Seperate ssl generation with environment preparation
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10
.github/workflows/build_and_push_ci_image.yml
vendored
10
.github/workflows/build_and_push_ci_image.yml
vendored
@ -176,6 +176,7 @@ jobs:
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push: true
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tags: occlumbackup/occlum:${{ github.event.inputs.tag }}-ubuntu18.04-python
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Build_tf_serving_image:
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runs-on: ubuntu-18.04
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if: github.event.inputs.image_name == 'tf_serving'
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@ -187,6 +188,11 @@ jobs:
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- name: Get occlum version
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run: echo "OCCLUM_VERSION=$(grep 'Version =' src/pal/include/occlum_version.h | awk '{print $4}')" >> $GITHUB_ENV;
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- name: Get branch name
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# GITHUB_REF=refs/heads/branch-name
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# ${GITHUB_REF##*/} == branch-name
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run: echo "OCCLUM_BRANCH=$(echo ${GITHUB_REF##*/})" >> $GITHUB_ENV;
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# Because "Build and push" step `context` field can't be subdir,
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# we need to copy files needed by dockerfile to root dir of the project
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- name: Copy context for docker build
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@ -211,6 +217,8 @@ jobs:
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context: .
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file: ./tools/docker/ci/Dockerfile.tf_serving
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platforms: linux/amd64
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build-args: OCCLUM_VERSION=${{ env.OCCLUM_VERSION }}
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build-args: |
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"OCCLUM_VERSION=${{ env.OCCLUM_VERSION }}"
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"OCCLUM_BRANCH=${{ env.OCCLUM_BRANCH }}"
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push: true
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tags: occlumbackup/occlum:${{ github.event.inputs.tag }}-ubuntu18.04-tf_serving
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@ -10,12 +10,16 @@ TensorFlow Serving is a flexible, high-performance serving system for machine le
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#### Executing the Tensorflow serving in Occlum
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The following command will download the Resnet50 model and convert the model format. It also will generate the TLS key and certificates for localhost( server domain name). The server.crt will be used by client. The sever.key and ssl.cfg is used by TF serving.
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The following command will download the Resnet50 model and convert the model format.
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```
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./prepare_model_and_env.sh
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```
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The following command will generate the TLS key and certificates for localhost( server domain name). The server.crt will be used by client. The sever.key and ssl.cfg is used by TF serving.
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```
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./generate_ssl_config.sh localhost
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```
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Run the Tensorflow Serving in occlum.
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```
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@ -4,5 +4,3 @@ pip3 install --upgrade pip
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pip3 install --upgrade tensorflow==2.4
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./download_model.sh
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python3 ./model_graph_to_saved_model.py --import_path ./models/resnet50-v15-fp32/resnet50-v15-fp32.pb --export_dir ./resnet50-v15-fp32 --model_version 1 --inputs input --outputs predict
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./generate_ssl_config.sh localhost
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@ -38,3 +38,16 @@ LABEL maintainer="Zehuan Li <lizehuan.lzh@antgroup.com>"
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WORKDIR /root
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COPY --from=binary_build /usr/local/bin/tensorflow_model_server /root/tensorflow_model_server
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ARG OCCLUM_BRANCH
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RUN apt-get update && apt-get install git && \
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git clone -b $OCCLUM_BRANCH git://github.com/occlum/occlum.git && \
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cd occlum && \
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cd demos/tensorflow/tensorflow_serving && \
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./prepare_model_and_env.sh && \
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cd client && \
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./prepare_client_env.sh && \
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mv ../resnet50-v15-fp32/ /root && \
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rm -rf /root/occlum
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WORKDIR /root
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