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- #!/bin/bash
- #
- # Copyright (C) 2019 Intel Corporation. All rights reserved.
- # SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
- #
- ####################################
- # build tensorflow-lite sample #
- ####################################
- if [ ! -d "${EMSDK}" ]; then
- echo "can not find emsdk. "
- echo "please refer to https://emscripten.org/docs/getting_started/downloads.html "
- echo "to install it, or active it by 'source <emsdk_dir>emsdk_env.sh'"
- exit
- fi
- set -xe
- EMSDK_WASM_DIR="${EMSDK}/upstream/emscripten/cache/sysroot/lib/wasm32-emscripten"
- BUILD_SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
- OUT_DIR="${BUILD_SCRIPT_DIR}/out"
- TENSORFLOW_DIR="${BUILD_SCRIPT_DIR}/tensorflow"
- TF_LITE_BUILD_DIR="${TENSORFLOW_DIR}/tensorflow/lite/tools/make"
- WAMR_PLATFORM_DIR="${BUILD_SCRIPT_DIR}/../../../product-mini/platforms"
- WAMRC_DIR="${BUILD_SCRIPT_DIR}/../../../wamr-compiler"
- function Clear_Before_Exit
- {
- [[ -f ${TENSORFLOW_DIR}/tf_lite.patch ]] &&
- rm -f ${TENSORFLOW_DIR}/tf_lite.patch
- # resume the libc.a under EMSDK_WASM_DIR
- cd ${EMSDK_WASM_DIR}
- mv libc.a.bak libc.a
- }
- # 1.hack emcc
- cd ${EMSDK_WASM_DIR}
- # back up libc.a
- cp libc.a libc.a.bak
- # delete some objects in libc.a
- emar d libc.a open.o
- emar d libc.a mmap.o
- emar d libc.a munmap.o
- emranlib libc.a
- # 2. build tf-lite
- cd ${BUILD_SCRIPT_DIR}
- # 2.1 clone tf repo from Github and checkout to 2303ed commit
- if [ ! -d "tensorflow" ]; then
- git clone https://github.com/tensorflow/tensorflow.git
- fi
- cd ${TENSORFLOW_DIR}
- git checkout 2303ed4bdb344a1fc4545658d1df6d9ce20331dd
- # 2.2 copy the tf-lite.patch to tensorflow_root_dir and apply
- cd ${TENSORFLOW_DIR}
- cp ${BUILD_SCRIPT_DIR}/tf_lite.patch .
- git checkout tensorflow/lite/tools/make/Makefile
- git checkout tensorflow/lite/tools/make/targets/linux_makefile.inc
- if [[ $(git apply tf_lite.patch 2>&1) =~ "error" ]]; then
- echo "git apply patch failed, please check tf-lite related changes..."
- Clear_Before_Exit
- exit 0
- fi
- cd ${TF_LITE_BUILD_DIR}
- # 2.3 download dependencies
- if [ ! -d "${TF_LITE_BUILD_DIR}/downloads" ]; then
- source download_dependencies.sh
- fi
- # 2.4 build tf-lite target
- if [ -d "${TF_LITE_BUILD_DIR}/gen" ]; then
- rm -fr ${TF_LITE_BUILD_DIR}/gen
- fi
- make -j 4 -C "${TENSORFLOW_DIR}" -f ${TF_LITE_BUILD_DIR}/Makefile
- # remove patch file and recover emcc libc.a after building
- Clear_Before_Exit
- # 2.5 copy /make/gen target files to out/
- rm -rf ${OUT_DIR}
- mkdir ${OUT_DIR}
- cp -r ${TF_LITE_BUILD_DIR}/gen/linux_x86_64/bin/. ${OUT_DIR}/
- # 3. compile tf-model.wasm to tf-model.aot with wamrc
- # 3.1 build wamr-compiler
- cd ${WAMRC_DIR}
- ./build_llvm.sh
- rm -fr build && mkdir build
- cd build && cmake ..
- make
- # 3.2 compile tf-mode.wasm to tf-model.aot
- WAMRC_CMD="$(pwd)/wamrc"
- cd ${OUT_DIR}
- if [[ $1 == '--sgx' ]]; then
- ${WAMRC_CMD} -sgx -o benchmark_model.aot benchmark_model.wasm
- elif [[ $1 == '--threads' ]]; then
- ${WAMRC_CMD} --enable-multi-thread -o benchmark_model.aot benchmark_model.wasm
- else
- ${WAMRC_CMD} -o benchmark_model.aot benchmark_model.wasm
- fi
- # 4. build iwasm with pthread and libc_emcc enable
- # platform:
- # linux by default
- # linux-sgx if $1 equals '--sgx'
- if [[ $1 == '--sgx' ]]; then
- cd ${WAMR_PLATFORM_DIR}/linux-sgx
- rm -fr build && mkdir build
- cd build && cmake .. -DWAMR_BUILD_LIB_PTHREAD=1 -DWAMR_BUILD_LIBC_EMCC=1
- make
- cd ../enclave-sample
- make
- else
- cd ${WAMR_PLATFORM_DIR}/linux
- rm -fr build && mkdir build
- cd build && cmake .. -DWAMR_BUILD_LIB_PTHREAD=1 -DWAMR_BUILD_LIBC_EMCC=1
- make
- fi
- # 5. run tensorflow with iwasm
- cd ${BUILD_SCRIPT_DIR}
- # 5.1 download tf-lite model
- if [ ! -f mobilenet_quant_v1_224.tflite ]; then
- wget "https://storage.googleapis.com/download.tensorflow.org/models/tflite/mobilenet_v1_224_android_quant_2017_11_08.zip"
- unzip mobilenet_v1_224_android_quant_2017_11_08.zip
- fi
- # 5.2 run tf-lite model with iwasm
- echo "---> run tensorflow benchmark model with iwasm"
- if [[ $1 == '--sgx' ]]; then
- IWASM_CMD="${WAMR_PLATFORM_DIR}/linux-sgx/enclave-sample/iwasm"
- else
- IWASM_CMD="${WAMR_PLATFORM_DIR}/linux/build/iwasm"
- fi
- if [[ $1 == '--threads' ]]; then
- ${IWASM_CMD} --heap-size=10475860 \
- ${OUT_DIR}/benchmark_model.aot --num_threads=4 \
- --graph=mobilenet_quant_v1_224.tflite --max_secs=300
- else
- ${IWASM_CMD} --heap-size=10475860 \
- ${OUT_DIR}/benchmark_model.aot \
- --graph=mobilenet_quant_v1_224.tflite --max_secs=300
- fi
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