167 lines
5.5 KiB
Markdown
167 lines
5.5 KiB
Markdown
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# Cross compile snpe inference server on Ubuntu 18
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mmdeploy has provided a prebuilt package, if you want to compile it by self, or need to modify the `.proto` file, you can refer to this document.
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Note that the official gRPC documentation does not have complete support for the NDK.
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## 1. Environment
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| Item | Version | Remarks |
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| ------------------ | -------------- | --------------------------------------------------------- |
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| snpe | 1.59 | 1.60 uses clang-8.0, which may cause compatibility issues |
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| host OS | ubuntu18.04 | snpe1.59 specified version |
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| NDK | r17c | snpe1.59 specified version |
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| gRPC | commit 6f698b5 | - |
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| Hardware equipment | qcom888 | qcom chip required |
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## 2. Cross compile gRPC with NDK
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1. Pull gRPC repo, compile `protoc` and `grpc_cpp_plugin` on host
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```bash
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# Install dependencies
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$ apt-get update && apt-get install -y libssl-dev
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# Compile
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$ git clone https://github.com/grpc/grpc --recursive=1 --depth=1
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$ mkdir -p cmake/build
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$ pushd cmake/build
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$ cmake \
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-DCMAKE_BUILD_TYPE=Release \
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-DgRPC_INSTALL=ON \
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-DgRPC_BUILD_TESTS=OFF \
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-DgRPC_SSL_PROVIDER=package \
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../..
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# Install to host
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$ make -j
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$ sudo make install
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```
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2. Download the NDK and cross-compile the static libraries with android aarch64 format
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```bash
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$ wget https://dl.google.com/android/repository/android-ndk-r17c-linux-x86_64.zip
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$ unzip android-ndk-r17c-linux-x86_64.zip
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$ export ANDROID_NDK=/path/to/android-ndk-r17c
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$ cd /path/to/grpc
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$ mkdir -p cmake/build_aarch64 && pushd cmake/build_aarch64
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$ cmake ../.. \
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-DCMAKE_TOOLCHAIN_FILE=${ANDROID_NDK}/build/cmake/android.toolchain.cmake \
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-DANDROID_ABI=arm64-v8a \
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-DANDROID_PLATFORM=android-26 \
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-DANDROID_TOOLCHAIN=clang \
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-DANDROID_STL=c++_shared \
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-DCMAKE_BUILD_TYPE=Release \
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-DCMAKE_INSTALL_PREFIX=/tmp/android_grpc_install_shared
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$ make -j
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$ make install
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```
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3. At this point `/tmp/android_grpc_install` should have the complete installation file
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```bash
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$ cd /tmp/android_grpc_install
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$ tree -L 1
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.
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├── bin
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├── include
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├── lib
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└── share
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```
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## 3. \[Skipable\] Self-test whether NDK gRPC is available
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1. Compile the helloworld that comes with gRPC
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```bash
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$ cd /path/to/grpc/examples/cpp/helloworld/
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$ mkdir cmake/build_aarch64 -p && pushd cmake/build_aarch64
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$ cmake ../.. \
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-DCMAKE_TOOLCHAIN_FILE=${ANDROID_NDK}/build/cmake/android.toolchain.cmake \
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-DANDROID_ABI=arm64-v8a \
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-DANDROID_PLATFORM=android-26 \
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-DANDROID_STL=c++_shared \
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-DANDROID_TOOLCHAIN=clang \
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-DCMAKE_BUILD_TYPE=Release \
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-Dabsl_DIR=/tmp/android_grpc_install_shared/lib/cmake/absl \
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-DProtobuf_DIR=/tmp/android_grpc_install_shared/lib/cmake/protobuf \
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-DgRPC_DIR=/tmp/android_grpc_install_shared/lib/cmake/grpc
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$ make -j
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$ ls greeter*
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greeter_async_client greeter_async_server greeter_callback_server greeter_server
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greeter_async_client2 greeter_callback_client greeter_client
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```
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2. Turn on debug mode on your phone, push the binary to `/data/local/tmp`
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```bash
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$ adb push greeter* /data/local/tmp
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```
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3. `adb shell` into the phone, execute client/server
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```bash
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/data/local/tmp $ ./greeter_client
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Greeter received: Hello world
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```
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## 4. Cross compile snpe inference server
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1. Open the [snpe tools website](https://developer.qualcomm.com/software/qualcomm-neural-processing-sdk/tools) and download version 1.59. Unzip and set environment variables
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> Note that snpe >= 1.60 starts using `clang-8.0`, which may cause incompatibility with `libc++_shared.so` on older devices.
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```bash
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$ export SNPE_ROOT=/path/to/snpe-1.59.0.3230
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```
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2. Open the snpe server directory within mmdeploy, use the options when cross-compiling gRPC
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```bash
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$ cd /path/to/mmdeploy
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$ cd service/snpe/server
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$ mkdir -p build && cd build
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$ export ANDROID_NDK=/path/to/android-ndk-r17c
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$ cmake .. \
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-DCMAKE_TOOLCHAIN_FILE=${ANDROID_NDK}/build/cmake/android.toolchain.cmake \
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-DANDROID_ABI=arm64-v8a \
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-DANDROID_PLATFORM=android-26 \
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-DANDROID_STL=c++_shared \
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-DANDROID_TOOLCHAIN=clang \
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-DCMAKE_BUILD_TYPE=Release \
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-Dabsl_DIR=/tmp/android_grpc_install_shared/lib/cmake/absl \
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-DProtobuf_DIR=/tmp/android_grpc_install_shared/lib/cmake/protobuf \
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-DgRPC_DIR=/tmp/android_grpc_install_shared/lib/cmake/grpc
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$ make -j
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$ file inference_server
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inference_server: ELF 64-bit LSB shared object, ARM aarch64, version 1 (SYSV), dynamically linked, interpreter /system/bin/linker64, BuildID[sha1]=252aa04e2b982681603dacb74b571be2851176d2, with debug_info, not stripped
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```
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Finally, you can see `infernece_server`, `adb push` it to the device and execute.
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## 5. Regenerate the proto interface
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If you have changed `inference.proto`, you need to regenerate the .cpp and .py interfaces
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```Shell
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$ python3 -m pip install grpc_tools --user
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$ python3 -m grpc_tools.protoc -I./ --python_out=./client/ --grpc_python_out=./client/ inference.proto
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$ ln -s `which protoc-gen-grpc`
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$ protoc --cpp_out=./ --grpc_out=./ --plugin=protoc-gen-grpc=grpc_cpp_plugin inference.proto
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```
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## Reference
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- snpe tutorial https://developer.qualcomm.com/sites/default/files/docs/snpe/cplus_plus_tutorial.html
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- gRPC cross build script https://raw.githubusercontent.com/grpc/grpc/master/test/distrib/cpp/run_distrib_test_cmake_aarch64_cross.sh
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- stackoverflow https://stackoverflow.com/questions/54052229/build-grpc-c-for-android-using-ndk-arm-linux-androideabi-clang-compiler
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