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| 1 | +cmake_minimum_required(VERSION 3.28) |
| 2 | +project(onnx_app) |
| 3 | + |
| 4 | +enable_testing() |
| 5 | + |
| 6 | +# Set up language settings |
| 7 | +set(CMAKE_CXX_STANDARD 17) |
| 8 | +set(CMAKE_CXX_STANDARD_REQUIRED YES) |
| 9 | +set(CMAKE_CXX_EXTENSIONS NO) |
| 10 | +set(CMAKE_POSITION_INDEPENDENT_CODE ON) |
| 11 | + |
| 12 | +find_package(Protobuf) |
| 13 | +if (NOT Protobuf_FOUND) |
| 14 | + message(WARNING "Could NOT find Protobuf") |
| 15 | + return() |
| 16 | +endif () |
| 17 | + |
| 18 | +find_package(Halide REQUIRED) |
| 19 | + |
| 20 | +# Download onnx.proto |
| 21 | +include(FetchContent) |
| 22 | +FetchContent_Declare( |
| 23 | + onnx |
| 24 | + GIT_REPOSITORY https://github.com/onnx/onnx.git |
| 25 | + GIT_TAG e709452ef2bbc1d113faf678c24e6d3467696e83 # v1.18.0 |
| 26 | + SOURCE_SUBDIR do-not-load/ |
| 27 | +) |
| 28 | +FetchContent_MakeAvailable(onnx) |
| 29 | + |
| 30 | +# Add library that converts ONNX models to Halide operators |
| 31 | +add_library(oclib STATIC) |
| 32 | +add_library(onnx_app::oclib ALIAS oclib) |
| 33 | + |
| 34 | +target_sources(oclib PRIVATE onnx_converter.cc "${onnx_SOURCE_DIR}/onnx/onnx.proto") |
| 35 | +protobuf_generate( |
| 36 | + TARGET oclib |
| 37 | + LANGUAGE cpp |
| 38 | + PROTOC_OUT_DIR ${CMAKE_CURRENT_BINARY_DIR}/_protoc_out |
| 39 | + IMPORT_DIRS ${onnx_SOURCE_DIR} |
| 40 | +) |
| 41 | +target_include_directories(oclib PUBLIC "${CMAKE_CURRENT_BINARY_DIR}/_protoc_out") |
| 42 | +target_link_libraries(oclib PUBLIC Halide::Halide protobuf::libprotobuf-lite) |
| 43 | +target_compile_definitions(oclib PUBLIC GOOGLE_PROTOBUF_NO_RTTI) |
| 44 | + |
| 45 | +# Add test for the onnx converter library (oclib) |
| 46 | +add_executable(onnx_converter_test onnx_converter_test.cc) |
| 47 | +target_link_libraries(onnx_converter_test PRIVATE onnx_app::oclib) |
| 48 | + |
| 49 | +add_test(NAME onnx_converter_test |
| 50 | + COMMAND onnx_converter_test) |
| 51 | +set_tests_properties( |
| 52 | + onnx_converter_test PROPERTIES |
| 53 | + LABELS onnx |
| 54 | + PASS_REGULAR_EXPRESSION "Success!" |
| 55 | + SKIP_REGULAR_EXPRESSION "\\[SKIP\\]" |
| 56 | +) |
| 57 | + |
| 58 | +# Generator |
| 59 | +add_halide_generator( |
| 60 | + onnx_converter.generator |
| 61 | + SOURCES onnx_converter_generator.cc |
| 62 | + LINK_LIBRARIES onnx_app::oclib |
| 63 | +) |
| 64 | + |
| 65 | +# Generate test onnx model |
| 66 | +add_custom_command( |
| 67 | + OUTPUT test_model.onnx |
| 68 | + COMMAND |
| 69 | + protobuf::protoc |
| 70 | + --encode=onnx.ModelProto |
| 71 | + "--proto_path=${onnx_SOURCE_DIR}" |
| 72 | + "$<SHELL_PATH:${onnx_SOURCE_DIR}/onnx/onnx.proto>" |
| 73 | + < "$<SHELL_PATH:${CMAKE_CURRENT_SOURCE_DIR}/test_model_proto.txt>" |
| 74 | + > test_model.onnx |
| 75 | + DEPENDS protobuf::protoc ${onnx_SOURCE_DIR}/onnx/onnx.proto |
| 76 | + COMMENT "Generating test ONNX model from proto content" |
| 77 | + MAIN_DEPENDENCY ${CMAKE_CURRENT_SOURCE_DIR}/test_model_proto.txt |
| 78 | + VERBATIM |
| 79 | +) |
| 80 | + |
| 81 | +# Generate static library using halide generator for test onnx model |
| 82 | +add_halide_library( |
| 83 | + test_model FROM onnx_converter.generator |
| 84 | + GENERATOR onnx_model_generator |
| 85 | + PARAMS model_file_path=${CMAKE_CURRENT_BINARY_DIR}/test_model.onnx |
| 86 | + DEPENDS ${CMAKE_CURRENT_BINARY_DIR}/test_model.onnx |
| 87 | + AUTOSCHEDULER Halide::Adams2019 |
| 88 | +) |
| 89 | + |
| 90 | +# Test the generated static library |
| 91 | +add_executable(onnx_converter_generator_test onnx_converter_generator_test.cc) |
| 92 | +target_link_libraries(onnx_converter_generator_test PRIVATE Halide::Runtime test_model) |
| 93 | + |
| 94 | +add_test(NAME onnx_converter_generator_test |
| 95 | + COMMAND onnx_converter_generator_test) |
| 96 | +set_tests_properties( |
| 97 | + onnx_converter_generator_test |
| 98 | + PROPERTIES |
| 99 | + LABELS onnx |
| 100 | + PASS_REGULAR_EXPRESSION "Success!" |
| 101 | + SKIP_REGULAR_EXPRESSION "\\[SKIP\\]" |
| 102 | +) |
| 103 | + |
| 104 | +# Python bindings to convert onnx models to Halide model |
| 105 | +find_package(Python 3 COMPONENTS Interpreter Development) |
| 106 | +if (NOT Python_FOUND) |
| 107 | + message(WARNING "Could NOT find Python") |
| 108 | + return() |
| 109 | +endif () |
| 110 | + |
| 111 | +find_package(pybind11 HINTS "${Python_SITEARCH}") |
| 112 | +if (NOT pybind11_FOUND) |
| 113 | + message(WARNING "Could NOT find pybind11") |
| 114 | + return() |
| 115 | +endif () |
| 116 | + |
| 117 | +pybind11_add_module( |
| 118 | + model_cpp model.cpp benchmarking_utils.h common_types.h denormal_disabler.h |
| 119 | +) |
| 120 | +target_link_libraries(model_cpp PRIVATE Halide::Halide onnx_app::oclib) |
| 121 | + |
| 122 | +add_test( |
| 123 | + NAME model_test |
| 124 | + COMMAND ${Python_EXECUTABLE} -m unittest ${CMAKE_CURRENT_SOURCE_DIR}/model_test.py -v |
| 125 | + WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR} |
| 126 | +) |
| 127 | +add_test( |
| 128 | + NAME halide_as_onnx_backend_test |
| 129 | + COMMAND ${Python_EXECUTABLE} -m unittest ${CMAKE_CURRENT_SOURCE_DIR}/halide_as_onnx_backend_test.py -v |
| 130 | + WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR} |
| 131 | +) |
| 132 | +set_tests_properties( |
| 133 | + halide_as_onnx_backend_test |
| 134 | + model_test |
| 135 | + PROPERTIES |
| 136 | + LABELS onnx |
| 137 | + PASS_REGULAR_EXPRESSION "OK" |
| 138 | + SKIP_REGULAR_EXPRESSION "\\[SKIP\\]" |
| 139 | + ENVIRONMENT "PYTHONPATH=$<TARGET_FILE_DIR:model_cpp>;MODEL_AUTOSCHEDULER=$<TARGET_FILE:Halide::Adams2019>" |
| 140 | + TIMEOUT 120 |
| 141 | +) |
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