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Bash script for local building TensorFlow on Mac with all CPU optimizations (default pip package has only SSE)
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| #!/bin/bash | |
| # Author: Sasha Nikiforov | |
| # source of inspiration | |
| # https://stackoverflow.com/questions/41293077/how-to-compile-tensorflow-with-sse4-2-and-avx-instructions | |
| # check if VirtuelEnv activated | |
| if [ -z "$VIRTUAL_ENV" ]; then | |
| echo "VirtualEnv is not activated" | |
| exit -1 | |
| fi | |
| VENV_BIN=$VIRTUAL_ENV/bin | |
| VENV_LIB=$VIRTUAL_ENV/lib | |
| # bazel tf needs these env vars | |
| export PYTHON_BIN_PATH=$VENV_BIN/python | |
| export PYTHON_LIB_PATH=$VENV_LIB/`ls $VENV_LIB | grep python` | |
| raw_cpu_flags=`sysctl -a | grep machdep.cpu.features | cut -d ":" -f 2 | tr '[:upper:]' '[:lower:]'` | |
| COPT="--copt=-march=native" | |
| for cpu_feature in $raw_cpu_flags | |
| do | |
| case "$cpu_feature" in | |
| "sse4.1" | "sse4.2" | "ssse3" | "fma" | "cx16" | "popcnt" | "maes") | |
| COPT+=" --copt=-m$cpu_feature" | |
| ;; | |
| "avx1.0") | |
| COPT+=" --copt=-mavx" | |
| ;; | |
| *) | |
| # noop | |
| ;; | |
| esac | |
| done | |
| bazel clean | |
| ./configure | |
| bazel build -c opt $COPT -k //tensorflow/tools/pip_package:build_pip_package | |
| bazel-bin/tensorflow/tools/pip_package/build_pip_package /tmp/tensorflow_pkg | |
| pip install --upgrade /tmp/tensorflow_pkg/`ls /tmp/tensorflow_pkg/ | grep tensorflow` |
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