# CMake file `unity_build` is used to handle Unity Build compilation. include(unity_build) set(PART_CUDA_KERNEL_FILES) function(find_register FILENAME PATTERN OUTPUT) # find the op_name of REGISTER_OPERATOR(op_name, ...), REGISTER_OP_CPU_KERNEL(op_name, ...) , etc. # set op_name to OUTPUT set(options "") set(oneValueArgs "") set(multiValueArgs "") file(READ ${FILENAME} CONTENT) # message ("number of arguments sent to function: ${ARGC}") # message ("all function arguments: ${ARGV}") # message("PATTERN ${PATTERN}") string(REGEX MATCH "${PATTERN}\\([ \t\r\n]*[a-z0-9_]*," register "${CONTENT}") if(NOT register STREQUAL "") string(REPLACE "${PATTERN}(" "" register "${register}") string(REPLACE "," "" register "${register}") # [ \t\r\n]+ is used for blank characters. # Here we use '+' instead of '*' since it is a REPLACE operation. string(REGEX REPLACE "[ \t\r\n]+" "" register "${register}") endif() set(${OUTPUT} ${register} PARENT_SCOPE) endfunction() function(find_phi_register FILENAME ADD_PATH PATTERN) # set op_name to OUTPUT file(READ ${FILENAME} CONTENT) string( REGEX MATCH "${PATTERN}\\([ \t\r\n]*[a-z0-9_]*,[[ \\\t\r\n\/]*[a-z0-9_]*]?[ \\\t\r\n]*[a-zA-Z]*,[ \\\t\r\n]*[A-Z_]*" register "${CONTENT}") if(NOT register STREQUAL "") string(REPLACE "${PATTERN}(" "" register "${register}") string(REPLACE "," ";" register "${register}") string(REGEX REPLACE "[ \\\t\r\n]+" "" register "${register}") string(REGEX REPLACE "//cuda_only" "" register "${register}") list(GET register 0 kernel_name) list(GET register 1 kernel_backend) list(GET register 2 kernel_layout) file( APPEND ${ADD_PATH} "PD_DECLARE_KERNEL(${kernel_name}, ${kernel_backend}, ${kernel_layout});\n" ) endif() endfunction() function(op_library TARGET) # op_library is a function to create op library. The interface is same as # cc_library. But it handle split GPU/CPU code and link some common library # for ops. set(cc_srcs) set(cu_srcs) set(hip_srcs) set(cu_cc_srcs) set(hip_cc_srcs) set(xpu_cc_srcs) set(xpu_kp_cc_srcs) set(mlu_cc_srcs) set(cudnn_cu_cc_srcs) set(miopen_cu_cc_srcs) set(cudnn_cu_srcs) set(miopen_cu_srcs) set(CUDNN_FILE) set(MIOPEN_FILE) set(mkldnn_cc_srcs) set(MKLDNN_FILE) set(op_common_deps operator op_registry math_function layer common_infer_shape_functions) # Option `UNITY` is used to specify that operator `TARGET` will compiles with Unity Build. set(options UNITY) set(oneValueArgs "") set(multiValueArgs SRCS DEPS) set(pybind_flag 0) cmake_parse_arguments(op_library "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN}) list(LENGTH op_library_SRCS op_library_SRCS_len) if(${op_library_SRCS_len} EQUAL 0) if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.cc) list(APPEND cc_srcs ${TARGET}.cc) endif() if(WITH_GPU) if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.cu.cc) list(APPEND cu_cc_srcs ${TARGET}.cu.cc) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.cu) list(APPEND cu_srcs ${TARGET}.cu) endif() # rename in KP: .kps -> .cu if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.kps) file(COPY ${TARGET}.kps DESTINATION ${CMAKE_CURRENT_BINARY_DIR}) file(RENAME ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}.kps ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}.cu) list(APPEND cu_srcs ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}.cu) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.part.cu) set(PART_CUDA_KERNEL_FILES ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.part.cu ${PART_CUDA_KERNEL_FILES} PARENT_SCOPE) list(APPEND cu_srcs ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.part.cu) endif() string(REPLACE "_op" "_cudnn_op" CUDNN_FILE "${TARGET}") if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${CUDNN_FILE}.cu.cc) list(APPEND cudnn_cu_cc_srcs ${CUDNN_FILE}.cu.cc) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${CUDNN_FILE}.cu) list(APPEND cudnn_cu_srcs ${CUDNN_FILE}.cu) endif() endif() if(WITH_ROCM) if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.cu.cc) list(APPEND hip_cc_srcs ${TARGET}.cu.cc) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.cu) list(APPEND hip_srcs ${TARGET}.cu) endif() # rename in KP: .kps -> .cu if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.kps) file(COPY ${TARGET}.kps DESTINATION ${CMAKE_CURRENT_BINARY_DIR}) file(RENAME ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}.kps ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}.cu) list(APPEND hip_srcs ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}.cu) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.part.cu) set(PART_CUDA_KERNEL_FILES ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.part.cu ${PART_CUDA_KERNEL_FILES} PARENT_SCOPE) list(APPEND hip_srcs ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.part.cu) endif() string(REPLACE "_op" "_cudnn_op" MIOPEN_FILE "${TARGET}") if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${MIOPEN_FILE}.cu.cc) list(APPEND miopen_cu_cc_srcs ${MIOPEN_FILE}.cu.cc) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${MIOPEN_FILE}.cu) list(APPEND miopen_cu_srcs ${MIOPEN_FILE}.cu) endif() endif() if(WITH_MKLDNN) string(REPLACE "_op" "_mkldnn_op" MKLDNN_FILE "${TARGET}") if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/mkldnn/${MKLDNN_FILE}.cc) list(APPEND mkldnn_cc_srcs mkldnn/${MKLDNN_FILE}.cc) endif() endif() if(WITH_XPU) string(REPLACE "_op" "_op_xpu" XPU_FILE "${TARGET}") if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${XPU_FILE}.cc) list(APPEND xpu_cc_srcs ${XPU_FILE}.cc) endif() endif() if(WITH_XPU_KP) if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.xpu) list(APPEND xpu_kp_cc_srcs ${TARGET}.xpu) endif() if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.kps) list(APPEND xpu_kp_cc_srcs ${TARGET}.kps) endif() endif() else() foreach(src ${op_library_SRCS}) if(WITH_ROCM AND ${src} MATCHES ".*_cudnn_op.cu$") list(APPEND miopen_cu_srcs ${src}) elseif(WITH_ROCM AND ${src} MATCHES ".*\\.cu$") list(APPEND hip_srcs ${src}) elseif(WITH_ROCM AND ${src} MATCHES ".*_cudnn_op.cu.cc$") list(APPEND miopen_cu_cc_srcs ${src}) elseif(WITH_ROCM AND ${src} MATCHES ".*\\.cu.cc$") list(APPEND hip_cc_srcs ${src}) elseif(WITH_GPU AND ${src} MATCHES ".*_cudnn_op.cu$") list(APPEND cudnn_cu_srcs ${src}) elseif(WITH_GPU AND ${src} MATCHES ".*\\.cu$") list(APPEND cu_srcs ${src}) elseif(WITH_GPU AND ${src} MATCHES ".*_cudnn_op.cu.cc$") list(APPEND cudnn_cu_cc_srcs ${src}) elseif(WITH_GPU AND ${src} MATCHES ".*\\.cu.cc$") list(APPEND cu_cc_srcs ${src}) elseif(WITH_MKLDNN AND ${src} MATCHES ".*_mkldnn_op.cc$") list(APPEND mkldnn_cc_srcs ${src}) elseif(WITH_XPU AND ${src} MATCHES ".*_op_xpu.cc$") list(APPEND xpu_cc_srcs ${src}) elseif(WITH_XPU_KP AND ${src} MATCHES ".*\\.xpu$") list(APPEND xpu_kp_cc_srcs ${src}) elseif(WITH_XPU_KP AND ${src} MATCHES ".*\\.kps$") list(APPEND xpu_kp_cc_srcs ${src}) elseif(${src} MATCHES ".*\\.cc$") list(APPEND cc_srcs ${src}) elseif((WITH_ROCM OR WITH_GPU) AND ${src} MATCHES ".*\\.kps$") string(REPLACE ".kps" ".cu" src_cu ${src}) file(COPY ${src} DESTINATION ${CMAKE_CURRENT_BINARY_DIR}) file(RENAME ${CMAKE_CURRENT_BINARY_DIR}/${src} ${CMAKE_CURRENT_BINARY_DIR}/${src_cu}) if(WITH_ROCM) list(APPEND hip_srcs ${CMAKE_CURRENT_BINARY_DIR}/${src_cu}) else() list(APPEND cu_srcs ${CMAKE_CURRENT_BINARY_DIR}/${src_cu}) endif() else() message( FATAL_ERROR "${TARGET} Source file ${src} should only be .cc or .cu or .xpu") endif() endforeach() endif() list(LENGTH xpu_cc_srcs xpu_cc_srcs_len) list(LENGTH xpu_kp_cc_srcs xpu_kp_cc_srcs_len) list(LENGTH cc_srcs cc_srcs_len) if(${cc_srcs_len} EQUAL 0) message( FATAL_ERROR "The op library ${TARGET} should contains at least one .cc file") endif() if(WIN32) # remove windows unsupported op, because windows has no nccl, no warpctc such ops. foreach(windows_unsupport_op "nccl_op" "gen_nccl_id_op") if("${TARGET}" STREQUAL "${windows_unsupport_op}") return() endif() endforeach() endif() # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`. if(WITH_UNITY_BUILD AND op_library_UNITY) # Generate the unity target name by the directory where source files located. string(REPLACE "${PADDLE_SOURCE_DIR}/paddle/fluid/" "" UNITY_TARGET ${CMAKE_CURRENT_SOURCE_DIR}) string(REPLACE "/" "_" UNITY_TARGET ${UNITY_TARGET}) set(UNITY_TARGET "paddle_${UNITY_TARGET}_unity") if(NOT ${UNITY_TARGET} IN_LIST OP_LIBRARY) set(OP_LIBRARY ${UNITY_TARGET} ${OP_LIBRARY} CACHE INTERNAL "op libs") endif() else() set(OP_LIBRARY ${TARGET} ${OP_LIBRARY} CACHE INTERNAL "op libs") endif() list(LENGTH op_library_DEPS op_library_DEPS_len) if(${op_library_DEPS_len} GREATER 0) set(DEPS_OPS ${TARGET} ${DEPS_OPS} PARENT_SCOPE) endif() if(WITH_GPU) # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`. if(WITH_UNITY_BUILD AND op_library_UNITY) # Combine the cc and cu source files. compose_unity_target_sources(${UNITY_TARGET} cc ${cc_srcs} ${cu_cc_srcs} ${cudnn_cu_cc_srcs} ${mkldnn_cc_srcs}) compose_unity_target_sources(${UNITY_TARGET} cu ${cudnn_cu_srcs} ${cu_srcs}) if(TARGET ${UNITY_TARGET}) # If `UNITY_TARGET` exists, add source files to `UNITY_TARGET`. target_sources(${UNITY_TARGET} PRIVATE ${unity_target_cc_sources} ${unity_target_cu_sources}) else() # If `UNITY_TARGET` does not exist, create `UNITY_TARGET` with source files. nv_library( ${UNITY_TARGET} SRCS ${unity_target_cc_sources} ${unity_target_cu_sources} DEPS ${op_library_DEPS} ${op_common_deps}) endif() # Add alias library to handle dependencies. add_library(${TARGET} ALIAS ${UNITY_TARGET}) else() nv_library( ${TARGET} SRCS ${cc_srcs} ${cu_cc_srcs} ${cudnn_cu_cc_srcs} ${cudnn_cu_srcs} ${mkldnn_cc_srcs} ${cu_srcs} DEPS ${op_library_DEPS} ${op_common_deps}) endif() elseif(WITH_ROCM) list(REMOVE_ITEM miopen_cu_cc_srcs "affine_grid_cudnn_op.cu.cc") list(REMOVE_ITEM miopen_cu_cc_srcs "grid_sampler_cudnn_op.cu.cc") list(REMOVE_ITEM hip_srcs "cholesky_op.cu") list(REMOVE_ITEM hip_srcs "cholesky_solve_op.cu") list(REMOVE_ITEM hip_srcs "lu_op.cu") list(REMOVE_ITEM hip_srcs "matrix_rank_op.cu") list(REMOVE_ITEM hip_srcs "svd_op.cu") list(REMOVE_ITEM hip_srcs "eigvalsh_op.cu") list(REMOVE_ITEM hip_srcs "qr_op.cu") list(REMOVE_ITEM hip_srcs "eigh_op.cu") list(REMOVE_ITEM hip_srcs "lstsq_op.cu") list(REMOVE_ITEM hip_srcs "multinomial_op.cu") hip_library( ${TARGET} SRCS ${cc_srcs} ${hip_cc_srcs} ${miopen_cu_cc_srcs} ${miopen_cu_srcs} ${mkldnn_cc_srcs} ${hip_srcs} DEPS ${op_library_DEPS} ${op_common_deps}) elseif(WITH_XPU_KP AND ${xpu_kp_cc_srcs_len} GREATER 0) xpu_library( ${TARGET} SRCS ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs} ${xpu_kp_cc_srcs} DEPS ${op_library_DEPS} ${op_common_deps}) else() # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`. if(WITH_UNITY_BUILD AND op_library_UNITY) # Combine the cc source files. compose_unity_target_sources( ${UNITY_TARGET} cc ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs} ${mlu_cc_srcs}) if(TARGET ${UNITY_TARGET}) # If `UNITY_TARGET` exists, add source files to `UNITY_TARGET`. target_sources(${UNITY_TARGET} PRIVATE ${unity_target_cc_sources}) else() # If `UNITY_TARGET` does not exist, create `UNITY_TARGET` with source files. cc_library( ${UNITY_TARGET} SRCS ${unity_target_cc_sources} DEPS ${op_library_DEPS} ${op_common_deps}) endif() # Add alias library to handle dependencies. add_library(${TARGET} ALIAS ${UNITY_TARGET}) else() cc_library( ${TARGET} SRCS ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs} ${mlu_cc_srcs} DEPS ${op_library_DEPS} ${op_common_deps}) endif() endif() list(LENGTH cu_srcs cu_srcs_len) list(LENGTH hip_srcs hip_srcs_len) list(LENGTH cu_cc_srcs cu_cc_srcs_len) list(LENGTH hip_cc_srcs hip_cc_srcs_len) list(LENGTH mkldnn_cc_srcs mkldnn_cc_srcs_len) list(LENGTH xpu_cc_srcs xpu_cc_srcs_len) list(LENGTH miopen_cu_cc_srcs miopen_cu_cc_srcs_len) list(LENGTH mlu_cc_srcs mlu_cc_srcs_len) # Define operators that don't need pybind here. foreach( manual_pybind_op "compare_all_op" "compare_op" "logical_op" "bitwise_op" "nccl_op" "tensor_array_read_write_op" "tensorrt_engine_op" "conv_fusion_op") if("${TARGET}" STREQUAL "${manual_pybind_op}") set(pybind_flag 1) endif() endforeach() # The registration of USE_OP, please refer to paddle/fluid/framework/op_registry.h. # Note that it's enough to just adding one operator to pybind in a *_op.cc file. # And for detail pybind information, please see generated paddle/pybind/pybind.h. set(ORIGINAL_TARGET ${TARGET}) string(REGEX REPLACE "_op" "" TARGET "${TARGET}") foreach(cc_src ${cc_srcs}) # pybind USE_OP_ITSELF set(op_name "") # Add PHI Kernel Registry Message find_phi_register(${cc_src} ${pybind_file} "PD_REGISTER_KERNEL") find_phi_register(${cc_src} ${pybind_file} "PD_REGISTER_STRUCT_KERNEL") find_phi_register(${cc_src} ${pybind_file} "PD_REGISTER_KERNEL_FOR_ALL_DTYPE") find_register(${cc_src} "REGISTER_OPERATOR" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_ITSELF(${op_name});\n") # hack: for example, the target in conv_transpose_op.cc is conv2d_transpose, used in mkldnn set(TARGET ${op_name}) set(pybind_flag 1) endif() # pybind USE_OP_ITSELF set(op_name "") # Add PHI Kernel Registry Message find_register(${cc_src} "REGISTER_ACTIVATION_OP" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_ITSELF(${op_name});\n") # hack: for example, the target in conv_transpose_op.cc is conv2d_transpose, used in mkldnn set(TARGET ${op_name}) set(pybind_flag 1) endif() set(op_name "") find_register(${cc_src} "REGISTER_OP_WITHOUT_GRADIENT" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_ITSELF(${op_name});\n") # hack: for example, the target in conv_transpose_op.cc is conv2d_transpose, used in mkldnn set(TARGET ${op_name}) set(pybind_flag 1) endif() # pybind USE_OP_DEVICE_KERNEL for CPU set(op_name "") find_register(${cc_src} "REGISTER_OP_CPU_KERNEL" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, CPU);\n") # why change TARGET here? # when building padle with on_infer, the REGISTER_OPERATOR(*_grad) will be removed before compiling (see details in remove_grad_op_and_kernel.py) # in elementwise_op.cc, it will find REGISTER_OPERATOR(grad_add) and set TARGET to grad_add # and, in the following "mkldnn" part, it will add USE_OP_DEVICE_KERNEL(grad_add, MKLDNN) to pybind.h # however, grad_add has no mkldnn kernel. set(TARGET ${op_name}) set(pybind_flag 1) endif() endforeach() # pybind USE_OP_DEVICE_KERNEL for CUDA list(APPEND cu_srcs ${cu_cc_srcs}) # message("cu_srcs ${cu_srcs}") foreach(cu_src ${cu_srcs}) set(op_name "") # Add PHI Kernel Registry Message find_phi_register(${cu_src} ${pybind_file} "PD_REGISTER_KERNEL") find_phi_register(${cu_src} ${pybind_file} "PD_REGISTER_STRUCT_KERNEL") find_phi_register(${cu_src} ${pybind_file} "PD_REGISTER_KERNEL_FOR_ALL_DTYPE") find_register(${cu_src} "REGISTER_OP_CUDA_KERNEL" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, CUDA);\n") set(pybind_flag 1) endif() endforeach() # pybind USE_OP_DEVICE_KERNEL for ROCm list(APPEND hip_srcs ${hip_cc_srcs}) # message("hip_srcs ${hip_srcs}") foreach(hip_src ${hip_srcs}) set(op_name "") find_register(${hip_src} "REGISTER_OP_CUDA_KERNEL" op_name) find_phi_register(${hip_src} ${pybind_file} "PD_REGISTER_KERNEL") find_phi_register(${hip_src} ${pybind_file} "PD_REGISTER_STRUCT_KERNEL") find_phi_register(${hip_src} ${pybind_file} "PD_REGISTER_KERNEL_FOR_ALL_DTYPE") if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, CUDA);\n") set(pybind_flag 1) endif() endforeach() # pybind USE_OP_DEVICE_KERNEL for CUDNN/MIOPEN list(APPEND cudnn_cu_srcs ${cudnn_cu_cc_srcs}) list(APPEND cudnn_cu_srcs ${miopen_cu_cc_srcs}) list(APPEND cudnn_cu_srcs ${miopen_cu_srcs}) list(LENGTH cudnn_cu_srcs cudnn_cu_srcs_len) #message("cudnn_cu_srcs ${cudnn_cu_srcs}") if(${cudnn_cu_srcs_len} GREATER 0 AND ${ORIGINAL_TARGET} STREQUAL "activation_op") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(relu, CUDNN);\n") else() foreach(cudnn_src ${cudnn_cu_srcs}) set(op_name "") find_register(${cudnn_src} "REGISTER_OP_KERNEL" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, CUDNN);\n") set(pybind_flag 1) endif() endforeach() endif() if(WITH_XPU AND ${xpu_cc_srcs_len} GREATER 0) if(${ORIGINAL_TARGET} STREQUAL "activation_op") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(relu, XPU);\n") else() foreach(xpu_src ${xpu_cc_srcs}) set(op_name "") find_register(${xpu_src} "REGISTER_OP_XPU_KERNEL" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, XPU);\n") set(pybind_flag 1) else() find_register(${xpu_src} "REGISTER_OP_XPU_KERNEL_FUNCTOR" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, XPU);\n") set(pybind_flag 1) endif() endif() endforeach() endif() endif() # pybind USE_OP_DEVICE_KERNEL for XPU KP if(WITH_XPU_KP AND ${xpu_kp_cc_srcs_len} GREATER 0) foreach(xpu_kp_src ${xpu_kp_cc_srcs}) set(op_name "") find_register(${xpu_kp_src} "REGISTER_OP_KERNEL" op_name) find_phi_register(${xpu_kp_src} ${pybind_file} "PD_REGISTER_STRUCT_KERNEL") if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, KP);\n") message(STATUS "Building KP Target: ${op_name}") set(pybind_flag 1) endif() endforeach() endif() # pybind USE_OP_DEVICE_KERNEL for MKLDNN if(WITH_MKLDNN AND ${mkldnn_cc_srcs_len} GREATER 0) # Append first implemented MKLDNN activation operator if(${MKLDNN_FILE} STREQUAL "activation_mkldnn_op") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(softplus, MKLDNN);\n") else() foreach(mkldnn_src ${mkldnn_cc_srcs}) set(op_name "") find_register(${mkldnn_src} "REGISTER_OP_KERNEL" op_name) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${op_name}, MKLDNN);\n") set(pybind_flag 1) endif() endforeach() endif() endif() # pybind USE_NO_KERNEL_OP # HACK: if REGISTER_OP_CPU_KERNEL presents the operator must have kernel string(REGEX MATCH "REGISTER_OP_CPU_KERNEL" regex_result "${TARGET_CONTENT}") string(REPLACE "_op" "" TARGET "${TARGET}") if(${pybind_flag} EQUAL 0 AND regex_result STREQUAL "") file(APPEND ${pybind_file} "USE_NO_KERNEL_OP(${TARGET});\n") set(pybind_flag 1) endif() # pybind USE_OP if(${pybind_flag} EQUAL 0) # NOTE(*): activation use macro to regist the kernels, set use_op manually. if(${TARGET} STREQUAL "activation") file(APPEND ${pybind_file} "USE_OP_ITSELF(relu);\n") elseif(${TARGET} STREQUAL "fake_dequantize") file(APPEND ${pybind_file} "USE_OP(fake_dequantize_max_abs);\n") elseif(${TARGET} STREQUAL "fake_quantize") file(APPEND ${pybind_file} "USE_OP(fake_quantize_abs_max);\n") elseif(${TARGET} STREQUAL "tensorrt_engine_op") message( STATUS "Pybind skips [tensorrt_engine_op], for this OP is only used in inference" ) else() file(APPEND ${pybind_file} "USE_OP(${TARGET});\n") endif() endif() endfunction() function(register_operators) set(options "") set(oneValueArgs "") set(multiValueArgs EXCLUDES DEPS) cmake_parse_arguments(register_operators "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN}) file( GLOB OPS RELATIVE "${CMAKE_CURRENT_SOURCE_DIR}" "*_op.cc") string(REPLACE "_mkldnn" "" OPS "${OPS}") string(REPLACE "_xpu" "" OPS "${OPS}") string(REPLACE "_mlu" "" OPS "${OPS}") string(REPLACE ".cc" "" OPS "${OPS}") list(REMOVE_DUPLICATES OPS) list(LENGTH register_operators_DEPS register_operators_DEPS_len) foreach(src ${OPS}) list(FIND register_operators_EXCLUDES ${src} _index) if(${_index} EQUAL -1) if(${register_operators_DEPS_len} GREATER 0) op_library(${src} UNITY DEPS ${register_operators_DEPS}) else() op_library(${src} UNITY) endif() endif() endforeach() # Complete the processing of `UNITY_TARGET`. if(WITH_UNITY_BUILD) finish_unity_target(cc) if(WITH_GPU) finish_unity_target(cu) endif() endif() endfunction() function(prune_pybind_h) set(op_list ${OP_LIST}) list(APPEND op_list "load_combine") list(APPEND op_list "tensorrt_engine") # add fused_op in op_list list(APPEND op_list "fc") list(APPEND op_list "conv2d_fusion") list(APPEND op_list "fusion_seqconv_eltadd_relu") list(APPEND op_list "fusion_seqpool_cvm_concat") list(APPEND op_list "fusion_gru") list(APPEND op_list "fusion_seqexpand_concat_fc") list(APPEND op_list "fusion_repeated_fc_relu") list(APPEND op_list "fusion_squared_mat_sub") # add plugin_op in op_list list(APPEND op_list "anchor_generator") file(STRINGS ${pybind_file} op_registry_list) file(WRITE ${pybind_file_prune} "") file( APPEND ${pybind_file_prune} "// Generated by the paddle/fluid/operators/CMakeLists.txt. DO NOT EDIT!\n" ) # add USE_OP_ITSELF for all op in op_list foreach(op_name IN LISTS op_list) file(APPEND ${pybind_file_prune} "USE_OP_ITSELF(${op_name});\n") endforeach() foreach(op_registry IN LISTS op_registry_list) if(NOT ${op_registry} EQUAL "") foreach(op_name IN LISTS op_list) string(FIND ${op_registry} "(${op_name})" index1) string(FIND ${op_registry} "(${op_name}," index2) string(FIND ${op_registry} "USE_OP_ITSELF" index3) if(((NOT ${index1} EQUAL "-1") OR (NOT ${index2} EQUAL "-1")) AND (${index3} EQUAL "-1")) file(APPEND ${pybind_file_prune} "${op_registry}\n") endif() endforeach() endif() endforeach() file(WRITE ${pybind_file} "") file(STRINGS ${pybind_file_prune} op_registry_list_tmp) foreach(op_name IN LISTS op_registry_list_tmp) if(NOT ${op_name} EQUAL "") file(APPEND ${pybind_file} "${op_name}\n") endif() endforeach() endfunction()