From ce9b4d02c908c675e091f642da727727b5392cc8 Mon Sep 17 00:00:00 2001 From: Roman Arzumanyan Date: Tue, 28 Dec 2021 12:22:52 +0300 Subject: [PATCH] [WIP] Barebone VPF + PyTorch extension docker image build (#294) (#295) * [WIP] Barebone VPF + PyTorch extension docker image build (#294) * virtual env build * Cmake list updates * vpf + torch working * newline * formatting * Barebone VPF (+ PyTorch extension) (#296) * [#293] Barebone VPF docker build * Newline Co-authored-by: Harsimrat Sandhawalia <10599550+sandhawalia@users.noreply.github.com> --- README.md | 14 +- docker/Dockerfile-tensorrt.gpu | 7 +- docker/Dockerfile.gpu | 15 +- docker/Makefile | 4 +- docker/docker-compose.yml | 2 + poetry.lock | 429 +++++++++++++++++---------------- pyproject.toml | 6 +- 7 files changed, 251 insertions(+), 226 deletions(-) diff --git a/README.md b/README.md index f968bd4..74b7ae6 100644 --- a/README.md +++ b/README.md @@ -42,7 +42,7 @@ cp -a $(VIDEO_CODEC_SDK) Video_Codec_SDK ``` docker-compose -f docker/docker-compose.yml build vpf # Get test sample -wget http://www.scikit-video.org/stable/_static/bikes.mp4 $HOME/Downloads/ +wget http://www.scikit-video.org/stable/_static/bikes.mp4 -P $HOME/Downloads/ # run image docker-compose -f docker/docker-compose.yml run -v $HOME/Downloads:/Downloads vpf # or this way @@ -50,6 +50,18 @@ docker run -it --gpus=all -e NVIDIA_DRIVER_CAPABILITIES=video,compute,utility - python Tests.py 0 /Downloads/bikes.mp4 /Downloads/bikes-vpf.mp4 ``` +5. Build & Run image with `pytorch` extension + +``` +docker-compose -f docker/docker-compose.yml build --build-arg GEN_PYTORCH_EXT=1 vpf +# Get test sample +wget http://www.scikit-video.org/stable/_static/bikes.mp4 -P $HOME/Downloads/ +# run image +docker-compose -f docker/docker-compose.yml run -v $HOME/Downloads:/Downloads vpf +# Run predictions on video +python SampleTorchResnet.py 0 /Downloads/bikes.mp4 +``` + You can build [`tensorrt`](https://developer.nvidia.com/tensorrt) enabled image by replacing `vpf` with `vpf-tensorrt` in the above steps and test the following. ``` diff --git a/docker/Dockerfile-tensorrt.gpu b/docker/Dockerfile-tensorrt.gpu index 6afadd8..4dd1be5 100644 --- a/docker/Dockerfile-tensorrt.gpu +++ b/docker/Dockerfile-tensorrt.gpu @@ -15,7 +15,7 @@ RUN apt update && DEBIAN_FRONTEND=noninteractive \ libavcodec-dev libavformat-dev libswscale-dev \ libxvidcore-dev x264 libx264-dev libfaac-dev \ libmp3lame-dev libtheora-dev libvorbis-dev \ - python3.8 python3-pip python3-virtualenv && \ + python3.8 python3-pip python3.8-venv && \ rm -rf /var/lib/apt/lists/* # https://python-poetry.org/docs/ @@ -36,7 +36,8 @@ COPY . . RUN make -f docker/Makefile vpf_built \ PYTHON_BINARY=$PYTHON_BINARY \ - VIDEO_CODEC_SDK=/opt/Video_Codec_SDK + VIDEO_CODEC_SDK=/opt/Video_Codec_SDK \ + GEN_PYTORCH_EXT=1 FROM nvcr.io/nvidia/tensorrt:21.08-py3 @@ -49,7 +50,7 @@ RUN apt-get update && \ libdc1394-22-dev libssl-dev \ libxine2-dev libv4l-dev \ libboost-all-dev libdc1394-22-dev \ - python3.8 python3-pip python3-virtualenv curl + python3.8 python3-pip python3.8-venv curl WORKDIR /opt diff --git a/docker/Dockerfile.gpu b/docker/Dockerfile.gpu index 24ae514..5d7edd0 100644 --- a/docker/Dockerfile.gpu +++ b/docker/Dockerfile.gpu @@ -8,6 +8,8 @@ ENV POETRY_HOME="/opt/poetry" \ ENV PATH="/opt/.venv/bin:$POETRY_HOME/bin:$PATH" \ PYTHON_BINARY="/opt/.venv/bin/python" +ARG GEN_PYTORCH_EXT + RUN apt update && DEBIAN_FRONTEND=noninteractive \ apt -y install \ git wget cmake \ @@ -15,7 +17,7 @@ RUN apt update && DEBIAN_FRONTEND=noninteractive \ libavcodec-dev libavformat-dev libswscale-dev \ libxvidcore-dev x264 libx264-dev libfaac-dev \ libmp3lame-dev libtheora-dev libvorbis-dev \ - python3.8 python3-pip python3-virtualenv && \ + python3.8 python3-pip python3.8-venv && \ rm -rf /var/lib/apt/lists/* # https://python-poetry.org/docs/ @@ -29,14 +31,15 @@ COPY poetry.lock poetry.lock COPY pyproject.toml pyproject.toml # Build poetry virtual environment -RUN make -f docker/Makefile build_env EXTRAS=vpf +RUN if [ "$GEN_PYTORCH_EXT" = "1" ] ; then make -f docker/Makefile build_env EXTRAS=vpf-pytorch ; else make -f docker/Makefile build_env EXTRAS=vpf ; fi # Build vpf COPY . . RUN make -f docker/Makefile vpf_built \ PYTHON_BINARY=$PYTHON_BINARY \ - VIDEO_CODEC_SDK=/opt/Video_Codec_SDK + VIDEO_CODEC_SDK=/opt/Video_Codec_SDK \ + GEN_PYTORCH_EXT=$GEN_PYTORCH_EXT FROM docker.io/nvidia/cuda:11.2.0-cudnn8-runtime-ubuntu20.04 @@ -49,7 +52,7 @@ RUN apt-get update && \ libdc1394-22-dev libssl-dev \ libxine2-dev libv4l-dev \ libboost-all-dev libdc1394-22-dev \ - python3.8 python3-pip python3-virtualenv curl + python3.8 python3-pip python3.8-venv curl WORKDIR /opt @@ -63,7 +66,7 @@ COPY . . ENV POETRY_HOME="/opt/poetry" ENV PATH="/opt/.venv/bin:$POETRY_HOME/bin:$PATH" \ - LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/dist/bin:/opt/.venv/lib/python3.8/site-packages/torch/lib" \ - PYTHONPATH=/opt/.venv/bin:/opt/dist/bin + LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/dist:/opt/dist/bin:/opt/.venv/lib/python3.8/site-packages/torch/lib" \ + PYTHONPATH=/opt/.venv/bin:/opt/dist:/opt/dist/bin ENTRYPOINT ["/bin/bash"] diff --git a/docker/Makefile b/docker/Makefile index 5ac70ca..7446f45 100644 --- a/docker/Makefile +++ b/docker/Makefile @@ -11,9 +11,9 @@ vpf_built: -D NVCUVID_LIBRARY=$(VIDEO_CODEC_SDK)/Lib/linux/stubs/x86_64/libnvcuvid.so \ -D NVENCODE_LIBRARY=$(VIDEO_CODEC_SDK)/Lib/linux/stubs/x86_64/libnvidia-encode.so \ -D CMAKE_INSTALL_PREFIX=../dist \ - -D GENERATE_PYTORCH_EXTENSION=on \ + -D GENERATE_PYTORCH_EXTENSION:BOOL="$(GEN_PYTORCH_EXT)" \ -D PYTHON_BINARY=$(PYTHON_BINARY) \ - -D GENERATE_PYTHON_BINDINGS=ON .. && \ + -D GENERATE_PYTHON_BINDINGS:BOOL="1" .. && \ make -j$(nproc) && make install linter_python: $(shell find . -type f -name "*.py" -not -path "*venv*") diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml index a244778..de9d47f 100644 --- a/docker/docker-compose.yml +++ b/docker/docker-compose.yml @@ -6,6 +6,8 @@ services: build: context: ../ dockerfile: docker/Dockerfile.gpu + args: + GEN_PYTORCH_EXT: 0 ipc: host runtime: nvidia image: nvidia/videoprocessingframework:vpf diff --git a/poetry.lock b/poetry.lock index 2985171..24919cf 100644 --- a/poetry.lock +++ b/poetry.lock @@ -8,7 +8,7 @@ python-versions = "*" [[package]] name = "black" -version = "21.9b0" +version = "21.12b0" description = "The uncompromising code formatter." category = "main" optional = false @@ -19,7 +19,6 @@ click = ">=7.1.2" mypy-extensions = ">=0.4.3" pathspec = ">=0.9.0,<1" platformdirs = ">=2" -regex = ">=2020.1.8" tomli = ">=0.2.6,<2.0.0" typing-extensions = [ {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}, @@ -28,14 +27,14 @@ typing-extensions = [ [package.extras] colorama = ["colorama (>=0.4.3)"] -d = ["aiohttp (>=3.6.0)", "aiohttp-cors (>=0.4.0)"] +d = ["aiohttp (>=3.7.4)"] jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"] -python2 = ["typed-ast (>=1.4.2)"] +python2 = ["typed-ast (>=1.4.3)"] uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "click" -version = "8.0.1" +version = "8.0.3" description = "Composable command line interface toolkit" category = "main" optional = false @@ -54,7 +53,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" [[package]] name = "mako" -version = "1.1.5" +version = "1.1.6" description = "A super-fast templating language that borrows the best ideas from the existing templating languages." category = "main" optional = true @@ -85,15 +84,31 @@ python-versions = "*" [[package]] name = "numpy" -version = "1.21.1" +version = "1.19.2" description = "NumPy is the fundamental package for array computing with Python." category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.6" + +[[package]] +name = "nvidia-cublas-cu11" +version = "2021.10.25" +description = "CUBLAS native runtime libraries Metapackage" +category = "main" +optional = true +python-versions = "*" + +[package.dependencies] +nvidia-cublas-cu115 = "*" + +[package.source] +type = "legacy" +url = "https://pypi.ngc.nvidia.com" +reference = "nvidia" [[package]] -name = "nvidia-cublas" -version = "11.5.1.109" +name = "nvidia-cublas-cu115" +version = "11.7.4.6" description = "CUBLAS native runtime libraries" category = "main" optional = true @@ -105,12 +120,15 @@ url = "https://pypi.ngc.nvidia.com" reference = "nvidia" [[package]] -name = "nvidia-cuda-nvrtc" -version = "11.3.109" -description = "NVRTC native runtime libraries" +name = "nvidia-cuda-runtime-cu11" +version = "2021.10.25" +description = "CUDA Runtime native Libraries Metapackage" category = "main" optional = true -python-versions = ">=3" +python-versions = "*" + +[package.dependencies] +nvidia-cuda-runtime-cu115 = "*" [package.source] type = "legacy" @@ -118,8 +136,8 @@ url = "https://pypi.ngc.nvidia.com" reference = "nvidia" [[package]] -name = "nvidia-cuda-runtime" -version = "11.3.109" +name = "nvidia-cuda-runtime-cu115" +version = "11.5.117" description = "CUDA Runtime native Libraries" category = "main" optional = true @@ -131,8 +149,24 @@ url = "https://pypi.ngc.nvidia.com" reference = "nvidia" [[package]] -name = "nvidia-cudnn" -version = "8.2.0.51" +name = "nvidia-cudnn-cu11" +version = "2021.12.8" +description = "cuDNN runtime libraries Metapackage" +category = "main" +optional = true +python-versions = "*" + +[package.dependencies] +nvidia-cudnn-cu115 = "*" + +[package.source] +type = "legacy" +url = "https://pypi.ngc.nvidia.com" +reference = "nvidia" + +[[package]] +name = "nvidia-cudnn-cu115" +version = "8.3.1.22" description = "cuDNN runtime libraries" category = "main" optional = true @@ -153,17 +187,16 @@ python-versions = "*" [[package]] name = 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