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Adding the onnxruntime Dockerfile and instructions (#968)
* Adding the onnxruntime Dockerfile and instructions * Adding the onnxruntime server Dockerfile with build and instructions * Specify more details in instruction * Update dockerfiles/README.md Co-Authored-By: tianchijushi <huaimingyang@hotmail.com> * Update Dockerfile.server Specify the onnxruntime server build branch during git clone
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dockerfiles/Dockerfile.server
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dockerfiles/Dockerfile.server
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#-------------------------------------------------------------------------
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# Copyright (c) Microsoft Corporation. All rights reserved.
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# Licensed under the MIT License.
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#--------------------------------------------------------------------------
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# Official user quickstart docker container for ONNX Runtime CPU
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# Ubuntu 16.04, CPU version, Python 3.
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#--------------------------------------------------------------------------
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FROM ubuntu:16.04 AS minimal
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MAINTAINER Harry Yang "huayang@microsoft.com"
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FROM ubuntu:16.04 AS build
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ARG PYTHON_VERSION=3.5
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ARG ONNXRUNTIME_SERVER_BRANCH=master
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ENV DEBIAN_FRONTEND noninteractive
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RUN apt-get update && \
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apt-get install -y sudo git bash
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ENV PATH="/opt/cmake/bin:${PATH}"
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RUN git clone --single-branch --branch ${ONNXRUNTIME_SERVER_BRANCH} --recursive https://github.com/Microsoft/onnxruntime onnxruntime
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RUN /onnxruntime/tools/ci_build/github/linux/docker/scripts/install_ubuntu.sh -p ${PYTHON_VERSION} && \
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/onnxruntime/tools/ci_build/github/linux/docker/scripts/install_deps.sh
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WORKDIR /
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RUN mkdir -p /onnxruntime/build && \
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python3 /onnxruntime/tools/ci_build/build.py --build_dir /onnxruntime/build --config Release --build_server
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FROM minimal AS final
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WORKDIR /onnxruntime/server/
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ENV MODEL_ABSOLUTE_PATH /onnxruntime/model/model.onnx
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COPY --from=build /onnxruntime/build/Release/onnxruntime_server /onnxruntime/server/
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RUN apt-get update \
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&& apt-get install -y libgomp1
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ENTRYPOINT /onnxruntime/server/onnxruntime_server --model_path $MODEL_ABSOLUTE_PATH
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@ -17,3 +17,22 @@
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docker run -it onnxruntime-ngraph
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```
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## ONNX Runtime Server (Preview)
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#### Linux 16.04
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1. Build the docker image from the Dockerfile in this repository
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```
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docker build -t {docker_image_name} -f Dockerfile.server .
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```
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2. Run the ONNXRuntime server with the image created in step 1
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```
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docker run -v {localModelAbsoluteFolder}:{dockerModelAbsoluteFolder} -e MODEL_ABSOLUTE_PATH={dockerModelAbsolutePath} -p {your_local_port}:8001 {imageName}
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```
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3. Send HTTP requests to the container running ONNX Runtime Server
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Send HTTP requests to the docker container through the binding local port. Here is the full [usage document](https://github.com/Microsoft/onnxruntime/blob/master/docs/ONNX_Runtime_Server_Usage.md).
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```
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curl -X POST -d "@request.json" -H "Content-Type: application/json" http://0.0.0.0:{your_local_port}/v1/models/mymodel/versions/3:predict
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