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find_package(OpenCL REQUIRED)
find_package(Python3 REQUIRED)
set(TARGET_NAME ggml-opencl)
ggml_add_backend_library(${TARGET_NAME}
ggml-opencl.cpp
../../include/ggml-opencl.h)
target_link_libraries(${TARGET_NAME} PRIVATE ${OpenCL_LIBRARIES})
target_include_directories(${TARGET_NAME} PRIVATE ${OpenCL_INCLUDE_DIRS})
if (GGML_OPENCL_PROFILING)
message(STATUS "OpenCL profiling enabled (increases CPU overhead)")
add_compile_definitions(GGML_OPENCL_PROFILING)
endif ()
add_compile_definitions(GGML_OPENCL_SOA_Q)
if (GGML_OPENCL_USE_ADRENO_KERNELS)
message(STATUS "OpenCL will use matmul kernels optimized for Adreno")
add_compile_definitions(GGML_OPENCL_USE_ADRENO_KERNELS)
endif ()
if (GGML_OPENCL_EMBED_KERNELS)
add_compile_definitions(GGML_OPENCL_EMBED_KERNELS)
set(OPENCL_CL_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl.cl.h")
set(OPENCL_MM_CL_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_mm.cl.h")
set(OPENCL_CVT_CL_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_cvt.cl.h")
set(OPENCL_GEMV_NOSHUFFLE_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_gemv_noshuffle.cl.h")
set(OPENCL_GEMV_NOSHUFFLE_GENERAL_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_gemv_noshuffle_general.cl.h")
set(OPENCL_MUL_MAT_Ab_Bi_8x4_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_mul_mat_Ab_Bi_8x4.cl.h")
set(OPENCL_TRANSPOSE_16_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_transpose_16.cl.h")
set(OPENCL_TRANSPOSE_32_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_transpose_32.cl.h")
set(OPENCL_TRANSPOSE_32_16_SOURCE_EMBED "${CMAKE_BINARY_DIR}/autogenerated/ggml-opencl_transpose_32_16.cl.h")
set(EMBED_KERNEL_SCRIPT "${CMAKE_CURRENT_SOURCE_DIR}/kernels/embed_kernel.py")
file(MAKE_DIRECTORY "${CMAKE_BINARY_DIR}/autogenerated")
include_directories("${CMAKE_BINARY_DIR}/autogenerated")
# Python must be accessible from command line
add_custom_command(
OUTPUT ${OPENCL_CL_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl.cl
${OPENCL_CL_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_MM_CL_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_mm.cl
${OPENCL_MM_CL_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_mm.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_mm.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_CVT_CL_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_cvt.cl
${OPENCL_CVT_CL_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_cvt.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_cvt.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_GEMV_NOSHUFFLE_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_gemv_noshuffle.cl
${OPENCL_GEMV_NOSHUFFLE_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_gemv_noshuffle.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_gemv_noshuffle.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_GEMV_NOSHUFFLE_GENERAL_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_gemv_noshuffle_general.cl
${OPENCL_GEMV_NOSHUFFLE_GENERAL_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_gemv_noshuffle_general.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_gemv_noshuffle_general.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_MUL_MAT_Ab_Bi_8x4_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_mul_mat_Ab_Bi_8x4.cl
${OPENCL_MUL_MAT_Ab_Bi_8x4_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_mul_mat_Ab_Bi_8x4.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_mul_mat_Ab_Bi_8x4.cl.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_TRANSPOSE_16_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_transpose_16.cl
${OPENCL_TRANSPOSE_16_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_transpose_16.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_transpose_16.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_TRANSPOSE_32_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_transpose_32.cl
${OPENCL_TRANSPOSE_32_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_transpose_32.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_transpose_32.cl.h"
)
add_custom_command(
OUTPUT ${OPENCL_TRANSPOSE_32_16_SOURCE_EMBED}
COMMAND ${Python3_EXECUTABLE} ${EMBED_KERNEL_SCRIPT}
${CMAKE_CURRENT_SOURCE_DIR}/kernels/ggml-opencl_transpose_32_16.cl
${OPENCL_TRANSPOSE_32_16_SOURCE_EMBED}
DEPENDS kernels/ggml-opencl_transpose_32_16.cl ${EMBED_KERNEL_SCRIPT}
COMMENT "Generate ggml-opencl_transpose_32_16.cl.h"
)
target_sources(${TARGET_NAME} PRIVATE
${OPENCL_CL_SOURCE_EMBED}
${OPENCL_MM_CL_SOURCE_EMBED}
${OPENCL_CVT_CL_SOURCE_EMBED}
${OPENCL_GEMV_NOSHUFFLE_SOURCE_EMBED}
${OPENCL_GEMV_NOSHUFFLE_GENERAL_SOURCE_EMBED}
${OPENCL_MUL_MAT_Ab_Bi_8x4_SOURCE_EMBED}
${OPENCL_TRANSPOSE_16_SOURCE_EMBED}
${OPENCL_TRANSPOSE_32_SOURCE_EMBED}
${OPENCL_TRANSPOSE_32_16_SOURCE_EMBED})
else ()
# copy ggml-opencl.cl to bin directory
configure_file(kernels/ggml-opencl.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl.cl COPYONLY)
configure_file(kernels/ggml-opencl_mm.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_mm.cl COPYONLY)
configure_file(kernels/ggml-opencl_cvt.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_cvt.cl COPYONLY)
configure_file(kernels/ggml-opencl_gemv_noshuffle.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_gemv_noshuffle.cl COPYONLY)
configure_file(kernels/ggml-opencl_gemv_noshuffle_general.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_gemv_noshuffle_general.cl COPYONLY)
configure_file(kernels/ggml-opencl_mul_mat_Ab_Bi_8x4.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_mul_mat_Ab_Bi_8x4.cl COPYONLY)
configure_file(kernels/ggml-opencl_transpose_16.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_transpose_16.cl COPYONLY)
configure_file(kernels/ggml-opencl_transpose_32.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_transpose_32.cl COPYONLY)
configure_file(kernels/ggml-opencl_transpose_32_16.cl ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/ggml-opencl_transpose_32_16.cl COPYONLY)
endif ()