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#!/bin/bash
# Copyright 2019 Huawei Technologies Co., Ltd
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================
set -e
BASEPATH=$(cd "$(dirname $0)"; pwd)
CUDA_PATH=""
CUDNN_PATH=""
export BUILD_PATH="${BASEPATH}/build/"
# print usage message
usage()
{
echo "Usage:"
echo "bash build.sh [-d] [-r] [-v] [-c on|off] [-t on|off] [-g on|off] [-h] [-b ge] [-m infer|train] \\"
echo " [-a on|off] [-Q on|off] [-p on|off] [-i] [-L] [-R] [-D on|off] [-j[n]] [-e gpu|d|cpu] \\"
echo " [-P on|off] [-z [on|off]] [-M on|off] [-V 9.2|10.1] [-I] [-K]"
echo ""
echo "Options:"
echo " -d Debug mode"
echo " -r Release mode, default mode"
echo " -v Display build command"
echo " -c Enable code coverage, default off"
echo " -t Run testcases, default on"
echo " -g Use glog to output log, default on"
echo " -h Print usage"
echo " -b Select other backend, available: \\"
echo " ge:graph engine"
echo " -m Select graph engine backend mode, available: infer, train, default is infer"
echo " -a Enable ASAN, default off"
echo " -p Enable pipeline profile, print to stdout, default off"
echo " -R Enable pipeline profile, record to json, default off"
echo " -i Enable increment building, default off"
echo " -L Enable load ANF-IR as input of 'infer', default off"
echo " -j[n] Set the threads when building (Default: -j8)"
echo " -e Use gpu, d or cpu"
echo " -P Enable dump anf graph to file in ProtoBuffer format, default on"
echo " -Q Enable dump memory, default off"
echo " -D Enable dumping of function graph ir, default on"
echo " -z Compile dataset & mindrecord, default on"
echo " -M Enable MPI and NCCL for GPU training, gpu default on"
echo " -V Specify the minimum required cuda version, default CUDA 9.2"
echo " -I Compile predict, default off"
echo " -K Compile with AKG, default off"
echo " -s Enable serving module, default off"
}
# check value of input is 'on' or 'off'
# usage: check_on_off arg_value arg_name
check_on_off()
{
if [[ "X$1" != "Xon" && "X$1" != "Xoff" ]]; then
echo "Invalid value $1 for option -$2"
usage
exit 1
fi
}
# check and set options
checkopts()
{
# Init default values of build options
THREAD_NUM=8
DEBUG_MODE="off"
VERBOSE=""
ENABLE_COVERAGE="off"
RUN_TESTCASES="off"
ENABLE_BACKEND=""
TRAIN_MODE="INFER"
ENABLE_ASAN="off"
ENABLE_PROFILE="off"
INC_BUILD="off"
ENABLE_LOAD_IR="off"
ENABLE_TIMELINE="off"
ENABLE_DUMP2PROTO="on"
ENABLE_DUMPE2E="off"
ENABLE_DUMP_IR="on"
COMPILE_MINDDATA="on"
ENABLE_MPI="off"
CUDA_VERSION="9.2"
COMPILE_PREDICT="off"
USE_GLOG="on"
PREDICT_PLATFORM=""
ENABLE_AKG="off"
ENABLE_SERVING="off"
# Process the options
while getopts 'drvj:c:t:hsb:a:g:p:ie:m:I:LRP:Q:D:zM:V:K:s' opt
do
OPTARG=$(echo ${OPTARG} | tr '[A-Z]' '[a-z]')
case "${opt}" in
d)
DEBUG_MODE="on"
;;
r)
DEBUG_MODE="off"
;;
v)
VERBOSE="VERBOSE=1"
;;
j)
THREAD_NUM=$OPTARG
;;
c)
check_on_off $OPTARG c
ENABLE_COVERAGE="$OPTARG"
;;
t)
check_on_off $OPTARG t
RUN_TESTCASES="$OPTARG"
;;
g)
check_on_off $OPTARG g
USE_GLOG="$OPTARG"
;;
h)
usage
exit 0
;;
b)
if [[ "X$OPTARG" != "Xge" && "X$OPTARG" != "Xcpu" ]]; then
echo "Invalid value ${OPTARG} for option -b"
usage
exit 1
fi
ENABLE_BACKEND=$(echo "$OPTARG" | tr '[a-z]' '[A-Z]')
if [[ "X$ENABLE_BACKEND" != "XCPU" ]]; then
ENABLE_CPU="on"
fi
;;
a)
check_on_off $OPTARG a
ENABLE_ASAN="$OPTARG"
;;
p)
check_on_off $OPTARG p
ENABLE_PROFILE="$OPTARG"
;;
i)
INC_BUILD="on"
;;
m)
if [[ "X$OPTARG" != "Xinfer" && "X$OPTARG" != "Xtrain" ]]; then
echo "Invalid value ${OPTARG} for option -m"
usage
exit 1
fi
TRAIN_MODE=$(echo "$OPTARG" | tr '[a-z]' '[A-Z]')
;;
L)
ENABLE_LOAD_IR="on"
echo "build with enable load anf ir"
;;
R)
ENABLE_TIMELINE="on"
echo "enable time_line record"
;;
e)
if [[ "X$OPTARG" == "Xgpu" ]]; then
ENABLE_GPU="on"
ENABLE_CPU="on"
ENABLE_MPI="on"
elif [[ "X$OPTARG" == "Xd" || "X$OPTARG" == "Xascend" ]]; then
ENABLE_D="on"
ENABLE_CPU="on"
elif [[ "X$OPTARG" == "Xcpu" ]]; then
ENABLE_CPU="on"
else
echo "Invalid value ${OPTARG} for option -e"
usage
exit 1
fi
;;
M)
check_on_off $OPTARG M
ENABLE_MPI="$OPTARG"
;;
V)
if [[ "X$OPTARG" != "X9.2" && "X$OPTARG" != "X10.1" ]]; then
echo "Invalid value ${OPTARG} for option -V"
usage
exit 1
fi
CUDA_VERSION="$OPTARG"
;;
P)
check_on_off $OPTARG p
ENABLE_DUMP2PROTO="$OPTARG"
echo "enable dump anf graph to proto file"
;;
Q)
check_on_off $OPTARG Q
ENABLE_DUMPE2E="$OPTARG"
echo "enable dump end to end"
;;
D)
check_on_off $OPTARG D
ENABLE_DUMP_IR="$OPTARG"
echo "enable dump function graph ir"
;;
z)
eval ARG=\$\{$OPTIND\}
if [[ -n $ARG && $ARG != -* ]]; then
OPTARG=$ARG
check_on_off $OPTARG z
OPTIND=$((OPTIND + 1))
else
OPTARG=""
fi
if [[ "X$OPTARG" == "Xoff" ]]; then
COMPILE_MINDDATA="off"
fi
;;
I)
COMPILE_PREDICT="on"
if [[ "$OPTARG" == "arm64" ]]; then
PREDICT_PLATFORM="arm64"
elif [[ "$OPTARG" == "x86_64" ]]; then
PREDICT_PLATFORM="x86_64"
else
echo "-I parameter must be arm64 or x86_64"
exit 1
fi
;;
K)
ENABLE_AKG="on"
echo "enable compile with akg"
;;
s)
ENABLE_SERVING="on"
echo "enable serving"
;;
*)
echo "Unknown option ${opt}!"
usage
exit 1
esac
done
}
checkopts "$@"
echo "---------------- mindspore: build start ----------------"
mkdir -pv "${BUILD_PATH}/package/mindspore/lib"
git submodule update --init graphengine
if [[ "X$ENABLE_AKG" = "Xon" ]] && [[ "X$ENABLE_D" = "Xon" ]]; then
git submodule update --init --recursive akg
fi
build_exit()
{
echo "$@" >&2
stty echo
exit 1
}
# Create building path
build_mindspore()
{
echo "start build mindspore project."
mkdir -pv "${BUILD_PATH}/mindspore"
cd "${BUILD_PATH}/mindspore"
CMAKE_ARGS="-DDEBUG_MODE=$DEBUG_MODE -DBUILD_PATH=$BUILD_PATH"
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_LOAD_ANF_IR=$ENABLE_LOAD_IR"
if [[ "X$ENABLE_COVERAGE" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_COVERAGE=ON"
fi
if [[ "X$RUN_TESTCASES" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_TESTCASES=ON"
fi
if [[ -n "$ENABLE_BACKEND" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_${ENABLE_BACKEND}=ON"
fi
if [[ -n "$TRAIN_MODE" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_${TRAIN_MODE}=ON"
fi
if [[ "X$ENABLE_ASAN" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_ASAN=ON"
fi
if [[ "X$ENABLE_PROFILE" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_PROFILE=ON"
fi
if [[ "X$ENABLE_TIMELINE" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_TIMELINE=ON"
fi
if [[ "X$ENABLE_DUMP2PROTO" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_DUMP_PROTO=ON"
fi
if [[ "X$ENABLE_DUMPE2E" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_DUMP_E2E=ON"
fi
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_DUMP_IR=${ENABLE_DUMP_IR}"
if [[ "X$ENABLE_MPI" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_MPI=ON"
fi
if [[ "X$ENABLE_D" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_D=ON"
fi
if [[ "X$ENABLE_GPU" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_GPU=ON -DCUDA_PATH=$CUDA_PATH -DCUDNN_PATH=$CUDNN_PATH -DMS_REQUIRE_CUDA_VERSION=${CUDA_VERSION}"
fi
if [[ "X$ENABLE_CPU" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_CPU=ON"
fi
if [[ "X$COMPILE_MINDDATA" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_MINDDATA=ON"
fi
if [[ "X$USE_GLOG" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DUSE_GLOG=ON"
fi
if [[ "X$ENABLE_AKG" = "Xon" ]] && [[ "X$ENABLE_D" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_AKG=ON"
fi
if [[ "X$ENABLE_SERVING" = "Xon" ]]; then
CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_SERVING=ON"
fi
echo "${CMAKE_ARGS}"
if [[ "X$INC_BUILD" = "Xoff" ]]; then
cmake ${CMAKE_ARGS} ../..
fi
if [[ -n "$VERBOSE" ]]; then
CMAKE_VERBOSE="--verbose"
fi
cmake --build . --target package ${CMAKE_VERBOSE} -j$THREAD_NUM
echo "success to build mindspore project!"
}
build_predict()
{
git submodule update --init --recursive third_party/incubator-tvm
echo "start build predict project"
git submodule update --init --recursive third_party/flatbuffers
git submodule update --init --recursive third_party/googletest
git submodule update --init --recursive third_party/protobuf
rm -rf "${BASEPATH}/predict/build"
mkdir -pv "${BASEPATH}/predict/build"
rm -rf "${BASEPATH}/predict/output"
mkdir -pv "${BASEPATH}/predict/output"
if [[ "$PREDICT_PLATFORM" == "arm64" ]]; then
if [ "${ANDROID_NDK}" ]; then
echo -e "\e[31mANDROID_NDK_PATH=$ANDROID_NDK \e[0m"
else
echo -e "\e[31mplease set ANDROID_NDK_PATH in environment variable for example: export ANDROID_NDK=/root/usr/android-ndk-r16b/ \e[0m"
exit 1
fi
fi
#build flatbuf
cd "${BASEPATH}/third_party/flatbuffers"
rm -rf build && mkdir -p build && cd build && cmake .. && make -j$THREAD_NUM
FLATC="${BASEPATH}"/third_party/flatbuffers/build/flatc
cd "${BASEPATH}"/predict/schema && mkdir -p "${BASEPATH}"/predict/schema/inner
find . -name "*.fbs" -print0 | xargs -0 "${FLATC}" -c -b
find . -name "*.fbs" -print0 | xargs -0 "${FLATC}" -c -b --reflect-types --gen-mutable --reflect-names --gen-object-api -o ${BASEPATH}/predict/schema/inner
# check LLVM_PATH
if [ "${LLVM_PATH}" == "" ]; then
echo "Please set LLVM_PATH in env for example export LLVM_PATH=/xxxx/bin/llvm-config"
exit
fi
#build tvm
tvm_open_source="${BASEPATH}/third_party/incubator-tvm"
tvm_kernel_build="${BASEPATH}/predict/module/tvm_kernel"
if [ ! -f "${tvm_kernel_build}"/incubator-tvm/build/libtvm.so ]; then
rm -fr "${tvm_kernel_build}"/incubator-tvm
cp -fr "${tvm_open_source}" "${tvm_kernel_build}"
mkdir -p "${tvm_kernel_build}"/incubator-tvm/build
patch -d "${tvm_kernel_build}"/incubator-tvm -p1 < "${BASEPATH}"/third_party/patch/predict/0001-RetBugFix-CustomRuntime_v06.patch
cp "${tvm_kernel_build}"/lite/src/codegen/llvm/lite_rtfunc_reset.cc "${tvm_kernel_build}"/incubator-tvm/src/codegen/llvm/
cp "${tvm_open_source}"/cmake/config.cmake "${tvm_kernel_build}"/incubator-tvm
if [ "${LLVM_PATH}" ]; then
sed -i "s#set(USE_LLVM .*)#set(USE_LLVM \"${LLVM_PATH}\")#g" "${tvm_kernel_build}"/incubator-tvm/config.cmake
else
echo "need set LLVM_PATH in env for example export LLVM_PATH=/xxxx/bin/llvm-config"
fi
cd "${tvm_kernel_build}"/incubator-tvm/build
cmake ..
make -j$THREAD_NUM
else
cd "${tvm_kernel_build}"/incubator-tvm/build
make -j$THREAD_NUM
fi
#gen op
predict_tvm_op_lib_path="${BASEPATH}/predict/module/tvm_kernel/build/lib_x86"
predict_platform="x86"
if [[ "$PREDICT_PLATFORM" == "arm64" ]]; then
predict_tvm_op_lib_path="${BASEPATH}/predict/module/tvm_kernel/build/lib_arm64"
predict_platform="arm64"
fi
need_get_libs=true
if [ -d "${predict_tvm_op_lib_path}" ]; then
file_list=$(ls "${predict_tvm_op_lib_path}")
if [ -n "${file_list}" ]; then
libstime=$(stat -c %Y "${predict_tvm_op_lib_path}"/* | sort -u | tail -n1)
pythontime=$(find "${BASEPATH}"/predict/module/tvm_kernel/lite/python/ -name "*.py" -exec stat -c %Y {} \; |
sort -u | tail -n1)
if [ "${libstime}" -ge "${pythontime}" ]; then
need_get_libs=false
else
rm -fr "${predict_tvm_op_lib_path}"
fi
fi
fi
if $need_get_libs; then
PYTHONPATH_OLD=${PYTHONPATH}
export PYTHONPATH="${tvm_kernel_build}/incubator-tvm/python:${tvm_kernel_build}/incubator-tvm/topi/python:${tvm_kernel_build}/incubator-tvm/nnvm/python:${tvm_kernel_build}/lite/python:"
cd "${BASEPATH}"/predict/module/tvm_kernel/lite/python/at_ops
python3 at_gen_strip.py ${predict_platform}
export PYTHONPATH=${PYTHONPATH_OLD}
fi
cd "${BASEPATH}/predict/build"
if [[ "$PREDICT_PLATFORM" == "arm64" ]]; then
cmake -DCMAKE_TOOLCHAIN_FILE="${ANDROID_NDK}/build/cmake/android.toolchain.cmake" \
-DANDROID_NATIVE_API_LEVEL=android-19 -DANDROID_NDK="${ANDROID_NDK}" \
-DANDROID_TOOLCHAIN_NAME="aarch64-linux-android-clang" -DANDROID_STL="c++_shared" \
-DANDROID_ABI="arm64-v8a" -DENABLE_PREDICT_ARM64=ON -DANDROID_ALLOW_UNDEFINED_SYMBOLS=TRUE ..
elif [[ "$PREDICT_PLATFORM" == "x86_64" ]]; then
cmake ..
fi
make ${VERBOSE} -j$THREAD_NUM
if [[ "$PREDICT_PLATFORM" == "x86_64" ]]; then
cd "${BASEPATH}/predict/build/test" && ./run_tests.sh
fi
# copy securec include files
mkdir -p "${BASEPATH}/predict/output/include/securec/include"
cp "${BASEPATH}"/third_party/securec/include/* "${BASEPATH}"/predict/output/include/securec/include
cd "${BASEPATH}/predict/output/"
if [[ "$PREDICT_PLATFORM" == "x86_64" ]]; then
tar -cf MSPredict-0.3.0-linux_x86_64.tar.gz include/ lib/ --warning=no-file-changed
elif [[ "$PREDICT_PLATFORM" == "arm64" ]]; then
tar -cf MSPredict-0.3.0-linux_aarch64.tar.gz include/ lib/ --warning=no-file-changed
fi
echo "success to build predict project!"
}
if [[ "X$COMPILE_PREDICT" = "Xon" ]]; then
build_predict
echo "---------------- mindspore: build end ----------------"
exit
else
build_mindspore
fi
cp -rf ${BUILD_PATH}/package/mindspore/lib ${BUILD_PATH}/../mindspore
cp -rf ${BUILD_PATH}/package/mindspore/*.so ${BUILD_PATH}/../mindspore
echo "---------------- mindspore: build end ----------------"
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