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Enable FL Server in SGX (#5396)
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* add assembly

* Enable FL Sever in SGX

* Change the url in tutorial.md

* Add start-fl-server.py to Docker Image

* rm ppml-assebly.xml

* Add start-python-fl-server-sgx.sh to Docker Image

* Put start-fl-server.py into assembly

* Update 3.1.2 Start FL Server in SGX in pytorch-nn-lr-tutorial.md

* Change the location of start-fl-server.py

* Correct the path in start-python-fl-server-sgx.sh

* Delete -r in cp command

Co-authored-by: Jiaming <[email protected]>
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Hanyu-Jin and Litchilitchy authored Aug 22, 2022
1 parent e72da82 commit 2e118e6
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4 changes: 3 additions & 1 deletion ppml/trusted-big-data-ml/python/docker-graphene/Dockerfile
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Expand Up @@ -165,7 +165,8 @@ RUN apt-get update --fix-missing && \
RUN wget https://raw.githubusercontent.com/intel-analytics/analytics-zoo/bigdl-2.0/docker/hyperzoo/download-bigdl.sh && \
chmod a+x ./download-bigdl.sh
RUN ./download-bigdl.sh && \
rm bigdl*.zip
rm bigdl*.zip && \
cp ${BIGDL_HOME}/python/start-fl-server.py /ppml/trusted-big-data-ml/fl

# stage.4 ppml
FROM ubuntu:20.04
Expand Down Expand Up @@ -323,3 +324,4 @@ ADD azure /ppml/trusted-big-data-ml/azure
WORKDIR /ppml/trusted-big-data-ml

ENTRYPOINT [ "/opt/entrypoint.sh" ]

Original file line number Diff line number Diff line change
@@ -0,0 +1,25 @@
#!/bin/bash

port=8980
client_num=2

while getopts "p:c:" opt
do
case $opt in
p)
port=$OPTARG
;;
c)
client_num=$OPTARG
;;
esac
done
cd /ppml/trusted-big-data-ml
/graphene/Tools/argv_serializer bash -c " /opt/jdk8/bin/java\
-cp '/ppml/trusted-big-data-ml/work/spark-3.1.2/conf/:/ppml/trusted-big-data-ml/work/spark-3.1.2/jars/*'\
-Xmx10g org.apache.spark.deploy.SparkSubmit\
--master 'local[4]'\
/ppml/trusted-big-data-ml/fl/start-fl-server.py -p $port -c $client_num" > /ppml/trusted-big-data-ml/secured-argvs
./init.sh
SGX=1 ./pal_loader bash 2>&1 | tee fl-server-sgx.log

18 changes: 6 additions & 12 deletions python/ppml/example/pytorch_nn_lr/pytorch-nn-lr-tutorial.md
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Expand Up @@ -96,20 +96,14 @@ result = ppl.predict(x)
## 3 Run FGBoost
FL Server is required before running any federated applications. Check [Start FL Server]() section for details.
### 3.1 Start FL Server in SGX
// TODO: add this section after running FL Server in SGX succesfully in this example.

Modify the config file `ppml-conf.yaml`
```yaml
# the port server gRPC uses
serverPort: 8980

# the number of clients in this federated learning application
clientNum: 2
```
Then start the FL Server
#### 3.1.1 Start the container
Before running FL Server in SGX, please prepaer keys and start the BigDL PPML container first. Check [3.1 BigDL PPML Hello World](https://github.com/intel-analytics/BigDL/tree/main/ppml#31-bigdl-ppml-hello-world) for details.
#### 3.1.2 Run FL Server in SGX
You can run FL Server in SGX with the following command:
```bash
python BigDL/python/ppml/src/bigdl/ppml/fl/nn/fl_server.py
bash start-python-fl-server-sgx.sh -p 8980 -c 2
```
You can set port with `-p` and set client number with `-c` while the default settings are `port=8980` and `client-num=2`.
### 3.2 Start FGBoost Clients
Modify the config file `ppml-conf.yaml`
```yaml
Expand Down
2 changes: 1 addition & 1 deletion python/ppml/example/pytorch_nn_lr/pytorch_nn_lr_1.py
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Expand Up @@ -52,7 +52,7 @@ def forward(self, x: List[Tensor]):
# fl_server = FLServer(2)
# fl_server.build()
# fl_server.start()
df_train = pd.read_csv('./python/ppml/example/pytorch_nn_lr/data/diabetes-vfl-1.csv')
df_train = pd.read_csv('.data/diabetes-vfl-1.csv')

# this should wait for the merge of 2 FLServer (Py4J Java gRPC and Python gRPC)
# df_train['ID'] = df_train['ID'].astype(str)
Expand Down
2 changes: 1 addition & 1 deletion python/ppml/example/pytorch_nn_lr/pytorch_nn_lr_2.py
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Expand Up @@ -35,7 +35,7 @@ def forward(self, x):


if __name__ == '__main__':
df_train = pd.read_csv('./python/ppml/example/pytorch_nn_lr/data/diabetes-vfl-2.csv')
df_train = pd.read_csv('.data/diabetes-vfl-2.csv')

# this should wait for the merge of 2 FLServer (Py4J Java gRPC and Python gRPC)
# df_train['ID'] = df_train['ID'].astype(str)
Expand Down
9 changes: 9 additions & 0 deletions python/ppml/scripts/ppml-conf.yaml
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@@ -0,0 +1,9 @@
##### Server property
# clientNum: 2
# privateKeyFilePath: /ppml/trusted-big-data-ml/work/keys/server.pem
# certChainFilePath: /ppml/trusted-big-data-ml/work/keys/server.crt
# serverPort:

##### Client property
# clientTarget:
# taskID:
5 changes: 5 additions & 0 deletions python/ppml/scripts/setup-env.sh
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@@ -0,0 +1,5 @@
PYTHON_ZIP=$(find lib -name *-python-api.zip)
JAR=$(find lib -name *-jar-with-dependencies.jar)
export PYTHONPATH=$PYTHONPATH:$(pwd)/$PYTHON_ZIP
export PYTHONPATH=$PYTHONPATH:$(pwd)/$PYTHON_ZIP/bigdl/ppml/fl/nn/generated
export BIGDL_CLASSPATH=$JAR
23 changes: 23 additions & 0 deletions python/ppml/scripts/start-fgboost-server.py
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@@ -0,0 +1,23 @@
#
# Copyright 2016 The BigDL Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#

from bigdl.ppml.fl.fl_server import FLServer

if __name__ == '__main__':
fl_server = FLServer()
fl_server.build()
fl_server.start()
fl_server.wait_for_termination()
62 changes: 62 additions & 0 deletions python/ppml/scripts/start-fl-server.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,62 @@
#
# Copyright 2016 The BigDL Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#

import sys
import os
import fnmatch
import getopt

for files in os.listdir('/ppml/trusted-big-data-ml/work/bigdl-2.1.0-SNAPSHOT/python/'):
if fnmatch.fnmatch(files, 'bigdl-ppml-*-python-api.zip'):
sys.path.append('/ppml/trusted-big-data-ml/work/bigdl-2.1.0-SNAPSHOT/python/' + files)
sys.path.append('/ppml/trusted-big-data-ml/work/bigdl-2.1.0-SNAPSHOT/python/' + files + '/bigdl/ppml/fl/nn/generated')

if '/usr/lib/python3.6' in sys.path:
sys.path.remove('/usr/lib/python3.6')
if '/usr/lib/python3.6/lib-dynload' in sys.path:
sys.path.remove('/usr/lib/python3.6/lib-dynload')
if '/usr/local/lib/python3.6/dist-packages' in sys.path:
sys.path.remove('/usr/local/lib/python3.6/dist-packages')
if '/usr/lib/python3/dist-packages' in sys.path:
sys.path.remove('/usr/lib/python3/dist-packages')

from bigdl.ppml.fl.nn.fl_server import FLServer

if __name__ == '__main__':

client_num = 2
port = 8980

try:
opts, args = getopt.getopt(sys.argv[1:], "hc:p:", ["client-num=", "port="])
except getopt.GetoptError:
print("start_fl_server.py -c <client-num> -p <port>")
sys.exit(2)

for opt, arg in opts:
if opt == '-h':
print("start_fl_server.py -c <client-num> -p <port>")
elif opt in ("-c", "--client-num"):
client_num = arg
elif opt in ("-p", "--port"):
port = arg

fl_server = FLServer(client_num)
fl_server.set_port(port)
fl_server.build()
fl_server.start()

fl_server.wait_for_termination()
6 changes: 3 additions & 3 deletions python/ppml/src/bigdl/ppml/fl/nn/fl_server.py
Original file line number Diff line number Diff line change
Expand Up @@ -20,13 +20,13 @@
from bigdl.ppml.fl.nn.generated.nn_service_pb2_grpc import *
from bigdl.ppml.fl.nn.nn_service import NNServiceImpl
import yaml

import logging


class FLServer(object):
def __init__(self, client_num=1):
self.server = grpc.server(futures.ThreadPoolExecutor(max_workers=5))
self.port = 8980 # TODO: set from config file
self.port = 8980
self.client_num = client_num
self.secure = False
self.load_config()
Expand Down Expand Up @@ -79,4 +79,4 @@ def wait_for_termination(self):
fl_server = FLServer(2)
fl_server.build()
fl_server.start()
fl_server.wait_for_termination()
fl_server.wait_for_termination()
Original file line number Diff line number Diff line change
Expand Up @@ -3,8 +3,6 @@
import grpc

import fgboost_service_pb2 as fgboost__service__pb2
from bigdl.dllib.utils.log4Error import invalidInputError


class FGBoostServiceStub(object):
"""Missing associated documentation comment in .proto file."""
Expand Down Expand Up @@ -59,43 +57,43 @@ def uploadLabel(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def downloadLabel(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def split(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def register(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def uploadTreeLeaf(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def evaluate(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def predict(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')


def add_FGBoostServiceServicer_to_server(servicer, server):
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,6 @@
import grpc

import psi_service_pb2 as psi__service__pb2
from bigdl.dllib.utils.log4Error import invalidInputError


class PSIServiceStub(object):
Expand Down Expand Up @@ -40,19 +39,19 @@ def getSalt(self, request, context):
"""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def uploadSet(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')

def downloadIntersection(self, request, context):
"""Missing associated documentation comment in .proto file."""
context.set_code(grpc.StatusCode.UNIMPLEMENTED)
context.set_details('Method not implemented!')
invalidInputError(False, 'Method not implemented!')
raise NotImplementedError('Method not implemented!')


def add_PSIServiceServicer_to_server(servicer, server):
Expand Down
8 changes: 8 additions & 0 deletions scala/assembly/src/main/assembly/assembly.xml
Original file line number Diff line number Diff line change
Expand Up @@ -148,6 +148,13 @@
<include>bigdl-ppml*-jar-with-dependencies.jar</include>
</includes>
</fileSet>
<fileSet>
<outputDirectory>/python</outputDirectory>
<directory>${project.parent.basedir}/../../../../../python/ppml/scripts</directory>
<includes>
<include>start-fl-server.py</include>
</includes>
</fileSet>
</fileSets>
<dependencySets>
<dependencySet>
Expand Down Expand Up @@ -176,3 +183,4 @@
</dependencySet>
</dependencySets>
</assembly>

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