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whisper.android : how to build with CLBlast (#1809)
* FetchContent * OpenCL * Documentation and make optional * Specify GGML build options in build.gradle * Use gradle properties * @ggerganov Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * @gpokat --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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16
.github/workflows/build.yml
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16
.github/workflows/build.yml
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@ -416,6 +416,14 @@ jobs:
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steps:
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- name: Clone
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uses: actions/checkout@v3
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with:
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path: whisper
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- name: Clone
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uses: actions/checkout@v3
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with:
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repository: ggerganov/ggml
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path: ggml
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- name: Install Java
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uses: actions/setup-java@v3
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@ -428,9 +436,15 @@ jobs:
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- name: Build
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run: |
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cd examples/whisper.android
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cd whisper/examples/whisper.android
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./gradlew assembleRelease --no-daemon
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- name: Build with external ggml
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run: |
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export PATH_TO_GGML=$PWD/ggml
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cd whisper/examples/whisper.android
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./gradlew assembleRelease --no-daemon -PGGML_HOME=$PATH_TO_GGML
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android_java:
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runs-on: ubuntu-latest
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@ -12,3 +12,47 @@ To use:
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(PS: Do not move this android project folder individually to other folders, because this android project folder depends on the files of the whole project.)
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<img width="300" alt="image" src="https://user-images.githubusercontent.com/1670775/221613663-a17bf770-27ef-45ab-9a46-a5f99ba65d2a.jpg">
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## CLBlast
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> [!NOTE]
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> - OpenCL does not have the same level of support as CUDA or Metal.
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> - Turning on CLBlast may degrade OpenCL performance if your device isn't already tuned. See [tuning.md](https://github.com/CNugteren/CLBlast/blob/162783a414969464ce3aa5adf5c2554afa5ee93e/doc/tuning.md#already-tuned-for-devices) for a list of devices that are already tuned and what to do if yours is missing.
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Build CLBlast.
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```
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# In path/to/CLBlast (we assume OpenCL-Headers relative location)
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$ANDROID_SDK_PATH/cmake/3.22.1/bin/cmake .. \
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-DCMAKE_SYSTEM_NAME=Android \
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-DCMAKE_SYSTEM_VERSION=33 \
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-DCMAKE_ANDROID_ARCH_ABI=arm64-v8a \
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-DCMAKE_ANDROID_NDK=$ANDROID_NDK_PATH \
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-DCMAKE_ANDROID_STL_TYPE=c++_static \
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-DOPENCL_ROOT=$(readlink -f ../../OpenCL-Headers) \
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-DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=BOTH \
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-DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH
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# Build libclblast.so
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make -j4
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```
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Pull `libGLES_mali.so` to `libOpenCL.so`.
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```bash
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# In path/to/whisper.android
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mkdir lib/src/main/jniLibs/arm64-v8a
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adb pull /system/vendor/lib64/egl/libGLES_mali.so lib/src/main/jniLibs/arm64-v8a/libOpenCL.so
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```
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In gradle.properties, set `GGML_HOME` to the location of GGML, as well as
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required options for turning on CLBlast.
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```
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GGML_HOME=/path/to/ggml
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GGML_CLBLAST=ON
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CLBLAST_HOME=/path/to/CLBlast
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OPENCL_LIB=/path/to/libOpenCL.so
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OPENCL_ROOT=/path/to/OpenCL-Headers
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```
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@ -16,6 +16,28 @@ android {
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ndk {
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abiFilters 'arm64-v8a', 'armeabi-v7a', 'x86', 'x86_64'
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}
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externalNativeBuild {
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cmake {
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// When set, builds whisper.android against the version located
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// at GGML_HOME instead of the copy bundled with whisper.cpp.
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if (
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project.hasProperty('GGML_HOME') &&
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project.findProperty('GGML_CLBLAST') == 'ON'
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) {
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// Turning on CLBlast requires GGML_HOME
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arguments "-DGGML_HOME=${project.property('GGML_HOME')}",
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"-DGGML_CLBLAST=ON",
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"-DOPENCL_LIB=${project.property('OPENCL_LIB')}",
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"-DCLBLAST_HOME=${project.property('CLBLAST_HOME')}",
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"-DOPENCL_ROOT=${project.property('OPENCL_ROOT')}",
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"-DCMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH",
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"-DCMAKE_FIND_ROOT_PATH_MODE_LIBRARY=BOTH"
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} else if (project.hasProperty('GGML_HOME')) {
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arguments "-DGGML_HOME=${project.property('GGML_HOME')}"
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}
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}
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}
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}
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buildTypes {
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@ -3,17 +3,28 @@ cmake_minimum_required(VERSION 3.10)
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project(whisper.cpp)
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set(CMAKE_CXX_STANDARD 11)
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set(WHISPER_LIB_DIR ${CMAKE_SOURCE_DIR}/../../../../../../../)
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set(WHISPER_LIB_DIR ${CMAKE_SOURCE_DIR}/../../../../../../..)
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# Path to external GGML, otherwise uses the copy in whisper.cpp.
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option(GGML_HOME "whisper: Path to external GGML source" OFF)
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set(
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SOURCE_FILES
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${WHISPER_LIB_DIR}/whisper.cpp
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${CMAKE_SOURCE_DIR}/jni.c
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)
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if (NOT GGML_HOME)
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set(
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SOURCE_FILES
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${SOURCE_FILES}
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${WHISPER_LIB_DIR}/ggml.c
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${WHISPER_LIB_DIR}/ggml-alloc.c
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${WHISPER_LIB_DIR}/ggml-backend.c
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${WHISPER_LIB_DIR}/ggml-quants.c
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${WHISPER_LIB_DIR}/whisper.cpp
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${CMAKE_SOURCE_DIR}/jni.c
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)
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)
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endif()
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find_library(LOG_LIB log)
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@ -24,12 +35,12 @@ function(build_library target_name)
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${SOURCE_FILES}
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)
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target_link_libraries(${target_name} ${LOG_LIB} android)
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if (${target_name} STREQUAL "whisper_v8fp16_va")
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target_compile_options(${target_name} PRIVATE -march=armv8.2-a+fp16)
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set(GGML_COMPILE_OPTIONS -march=armv8.2-a+fp16)
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elseif (${target_name} STREQUAL "whisper_vfpv4")
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target_compile_options(${target_name} PRIVATE -mfpu=neon-vfpv4)
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set(GGML_COMPILE_OPTIONS -mfpu=neon-vfpv4)
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endif ()
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if (NOT ${CMAKE_BUILD_TYPE} STREQUAL "Debug")
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@ -43,9 +54,20 @@ function(build_library target_name)
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target_link_options(${target_name} PRIVATE -flto)
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endif ()
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endfunction()
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build_library("whisper") # Default target
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if (GGML_HOME)
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include(FetchContent)
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FetchContent_Declare(ggml SOURCE_DIR ${GGML_HOME})
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FetchContent_MakeAvailable(ggml)
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target_compile_options(ggml PRIVATE ${GGML_COMPILE_OPTIONS})
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target_link_libraries(${target_name} ${LOG_LIB} android ggml)
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else()
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target_link_libraries(${target_name} ${LOG_LIB} android)
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endif()
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endfunction()
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if (${ANDROID_ABI} STREQUAL "arm64-v8a")
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build_library("whisper_v8fp16_va")
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@ -53,4 +75,6 @@ elseif (${ANDROID_ABI} STREQUAL "armeabi-v7a")
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build_library("whisper_vfpv4")
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endif ()
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build_library("whisper") # Default target
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include_directories(${WHISPER_LIB_DIR})
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