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tensorflow 2.2.0 compile
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# build tensorflow2.2.0 | |
sudo apt-get install -y \ | |
protobuf-compiler python3-pil python3-lxml python3-tk cython \ | |
autoconf automake libtool curl make g++ unzip wget git \ | |
libgflags-dev libgoogle-glog-dev liblmdb-dev libleveldb-dev \ | |
libhdf5-serial-dev libhdf5-dev python3-opencv\ | |
python3-dev python3-numpy python3-skimage gfortran libturbojpeg \ | |
libboost-all-dev libopenblas-dev libsnappy-dev software-properties-common \ | |
libfreetype6-dev pkg-config \ | |
libpng-dev libhdf5-103 libhdf5-cpp-103 libc-ares-dev libblas-dev \ | |
libeigen3-dev libatlas-base-dev openjdk-8-jdk libopenblas-base \ | |
openmpi-bin libopenmpi-dev gcc libgfortran5 libatlas3-base liblapack-dev | |
python3 -m pip install pip --upgrade | |
python3 -m pip install Cython contextlib2 pillow lxml jupyter matplotlib keras_applications --no-deps keras_preprocessing --no-deps h5py &six numpy wheel mock pybind11 | |
sudo mkdir -p /tensorrt && \ | |
cd /tensorrt | |
work_dir=/tensorrt | |
git clone -b v2.2.0 --depth 1 https://github.com/tensorflow/tensorflow.git && \ | |
wget https://github.com/bazelbuild/bazel/releases/download/2.0.0/bazel-2.0.0-installer-linux-x86_64.sh && \ | |
chmod +x bazel-2.0.0-installer-linux-x86_64.sh | |
sudo ./bazel-2.0.0-installer-linux-x86_64.sh | |
# as tensorrt support only python3.6, we can't build with it | |
# # you should download tensorrt from: | |
# # https://developer.nvidia.com/compute/machine-learning/tensorrt/secure/7.0/7.0.0.11/local_repo/nv-tensorrt-repo-ubuntu1804-cuda10.2-trt7.0.0.11-ga-20191216_1-1_amd64.deb | |
# sudo dpkg -i nv-tensorrt-repo-ubuntu1804-cuda10.2-trt7.0.0.11-ga-20191216_1-1_amd64.deb | |
# sudo apt-key add /var/nv-tensorrt-repo-cuda10.2-trt7.0.0.11-ga-20191216/7fa2af80.pub | |
# sudo apt update | |
# sudo apt install tensorrt | |
# sudo apt-get install uff-converter-tf | |
# wget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/python3-libnvinfer_7.0.0-1+cuda10.2_amd64.deb | |
# wget https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/python3-libnvinfer-dev_7.0.0-1+cuda10.2_amd64.deb | |
# sudo dpkg -i python3-libnvinfer_7.0.0-1+cuda10.2_amd64.deb | |
# sudo dpkg -i python3-libnvinfer-dev_7.0.0-1+cuda10.2_amd64.deb | |
# sudo apt install \ | |
# python3-libnvinfer \ | |
# python3-libnvinfer-dev | |
PATH=/usr/local/cuda-10.2/bin:$PATH \ | |
LD_LIBRARY_PATH=/usr/local/cuda-10.2/lib64:$LD_LIBRARY_PATH \ | |
TF_CUDA_VERSION=10.2 \ | |
TF_CUDNN_VERSION=7 | |
bazel version | |
cd tensorflow | |
./configure | |
bazel build \ | |
--config=opt \ | |
--config=cuda \ | |
--config=v2 \ | |
--local_resources=16000.0,12.0,1.0 \ | |
--host_force_python=PY3 \ | |
--noincompatible_do_not_split_linking_cmdline \ | |
//tensorflow/tools/pip_package:build_pip_package | |
./bazel-bin/tensorflow/tools/pip_package/build_pip_package /tmp/tensorflow_pkg | |
cp /tmp/tensorflow_pkg/tensorflow-2.2.0-cp37-cp37m-linux_x86_64.whl /tensort | |
cd .. | |
ls -l | |
pip3 uninstall tensorflow-gpu tensorflow | |
pip3 install tensorflow-2.2.0-cp37-cp37m-linux_x86_64.whl | |
#check | |
# >>> import tensorflow as tf | |
# >>> from tensorflow.python.client import device_lib | |
# >>> device_lib.list_local_devices() | |
# link to whl: | |
# https://drive.google.com/open?id=1PGisZ9fvpg777zkGFQA5O33_lF1bgAS7 |
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