onnxruntime/cmake/onnxruntime_training.cmake
Dmitri Smirnov d9de054eb5
Multi-Lora support (#22046)
### Description
<!-- Describe your changes. -->



### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
2024-09-30 15:59:07 -07:00

226 lines
11 KiB
CMake

# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
set (CXXOPTS ${cxxopts_SOURCE_DIR}/include)
# training lib
file(GLOB_RECURSE onnxruntime_training_srcs
"${ORTTRAINING_SOURCE_DIR}/core/framework/*.h"
"${ORTTRAINING_SOURCE_DIR}/core/framework/*.cc"
"${ORTTRAINING_SOURCE_DIR}/core/framework/tensorboard/*.h"
"${ORTTRAINING_SOURCE_DIR}/core/framework/tensorboard/*.cc"
"${ORTTRAINING_SOURCE_DIR}/core/framework/adasum/*"
"${ORTTRAINING_SOURCE_DIR}/core/framework/communication/*"
"${ORTTRAINING_SOURCE_DIR}/core/session/*.h"
"${ORTTRAINING_SOURCE_DIR}/core/session/*.cc"
"${ORTTRAINING_SOURCE_DIR}/core/agent/*.h"
"${ORTTRAINING_SOURCE_DIR}/core/agent/*.cc"
)
# This needs to be built in framework.cmake
file(GLOB_RECURSE onnxruntime_training_framework_excluded_srcs CONFIGURE_DEPENDS
"${ORTTRAINING_SOURCE_DIR}/core/framework/torch/*.h"
"${ORTTRAINING_SOURCE_DIR}/core/framework/torch/*.cc"
"${ORTTRAINING_SOURCE_DIR}/core/framework/triton/*.h"
"${ORTTRAINING_SOURCE_DIR}/core/framework/triton/*.cc"
)
list(REMOVE_ITEM onnxruntime_training_srcs ${onnxruntime_training_framework_excluded_srcs})
onnxruntime_add_static_library(onnxruntime_training ${onnxruntime_training_srcs})
add_dependencies(onnxruntime_training onnx tensorboard ${onnxruntime_EXTERNAL_DEPENDENCIES})
onnxruntime_add_include_to_target(onnxruntime_training onnxruntime_common onnx onnx_proto tensorboard ${PROTOBUF_LIB} flatbuffers::flatbuffers re2::re2 Boost::mp11 safeint_interface)
# fix event_writer.cc 4100 warning
if(WIN32)
target_compile_options(onnxruntime_training PRIVATE /wd4100)
endif()
target_include_directories(onnxruntime_training PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${eigen_INCLUDE_DIRS} PUBLIC ${onnxruntime_graph_header} ${MPI_CXX_INCLUDE_DIRS})
if (onnxruntime_USE_NCCL)
target_include_directories(onnxruntime_training PRIVATE ${NCCL_INCLUDE_DIRS})
endif()
if (onnxruntime_BUILD_UNIT_TESTS)
set_target_properties(onnxruntime_training PROPERTIES FOLDER "ONNXRuntime")
source_group(TREE ${ORTTRAINING_ROOT} FILES ${onnxruntime_training_srcs})
# training runner lib
file(GLOB_RECURSE onnxruntime_training_runner_srcs
"${ORTTRAINING_SOURCE_DIR}/models/runner/*.h"
"${ORTTRAINING_SOURCE_DIR}/models/runner/*.cc"
)
# perf test utils
set(onnxruntime_perf_test_src_dir ${TEST_SRC_DIR}/perftest)
set(onnxruntime_perf_test_src
"${onnxruntime_perf_test_src_dir}/utils.h")
if(WIN32)
list(APPEND onnxruntime_perf_test_src
"${onnxruntime_perf_test_src_dir}/windows/utils.cc")
else ()
list(APPEND onnxruntime_perf_test_src
"${onnxruntime_perf_test_src_dir}/posix/utils.cc")
endif()
onnxruntime_add_static_library(onnxruntime_training_runner ${onnxruntime_training_runner_srcs} ${onnxruntime_perf_test_src})
add_dependencies(onnxruntime_training_runner ${onnxruntime_EXTERNAL_DEPENDENCIES} onnx onnxruntime_providers)
if (onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
target_link_libraries(onnxruntime_training_runner PRIVATE Python::Python)
endif()
onnxruntime_add_include_to_target(onnxruntime_training_runner onnxruntime_training onnxruntime_framework onnxruntime_common onnx onnx_proto ${PROTOBUF_LIB} onnxruntime_training flatbuffers::flatbuffers Boost::mp11 safeint_interface)
target_include_directories(onnxruntime_training_runner PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${eigen_INCLUDE_DIRS} PUBLIC ${onnxruntime_graph_header})
target_link_libraries(onnxruntime_training_runner PRIVATE nlohmann_json::nlohmann_json)
if (onnxruntime_USE_NCCL)
target_include_directories(onnxruntime_training_runner PRIVATE ${NCCL_INCLUDE_DIRS})
endif()
if (onnxruntime_USE_ROCM)
add_definitions(-DUSE_ROCM=1)
target_include_directories(onnxruntime_training_runner PUBLIC ${onnxruntime_ROCM_HOME}/include)
endif()
check_cxx_compiler_flag(-Wno-maybe-uninitialized HAS_NO_MAYBE_UNINITIALIZED)
if(UNIX AND NOT APPLE)
if (HAS_NO_MAYBE_UNINITIALIZED)
target_compile_options(onnxruntime_training_runner PUBLIC "-Wno-maybe-uninitialized")
endif()
endif()
if (onnxruntime_USE_ROCM)
target_compile_options(onnxruntime_training_runner PUBLIC -D__HIP_PLATFORM_AMD__=1 -D__HIP_PLATFORM_HCC__=1)
endif()
set_target_properties(onnxruntime_training_runner PROPERTIES FOLDER "ONNXRuntimeTest")
source_group(TREE ${REPO_ROOT} FILES ${onnxruntime_training_runner_srcs} ${onnxruntime_perf_test_src})
# MNIST
file(GLOB_RECURSE training_mnist_src
"${ORTTRAINING_SOURCE_DIR}/models/mnist/*.h"
"${ORTTRAINING_SOURCE_DIR}/models/mnist/mnist_data_provider.cc"
"${ORTTRAINING_SOURCE_DIR}/models/mnist/main.cc"
)
onnxruntime_add_executable(onnxruntime_training_mnist ${training_mnist_src})
onnxruntime_add_include_to_target(onnxruntime_training_mnist onnxruntime_common onnx onnx_proto ${PROTOBUF_LIB} onnxruntime_training flatbuffers::flatbuffers Boost::mp11 safeint_interface)
target_include_directories(onnxruntime_training_mnist PUBLIC ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${eigen_INCLUDE_DIRS} ${CXXOPTS} ${extra_includes} ${onnxruntime_graph_header} ${onnxruntime_exec_src_dir} ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_BINARY_DIR}/onnx onnxruntime_training_runner)
set(ONNXRUNTIME_LIBS
onnxruntime_session
${onnxruntime_libs}
${PROVIDERS_MKLDNN}
${PROVIDERS_DML}
onnxruntime_optimizer
onnxruntime_providers
onnxruntime_util
onnxruntime_framework
)
if (onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
list(APPEND ONNXRUNTIME_LIBS Python::Python)
endif()
list(APPEND ONNXRUNTIME_LIBS
onnxruntime_graph
${ONNXRUNTIME_MLAS_LIBS}
onnxruntime_common
onnxruntime_flatbuffers
Boost::mp11 safeint_interface
)
if(UNIX AND NOT APPLE)
if (HAS_NO_MAYBE_UNINITIALIZED)
target_compile_options(onnxruntime_training_mnist PUBLIC "-Wno-maybe-uninitialized")
endif()
endif()
target_link_libraries(onnxruntime_training_mnist PRIVATE onnxruntime_training_runner onnxruntime_lora onnxruntime_training ${ONNXRUNTIME_LIBS} ${onnxruntime_EXTERNAL_LIBRARIES})
set_target_properties(onnxruntime_training_mnist PROPERTIES FOLDER "ONNXRuntimeTest")
# squeezenet
# Disabling build for squeezenet, as no one is using this
#[[
file(GLOB_RECURSE training_squeezene_src
"${ORTTRAINING_SOURCE_DIR}/models/squeezenet/*.h"
"${ORTTRAINING_SOURCE_DIR}/models/squeezenet/*.cc"
)
onnxruntime_add_executable(onnxruntime_training_squeezenet ${training_squeezene_src})
onnxruntime_add_include_to_target(onnxruntime_training_squeezenet onnxruntime_common onnx onnx_proto ${PROTOBUF_LIB} onnxruntime_training flatbuffers::flatbuffers Boost::mp11 safeint_interface)
target_include_directories(onnxruntime_training_squeezenet PUBLIC ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${eigen_INCLUDE_DIRS} ${extra_includes} ${onnxruntime_graph_header} ${onnxruntime_exec_src_dir} ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_BINARY_DIR}/onnx onnxruntime_training_runner)
if(UNIX AND NOT APPLE)
target_compile_options(onnxruntime_training_squeezenet PUBLIC "-Wno-maybe-uninitialized")
endif()
target_link_libraries(onnxruntime_training_squeezenet PRIVATE onnxruntime_training_runner onnxruntime_training ${ONNXRUNTIME_LIBS} ${onnxruntime_EXTERNAL_LIBRARIES})
set_target_properties(onnxruntime_training_squeezenet PROPERTIES FOLDER "ONNXRuntimeTest")
]]
# BERT
file(GLOB_RECURSE training_bert_src
"${ORTTRAINING_SOURCE_DIR}/models/bert/*.h"
"${ORTTRAINING_SOURCE_DIR}/models/bert/*.cc"
)
onnxruntime_add_executable(onnxruntime_training_bert ${training_bert_src})
if(UNIX AND NOT APPLE)
if (HAS_NO_MAYBE_UNINITIALIZED)
target_compile_options(onnxruntime_training_bert PUBLIC "-Wno-maybe-uninitialized")
endif()
endif()
onnxruntime_add_include_to_target(onnxruntime_training_bert onnxruntime_common onnx onnx_proto ${PROTOBUF_LIB} onnxruntime_training flatbuffers::flatbuffers Boost::mp11 safeint_interface)
target_include_directories(onnxruntime_training_bert PUBLIC ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${MPI_CXX_INCLUDE_DIRS} ${eigen_INCLUDE_DIRS} ${CXXOPTS} ${extra_includes} ${onnxruntime_graph_header} ${onnxruntime_exec_src_dir} ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_BINARY_DIR}/onnx onnxruntime_training_runner)
# ROCM provider sources are generated, need to add include directory for generated headers
if (onnxruntime_USE_ROCM)
target_include_directories(onnxruntime_training_bert PUBLIC ${CMAKE_CURRENT_BINARY_DIR}/amdgpu/onnxruntime)
endif()
target_link_libraries(onnxruntime_training_bert PRIVATE onnxruntime_training_runner onnxruntime_training ${ONNXRUNTIME_LIBS} ${onnxruntime_EXTERNAL_LIBRARIES})
set_target_properties(onnxruntime_training_bert PROPERTIES FOLDER "ONNXRuntimeTest")
# Pipeline
file(GLOB_RECURSE training_pipeline_poc_src
"${ORTTRAINING_SOURCE_DIR}/models/pipeline_poc/*.h"
"${ORTTRAINING_SOURCE_DIR}/models/pipeline_poc/*.cc"
)
onnxruntime_add_executable(onnxruntime_training_pipeline_poc ${training_pipeline_poc_src})
if(UNIX AND NOT APPLE)
if (HAS_NO_MAYBE_UNINITIALIZED)
target_compile_options(onnxruntime_training_pipeline_poc PUBLIC "-Wno-maybe-uninitialized")
endif()
endif()
onnxruntime_add_include_to_target(onnxruntime_training_pipeline_poc onnxruntime_common onnx onnx_proto ${PROTOBUF_LIB} onnxruntime_training flatbuffers::flatbuffers Boost::mp11 safeint_interface)
target_include_directories(onnxruntime_training_pipeline_poc PUBLIC ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${MPI_CXX_INCLUDE_DIRS} ${eigen_INCLUDE_DIRS} ${CXXOPTS} ${extra_includes} ${onnxruntime_graph_header} ${onnxruntime_exec_src_dir} ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_BINARY_DIR}/onnx onnxruntime_training_runner)
if (onnxruntime_USE_NCCL)
target_include_directories(onnxruntime_training_pipeline_poc PRIVATE ${NCCL_INCLUDE_DIRS})
endif()
target_link_libraries(onnxruntime_training_pipeline_poc PRIVATE onnxruntime_training_runner onnxruntime_training ${ONNXRUNTIME_LIBS} ${onnxruntime_EXTERNAL_LIBRARIES})
set_target_properties(onnxruntime_training_pipeline_poc PROPERTIES FOLDER "ONNXRuntimeTest")
# GPT-2
file(GLOB_RECURSE training_gpt2_src
"${ORTTRAINING_SOURCE_DIR}/models/gpt2/*.h"
"${ORTTRAINING_SOURCE_DIR}/models/gpt2/*.cc"
)
onnxruntime_add_executable(onnxruntime_training_gpt2 ${training_gpt2_src})
if(UNIX AND NOT APPLE)
if (HAS_NO_MAYBE_UNINITIALIZED)
target_compile_options(onnxruntime_training_gpt2 PUBLIC "-Wno-maybe-uninitialized")
endif()
endif()
target_include_directories(onnxruntime_training_gpt2 PUBLIC ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT} ${ORTTRAINING_ROOT} ${MPI_CXX_INCLUDE_DIRS} ${eigen_INCLUDE_DIRS} ${CXXOPTS} ${extra_includes} ${onnxruntime_graph_header} ${onnxruntime_exec_src_dir} ${CMAKE_CURRENT_BINARY_DIR} ${CMAKE_CURRENT_BINARY_DIR}/onnx onnxruntime_training_runner)
target_link_libraries(onnxruntime_training_gpt2 PRIVATE onnxruntime_training_runner onnxruntime_training ${ONNXRUNTIME_LIBS} ${onnxruntime_EXTERNAL_LIBRARIES})
set_target_properties(onnxruntime_training_gpt2 PROPERTIES FOLDER "ONNXRuntimeTest")
endif()