macOS CatalinaでTensorflow 1.15.3をビルド
ビルド環境
conda create -n tf_38_2 python=3.8 conda activate tf_38_2
pipモジュールのインストール
pip install -U --user pip six 'numpy<1.19.0' wheel setuptools mock 'future>=0.17.1' 'gast==0.2.2' typing_extensions pip install -U --user keras_applications --no-deps pip install -U --user keras_preprocessing --no-deps
git clone https://github.com/tensorflow/tensorflow tensorflow_38_2 cd tensorflow_38_2 git checkout v1.15.3
Bazelのインストール
export BAZEL_VERSION=0.26.1 curl -fLO "https://github.com/bazelbuild/bazel/releases/download/${BAZEL_VERSION}/bazel-${BAZEL_VERSION}-installer-darwin-x86_64.sh" chmod +x "bazel-${BAZEL_VERSION}-installer-darwin-x86_64.sh" ./bazel-${BAZEL_VERSION}-installer-darwin-x86_64.sh --user bazel --version
この２つのパッチを参考にファイルを修正します。
Fix GCC 10.1 compile error. by cbalint13 · Pull Request #40654 · tensorflow/tensorflow · GitHub
py-tensorflow1: fix Python 3.8 build. · macports/macports-ports@f63da02 · GitHub
configureの内容
% ./configure WARNING: --batch mode is deprecated. Please instead explicitly shut down your Bazel server using the command "bazel shutdown". You have bazel 0.26.1 installed. Please specify the location of python. [Default is /Users/tak/opt/anaconda3/envs/tf_38_2/bin/python]: Found possible Python library paths: /Users/tak/opt/anaconda3/envs/tf_38_2/lib/python3.8/site-packages Please input the desired Python library path to use. Default is [/Users/tak/opt/anaconda3/envs/tf_38_2/lib/python3.8/site-packages] Do you wish to build TensorFlow with XLA JIT support? [Y/n]: y XLA JIT support will be enabled for TensorFlow. Do you wish to build TensorFlow with OpenCL SYCL support? [y/N]: n No OpenCL SYCL support will be enabled for TensorFlow. Do you wish to build TensorFlow with ROCm support? [y/N]: n No ROCm support will be enabled for TensorFlow. Do you wish to build TensorFlow with CUDA support? [y/N]: n No CUDA support will be enabled for TensorFlow. Do you wish to download a fresh release of clang? (Experimental) [y/N]: n Clang will not be downloaded. Do you wish to build TensorFlow with MPI support? [y/N]: n No MPI support will be enabled for TensorFlow. Please specify optimization flags to use during compilation when bazel option "--config=opt" is specified [Default is -march=native -Wno-sign-compare]: Would you like to interactively configure ./WORKSPACE for Android builds? [y/N]: n Not configuring the WORKSPACE for Android builds. Do you wish to build TensorFlow with iOS support? [y/N]: n No iOS support will be enabled for TensorFlow. Preconfigured Bazel build configs. You can use any of the below by adding "--config=<>" to your build command. See .bazelrc for more details. --config=mkl # Build with MKL support. --config=monolithic # Config for mostly static monolithic build. --config=gdr # Build with GDR support. --config=verbs # Build with libverbs support. --config=ngraph # Build with Intel nGraph support. --config=numa # Build with NUMA support. --config=dynamic_kernels # (Experimental) Build kernels into separate shared objects. --config=v2 # Build TensorFlow 2.x instead of 1.x. Preconfigured Bazel build configs to DISABLE default on features: --config=noaws # Disable AWS S3 filesystem support. --config=nogcp # Disable GCP support. --config=nohdfs # Disable HDFS support. --config=noignite # Disable Apache Ignite support. --config=nokafka # Disable Apache Kafka support. --config=nonccl # Disable NVIDIA NCCL support. Configuration finished
ビルド実行
bazel build --config=opt //tensorflow/tools/pip_package:build_pip_package
ビルド完了したら以下のパッチを参考にソース修正
./bazel-bin/tensorflow/tools/pip_package/build_pip_package /tmp/tensorflow_pkg
pip install /tmp/tensorflow_pkg/tensorflow-1.15.3-cp38-cp38-macosx_10_15_x86_64.whl
これでビルドは完了です。
