json.load(f) - - super().__init__() + super().__init__(transfer_config) def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() @@ -329,14 +333,9 @@ def _calculate_vm_types(self, region_tag: str) -> Optional[Tuple[int, int]]: return (vcpus, n_instances) -class DirectPlannerSourceOneSided(Planner): +class DirectPlannerSourceOneSided(MulticastDirectPlanner): """Planner that only creates VMs in the source region""" - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] @@ -391,14 +390,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -class DirectPlannerDestOneSided(Planner): +class DirectPlannerDestOneSided(MulticastDirectPlanner): """Planner that only creates instances in the destination region""" - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # only create in destination region src_region_tag = jobs[0].src_iface.region_tag() @@ -455,14 +449,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -class DirectPlannerSourceOneSided(Planner): +class DirectPlannerSourceOneSided(MulticastDirectPlanner): """Planner that only creates VMs in the source region""" - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] @@ -517,14 +506,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -class DirectPlannerDestOneSided(Planner): +class DirectPlannerDestOneSided(MulticastDirectPlanner): """Planner that only creates instances in the destination region""" - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # only create in destination region src_region_tag = jobs[0].src_iface.region_tag() @@ -582,42 +566,20 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class UnicastILPPlanner(Planner): - def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): - self.n_instances = n_instances - self.n_connections = n_connections - self.solver_required_throughput_gbits = required_throughput_gbits - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: raise NotImplementedError("ILP solver not implemented yet") class MulticastILPPlanner(Planner): - def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): - self.n_instances = n_instances - self.n_connections = n_connections - self.solver_required_throughput_gbits = required_throughput_gbits - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: raise NotImplementedError("ILP solver not implemented yet") class MulticastMDSTPlanner(Planner): - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: raise NotImplementedError("MDST solver not implemented yet") class MulticastSteinerTreePlanner(Planner): - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: raise NotImplementedError("Steiner tree solver not implemented yet")