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 ()