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Add minimal forwarding RPC server for host driven python execution on…
… Hexagon (apache#9526) * Minimal proxy RPC server for hexagon. Functions by routing from Android to Hexagon via QTI FastRPC calls. Interim solution until Hexagon on-device RPC server is ready. * Apply clang-format. * Fix build to support building alongside Hexagon Launcher. * Add readme. * src/runtime/hexagon/rpc -> src/runtime/hexagon/proxy_rpc * Added small refactors to hexagon test_matmul.py. * Add skipif on additional env vars. * Fix IOS build. * Rename USE_HEXAGON_PROXY_RPC and add tvm_options entry. * Add NDArray::Container deleters. Co-authored-by: Eric Lunderberg <[email protected]>
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<!--- Licensed to the Apache Software Foundation (ASF) under one --> | ||
<!--- or more contributor license agreements. See the NOTICE file --> | ||
<!--- distributed with this work for additional information --> | ||
<!--- regarding copyright ownership. The ASF licenses this file --> | ||
<!--- to you 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 --> | ||
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<!--- http://www.apache.org/licenses/LICENSE-2.0 --> | ||
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<!--- 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. --> | ||
# Hexagon Proxy RPC server | ||
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The proxy RPC server for Hexagon is a wrapper which takes standard TVM RPC calls from a python host | ||
to a remote Android device and forwards them across FastRPC to Hexagon. This RPC flow will be replaced | ||
by running a minimal RPC server directly on Hexagon. For now we provide a prototype forwarding RPC server | ||
for host driven execution on Hexagon. | ||
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## Compilation | ||
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Project inventory: | ||
* Android | ||
* libtvm_runtime.so (containing HexagonHostDeviceAPI src/runtime/Hexagon/proxy_rpc/device_api.cc) | ||
* tvm_rpc (C++ RPC server) | ||
* librpc_env (Hexagon specific RPC proxy environment) | ||
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* Hexagon | ||
* libhexagon_proxy_rpc_skel.so (Hexagon device code containing FastRPC endpoints for the Hexagon Proxy RPC server) | ||
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All Android and Hexagon device artifacts will be placed in `apps_hexagon_proxy_rpc` from which they can be pushed | ||
to an attached `adb` device. | ||
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### Prerequisites | ||
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1. Android NDK version r19c or later. | ||
2. Hexagon SDK version 4.0.0 or later. | ||
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Android NDK can be downloaded from https://developer.android.com/ndk. | ||
Hexagon SDK is available at //developer.qualcomm.com/software/Hexagon-dsp-sdk. | ||
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### Compilation with TVM | ||
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Building the Hexagon Proxy RPC as a component of the main TVM build | ||
used for Hexagon codegen can be achieved by setting `USE_HEXAGON_PROXY_RPC=ON`. | ||
A minimal example invocation for compiling TVM along with the Hexagon Proxy RPC server | ||
is included below: | ||
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``` | ||
cmake -DCMAKE_C_COMPILER=/path/to/clang \ | ||
-DCMAKE_CXX_COMPILER=/path/to/clang++ \ | ||
-DCMAKE_CXX_FLAGS='-stdlib=libc++' \ | ||
-DCMAKE_CXX_STANDARD=14 \ | ||
-DUSE_RPC=ON \ | ||
-DUSE_LLVM=/path/to/llvm/bin/llvm-config \ | ||
-DUSE_HEXAGON_PROXY_RPC=ON \ | ||
-DANDROID_ABI=arm64-v8a \ | ||
-DANDROID_PLATFORM=android-28 \ | ||
-DUSE_ANDROID_TOOLCHAIN=/path/to/android-ndk/build/cmake/android.toolchain.cmake \ | ||
-DUSE_HEXAGON_ARCH=v65|v66|v68 \ | ||
-DUSE_HEXAGON_SDK=/path/to/Hexagon/SDK \ | ||
-DUSE_HEXAGON_TOOLCHAIN=/path/to/Hexagon/toolchain/ .. | ||
``` | ||
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where `v65|v66|v68` means "one of" these architecture versions. | ||
The Hexagon proxy RPC application (tvm_rpc) is an android binary and thus requires the use | ||
of an android toolchain for compilation. Similarly, the Hexagon tvm runtime | ||
requires the use of the Hexagon toolchain and depends on the Hexagon SDK. The | ||
resulting Hexagon launcher binaries can be found in the `apps_Hexagon_launcher` | ||
subdirectory of the cmake build directory. The above command | ||
will build support for Hexagon codegen in the TVM library that requires | ||
`USE_LLVM` to be set to an llvm-config that has the Hexagon target built in. | ||
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# Disclaimer | ||
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The Hexagon proxy RPC is intended for use with prototyping and does not utilize any | ||
performance acceleration, as such the measured performance may be very poor. |
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you 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. | ||
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if(NOT DEFINED USE_HEXAGON_SDK) | ||
message(SEND_ERROR "Please set USE_HEXAGON_SDK to the location of Hexagon SDK") | ||
endif() | ||
if (NOT DEFINED USE_HEXAGON_ARCH) | ||
message(SEND_ERROR "Please set USE_HEXAGON_ARCH to the Hexagon architecture version") | ||
endif() | ||
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set(TVM_SOURCE_DIR "${CMAKE_CURRENT_SOURCE_DIR}/../../../../") | ||
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include(ExternalProject) | ||
include("${TVM_SOURCE_DIR}/cmake/modules/HexagonSDK.cmake") | ||
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find_hexagon_sdk_root("${USE_HEXAGON_SDK}" "${USE_HEXAGON_ARCH}") | ||
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include_directories(SYSTEM ${HEXAGON_SDK_INCLUDES} ${HEXAGON_REMOTE_ROOT}) | ||
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set(QAIC_EXE "${HEXAGON_QAIC_EXE}") | ||
foreach(INCDIR IN LISTS HEXAGON_SDK_INCLUDES HEXAGON_REMOTE_ROOT) | ||
list(APPEND QAIC_FLAGS "-I${INCDIR}") | ||
endforeach() | ||
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set(HEXAGON_PROXY_RPC_SRC "${CMAKE_CURRENT_SOURCE_DIR}/../../") | ||
set(CMAKE_SKIP_RPATH TRUE) | ||
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# Qaic for the domain header. | ||
# | ||
# Don't add paths to these filenames, or otherwise cmake may spontaneously | ||
# add -o option to the qaic invocation (with an undesirable path). | ||
set(HEXAGON_PROXY_RPC_IDL "hexagon_proxy_rpc.idl") | ||
set(HEXAGON_PROXY_RPC_H "hexagon_proxy_rpc.h") | ||
set(HEXAGON_PROXY_RPC_SKEL_C "hexagon_proxy_rpc_skel.c") | ||
set(HEXAGON_PROXY_RPC_STUB_C "hexagon_proxy_rpc_stub.c") | ||
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include_directories( | ||
"${HEXAGON_PROXY_RPC_SRC}" | ||
"${TVM_SOURCE_DIR}/include" | ||
"${TVM_SOURCE_DIR}/3rdparty/dlpack/include" | ||
"${TVM_SOURCE_DIR}/3rdparty/dmlc-core/include" | ||
) |
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you 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. | ||
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cmake_minimum_required(VERSION 3.2) | ||
project(HexagonAndroidRPC C CXX) | ||
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include("${CMAKE_CURRENT_SOURCE_DIR}/../HexagonRPC.cmake") | ||
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add_custom_command( | ||
OUTPUT ${HEXAGON_PROXY_RPC_STUB_C} ${HEXAGON_PROXY_RPC_H} | ||
COMMAND ${QAIC_EXE} ${QAIC_FLAGS} "${HEXAGON_PROXY_RPC_SRC}/${HEXAGON_PROXY_RPC_IDL}" | ||
MAIN_DEPENDENCY "${HEXAGON_PROXY_RPC_SRC}/${HEXAGON_PROXY_RPC_IDL}" | ||
) | ||
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include_directories(SYSTEM | ||
"${HEXAGON_SDK_INCLUDES}" | ||
"${HEXAGON_RPCMEM_ROOT}/inc" | ||
"${CMAKE_CURRENT_BINARY_DIR}" # Output of qaic will go here | ||
) | ||
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link_directories(${HEXAGON_REMOTE_ROOT}) | ||
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add_definitions(-DDMLC_USE_LOGGING_LIBRARY=<tvm/runtime/logging.h>) | ||
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set(TVM_RPC_ENV_SOURCES | ||
${HEXAGON_PROXY_RPC_SRC}/rpc_env.cc | ||
) | ||
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add_library(rpc_env SHARED | ||
${TVM_RPC_ENV_SOURCES} | ||
${HEXAGON_PROXY_RPC_H} | ||
${HEXAGON_PROXY_RPC_STUB_C} | ||
) | ||
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ExternalProject_Add(android_tvm_runtime | ||
SOURCE_DIR "${TVM_SOURCE_DIR}" | ||
BUILD_COMMAND $(MAKE) runtime | ||
CMAKE_ARGS | ||
"-DCMAKE_TOOLCHAIN_FILE=${CMAKE_TOOLCHAIN_FILE}" | ||
"-DANDROID_PLATFORM=${ANDROID_PLATFORM}" | ||
"-DANDROID_ABI=${ANDROID_ABI}" | ||
"-DCMAKE_CXX_STANDARD=14" | ||
"-DUSE_LIBBACKTRACE=OFF" | ||
"-DUSE_LLVM=OFF" | ||
"-DUSE_RPC=ON" | ||
"-DUSE_HEXAGON_SDK=${USE_HEXAGON_SDK}" | ||
"-DUSE_HEXAGON_ARCH=${USE_HEXAGON_ARCH}" | ||
INSTALL_COMMAND "" | ||
BUILD_ALWAYS ON | ||
) | ||
ExternalProject_Get_Property(android_tvm_runtime BINARY_DIR) | ||
ExternalProject_Add_Step(android_tvm_runtime copy_binaries | ||
COMMAND ${CMAKE_COMMAND} -E copy_if_different | ||
${BINARY_DIR}/libtvm_runtime.so | ||
${CMAKE_CURRENT_BINARY_DIR} | ||
DEPENDEES install | ||
) | ||
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add_dependencies(rpc_env android_tvm_runtime) | ||
add_library(a_tvm_runtime SHARED IMPORTED) | ||
set_target_properties(a_tvm_runtime PROPERTIES IMPORTED_LOCATION "${BINARY_DIR}/libtvm_runtime.so") | ||
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target_link_libraries(rpc_env cdsprpc log a_tvm_runtime) | ||
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# TVM CPP RPC build | ||
set(TVM_RPC_DIR "${CMAKE_CURRENT_SOURCE_DIR}/../../../cpp_rpc") | ||
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set(TVM_RPC_SOURCES | ||
${TVM_RPC_DIR}/main.cc | ||
${TVM_RPC_DIR}/rpc_server.cc | ||
) | ||
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# Set output to same directory as the other TVM libs | ||
set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}) | ||
add_executable(tvm_rpc ${TVM_RPC_SOURCES}) | ||
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target_include_directories( | ||
tvm_rpc | ||
PUBLIC "${TVM_RPC_DIR}../../include" | ||
PUBLIC "${TVM_RPC_DIR}../../3rdparty/dlpack" | ||
PUBLIC "${TVM_RPC_DIR}../../3rdparty/dmlc-core" | ||
) | ||
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add_dependencies(rpc_env android_tvm_runtime) | ||
target_link_libraries(rpc_env a_tvm_runtime) | ||
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add_dependencies(tvm_rpc android_tvm_runtime rpc_env) | ||
target_link_libraries(tvm_rpc a_tvm_runtime rpc_env) |
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you 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. | ||
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cmake_minimum_required(VERSION 3.2) | ||
project(HexagonRPCSkel C CXX) | ||
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include("${CMAKE_CURRENT_SOURCE_DIR}/../HexagonRPC.cmake") | ||
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add_custom_command( | ||
OUTPUT ${HEXAGON_PROXY_RPC_SKEL_C} ${HEXAGON_PROXY_RPC_H} | ||
COMMAND ${QAIC_EXE} ${QAIC_FLAGS} "${HEXAGON_PROXY_RPC_SRC}/${HEXAGON_PROXY_RPC_IDL}" | ||
MAIN_DEPENDENCY "${HEXAGON_PROXY_RPC_SRC}/${HEXAGON_PROXY_RPC_IDL}" | ||
) | ||
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include_directories(SYSTEM | ||
${HEXAGON_QURT_INCLUDES} | ||
${CMAKE_CURRENT_BINARY_DIR} # Output of qaic will go here | ||
) | ||
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link_directories(${HEXAGON_QURT_LIBS}) | ||
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add_definitions(-D_MACH_I32=int) | ||
add_definitions(-DDMLC_CXX11_THREAD_LOCAL=0) | ||
add_definitions(-DDMLC_USE_LOGGING_LIBRARY=<tvm/runtime/logging.h>) | ||
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# Extra compile flags (both C and C++). | ||
set(EXTRA_COMP_FLAGS | ||
"-O3" | ||
"-m${USE_HEXAGON_ARCH}" | ||
) | ||
string(REGEX REPLACE ";" " " EXTRA_COMP_FLAGS_STR "${EXTRA_COMP_FLAGS}") | ||
set(CMAKE_C_FLAGS "${EXTRA_COMP_FLAGS_STR} ${CMAKE_C_FLAGS}") | ||
set(CMAKE_CXX_FLAGS "${EXTRA_COMP_FLAGS_STR} ${CMAKE_CXX_FLAGS}") | ||
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set(SKEL_SRCS | ||
"${HEXAGON_PROXY_RPC_SRC}/hexagon_core.cc" | ||
) | ||
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add_library(hexagon_proxy_rpc_skel SHARED | ||
"${HEXAGON_PROXY_RPC_H}" | ||
"${HEXAGON_PROXY_RPC_SKEL_C}" | ||
"${SKEL_SRCS}" | ||
) | ||
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ExternalProject_Add(static_hexagon_tvm_runtime | ||
SOURCE_DIR "${TVM_SOURCE_DIR}" | ||
BUILD_COMMAND $(MAKE) runtime | ||
CMAKE_ARGS | ||
"-DCMAKE_C_COMPILER=${CMAKE_C_COMPILER}" | ||
"-DCMAKE_CXX_COMPILER=${CMAKE_CXX_COMPILER}" | ||
"-DUSE_HEXAGON_ARCH=${USE_HEXAGON_ARCH}" | ||
"-DCMAKE_CXX_STANDARD=14" | ||
"-DUSE_LIBBACKTRACE=OFF" | ||
"-DUSE_LLVM=OFF" | ||
"-DUSE_RPC=OFF" | ||
"-DBUILD_STATIC_RUNTIME=ON" | ||
"-DUSE_HEXAGON_SDK=${USE_HEXAGON_SDK}" | ||
INSTALL_COMMAND "" | ||
BUILD_ALWAYS ON | ||
) | ||
ExternalProject_Get_Property(static_hexagon_tvm_runtime BINARY_DIR) | ||
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add_dependencies(hexagon_proxy_rpc_skel static_hexagon_tvm_runtime) | ||
add_library(h_tvm_runtime STATIC IMPORTED) | ||
set_target_properties(h_tvm_runtime PROPERTIES IMPORTED_LOCATION "${BINARY_DIR}/libtvm_runtime.a") | ||
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target_link_libraries(hexagon_proxy_rpc_skel -Wl,--whole-archive h_tvm_runtime -Wl,--no-whole-archive) |
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