Azure Azure Blob Interface

skylark/cli/cli.py

@@ -84,6 +84,10 @@ def cp(src: str, dst: str):
         copy_local_gcs(Path(path_src), bucket_dst, path_dst)
     elif provider_src == "gcs" and provider_dst == "local":
         copy_gcs_local(bucket_src, path_src, Path(path_dst))
+    elif provider_src == "local" and provider_dst == "azure":
+        copy_local_azure(Path(path_src), bucket_dst, path_dst)
+    elif provider_src == "azure" and provider_dst == "local":
+        copy_azure_local(bucket_src, path_src, Path(path_dst))
     else:
         raise NotImplementedError(f"{provider_src} to {provider_dst} not supported yet")
 

skylark/cli/cli_helper.py

@@ -93,6 +93,14 @@ def copy_gcs_local(src_bucket: str, src_key: str, dst: Path):
     raise NotImplementedError(f"GCS not yet supported")
 
 
+def copy_local_azure(src: Path, dst_bucket: str, dst_key: str):
+    raise NotImplementedError(f"Azure not yet supported")
+
+
+def copy_azure_local(src_bucket: str, src_key: str, dst: Path):
+    raise NotImplementedError(f"Azure not yet supported")
+
+
 def copy_local_s3(src: Path, dst_bucket: str, dst_key: str, use_tls: bool = True):
     s3 = S3Interface(None, dst_bucket, use_tls=use_tls)
     ops: List[concurrent.futures.Future] = []

skylark/obj_store/azure_interface.py

@@ -0,0 +1,146 @@
+import mimetypes
+import os
+import typer
+from concurrent.futures import Future, ThreadPoolExecutor
+from typing import Iterator, List
+
+import os, uuid, time
+from azure.storage.blob import BlobServiceClient, BlobClient, ContainerClient, __version__, BlobBlock
+
+from skylark.obj_store.object_store_interface import NoSuchObjectException, ObjectStoreInterface, ObjectStoreObject
+from azure.core.exceptions import HttpResponseError, ResourceExistsError, ResourceNotFoundError
+
+
+class AzureObject(ObjectStoreObject):
+    def full_path(self):
+        raise NotImplementedError()
+
+
+class AzureInterface(ObjectStoreInterface):
+    def __init__(self, azure_region, container_name):
+        # TODO: the azure region should get corresponding os.getenv()
+        self.azure_region = azure_region
+
+        self.container_name = container_name
+        self.bucket_name = self.container_name  # For compatibility
+        self.pending_downloads, self.completed_downloads = 0, 0
+        self.pending_uploads, self.completed_uploads = 0, 0
+
+        # Retrieve the connection string for use with the application. The storage
+        # connection string is stored in an environment variable on the machine
+        # running the application called AZURE_STORAGE_CONNECTION_STRING. If the environment variable is
+        # created after the application is launched in a console or with Visual Studio,
+        # the shell or application needs to be closed and reloaded to take the
+        # environment variable into account.
+        self._connect_str = os.getenv("AZURE_STORAGE_CONNECTION_STRING")
+        # Create the BlobServiceClient object which will be used to create a container client
+        self.blob_service_client = BlobServiceClient.from_connection_string(self._connect_str)
+
+        self.container_client = None
+
+        # TODO:: Figure this out, since azure by default has 15 workers
+        self.pool = ThreadPoolExecutor(max_workers=1)
+        self.max_concurrency = 24
+
+    def _on_done_download(self, **kwargs):
+        self.completed_downloads += 1
+        self.pending_downloads -= 1
+
+    def _on_done_upload(self, **kwargs):
+        self.completed_uploads += 1
+        self.pending_uploads -= 1
+
+    def container_exists(self):  # More like "is container empty?"
+        # Get a client to interact with a specific container - though it may not yet exist
+        if self.container_client is None:
+            self.container_client = self.blob_service_client.get_container_client(self.container_name)
+        try:
+            for blob in self.container_client.list_blobs():
+                return True
+        except ResourceNotFoundError:
+            return False
+
+    def create_container(self):
+        try:
+            self.container_client = self.blob_service_client.create_container(self.container_name)
+            self.properties = self.container_client.get_container_properties()
+        except ResourceExistsError:
+            typer.secho("Container already exists. Exiting")
+            exit(-1)
+
+    def create_bucket(self):
+        return self.create_container()
+
+    def delete_container(self):
+        if self.container_client is None:
+            self.container_client = self.blob_service_client.get_container_client(self.container_name)
+        try:
+            self.container_client.delete_container()
+        except ResourceNotFoundError:
+            typer.secho("Container doesn't exists. Unable to delete")
+
+    def delete_bucket(self):
+        return self.delete_container()
+
+    def list_objects(self, prefix="") -> Iterator[AzureObject]:
+        if self.container_client is None:
+            self.container_client = self.blob_service_client.get_container_client(self.container_name)
+        blobs = self.container_client.list_blobs()
+        for blob in blobs:
+            yield AzureObject("azure", blob.container, blob.name, blob.size, blob.last_modified)
+
+    def delete_objects(self, keys: List[str]):
+        for key in keys:
+            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=key)
+            blob_client.delete_blob()
+
+    def get_obj_metadata(self, obj_name):  # Not Tested
+        blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=obj_name)
+        try:
+            return blob_client.get_blob_properties()
+        except ResourceNotFoundError:
+            typer.secho("No blob found.")
+
+    def get_obj_size(self, obj_name):
+        return self.get_obj_metadata(obj_name).size
+
+    def exists(self, obj_name):
+        blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=obj_name)
+        try:
+            blob_client.get_blob_properties()
+            return True
+        except ResourceNotFoundError:
+            return False
+
+    """
+    stream = blob_client.download_blob()
+    for chunk in stream.chunks():
+        # Reading data in chunks to avoid loading all into memory at once
+    """
+
+    def download_object(self, src_object_name, dst_file_path) -> Future:
+        src_object_name, dst_file_path = str(src_object_name), str(dst_file_path)
+        src_object_name = src_object_name if src_object_name[0] != "/" else src_object_name
+
+        def _download_object_helper(offset, **kwargs):
+            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=src_object_name)
+            # write file
+            if not os.path.exists(dst_file_path):
+                open(dst_file_path, "a").close()
+            with open(dst_file_path, "rb+") as download_file:
+                download_file.write(blob_client.download_blob(max_concurrency=self.max_concurrency).readall())
+
+        return self.pool.submit(_download_object_helper, 0)
+
+    def upload_object(self, src_file_path, dst_object_name, content_type="infer") -> Future:
+        src_file_path, dst_object_name = str(src_file_path), str(dst_object_name)
+        dst_object_name = dst_object_name if dst_object_name[0] != "/" else dst_object_name
+        os.path.getsize(src_file_path)
+
+        def _upload_object_helper():
+            blob_client = self.blob_service_client.get_blob_client(container=self.container_name, blob=dst_object_name)
+            with open(src_file_path, "rb") as data:
+                blob_client.upload_blob(data)
+            return True
+
+        return self.pool.submit(_upload_object_helper)

skylark/obj_store/object_store_interface.py

@@ -22,6 +22,9 @@ def bucket_exists(self):
     def create_bucket(self):
         raise NotImplementedError
 
+    def delete_bucket(self):
+        raise NotImplementedError
+
     def list_objects(self, prefix=""):
         raise NotImplementedError
 

skylark/test/test_azure.py

@@ -0,0 +1,88 @@
+import os, uuid, time
+from azure.storage.blob import BlobServiceClient, BlobClient, ContainerClient, __version__, BlobBlock
+
+try:
+    print("Azure Blob Storage v" + __version__)
+    # Retrieve the connection string for use with the application. The storage
+    # connection string is stored in an environment variable on the machine
+    # running the application called AZURE_STORAGE_CONNECTION_STRING. If the environment variable is
+    # created after the application is launched in a console or with Visual Studio,
+    # the shell or application needs to be closed and reloaded to take the
+    # environment variable into account.
+    connect_str = os.getenv("AZURE_STORAGE_CONNECTION_STRING")
+    # Create the BlobServiceClient object which will be used to create a container client
+    blob_service_client = BlobServiceClient.from_connection_string(connect_str)
+
+    # Create a unique name for the container
+    container_name = str(uuid.uuid4())
+    print(f"Creating container:{container_name}")
+
+    # Create the container
+    container_client = blob_service_client.create_container(container_name)
+    # Create a local directory to hold blob data
+    local_path = "./data"
+
+    # Create a file in the local data directory to upload and download
+    local_file_name = "demo.txt"
+
+    upload_file_path = os.path.join(local_path, local_file_name)
+    print("\nFile Size (MB):", os.path.getsize(upload_file_path) / (1024 * 1024))
+
+    # Create a blob client using the local file name as the name for the blob
+    blob_client = blob_service_client.get_blob_client(container=container_name, blob=local_file_name)
+
+    print("\nUploading to Azure Storage as blob:\n\t" + local_file_name)
+
+    # Upload the created file
+    upload_start_time = time.time()
+    with open(upload_file_path, "rb") as data:
+        blob_client.upload_blob(data)
+    print("\nTime to upload from filesys(s):", time.time() - upload_start_time)
+
+    print("\nListing blobs...")
+
+    # List the blobs in the container
+    blob_list = container_client.list_blobs()
+    for blob in blob_list:
+        print("\t" + blob.name)
+
+    # Download the blob to a local file using read_all()
+    # Add 'DOWNLOAD' before the .txt extension so you can see both files in the data directory
+    download_file_path = os.path.join(local_path, str.replace(local_file_name, ".txt", "DOWNLOAD_READ_ALL.txt"))
+    print("\nDownloading blob to \n\t" + download_file_path)
+
+    download_start_time = time.time()
+    with open(download_file_path, "wb") as download_file:
+        download_file.write(blob_client.download_blob(max_concurrency=24).readall())
+    print("\nTime to Download and write to file (s):", time.time() - download_start_time)
+
+    # Download the blob to a local file using chunks()
+    stream = blob_client.download_blob()
+    block_list = []
+
+    download_chunk_start_time = time.time()
+    # Reading data in chunks to avoid loading all into memory at once
+    for chunk in stream.chunks():
+        # process your data (anything can be done here `chunk` is a 4M byte array).
+        # print(chunk.decode())
+        # block_id = str(uuid.uuid4())
+        # blob_client.stage_block(block_id=block_id, data=chunk)
+        block_list.append([chunk])
+
+    print("\nTime to download as chunks (s):", time.time() - download_chunk_start_time)
+
+    # Clean up
+    print("\nPress the Enter key to begin clean up")
+    input()
+
+    print("Deleting blob container...")
+    container_client.delete_container()
+
+    print("Deleting the local source and downloaded files...")
+    os.remove(download_file_path)
+
+    print("Done")
+
+except Exception as ex:
+    print("Exception:")
+    print(ex)

skylark/test/test_azure_interface.py

@@ -0,0 +1,53 @@
+import hashlib
+import os
+import tempfile
+from skylark import MB
+
+from skylark.obj_store.azure_interface import AzureInterface
+from skylark.utils.utils import Timer
+
+
+def test_azure_interface():
+    azure_interface = AzureInterface(f"us-east1", f"sky-us-east-2")
+    assert azure_interface.bucket_name == "sky-us-east-2"
+    assert azure_interface.azure_region == "us-east1"
+    azure_interface.create_bucket()
+
+    # generate file and upload
+    obj_name = "test.txt"
+    file_size_mb = 128
+    with tempfile.NamedTemporaryFile() as tmp:
+        fpath = tmp.name
+        with open(fpath, "wb") as f:
+            f.write(os.urandom(int(file_size_mb * MB)))
+        file_md5 = hashlib.md5(open(fpath, "rb").read()).hexdigest()
+
+        with Timer() as t:
+            upload_future = azure_interface.upload_object(fpath, obj_name)
+            upload_future.result()
+        assert azure_interface.get_obj_size(obj_name) == os.path.getsize(fpath)
+        assert azure_interface.exists(obj_name)
+        assert not azure_interface.exists("random_nonexistent_file")
+
+    # download object
+    with tempfile.NamedTemporaryFile() as tmp:
+        fpath = tmp.name
+        if os.path.exists(fpath):
+            os.remove(fpath)
+        with Timer() as t:
+            download_future = azure_interface.download_object(obj_name, fpath)
+            download_future.result()
+
+        # check md5
+        dl_file_md5 = hashlib.md5(open(fpath, "rb").read()).hexdigest()
+        assert dl_file_md5 == file_md5
+
+    # Clean Up Azure
+    azure_interface.delete_objects([obj_name])
+    assert not azure_interface.exists(obj_name)
+    azure_interface.delete_bucket()
+    assert not azure_interface.container_exists()
+
+
+if __name__ == "__main__":
+    test_azure_interface()

skylark/test/test_replicator_client.py

@@ -8,6 +8,7 @@
 import os
 from skylark.obj_store.s3_interface import S3Interface
 from skylark.obj_store.gcs_interface import GCSInterface
+from skylark.obj_store.azure_interface import AzureInterface
 
 import tempfile
 import concurrent
@@ -69,13 +70,17 @@ def main(args):
         obj_store_interface_src = S3Interface(args.src_region.split(":")[1], src_bucket)
     elif "gcp" in args.src_region:
         obj_store_interface_src = GCSInterface(args.src_region.split(":")[1][:-2], src_bucket)
+    elif "azure" in args.src_region:
+        obj_store_interface_src = AzureInterface(args.src_region.split(":")[1][:-2], src_bucket)
     else:
         raise ValueError(f"No region in source region {args.src_region}")
 
     if "aws" in args.dest_region:
         obj_store_interface_dst = S3Interface(args.dest_region.split(":")[1], dst_bucket)
     elif "gcp" in args.dest_region:
         obj_store_interface_dst = GCSInterface(args.dest_region.split(":")[1][:-2], dst_bucket)
+    elif "azure" in args.dest_region:
+        obj_store_interface_dst = AzureInterface(args.dest_region.split(":")[1][:-2], dst_bucket)
     else:
         raise ValueError(f"No region in destination region {args.dst_region}")