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##### Splitting installation into controlled parts:
## - Base container setup (all apt-get + system + ldd extension)
## - Python pip3 preparation + First batch of python tools installs
## - Tensorflow build and install (optional)
## - FFmpeg build and install
## - OpenCV build and install (using FFmpeg)
## - Additional python tools installs
## - Magma build and install (GPU only, optional)
## - PyTorch (+ vison + audio) build and install (using FFmpeg + OpenCV, optional)
## - Final steps: /iti setup, ...
# The idea is to have a base Dockerfile that will be tailored to specific builds
# so that each build has their own final Dockerfile available for inspection
ARG CTPO_FROM=ubuntu:22.04
FROM ${CTPO_FROM}
# No CUDA, or no cuDNN bootstrap needed
ARG CTPO_NUMPROC=32
##### Base
# Install system packages
ENV DEBIAN_FRONTEND=noninteractive
RUN apt-get update -y --fix-missing\
&& apt-get install -y \
apt-utils \
locales \
wget \
ca-certificates \
&& apt-get clean
# UTF-8
RUN localedef -i en_US -c -f UTF-8 -A /usr/share/locale/locale.alias en_US.UTF-8
ENV LANG=en_US.utf8
# Install system packages
RUN apt-get install -y \
# Base
build-essential \
checkinstall \
cmake \
curl \
g++ \
gcc \
git \
perl \
patchelf \
pkg-config \
protobuf-compiler \
python3-dev \
rsync \
time \
unzip \
wget \
zip \
zlib1g \
zlib1g-dev \
# OpenCV
doxygen \
file \
gfortran \
gnupg \
gstreamer1.0-plugins-good \
imagemagick \
libatk-adaptor \
libatlas-base-dev \
libboost-all-dev \
libcanberra-gtk-module \
libdc1394-dev \
libeigen3-dev \
libfaac-dev \
libfreetype6-dev \
libgflags-dev \
libglew-dev \
libglu1-mesa \
libglu1-mesa-dev \
libgoogle-glog-dev \
libgphoto2-dev \
libgstreamer1.0-dev \
libgstreamer-plugins-bad1.0-0 \
libgstreamer-plugins-base1.0-dev \
libgtk2.0-dev \
libgtk-3-dev \
libhdf5-dev \
libhdf5-serial-dev \
libjpeg-dev \
liblapack-dev \
libmp3lame-dev \
libopenblas-dev \
libopencore-amrnb-dev \
libopencore-amrwb-dev \
libopenjp2-7 \
libopenjp2-7-dev \
libopenjp2-tools \
libopenjpip-server \
libpng-dev \
libpostproc-dev \
libprotobuf-dev \
libtbb2 \
libtbb-dev \
libtheora-dev \
libtiff5-dev \
libv4l-dev \
libvorbis-dev \
libwebp-dev \
libx264-dev \
libx265-dev \
libxi-dev \
libxine2-dev \
libxmu-dev \
libxvidcore-dev \
libzmq3-dev \
v4l-utils \
x11-apps \
x264 \
yasm \
# Torch
libomp-dev \
libsox-dev \
libsox-fmt-all \
libsphinxbase-dev \
sphinxbase-utils \
# FFMpeg (source install, do not install packages: libavcodec-dev libavformat-dev libavresample-dev libavutil-dev libswscale-dev)
libass-dev \
libc6 \
libc6-dev \
libnuma1 \
libnuma-dev \
libopus-dev \
libtool \
libvpx-dev \
&& apt-get clean
# No Additional CUDA apt installs
ENV CTPO_CLANG_VERSION=17
RUN apt-get install -y lsb-release software-properties-common gnupg \
&& mkdir /tmp/clang \
&& cd /tmp/clang \
&& wget https://apt.llvm.org/llvm.sh \
&& chmod +x llvm.sh \
&& ./llvm.sh ${CTPO_CLANG_VERSION} \
&& cd / \
&& rm -rf /tmp/clang
RUN which clang-${CTPO_CLANG_VERSION} \
&& which clang++-${CTPO_CLANG_VERSION} \
&& clang-${CTPO_CLANG_VERSION} --version \
&& clang++-${CTPO_CLANG_VERSION} --version
ENV CTPO_BUILD=CPU
RUN touch /tmp/.${CTPO_BUILD}_build
# - Avoid "RPC failed; curl 56 GnuTLS" issue on some pulls, while keeping the system installed git
# - Some tools expect a "python" binary
# - Prepare ldconfig
RUN git config --global http.postBuffer 1048576000 \
&& mkdir -p /usr/local/bin && ln -s $(which python3) /usr/local/bin/python \
&& mkdir -p /usr/local/lib && sh -c 'echo "/usr/local/lib" >> /etc/ld.so.conf.d/usrlocallib.conf' && ldconfig
ENV LD_LIBRARY_PATH=/usr/local/lib:$LD_LIBRARY_PATH
# Not a GPU build, no path fix to test
# Setup pip
RUN wget -q -O /tmp/get-pip.py --no-check-certificate https://bootstrap.pypa.io/get-pip.py \
&& python3 /tmp/get-pip.py \
&& pip3 install -U pip \
&& rm /tmp/get-pip.py
# Install Python tools (for buiding)
RUN pip3 install -U \
# Base
cmake \
future \
mkl \
mkl-include \
mock \
numpy \
opt_einsum \
packaging \
pyyaml \
requests \
setuptools \
six \
wheel \
# OpenCV
lxml \
Pillow \
# Torch
cffi \
typing \
ninja \
# Extra
scikit-image \
scikit-learn \
matplotlib \
moviepy \
pandas \
&& pip3 install -U keras_preprocessing --no-deps \
mkl-static mkl-include \
&& rm -rf /root/.cache/pip
##### TensorFlow
# https://www.tensorflow.org/install/source
## Download & Building TensorFlow from source in same RUN
ENV LATEST_BAZELISK=1.22.1
ENV CTPO_TENSORFLOW_VERSION=2.18.0
ENV CTPO_TF_CONFIG=""
ENV TF_CUDA_COMPUTE_CAPABILITIES=""
# See https://github.com/tensorflow/tensorflow/blob/master/configure.py for new TF_NEED_
ENV TF_NEED_CUDA=0
ENV TF_CUDA_CLANG=0
ENV TF_NEED_TENSORRT=0
ENV TF_NEED_AWS=0
ENV TF_NEED_CLANG=1
ENV TF_NEED_COMPUTECPP=0
ENV TF_NEED_GCP=0
ENV TF_NEED_GDR=0
ENV TF_NEED_HDFS=0
ENV TF_NEED_JEMALLOC=0
ENV TF_NEED_KAFKA=0
ENV TF_NEED_MKL=0
ENV TF_NEED_MPI=0
ENV TF_NEED_OPENCL=0
ENV TF_NEED_OPENCL_SYCL=0
ENV TF_NEED_ROCM=0
ENV TF_NEED_S3=0
ENV TF_NEED_VERBS=0
ENV TF_SET_ANDROID_WORKSPACE=0
ENV HERMETIC_CUDA_COMPUTE_CAPABILITIES=
RUN curl -s -Lo /usr/local/bin/bazel https://github.com/bazelbuild/bazelisk/releases/download/v${LATEST_BAZELISK}/bazelisk-linux-amd64 \
&& chmod +x /usr/local/bin/bazel \
&& mkdir -p /usr/local/src/tensorflow \
&& cd /usr/local/src \
&& wget -q -c https://github.com/tensorflow/tensorflow/archive/v${CTPO_TENSORFLOW_VERSION}.tar.gz -O - | tar --strip-components=1 -xz -C /usr/local/src/tensorflow \
&& cd /usr/local/src/tensorflow \
&& bazel version \
&& ./configure \
&& time bazel build --verbose_failures --config=opt --config=v2 ${CTPO_TF_CONFIG} //tensorflow/tools/pip_package:wheel --repo_env=WHEEL_NAME=tensorflow \
&& time pip3 install bazel-bin/tensorflow/tools/pip_package/wheel_house/tensorflow-*.whl \
&& rm -rf /usr/local/src/tensorflow /tmp/tensorflow_pkg /tmp/bazel_check.pl /tmp/tf_build.sh /tmp/hsperfdata_root /root/.cache/bazel /root/.cache/pip /root/.cache/bazelisk
RUN python3 -c 'import tensorflow as tf; print(f"{tf.__version__}")' > /tmp/.tensorflow_built
RUN echo "--- Tensorflow Build: Environment variables set --- " > /tmp/tf_env.dump \
&& env | grep TF_ | grep -v CTPO_ | sort >> /tmp/tf_env.dump
##### FFMPEG
ENV CTPO_FFMPEG_VERSION=7.1
ENV CTPO_FFMPEG_NONFREE=""
RUN mkdir -p /usr/local/src/builder \
&& cd /usr/local/src \
&& wget -q https://ffmpeg.org/releases/ffmpeg-${CTPO_FFMPEG_VERSION}.tar.gz -O - | tar --strip-components=1 -xz -C /usr/local/src/builder \
&& cd /usr/local/src/builder \
&& time ./configure --enable-shared --disable-static --enable-gpl --enable-libv4l2 --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libxvid --enable-libopus --enable-pic --enable-libass --enable-libx264 --enable-libx265 | tee /tmp/ffmpeg_config.txt \
&& make -j${CTPO_NUMPROC} install \
&& ldconfig \
&& rm -rf /usr/local/src/builder
RUN echo "${CTPO_FFMPEG_VERSION}" > /tmp/.ffmpeg_built
#### OpenCV
# Download & Build OpenCV in same RUN
## FYI: We are removing the OpenCV source and build directory in /usr/local/src to attempt to save additional disk space
# Comment the last line if you want to rerun cmake with additional/modified options. For example:
# cd /usr/local/src/opencv/build
# cmake -DOPENCV_ENABLE_NONFREE=ON -DBUILD_EXAMPLES=ON -DBUILD_DOCS=ON -DBUILD_TESTS=ON -DBUILD_PERF_TESTS=ON .. && make install
ENV CTPO_OPENCV_VERSION=4.10.0
ENV CTPO_OPENCV_CUDA=""
ENV CTPO_OPENCV_NONFREE=""
RUN mkdir -p /usr/local/src/opencv/build /usr/local/src/opencv_contrib \
&& cd /usr/local/src \
&& wget -q https://github.com/opencv/opencv/archive/${CTPO_OPENCV_VERSION}.tar.gz -O - | tar --strip-components=1 -xz -C /usr/local/src/opencv \
&& wget -q https://github.com/opencv/opencv_contrib/archive/${CTPO_OPENCV_VERSION}.tar.gz -O - | tar --strip-components=1 -xz -C /usr/local/src/opencv_contrib \
&& cd /usr/local/src/opencv/build \
&& time cmake \
-DBUILD_DOCS=0 \
-DBUILD_EXAMPLES=0 \
-DBUILD_PERF_TESTS=0 \
-DBUILD_TESTS=0 \
-DBUILD_opencv_python2=0 \
-DBUILD_opencv_python3=1 \
-DCMAKE_BUILD_TYPE=Release \
-DCMAKE_INSTALL_PREFIX=/usr/local/ \
-DCMAKE_INSTALL_TYPE=Release \
-DENABLE_FAST_MATH=1 \
-DFORCE_VTK=1 \
-DINSTALL_C_EXAMPLES=0 \
-DINSTALL_PYTHON_EXAMPLES=0 \
-DOPENCV_EXTRA_MODULES_PATH=/usr/local/src/opencv_contrib/modules \
-DOPENCV_GENERATE_PKGCONFIG=1 \
-DOPENCV_PC_FILE_NAME=opencv.pc \
-DOPENCV_PYTHON3_INSTALL_PATH=/usr/lib/python3/dist-packages \
-DWITH_CSTRIPES=1 \
-DWITH_EIGEN=1 \
-DWITH_GDAL=1 \
-DWITH_GSTREAMER=1 \
-DWITH_GSTREAMER_0_10=OFF \
-DWITH_GTK=1 \
-DWITH_IPP=1 \
-DWITH_OPENCL=1 \
-DWITH_OPENMP=1 \
-DWITH_TBB=1 \
-DWITH_V4L=1 \
-DWITH_WEBP=1 \
-DWITH_XINE=1 \
${CTPO_OPENCV_CUDA} \
${CTPO_OPENCV_NONFREE} \
.. \
&& time make -j${CTPO_NUMPROC} install \
&& ldconfig \
&& rm -rf /usr/local/src/opencv /usr/local/src/opencv_contrib
RUN python3 -c 'import cv2; print(f"{cv2.__version__}")' > /tmp/.opencv_built
# No Magma (PyTorch GPU only)
##### Torch (using FFMpeg + OpenCV)
ENV CTPO_TORCH=2.5.1
RUN mkdir -p /usr/local/src \
&& cd /usr/local/src \
&& git clone --depth 1 --recurse-submodule --branch v${CTPO_TORCH} https://github.com/pytorch/pytorch.git \
&& cd /usr/local/src/pytorch \
&& pip3 install -r requirements.txt \
&& time env PYTORCH_BUILD_VERSION=${CTPO_TORCH} PYTORCH_BUILD_NUMBER=0 USE_CUDA=0 USE_CUDNN=0 USE_MKLDNN=1 USE_FFMPEG=1 USE_OPENCV=1 python3 ./setup.py bdist_wheel | tee /tmp/torch_config.txt \
&& time pip3 install /usr/local/src/pytorch/dist/*.whl \
&& cd /tmp \
&& perl -i.bak -pe 'exit if m%^-- Configuring done%' torch_config.txt \
&& sh -c "cmp --silent torch_config.txt torch_config.txt.bak && exit 1 || rm torch_config.txt.bak" \
&& ldconfig \
&& rm -rf /root/.cache/pip /usr/local/src/pytorch
RUN python3 -c 'import torch; print(f"{torch.__version__}")' > /tmp/.torch_built
ENV CTPO_TORCHVISION=0.20.0
# setup.py options from https://github.com/pytorch/vision/blob/main/setup.py
RUN mkdir -p /usr/local/src \
&& cd /usr/local/src \
&& git clone --depth 1 --recurse-submodule --branch v${CTPO_TORCHVISION} https://github.com/pytorch/vision.git \
&& cd /usr/local/src/vision \
&& time env BUILD_VERSION=${CTPO_TORCHVISION} FORCE_CUDA=0 TORCHVISION_USE_FFMPEG=1 python3 ./setup.py bdist_wheel | tee /tmp/torchvision_config.txt \
&& time pip3 install /usr/local/src/vision/dist/*.whl \
&& cd /tmp \
&& perl -i.bak -pe 'exit if m%^running bdist_wheel%' torchvision_config.txt \
&& sh -c "cmp --silent torchvision_config.txt torchvision_config.txt.bak && exit 1 || rm torchvision_config.txt.bak" \
&& ldconfig \
&& rm -rf /root/.cache/pip /usr/local/src/vision
RUN python3 -c 'import torchvision; print(f"{torchvision.__version__}")' > /tmp/.torchvision_built
ENV CTPO_TORCHAUDIO=2.5.0
# setup.py options from https://github.com/pytorch/audio/blob/main/tools/setup_helpers/extension.py
RUN mkdir -p /usr/local/src \
&& cd /usr/local/src \
&& git clone --depth 1 --recurse-submodule --branch v${CTPO_TORCHAUDIO} https://github.com/pytorch/audio.git \
&& cd /usr/local/src/audio \
&& time env BUILD_VERSION=${CTPO_TORCHAUDIO} USE_CUDA=0 USE_FFMPEG=1 python3 ./setup.py bdist_wheel | tee /tmp/torchaudio_config.txt \
&& time pip3 install /usr/local/src/audio/dist/*.whl \
&& cd /tmp \
&& perl -i.bak -pe 'exit if m%^-- Configuring done%' torchaudio_config.txt \
&& sh -c "cmp --silent torchaudio_config.txt torchaudio_config.txt.bak && exit 1 || rm torchaudio_config.txt.bak" \
&& ldconfig \
&& rm -rf /root/.cache/pip /usr/local/src/audio
RUN python3 -c 'import torchaudio; print(f"{torchaudio.__version__}")' > /tmp/.torchaudio_built
ENV CTPO_TORCHDATA=0.9.0
RUN mkdir -p /usr/local/src \
&& cd /usr/local/src \
&& git clone --depth 1 --recurse-submodule --branch v${CTPO_TORCHDATA} https://github.com/pytorch/data.git \
&& cd /usr/local/src/data \
&& BUILD_VERSION=${CTPO_TORCHDATA} pip3 install . | tee /tmp/torchdata_config.txt \
&& rm -rf /root/.cache/pip /usr/local/src/data
RUN python3 -c 'import torchdata; print(f"{torchdata.__version__}")' > /tmp/.torchdata_built
##### Final steps
# Add Jupyter lab & venv requirements
RUN apt-get install -y python3-venv \
&& pip3 install -U \
jupyterlab
# https://jupyterlab.readthedocs.io/en/stable/getting_started/changelog.html
# with v4 extensions are installed using the extension manager, see https://jupyterlab.readthedocs.io/en/stable/user/extensions.html#id11
RUN touch /.within_container
COPY tools/withincontainer_checker.sh /tmp/withincontainer_checker.sh
RUN chmod +x /tmp/withincontainer_checker.sh \
&& /tmp/withincontainer_checker.sh
# Setting up working directory
RUN mkdir /iti
WORKDIR /iti
# Uncomment as needed
#ENV NVIDIA_VISIBLE_DEVICES all
#ENV NVIDIA_DRIVER_CAPABILITIES video,compute,utility
CMD ["/bin/bash"]