Files
pytorch/scripts/build_android.sh
Jing Xu 3c7044728b Enable Intel® VTune™ Profiler's Instrumentation and Tracing Technology APIs (ITT) to PyTorch (#63289)
More detailed description of benefits can be found at #41001. This is Intel's counterpart of NVidia’s NVTX (https://pytorch.org/docs/stable/autograd.html#torch.autograd.profiler.emit_nvtx).

ITT is a functionality for labeling trace data during application execution across different Intel tools.
For integrating Intel(R) VTune Profiler into Kineto, ITT needs to be integrated into PyTorch first. It works with both standalone VTune Profiler [(https://www.intel.com/content/www/us/en/developer/tools/oneapi/vtune-profiler.html](https://www.intel.com/content/www/us/en/developer/tools/oneapi/vtune-profiler.html)) and Kineto-integrated VTune functionality in the future.
It works for both Intel CPU and Intel XPU devices.

Pitch
Add VTune Profiler's ITT API function calls to annotate PyTorch ops, as well as developer customized code scopes on CPU, like NVTX for NVidia GPU.

This PR rebases the code changes at https://github.com/pytorch/pytorch/pull/61335 to the latest master branch.

Usage example:
```
with torch.autograd.profiler.emit_itt():
    for i in range(10):
        torch.itt.range_push('step_{}'.format(i))
        model(input)
        torch.itt.range_pop()
```

cc @ilia-cher @robieta @chaekit @gdankel @bitfort @ngimel @orionr @nbcsm @guotuofeng @guyang3532 @gaoteng-git
Pull Request resolved: https://github.com/pytorch/pytorch/pull/63289
Approved by: https://github.com/malfet
2022-07-13 13:50:15 +00:00

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#!/bin/bash
##############################################################################
# Example command to build the android target.
##############################################################################
#
# This script shows how one can build a Caffe2 binary for the Android platform
# using android-cmake. A few notes:
#
# (1) This build also does a host build for protobuf. You will need autoconf
# to carry out this. If autoconf is not possible, you will need to provide
# a pre-built protoc binary that is the same version as the protobuf
# version under third_party.
# If you are building on Mac, you might need to install autotool and
# libtool. The easiest way is via homebrew:
# brew install automake
# brew install libtool
# (2) You will need to have android ndk installed. The current script assumes
# that you set ANDROID_NDK to the location of ndk.
# (3) The toolchain and the build target platform can be specified with the
# cmake arguments below. For more details, check out android-cmake's doc.
set -e
# Android specific flags
if [ -z "$ANDROID_ABI" ]; then
ANDROID_ABI="armeabi-v7a with NEON"
fi
ANDROID_NATIVE_API_LEVEL="21"
echo "Build with ANDROID_ABI[$ANDROID_ABI], ANDROID_NATIVE_API_LEVEL[$ANDROID_NATIVE_API_LEVEL]"
CAFFE2_ROOT="$( cd "$(dirname "$0")"/.. ; pwd -P)"
if [ -z "$ANDROID_NDK" ]; then
echo "ANDROID_NDK not set; please set it to the Android NDK directory"
exit 1
fi
if [ ! -d "$ANDROID_NDK" ]; then
echo "ANDROID_NDK not a directory; did you install it under $ANDROID_NDK?"
exit 1
fi
if [ -z "$PYTHON" ]; then
PYTHON=python
PYTHON_VERSION_MAJOR=$($PYTHON -c 'import sys; print(sys.version_info[0])')
if [ "${PYTHON_VERSION_MAJOR}" -le 2 ]; then
echo "Default python executable is Python-2, trying to use python3 alias"
PYTHON=python3
fi
fi
ANDROID_NDK_PROPERTIES="$ANDROID_NDK/source.properties"
[ -f "$ANDROID_NDK_PROPERTIES" ] && ANDROID_NDK_VERSION=$(sed -n 's/^Pkg.Revision[^=]*= *\([0-9]*\)\..*$/\1/p' "$ANDROID_NDK_PROPERTIES")
echo "Bash: $(/bin/bash --version | head -1)"
echo "Python: $($PYTHON -c 'import sys; print(sys.version)')"
echo "Caffe2 path: $CAFFE2_ROOT"
echo "Using Android NDK at $ANDROID_NDK"
echo "Android NDK version: $ANDROID_NDK_VERSION"
CMAKE_ARGS=()
if [ -z "${BUILD_CAFFE2_MOBILE:-}" ]; then
# Build PyTorch mobile
CMAKE_ARGS+=("-DCMAKE_PREFIX_PATH=$($PYTHON -c 'import sysconfig; print(sysconfig.get_path("purelib"))')")
CMAKE_ARGS+=("-DPYTHON_EXECUTABLE=$($PYTHON -c 'import sys; print(sys.executable)')")
CMAKE_ARGS+=("-DBUILD_CUSTOM_PROTOBUF=OFF")
# custom build with selected ops
if [ -n "${SELECTED_OP_LIST}" ]; then
SELECTED_OP_LIST="$(cd $(dirname $SELECTED_OP_LIST); pwd -P)/$(basename $SELECTED_OP_LIST)"
echo "Choose SELECTED_OP_LIST file: $SELECTED_OP_LIST"
if [ ! -r ${SELECTED_OP_LIST} ]; then
echo "Error: SELECTED_OP_LIST file ${SELECTED_OP_LIST} not found."
exit 1
fi
CMAKE_ARGS+=("-DSELECTED_OP_LIST=${SELECTED_OP_LIST}")
fi
else
# Build Caffe2 mobile
CMAKE_ARGS+=("-DBUILD_CAFFE2_MOBILE=ON")
# Build protobuf from third_party so we have a host protoc binary.
echo "Building protoc"
$CAFFE2_ROOT/scripts/build_host_protoc.sh
# Use locally built protoc because we'll build libprotobuf for the
# target architecture and need an exact version match.
CMAKE_ARGS+=("-DCAFFE2_CUSTOM_PROTOC_EXECUTABLE=$CAFFE2_ROOT/build_host_protoc/bin/protoc")
fi
# If Ninja is installed, prefer it to Make
if [ -x "$(command -v ninja)" ]; then
CMAKE_ARGS+=("-GNinja")
fi
# Use android-cmake to build Android project from CMake.
CMAKE_ARGS+=("-DCMAKE_TOOLCHAIN_FILE=$ANDROID_NDK/build/cmake/android.toolchain.cmake")
if [ -z "$BUILD_MOBILE_BENCHMARK" ]; then
BUILD_MOBILE_BENCHMARK=0
fi
if [ -z "$BUILD_MOBILE_TEST" ]; then
BUILD_MOBILE_TEST=0
fi
# Don't build artifacts we don't need
CMAKE_ARGS+=("-DBUILD_TEST=OFF")
CMAKE_ARGS+=("-DBUILD_BINARY=OFF")
# If there exists env variable and it equals to 0, build full jit interpreter.
# Default behavior is to build lite interpreter
# cmd: BUILD_LITE_INTERPRETER=0 ./scripts/build_android.sh
if [ "${BUILD_LITE_INTERPRETER}" == 0 ]; then
CMAKE_ARGS+=("-DBUILD_LITE_INTERPRETER=OFF")
else
CMAKE_ARGS+=("-DBUILD_LITE_INTERPRETER=ON")
fi
if [ "${TRACING_BASED}" == 1 ]; then
CMAKE_ARGS+=("-DTRACING_BASED=ON")
else
CMAKE_ARGS+=("-DTRACING_BASED=OFF")
fi
if [ "${USE_LIGHTWEIGHT_DISPATCH}" == 1 ]; then
CMAKE_ARGS+=("-DUSE_LIGHTWEIGHT_DISPATCH=ON")
CMAKE_ARGS+=("-DSTATIC_DISPATCH_BACKEND=CPU")
else
CMAKE_ARGS+=("-DUSE_LIGHTWEIGHT_DISPATCH=OFF")
fi
CMAKE_ARGS+=("-DBUILD_MOBILE_BENCHMARK=$BUILD_MOBILE_BENCHMARK")
CMAKE_ARGS+=("-DBUILD_MOBILE_TEST=$BUILD_MOBILE_TEST")
CMAKE_ARGS+=("-DBUILD_PYTHON=OFF")
CMAKE_ARGS+=("-DBUILD_SHARED_LIBS=OFF")
if (( "${ANDROID_NDK_VERSION:-0}" < 18 )); then
CMAKE_ARGS+=("-DANDROID_TOOLCHAIN=gcc")
else
CMAKE_ARGS+=("-DANDROID_TOOLCHAIN=clang")
fi
# Disable unused dependencies
CMAKE_ARGS+=("-DUSE_CUDA=OFF")
CMAKE_ARGS+=("-DUSE_ITT=OFF")
CMAKE_ARGS+=("-DUSE_GFLAGS=OFF")
CMAKE_ARGS+=("-DUSE_OPENCV=OFF")
CMAKE_ARGS+=("-DUSE_LMDB=OFF")
CMAKE_ARGS+=("-DUSE_LEVELDB=OFF")
CMAKE_ARGS+=("-DUSE_MPI=OFF")
CMAKE_ARGS+=("-DUSE_OPENMP=OFF")
# Only toggle if VERBOSE=1
if [ "${VERBOSE:-}" == '1' ]; then
CMAKE_ARGS+=("-DCMAKE_VERBOSE_MAKEFILE=1")
fi
# Android specific flags
CMAKE_ARGS+=("-DANDROID_NDK=$ANDROID_NDK")
CMAKE_ARGS+=("-DANDROID_ABI=$ANDROID_ABI")
CMAKE_ARGS+=("-DANDROID_NATIVE_API_LEVEL=$ANDROID_NATIVE_API_LEVEL")
CMAKE_ARGS+=("-DANDROID_CPP_FEATURES=rtti exceptions")
if [ "${ANDROID_STL_SHARED:-}" == '1' ]; then
CMAKE_ARGS+=("-DANDROID_STL=c++_shared")
fi
if [ "${ANDROID_DEBUG_SYMBOLS:-}" == '1' ]; then
CMAKE_ARGS+=("-DANDROID_DEBUG_SYMBOLS=1")
fi
if [ -n "${USE_VULKAN}" ]; then
CMAKE_ARGS+=("-DUSE_VULKAN=ON")
if [ -n "${USE_VULKAN_FP16_INFERENCE}" ]; then
CMAKE_ARGS+=("-DUSE_VULKAN_FP16_INFERENCE=ON")
fi
if [ -n "${USE_VULKAN_RELAXED_PRECISION}" ]; then
CMAKE_ARGS+=("-DUSE_VULKAN_RELAXED_PRECISION=ON")
fi
if [ -n "${USE_VULKAN_SHADERC_RUNTIME}" ]; then
CMAKE_ARGS+=("-DUSE_VULKAN_SHADERC_RUNTIME=ON")
fi
fi
# Use-specified CMake arguments go last to allow overridding defaults
CMAKE_ARGS+=($@)
# Now, actually build the Android target.
BUILD_ROOT=${BUILD_ROOT:-"$CAFFE2_ROOT/build_android"}
INSTALL_PREFIX=${BUILD_ROOT}/install
mkdir -p $BUILD_ROOT
cd $BUILD_ROOT
cmake "$CAFFE2_ROOT" \
-DCMAKE_INSTALL_PREFIX=$INSTALL_PREFIX \
-DCMAKE_BUILD_TYPE=Release \
"${CMAKE_ARGS[@]}"
# Cross-platform parallel build
if [ -z "$MAX_JOBS" ]; then
if [ "$(uname)" == 'Darwin' ]; then
MAX_JOBS=$(sysctl -n hw.ncpu)
else
MAX_JOBS=$(nproc)
fi
fi
echo "Will install headers and libs to $INSTALL_PREFIX for further Android project usage."
cmake --build . --target install -- "-j${MAX_JOBS}"
echo "Installation completed, now you can copy the headers/libs from $INSTALL_PREFIX to your Android project directory."