pytorch/.ci/pytorch/build.sh

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#!/bin/bash
set -ex
# Required environment variable: $BUILD_ENVIRONMENT
# (This is set by default in the Docker images we build, so you don't
# need to set it yourself.
# shellcheck source=./common.sh
source "$(dirname "${BASH_SOURCE[0]}")/common.sh"
# shellcheck source=./common-build.sh
source "$(dirname "${BASH_SOURCE[0]}")/common-build.sh"
if [[ "$BUILD_ENVIRONMENT" == *-clang7-asan* ]]; then
exec "$(dirname "${BASH_SOURCE[0]}")/build-asan.sh" "$@"
fi
if [[ "$BUILD_ENVIRONMENT" == *-clang7-tsan* ]]; then
exec "$(dirname "${BASH_SOURCE[0]}")/build-tsan.sh" "$@"
fi
if [[ "$BUILD_ENVIRONMENT" == *-mobile-*build* ]]; then
exec "$(dirname "${BASH_SOURCE[0]}")/build-mobile.sh" "$@"
fi
echo "Python version:"
python --version
echo "GCC version:"
gcc --version
echo "CMake version:"
cmake --version
echo "Environment variables:"
env
if [[ "$BUILD_ENVIRONMENT" == *cuda* ]]; then
echo "NVCC version:"
nvcc --version
fi
if [[ "$BUILD_ENVIRONMENT" == *cuda11* ]]; then
if [[ "$BUILD_ENVIRONMENT" != *cuda11.3* && "$BUILD_ENVIRONMENT" != *clang* ]]; then
# TODO: there is a linking issue when building with UCC using clang,
# disable it for now and to be fix later.
export USE_UCC=1
export USE_SYSTEM_UCC=1
fi
fi
if [[ ${BUILD_ENVIRONMENT} == *"caffe2"* ]]; then
echo "Caffe2 build is ON"
export BUILD_CAFFE2=ON
fi
if [[ ${BUILD_ENVIRONMENT} == *"paralleltbb"* ]]; then
export ATEN_THREADING=TBB
export USE_TBB=1
elif [[ ${BUILD_ENVIRONMENT} == *"parallelnative"* ]]; then
export ATEN_THREADING=NATIVE
fi
# Enable LLVM dependency for TensorExpr testing
if [[ "$BUILD_ENVIRONMENT" == *rocm* ]]; then
export USE_LLVM=/opt/rocm/llvm
export LLVM_DIR=/opt/rocm/llvm/lib/cmake/llvm
else
export USE_LLVM=/opt/llvm
export LLVM_DIR=/opt/llvm/lib/cmake/llvm
fi
if ! which conda; then
# In ROCm CIs, we are doing cross compilation on build machines with
# intel cpu and later run tests on machines with amd cpu.
# Also leave out two builds to make sure non-mkldnn builds still work.
if [[ "$BUILD_ENVIRONMENT" != *rocm* ]]; then
export USE_MKLDNN=1
else
export USE_MKLDNN=0
fi
else
export CMAKE_PREFIX_PATH=/opt/conda
fi
if [[ "$BUILD_ENVIRONMENT" == *libtorch* ]]; then
POSSIBLE_JAVA_HOMES=()
POSSIBLE_JAVA_HOMES+=(/usr/local)
POSSIBLE_JAVA_HOMES+=(/usr/lib/jvm/java-8-openjdk-amd64)
POSSIBLE_JAVA_HOMES+=(/Library/Java/JavaVirtualMachines/*.jdk/Contents/Home)
# Add the Windows-specific JNI
POSSIBLE_JAVA_HOMES+=("$PWD/.circleci/windows-jni/")
for JH in "${POSSIBLE_JAVA_HOMES[@]}" ; do
if [[ -e "$JH/include/jni.h" ]] ; then
# Skip if we're not on Windows but haven't found a JAVA_HOME
if [[ "$JH" == "$PWD/.circleci/windows-jni/" && "$OSTYPE" != "msys" ]] ; then
break
fi
echo "Found jni.h under $JH"
export JAVA_HOME="$JH"
export BUILD_JNI=ON
break
fi
done
if [ -z "$JAVA_HOME" ]; then
echo "Did not find jni.h"
fi
fi
# Use special scripts for Android builds
if [[ "${BUILD_ENVIRONMENT}" == *-android* ]]; then
export ANDROID_NDK=/opt/ndk
build_args=()
if [[ "${BUILD_ENVIRONMENT}" == *-arm-v7a* ]]; then
build_args+=("-DANDROID_ABI=armeabi-v7a")
elif [[ "${BUILD_ENVIRONMENT}" == *-arm-v8a* ]]; then
build_args+=("-DANDROID_ABI=arm64-v8a")
elif [[ "${BUILD_ENVIRONMENT}" == *-x86_32* ]]; then
build_args+=("-DANDROID_ABI=x86")
elif [[ "${BUILD_ENVIRONMENT}" == *-x86_64* ]]; then
build_args+=("-DANDROID_ABI=x86_64")
fi
if [[ "${BUILD_ENVIRONMENT}" == *vulkan* ]]; then
build_args+=("-DUSE_VULKAN=ON")
fi
build_args+=("-DUSE_LITE_INTERPRETER_PROFILER=OFF")
exec ./scripts/build_android.sh "${build_args[@]}" "$@"
fi
if [[ "$BUILD_ENVIRONMENT" != *android* && "$BUILD_ENVIRONMENT" == *vulkan* ]]; then
export USE_VULKAN=1
# shellcheck disable=SC1091
source /var/lib/jenkins/vulkansdk/setup-env.sh
fi
if [[ "$BUILD_ENVIRONMENT" == *rocm* ]]; then
# hcc used to run out of memory, silently exiting without stopping
# the build process, leaving undefined symbols in the shared lib,
# causing undefined symbol errors when later running tests.
# We used to set MAX_JOBS to 4 to avoid, but this is no longer an issue.
if [ -z "$MAX_JOBS" ]; then
export MAX_JOBS=$(($(nproc) - 1))
fi
if [[ -n "$CI" && -z "$PYTORCH_ROCM_ARCH" ]]; then
# Set ROCM_ARCH to gfx906 for CI builds, if user doesn't override.
echo "Limiting PYTORCH_ROCM_ARCH to gfx906 for CI builds"
export PYTORCH_ROCM_ARCH="gfx906"
fi
# hipify sources
python tools/amd_build/build_amd.py
fi
# sccache will fail for CUDA builds if all cores are used for compiling
# gcc 7 with sccache seems to have intermittent OOM issue if all cores are used
if [ -z "$MAX_JOBS" ]; then
if { [[ "$BUILD_ENVIRONMENT" == *cuda* ]] || [[ "$BUILD_ENVIRONMENT" == *gcc7* ]]; } && which sccache > /dev/null; then
export MAX_JOBS=$(($(nproc) - 1))
fi
fi
# TORCH_CUDA_ARCH_LIST must be passed from an environment variable
if [[ "$BUILD_ENVIRONMENT" == *cuda* && -z "$TORCH_CUDA_ARCH_LIST" ]]; then
echo "TORCH_CUDA_ARCH_LIST must be defined"
exit 1
fi
if [[ "${BUILD_ENVIRONMENT}" == *clang* ]]; then
export CC=clang
export CXX=clang++
fi
if [[ "${BUILD_ENVIRONMENT}" == *no-ops* ]]; then
export USE_PER_OPERATOR_HEADERS=0
fi
if [[ "${BUILD_ENVIRONMENT}" == *-pch* ]]; then
export USE_PRECOMPILED_HEADERS=1
fi
if [[ "${BUILD_ENVIRONMENT}" == *linux-focal-py3.7-gcc7-build* ]]; then
export USE_GLOO_WITH_OPENSSL=ON
fi
if [[ "${BUILD_ENVIRONMENT}" != *android* && "${BUILD_ENVIRONMENT}" != *cuda* ]]; then
export BUILD_STATIC_RUNTIME_BENCHMARK=ON
fi
if [[ "$BUILD_ENVIRONMENT" == *-bazel-* ]]; then
set -e
get_bazel
# Leave 1 CPU free and use only up to 80% of memory to reduce the change of crashing
# the runner
BAZEL_MEM_LIMIT="--local_ram_resources=HOST_RAM*.8"
BAZEL_CPU_LIMIT="--local_cpu_resources=HOST_CPUS-1"
tools/bazel build --config=no-tty "${BAZEL_MEM_LIMIT}" "${BAZEL_CPU_LIMIT}" //...
# Build torch, the Python module, and tests for CPU-only
tools/bazel build --config=no-tty "${BAZEL_MEM_LIMIT}" "${BAZEL_CPU_LIMIT}" --config=cpu-only :torch :_C.so :all_tests
else
# check that setup.py would fail with bad arguments
echo "The next three invocations are expected to fail with invalid command error messages."
( ! get_exit_code python setup.py bad_argument )
( ! get_exit_code python setup.py clean] )
( ! get_exit_code python setup.py clean bad_argument )
if [[ "$BUILD_ENVIRONMENT" != *libtorch* ]]; then
# rocm builds fail when WERROR=1
# XLA test build fails when WERROR=1
# set only when building other architectures
# or building non-XLA tests.
if [[ "$BUILD_ENVIRONMENT" != *rocm* &&
"$BUILD_ENVIRONMENT" != *xla* ]]; then
WERROR=1 python setup.py bdist_wheel
else
python setup.py bdist_wheel
fi
pip_install_whl "$(echo dist/*.whl)"
# TODO: I'm not sure why, but somehow we lose verbose commands
set -x
assert_git_not_dirty
# Copy ninja build logs to dist folder
mkdir -p dist
if [ -f build/.ninja_log ]; then
cp build/.ninja_log dist
fi
if [[ "$BUILD_ENVIRONMENT" == *rocm* ]]; then
# remove sccache wrappers post-build; runtime compilation of MIOpen kernels does not yet fully support them
sudo rm -f /opt/cache/bin/cc
sudo rm -f /opt/cache/bin/c++
sudo rm -f /opt/cache/bin/gcc
sudo rm -f /opt/cache/bin/g++
pushd /opt/rocm/llvm/bin
if [[ -d original ]]; then
sudo mv original/clang .
sudo mv original/clang++ .
fi
sudo rm -rf original
popd
fi
CUSTOM_TEST_ARTIFACT_BUILD_DIR=${CUSTOM_TEST_ARTIFACT_BUILD_DIR:-"build/custom_test_artifacts"}
CUSTOM_TEST_USE_ROCM=$([[ "$BUILD_ENVIRONMENT" == *rocm* ]] && echo "ON" || echo "OFF")
CUSTOM_TEST_MODULE_PATH="${PWD}/cmake/public"
mkdir -pv "${CUSTOM_TEST_ARTIFACT_BUILD_DIR}"
# Build custom operator tests.
CUSTOM_OP_BUILD="${CUSTOM_TEST_ARTIFACT_BUILD_DIR}/custom-op-build"
CUSTOM_OP_TEST="$PWD/test/custom_operator"
python --version
SITE_PACKAGES="$(python -c 'from distutils.sysconfig import get_python_lib; print(get_python_lib())')"
mkdir -p "$CUSTOM_OP_BUILD"
pushd "$CUSTOM_OP_BUILD"
cmake "$CUSTOM_OP_TEST" -DCMAKE_PREFIX_PATH="$SITE_PACKAGES/torch" -DPYTHON_EXECUTABLE="$(which python)" \
-DCMAKE_MODULE_PATH="$CUSTOM_TEST_MODULE_PATH" -DUSE_ROCM="$CUSTOM_TEST_USE_ROCM"
make VERBOSE=1
popd
assert_git_not_dirty
# Build jit hook tests
JIT_HOOK_BUILD="${CUSTOM_TEST_ARTIFACT_BUILD_DIR}/jit-hook-build"
JIT_HOOK_TEST="$PWD/test/jit_hooks"
python --version
SITE_PACKAGES="$(python -c 'from distutils.sysconfig import get_python_lib; print(get_python_lib())')"
mkdir -p "$JIT_HOOK_BUILD"
pushd "$JIT_HOOK_BUILD"
cmake "$JIT_HOOK_TEST" -DCMAKE_PREFIX_PATH="$SITE_PACKAGES/torch" -DPYTHON_EXECUTABLE="$(which python)" \
-DCMAKE_MODULE_PATH="$CUSTOM_TEST_MODULE_PATH" -DUSE_ROCM="$CUSTOM_TEST_USE_ROCM"
make VERBOSE=1
popd
assert_git_not_dirty
# Build custom backend tests.
CUSTOM_BACKEND_BUILD="${CUSTOM_TEST_ARTIFACT_BUILD_DIR}/custom-backend-build"
CUSTOM_BACKEND_TEST="$PWD/test/custom_backend"
python --version
mkdir -p "$CUSTOM_BACKEND_BUILD"
pushd "$CUSTOM_BACKEND_BUILD"
cmake "$CUSTOM_BACKEND_TEST" -DCMAKE_PREFIX_PATH="$SITE_PACKAGES/torch" -DPYTHON_EXECUTABLE="$(which python)" \
-DCMAKE_MODULE_PATH="$CUSTOM_TEST_MODULE_PATH" -DUSE_ROCM="$CUSTOM_TEST_USE_ROCM"
make VERBOSE=1
popd
assert_git_not_dirty
else
# Test no-Python build
echo "Building libtorch"
# This is an attempt to mitigate flaky libtorch build OOM error. By default, the build parallelization
# is set to be the number of CPU minus 2. So, let's try a more conservative value here. A 4xlarge has
# 16 CPUs
MAX_JOBS=$(nproc --ignore=4)
export MAX_JOBS
# NB: Install outside of source directory (at the same level as the root
# pytorch folder) so that it doesn't get cleaned away prior to docker push.
BUILD_LIBTORCH_PY=$PWD/tools/build_libtorch.py
mkdir -p ../cpp-build/caffe2
pushd ../cpp-build/caffe2
WERROR=1 VERBOSE=1 DEBUG=1 python "$BUILD_LIBTORCH_PY"
popd
fi
fi
if [[ "$BUILD_ENVIRONMENT" != *libtorch* && "$BUILD_ENVIRONMENT" != *bazel* ]]; then
# export test times so that potential sharded tests that'll branch off this build will use consistent data
# don't do this for libtorch as libtorch is C++ only and thus won't have python tests run on its build
python tools/stats/export_test_times.py
fi
print_sccache_stats