├── .clang-format ├── .github └── workflows │ ├── black-ruff.yml │ ├── check-release.yml │ ├── check-urls.yml │ ├── clang.yml │ ├── cmakelint.yml │ ├── documentation.yml │ ├── mypy.yml │ ├── rstcheck.yml │ ├── wheels-linux.yml │ ├── wheels-mac.yml │ └── wheels-windows.yml ├── .gitignore ├── CHANGELOGS.rst ├── LICENSE.txt ├── MANIFEST.in ├── README.rst ├── _cmake ├── CMakeLists.txt ├── clang_format.sh ├── constants.cmake ├── externals │ ├── CPM.cmake │ ├── FindCudaExtension.cmake │ ├── FindCython.cmake │ ├── FindLocalEigen.cmake │ ├── FindLocalGoogleTest.cmake │ ├── FindLocalMatX.cmake │ ├── FindLocalPyBind11.cmake │ ├── FindMyPython.cmake │ └── FindOrt.cmake ├── finalize.cmake ├── intrin.sh ├── load_externals.cmake ├── targets │ ├── _onnx2.cmake │ ├── _validation.cmake │ ├── _validation_cuda_example_py.cmake │ ├── _validation_cuda_monitor.cmake │ ├── c_op_conv_.cmake │ ├── c_op_svm_py_.cmake │ ├── c_op_tfidf_vectorizer_py_.cmake │ ├── c_op_tree_ensemble_py_.cmake │ ├── common.cmake │ ├── common_kernels.cmake │ ├── fp8_cy.cmake │ ├── ortinf.cmake │ ├── ortops_optim_cpu.cmake │ ├── ortops_optim_cuda.cmake │ ├── ortops_tutorial_cpu.cmake │ └── ortops_tutorial_cuda.cmake └── test_constants.h.in ├── _doc ├── _static │ ├── logo.png │ ├── profile.png │ ├── vector_sum6.png │ └── vector_sum6_results.png ├── api │ ├── check.rst │ ├── ext_test_case.rst │ ├── helper.rst │ ├── index.rst │ ├── memory_peak.rst │ ├── onnx2 │ │ ├── helper.rst │ │ ├── index.rst │ │ ├── io_helper.rst │ │ ├── parsing.rst │ │ └── protos.rst │ ├── ortcy.rst │ ├── ortops.rst │ ├── ortops_optim_cpu.rst │ ├── ortops_optim_cuda.rst │ ├── ortops_tutorial_cpu.rst │ ├── ortops_tutorial_cuda.rst │ ├── plotting.rst │ ├── reference.rst │ ├── tools.rst │ ├── tools_einsum.rst │ ├── tools_inline.rst │ ├── tools_io.rst │ ├── tools_nodes.rst │ ├── tools_other.rst │ ├── tools_stats.rst │ ├── validation.rst │ ├── validation_cpu.rst │ ├── validation_cuda.rst │ ├── validation_sparse.rst │ └── validation_trees.rst ├── benchmarks.rst ├── command_lines.rst ├── conf.py ├── examples │ ├── README.txt │ ├── plot_bench_cpu.py │ ├── plot_bench_cypy_ort.py │ ├── plot_bench_gemm_f8.py │ ├── plot_bench_gemm_ort.py │ ├── plot_bench_sparse_access.py │ ├── plot_onnx2_time.py │ ├── plot_op_conv_denorm.py │ ├── plot_op_conv_py_vs_c.py │ ├── plot_op_einsum.py │ ├── plot_op_gemm2_cuda.py │ ├── plot_op_mul_cuda.py │ ├── plot_op_scatternd_cuda.py │ ├── plot_op_scatternd_mask_cuda.py │ ├── plot_op_tfidfvectorizer_sparse.py │ ├── plot_op_transpose_2d_cast_cuda.py │ ├── plot_op_tree_ensemble_implementations.py │ ├── plot_op_tree_ensemble_optim.py │ ├── plot_op_tree_ensemble_sparse.py │ └── plot_profile_gemm_ort.py ├── index.rst ├── license.rst ├── tech │ ├── 2023-09-05-glibc.rst │ ├── gemm.rst │ ├── index.rst │ ├── install_cuda_wsl.rst │ └── usefulcmd.rst └── tutorial │ ├── build.rst │ ├── build_cuda.rst │ ├── build_cython.rst │ ├── build_ortext.rst │ ├── build_pybind11.rst │ ├── custom_ops.rst │ ├── cython_binding.rst │ ├── external_data.rst │ ├── images │ └── plot_optim_tree_ensemble.png │ ├── index.rst │ ├── many_tools.rst │ ├── old_version.rst │ ├── onnx_manipulations.rst │ ├── ops.rst │ ├── ort_debug.rst │ ├── parallelization.rst │ ├── profiling.rst │ ├── quantize.rst │ ├── readings.rst │ ├── reference_evaluator.rst │ ├── statistics.rst │ └── trees.rst ├── _unittests ├── onnx_extended_test_common.h ├── ut_helper │ └── test_make_helper.py ├── ut_onnx2 │ ├── data │ │ ├── test_ai_onnx_ml_binarizer.onnx │ │ ├── test_softmax_example_expanded.Constant.onnx │ │ └── test_softmax_example_expanded.onnx │ ├── test_backend_onnx_vs_onnx2.py │ ├── test_onnx2_helper.cpp │ ├── test_onnx2_helper.py │ ├── test_onnx2_models.py │ ├── test_onnx2_protos.cpp │ ├── test_onnx2_threads.cpp │ └── test_onnx_vs_onnx2.py ├── ut_ortcy │ ├── data │ │ └── add.onnx │ ├── test_inference.cpp │ └── test_ortcy.py ├── ut_ortops │ ├── data │ │ ├── plot_op_tree_ensemble_implementations_custom.onnx │ │ └── plot_op_tree_ensemble_implementations_sparse.onnx │ ├── test_inference_tree.cpp │ ├── test_optim_cuda.py │ ├── test_optim_py.py │ ├── test_optim_sparse.py │ ├── test_optim_svm.py │ ├── test_optim_tfidf_vectorizer.py │ ├── test_optim_tfidf_vectorizer_sparse.py │ ├── test_optim_tree_ensemble.py │ ├── test_optim_tree_ensemble_sparse.py │ ├── test_optim_tree_ensemble_sparse_xgboost.py │ ├── test_tutorial_cpu.py │ ├── test_tutorial_cpu_tree.py │ ├── test_tutorial_gemm_cpu.py │ └── test_tutorial_gemm_cuda.py ├── ut_plotting │ └── test_plotting_benchmark.py ├── ut_reference │ ├── test_backend_c_reference_evaluator.py │ ├── test_c_op_conv.cpp │ ├── test_c_reference_evaluator.py │ ├── test_c_reference_evaluator_save.py │ ├── test_c_svm.py │ ├── test_c_tfidf_vectorizer.py │ ├── test_c_tree_ensemble.py │ └── test_sparse_tensor.py ├── ut_tools │ ├── bench │ │ ├── model.onnx │ │ └── test_data_set_0 │ │ │ ├── input_0.pb │ │ │ ├── input_1.pb │ │ │ └── output_0.pb │ ├── bench_rf │ │ ├── model.onnx │ │ └── test_data_set_0 │ │ │ ├── input_0.pb │ │ │ └── output_0.pb │ ├── data │ │ └── debug_4700-CPUep.onnx │ ├── test_einsum.py │ ├── test_einsum_benchmark.py │ ├── test_einsum_blas_lapack.py │ ├── test_einsum_bug.py │ ├── test_einsum_einsum.py │ ├── test_einsum_generic_dot.py │ ├── test_einsum_ml.py │ ├── test_einsum_onnx_micro_runtime.py │ ├── test_js_profile.py │ ├── test_onnx_inline.py │ ├── test_onnx_tools.py │ ├── test_optim_onnx_unused.py │ ├── test_ort_debug.py │ ├── test_proto.py │ ├── test_run_onnx.py │ ├── test_simple.py │ └── test_stats_nodes.py ├── ut_validation │ ├── test_bench_tree.py │ ├── test_cpu_fpemu.cpp │ ├── test_cpu_fpemu.py │ ├── test_cuda_fpemu.py │ ├── test_cuda_gemm.py │ ├── test_cuda_monitor.py │ ├── test_fp8.py │ ├── test_hash.py │ ├── test_sparse_struct.py │ └── test_speed_metrics.py └── ut_xrun_doc │ ├── test_args.py │ ├── test_command_lines1.py │ ├── test_command_lines2.py │ ├── test_documentation_examples.py │ ├── test_memory_peak.py │ └── test_version.py ├── azure-pipelines.yml ├── clean_build.sh ├── clean_onnx.sh ├── onnx_extended ├── __init__.py ├── __main__.py ├── _command_lines.py ├── _command_lines_parser.py ├── _common.py ├── args.py ├── cpp │ ├── __init__.py │ ├── c_op_allocation.cpp │ ├── c_op_common_parameters.cpp │ ├── cpu │ │ └── __init__.py │ ├── cuda │ │ └── __init__.py │ ├── include │ │ ├── __init__.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── c_op_allocation.h │ │ │ ├── c_op_common_parallel.hpp │ │ │ ├── c_op_common_parameters.h │ │ │ ├── c_op_helpers.h │ │ │ ├── c_op_math.h │ │ │ ├── c_op_status.h │ │ │ ├── common_kernels.h │ │ │ ├── simple_span.h │ │ │ └── sparse_tensor.h │ │ ├── cpu │ │ │ ├── __init__.py │ │ │ ├── c_op_conv.h │ │ │ ├── c_op_conv_common.h │ │ │ ├── c_op_svm_common_.hpp │ │ │ ├── c_op_tfidf_vectorizer_.hpp │ │ │ ├── c_op_tree_ensemble_common_.hpp │ │ │ ├── c_op_tree_ensemble_common_agg_.hpp │ │ │ ├── c_op_tree_ensemble_common_classifier_.hpp │ │ │ └── cast_fp8.h │ │ ├── cuda │ │ │ ├── __init__.py │ │ │ └── common_kernels_cuda.h │ │ ├── onnx_extended_helpers.h │ │ ├── ortapi_c_api_header.h │ │ └── ortapi_version.h │ └── onnx_extended_helpers.cpp ├── ext_test_case.py ├── helper │ ├── __init__.py │ ├── make_dynamic_quantize_linear.py │ └── make_reshape_transpose.py ├── memory_peak.py ├── onnx2 │ ├── __init__.py │ ├── cpu │ │ ├── __init__.py │ │ ├── _onnx2py.cpp │ │ ├── fields.h │ │ ├── fields.hpp │ │ ├── onnx2.cpp │ │ ├── onnx2.h │ │ ├── onnx2_alias.h │ │ ├── onnx2_helper.cpp │ │ ├── onnx2_helper.h │ │ ├── simple_string.cpp │ │ ├── simple_string.h │ │ ├── stream.cpp │ │ ├── stream.h │ │ ├── stream_class.h │ │ ├── stream_class.hpp │ │ ├── stream_class_print.hpp │ │ ├── stream_class_read.hpp │ │ ├── stream_class_size.hpp │ │ ├── stream_class_write.hpp │ │ ├── thread_pool.cpp │ │ └── thread_pool.h │ ├── helper.py │ ├── io_helper.py │ └── pychecker.py ├── ortcy │ ├── __init__.py │ └── wrap │ │ ├── __init__.py │ │ ├── ortapi.cpp │ │ ├── ortapi.h │ │ ├── ortapi_inline.h │ │ └── ortinf.pyx ├── ortops │ ├── __init__.py │ ├── optim │ │ ├── __init__.py │ │ ├── cpu │ │ │ ├── __init__.py │ │ │ ├── ort_optim_cpu_lib.cc │ │ │ ├── ort_optim_cpu_lib.h │ │ │ ├── ort_sparse.h │ │ │ ├── ort_sparse.hpp │ │ │ ├── ort_svm.h │ │ │ ├── ort_svm.hpp │ │ │ ├── ort_tfidf_vectorizer.h │ │ │ ├── ort_tfidf_vectorizer.hpp │ │ │ ├── ort_tree_ensemble.h │ │ │ └── ort_tree_ensemble.hpp │ │ ├── cuda │ │ │ ├── __init__.py │ │ │ ├── add_or_mul_shared_input.cu │ │ │ ├── add_or_mul_shared_input.h │ │ │ ├── addaddaddmulmulmul.cu │ │ │ ├── addaddaddmulmulmul.h │ │ │ ├── addaddmulmul.cu │ │ │ ├── addaddmulmul.h │ │ │ ├── addmul.cu │ │ │ ├── addmul.h │ │ │ ├── mul_mul_sigmoid.cu │ │ │ ├── mul_mul_sigmoid.h │ │ │ ├── mul_sigmoid.cu │ │ │ ├── mul_sigmoid.h │ │ │ ├── negxplus1.cu │ │ │ ├── negxplus1.h │ │ │ ├── ort_optim_cuda_lib.cc │ │ │ ├── ort_optim_cuda_lib.h │ │ │ ├── replace_zero.cu │ │ │ ├── replace_zero.h │ │ │ ├── rotary.cu │ │ │ ├── rotary.h │ │ │ ├── scatter_nd_of_shape.cu │ │ │ ├── scatter_nd_of_shape.h │ │ │ ├── scatter_nd_of_shape_common.h │ │ │ ├── scatter_nd_of_shape_masked.cu │ │ │ ├── scatter_nd_of_shape_masked.h │ │ │ ├── submul.cu │ │ │ ├── submul.h │ │ │ ├── transpose_cast_2d.cu │ │ │ ├── transpose_cast_2d.h │ │ │ ├── tri_matrix.cu │ │ │ └── tri_matrix.h │ │ └── optimize.py │ └── tutorial │ │ ├── __init__.py │ │ ├── cpu │ │ ├── __init__.py │ │ ├── custom_gemm.cc │ │ ├── custom_gemm.h │ │ ├── custom_tree_assembly.cc │ │ ├── custom_tree_assembly.h │ │ ├── dynamic_quantize_linear.cc │ │ ├── dynamic_quantize_linear.h │ │ ├── my_kernel.cc │ │ ├── my_kernel.h │ │ ├── my_kernel_attr.cc │ │ ├── my_kernel_attr.h │ │ ├── ort_tutorial_cpu_lib.cc │ │ └── ort_tutorial_cpu_lib.h │ │ └── cuda │ │ ├── __init__.py │ │ ├── custom_gemm.cu │ │ ├── custom_gemm.h │ │ ├── matx_matmul.cu │ │ ├── matx_matmul.h │ │ ├── ort_tutorial_cuda_lib.cc │ │ └── ort_tutorial_cuda_lib.h ├── plotting │ ├── __init__.py │ ├── benchmark.py │ └── data.py ├── reference │ ├── __init__.py │ ├── c_custom_ops │ │ ├── __init__.py │ │ └── custom_op_tree_ensemble_regressor.py │ ├── c_ops │ │ ├── __init__.py │ │ ├── _op_classifier_common.py │ │ ├── c_op_conv.py │ │ ├── c_op_svm_classifier.py │ │ ├── c_op_svm_regressor.py │ │ ├── c_op_tfidf_vectorizer.py │ │ ├── c_op_tree_ensemble_classifier.py │ │ ├── c_op_tree_ensemble_regressor.py │ │ └── cpu │ │ │ ├── __init__.py │ │ │ ├── c_op_conv_.cpp │ │ │ ├── c_op_conv_pybind11.h │ │ │ ├── c_op_svm_py_.cpp │ │ │ ├── c_op_tfidf_vectorizer_py_.cpp │ │ │ ├── c_op_tree_ensemble_py_.cpp │ │ │ ├── c_op_tree_ensemble_py_.hpp │ │ │ └── c_op_tree_ensemble_py_classifier_.hpp │ ├── c_reference_backend.py │ ├── c_reference_evaluator.py │ └── other_ops │ │ ├── __init__.py │ │ ├── op_scatternd_of_shape.py │ │ └── op_tokenizer.py ├── tools │ ├── __init__.py │ ├── einsum │ │ ├── __init__.py │ │ ├── blas_lapack.py │ │ ├── einsum_bench.py │ │ ├── einsum_config.py │ │ ├── einsum_fct.py │ │ ├── einsum_impl.py │ │ ├── einsum_impl_classes.py │ │ ├── einsum_impl_ext.py │ │ └── einsum_ml.py │ ├── js_profile.py │ ├── onnx_inline.py │ ├── onnx_io.py │ ├── onnx_nodes.py │ ├── ort_debug.py │ ├── protoc.py │ ├── run_onnx.py │ ├── run_onnx_main.py │ └── stats_nodes.py └── validation │ ├── __init__.py │ ├── _tree_d14_f100.py │ ├── bench_trees.py │ ├── cpu │ ├── __init__.py │ ├── _validation.cpp │ ├── cpu_fpemu.hpp │ ├── murmur_hash3.cpp │ ├── murmur_hash3.h │ ├── speed_metrics.cpp │ ├── speed_metrics.h │ ├── vector_sparse.cpp │ └── vector_sparse.h │ ├── cuda │ ├── __init__.py │ ├── cuda_example_py.cpp │ ├── cuda_fpemu.cu │ ├── cuda_fpemu.cuh │ ├── cuda_gemm.cu │ ├── cuda_gemm.cuh │ ├── cuda_monitor.cpp │ ├── cuda_nvtx.cuh │ ├── cuda_tensor.cu │ ├── cuda_tensor.cuh │ └── cuda_utils.h │ └── cython │ ├── __init__.py │ └── fp8.pyx ├── pyproject.toml ├── requirements-dev.txt ├── requirements.txt ├── setup.cfg └── setup.py /.clang-format: -------------------------------------------------------------------------------- 1 | ColumnLimit: 104 2 | 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