Update pytorch_custom_ops_tutorial.ipynb (#196)
* Update pytorch_custom_ops_tutorial.ipynb * Update mshost.yaml * tidy up
This commit is contained in:
Wenbing Li
GitHub
Родитель
f418557d85
Коммит
459c4f7d61
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@ -5,6 +5,7 @@ build_host_protoc
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build_android
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build_ios
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build_*
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.venv/
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_subbuild/
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.build_debug/*
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.build_release/*
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@ -258,9 +258,9 @@ jobs:
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py37-170:
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python.version: '3.7'
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ort.version: '1.7.0'
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py36-170:
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python.version: '3.6'
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ort.version: '1.6.0'
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# py36-160:
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# python.version: '3.6'
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# ort.version: '1.6.0'
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maxParallel: 1
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steps:
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@ -1,33 +0,0 @@
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#!/bin/bash
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BASE_DIR=onnxruntime_customops_integration
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if [ ! -d $BASE_DIR ]
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then
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mkdir $BASE_DIR
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fi
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cd $BASE_DIR
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git clone https://github.com/microsoft/onnxruntime.git
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cd onnxruntime
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# The latest commit of ONNXRuntime that has been verified for integration (#7941)
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git checkout fd23b8caaddc4c460463774d696af13bef63aa46
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cd cmake/external
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git clone git@github.com:microsoft/onnxruntime-extensions.git
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cd ../..
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cp cmake/external/onnxruntime-extensions/test/data/custom_op_negpos.onnx onnxruntime/test/testdata
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cp cmake/external/onnxruntime-extensions/test/data/custom_op_string_lower.onnx onnxruntime/test/testdata
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git apply cmake/external/onnxruntime-extensions/ci_build/onnxruntime_integration/onnxruntime_v1.8.patch
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#get ready and begin building
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cd ..
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if [ ! -d build ]
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then
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mkdir build
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fi
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python3 onnxruntime/tools/ci_build/build.py --build_dir build "$@"
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@ -1,244 +0,0 @@
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diff --git a/cmake/CMakeLists.txt b/cmake/CMakeLists.txt
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index 95bd1416c4..8c736bd69f 100644
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--- a/cmake/CMakeLists.txt
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+++ b/cmake/CMakeLists.txt
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@@ -1195,6 +1195,15 @@ if (onnxruntime_USE_TVM)
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list(APPEND onnxruntime_EXTERNAL_DEPENDENCIES tvm nnvm_compiler)
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endif()
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+# ONNXRuntime-CustomOps
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+set(OCOS_ENABLE_CTEST OFF CACHE INTERNAL "")
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+set(OCOS_ENABLE_STATIC_LIB ON CACHE INTERNAL "")
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+set(OCOS_ENABLE_SPM_TOKENIZER OFF CACHE INTERNAL "")
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+add_subdirectory(external/onnxruntime-extensions EXCLUDE_FROM_ALL)
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+# target library or executable are defined in CMakeLists.txt of onnxruntime-extensions
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+target_include_directories(ocos_operators PRIVATE ${RE2_INCLUDE_DIR} external/json/include)
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+target_include_directories(ortcustomops PUBLIC external/onnxruntime-extensions/shared)
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+
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if (APPLE OR CMAKE_SYSTEM_NAME STREQUAL "Android")
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#onnx/onnx/proto_utils.h:34:16: error: 'SetTotalBytesLimit' is deprecated: Please use the single
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#parameter version of SetTotalBytesLimit(). The second parameter is ignored.
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diff --git a/cmake/onnxruntime_session.cmake b/cmake/onnxruntime_session.cmake
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index bb5eb0d166..bbc7a954e9 100644
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--- a/cmake/onnxruntime_session.cmake
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+++ b/cmake/onnxruntime_session.cmake
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@@ -16,7 +16,7 @@ if(onnxruntime_ENABLE_INSTRUMENT)
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target_compile_definitions(onnxruntime_session PUBLIC ONNXRUNTIME_ENABLE_INSTRUMENT)
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endif()
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target_include_directories(onnxruntime_session PRIVATE ${ONNXRUNTIME_ROOT} ${eigen_INCLUDE_DIRS})
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-target_link_libraries(onnxruntime_session PRIVATE nlohmann_json::nlohmann_json)
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+target_link_libraries(onnxruntime_session PRIVATE nlohmann_json::nlohmann_json ortcustomops)
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add_dependencies(onnxruntime_session ${onnxruntime_EXTERNAL_DEPENDENCIES})
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set_target_properties(onnxruntime_session PROPERTIES FOLDER "ONNXRuntime")
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if (onnxruntime_USE_CUDA)
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diff --git a/include/onnxruntime/core/session/onnxruntime_c_api.h b/include/onnxruntime/core/session/onnxruntime_c_api.h
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index 838d202c28..e6db1b6eaa 100644
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--- a/include/onnxruntime/core/session/onnxruntime_c_api.h
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+++ b/include/onnxruntime/core/session/onnxruntime_c_api.h
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@@ -1382,6 +1382,11 @@ struct OrtApi {
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_In_ const void* model_data, size_t model_data_length,
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_In_ const OrtSessionOptions* options, _Inout_ OrtPrepackedWeightsContainer* prepacked_weights_container,
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_Outptr_ OrtSession** out);
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+
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+ /**
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+ * Enable custom operators in ORT CustomOps: https://github.com/microsoft/onnxruntime-extensions.git
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+ */
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+ ORT_API2_STATUS(EnableOrtCustomOps, _Inout_ OrtSessionOptions* options);
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};
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/*
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diff --git a/include/onnxruntime/core/session/onnxruntime_cxx_api.h b/include/onnxruntime/core/session/onnxruntime_cxx_api.h
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index 4bd07b47c6..0fa74bcf38 100644
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--- a/include/onnxruntime/core/session/onnxruntime_cxx_api.h
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+++ b/include/onnxruntime/core/session/onnxruntime_cxx_api.h
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@@ -310,6 +310,7 @@ struct SessionOptions : Base<OrtSessionOptions> {
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SessionOptions& EnableProfiling(const ORTCHAR_T* profile_file_prefix);
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SessionOptions& DisableProfiling();
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+ SessionOptions& EnableOrtCustomOps();
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SessionOptions& EnableMemPattern();
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SessionOptions& DisableMemPattern();
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diff --git a/include/onnxruntime/core/session/onnxruntime_cxx_inline.h b/include/onnxruntime/core/session/onnxruntime_cxx_inline.h
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index d08b890e80..f4b78b562f 100644
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--- a/include/onnxruntime/core/session/onnxruntime_cxx_inline.h
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+++ b/include/onnxruntime/core/session/onnxruntime_cxx_inline.h
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@@ -440,6 +440,11 @@ inline SessionOptions& SessionOptions::DisableProfiling() {
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return *this;
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}
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+inline SessionOptions& SessionOptions::EnableOrtCustomOps() {
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+ ThrowOnError(GetApi().EnableOrtCustomOps(p_));
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+ return *this;
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+}
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+
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inline SessionOptions& SessionOptions::EnableMemPattern() {
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ThrowOnError(GetApi().EnableMemPattern(p_));
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return *this;
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diff --git a/onnxruntime/core/session/onnxruntime_c_api.cc b/onnxruntime/core/session/onnxruntime_c_api.cc
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index e73bdbe18a..46238f02df 100644
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--- a/onnxruntime/core/session/onnxruntime_c_api.cc
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+++ b/onnxruntime/core/session/onnxruntime_c_api.cc
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@@ -35,6 +35,9 @@
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#include "abi_session_options_impl.h"
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#include "core/framework/TensorSeq.h"
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#include "core/platform/ort_mutex.h"
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+
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+#include "ortcustomops.h"
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+
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#ifdef USE_CUDA
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#include "core/providers/cuda/cuda_provider_factory.h"
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#endif
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@@ -403,6 +406,13 @@ ORT_API_STATUS_IMPL(OrtApis::RegisterCustomOpsLibrary, _Inout_ OrtSessionOptions
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API_IMPL_END
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}
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+ORT_API_STATUS_IMPL(OrtApis::EnableOrtCustomOps, _Inout_ OrtSessionOptions* options) {
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+ API_IMPL_BEGIN
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+
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+ return RegisterCustomOps(options, OrtGetApiBase());
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+ API_IMPL_END
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+}
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+
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namespace {
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// provider either model_path, or modal_data + model_data_length.
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static ORT_STATUS_PTR CreateSessionAndLoadModel(_In_ const OrtSessionOptions* options,
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@@ -2228,6 +2238,7 @@ static constexpr OrtApi ort_api_1_to_8 = {
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// End of Version 8 - DO NOT MODIFY ABOVE (see above text for more information)
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// Version 9 - In development, feel free to add/remove/rearrange here
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+ &OrtApis::EnableOrtCustomOps,
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};
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// Assert to do a limited check to ensure Version 1 of OrtApi never changes (will detect an addition or deletion but not if they cancel out each other)
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diff --git a/onnxruntime/core/session/ort_apis.h b/onnxruntime/core/session/ort_apis.h
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index 2d99582724..0588e5af42 100644
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--- a/onnxruntime/core/session/ort_apis.h
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+++ b/onnxruntime/core/session/ort_apis.h
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@@ -277,4 +277,5 @@ ORT_API_STATUS_IMPL(CreateSessionFromArrayWithPrepackedWeightsContainer, _In_ co
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_In_ const OrtSessionOptions* options, _Inout_ OrtPrepackedWeightsContainer* prepacked_weights_container,
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_Outptr_ OrtSession** out);
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+ORT_API_STATUS_IMPL(EnableOrtCustomOps, _Inout_ OrtSessionOptions* options);
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} // namespace OrtApis
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diff --git a/onnxruntime/test/shared_lib/test_inference.cc b/onnxruntime/test/shared_lib/test_inference.cc
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index 4f04588d93..d5c287893b 100644
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--- a/onnxruntime/test/shared_lib/test_inference.cc
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+++ b/onnxruntime/test/shared_lib/test_inference.cc
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@@ -173,6 +173,8 @@ static constexpr PATH_TYPE VARIED_INPUT_CUSTOM_OP_MODEL_URI_2 = TSTR("testdata/f
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static constexpr PATH_TYPE OPTIONAL_INPUT_OUTPUT_CUSTOM_OP_MODEL_URI = TSTR("testdata/foo_bar_1.onnx");
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static constexpr PATH_TYPE OPTIONAL_INPUT_OUTPUT_CUSTOM_OP_MODEL_URI_2 = TSTR("testdata/foo_bar_2.onnx");
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static constexpr PATH_TYPE CUSTOM_OP_MODEL_WITH_ATTRIBUTES_URI = TSTR("testdata/foo_bar_3.onnx");
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+static constexpr PATH_TYPE ORT_CUSTOM_OPS_MODEL_URI = TSTR("testdata/custom_op_string_lower.onnx");
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+static constexpr PATH_TYPE ORT_CUSTOM_OPS_MODEL_URI_2 = TSTR("testdata/custom_op_negpos.onnx");
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#ifdef ENABLE_LANGUAGE_INTEROP_OPS
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static constexpr PATH_TYPE PYOP_FLOAT_MODEL_URI = TSTR("testdata/pyop_1.onnx");
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@@ -266,6 +268,91 @@ TEST(CApiTest, custom_op_handler) {
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#endif
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}
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+TEST(CApiTest, test_enable_ort_customops_negpos) {
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+
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+ Ort::MemoryInfo info("Cpu", OrtDeviceAllocator, 0, OrtMemTypeDefault);
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+ auto allocator = onnxruntime::make_unique<MockedOrtAllocator>();
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+
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+ // Create Inputs
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+ std::vector<Ort::Value> ort_inputs;
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+ std::vector<float> input_data = {-1.1f, 2.2f, 4.4f, -5.5f};
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+ std::vector<int64_t> input_dims = {2, 2};
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+ ort_inputs.emplace_back(Ort::Value::CreateTensor<float>(info, const_cast<float*>(input_data.data()), input_data.size(), input_dims.data(), input_dims.size()));
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+
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+ // Create Session with ORT CustomOps
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+ Ort::SessionOptions session_options;
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+ session_options.EnableOrtCustomOps();
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+ Ort::Session session(*ort_env, ORT_CUSTOM_OPS_MODEL_URI_2, session_options);
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+
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+ // Create Input and Output Names
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+ std::vector<const char*> input_names = {"X"};
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+ const char* output_names[] = {"out0", "out1"};
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+
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+ // Run Session
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+ std::vector<Ort::Value> ort_outputs = session.Run(Ort::RunOptions{}, input_names.data(), ort_inputs.data(), ort_inputs.size(), output_names, countof(output_names));
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+
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+ // Validate Results
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+ ASSERT_EQ(ort_outputs.size(), 2u);
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+
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+ std::vector<int64_t> out_dims = {2, 2};
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+ std::vector<float> values_out0 = {-1.1f, 0.0f, 0.0f, -5.5f};
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+ auto type_info = ort_outputs[0].GetTensorTypeAndShapeInfo();
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+ ASSERT_EQ(type_info.GetShape(), out_dims);
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+ size_t total_len = type_info.GetElementCount();
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+ ASSERT_EQ(values_out0.size(), total_len);
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+
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+ float* f = ort_outputs[0].GetTensorMutableData<float>();
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+ for (size_t i = 0; i != total_len; ++i) {
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+ ASSERT_EQ(values_out0[i], f[i]);
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+ }
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+}
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+
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+TEST(CApiTest, test_enable_ort_customops_stringlower) {
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+
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+ auto allocator = onnxruntime::make_unique<MockedOrtAllocator>();
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+
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+ // Create Inputs
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+ std::vector<Ort::Value> ort_inputs;
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+ std::string input_data{"HI, This is ENGINEER from Microsoft."};
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+ const char* const input_strings[] = {input_data.c_str()};
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+ std::vector<int64_t> input_dims = {1, 1};
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+
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+ Ort::Value input_tensor = Ort::Value::CreateTensor(allocator.get(), input_dims.data(), input_dims.size(), ONNX_TENSOR_ELEMENT_DATA_TYPE_STRING);
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+ input_tensor.FillStringTensor(input_strings, 1U);
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+ ort_inputs.push_back(std::move(input_tensor));
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+
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+ // Create Session with ORT CustomOps
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+ Ort::SessionOptions session_options;
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+ session_options.EnableOrtCustomOps();
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+ Ort::Session session(*ort_env, ORT_CUSTOM_OPS_MODEL_URI, session_options);
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+
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+ // Create Input and Output Names
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+ std::vector<const char*> input_names = {"input_1"};
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+ const char* output_names[] = {"customout"};
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+
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+ // Run Session
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+ std::vector<Ort::Value> ort_outputs = session.Run(Ort::RunOptions{nullptr}, input_names.data(), ort_inputs.data(), ort_inputs.size(), output_names, countof(output_names));
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+
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+ // Validate Results
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+ ASSERT_EQ(ort_outputs.size(), 1u);
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+
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+ std::vector<int64_t> out_dims = {1, 1};
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+ auto type_info = ort_outputs[0].GetTensorTypeAndShapeInfo();
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+ ASSERT_EQ(type_info.GetShape(), out_dims);
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+ ASSERT_EQ(type_info.GetElementType(), ONNX_TENSOR_ELEMENT_DATA_TYPE_STRING);
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+
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+ std::string output_data{"hi, this is engineer from microsoft."};
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+ auto expected_string = output_data.c_str();
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+ size_t expected_string_len = strlen(expected_string);
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+ auto data_length = ort_outputs[0].GetStringTensorDataLength();
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+ ASSERT_EQ(expected_string_len, data_length);
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+
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+ std::string result(data_length, '\0');
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+ std::vector<size_t> offsets(type_info.GetElementCount());
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+ ort_outputs[0].GetStringTensorContent((void*)result.data(), data_length, offsets.data(), offsets.size());
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+ ASSERT_STREQ(result.c_str(), expected_string);
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+}
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+
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//test custom op which accepts float and double as inputs
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TEST(CApiTest, varied_input_custom_op_handler) {
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std::vector<Input> inputs(2);
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diff --git a/onnxruntime/wasm/api.cc b/onnxruntime/wasm/api.cc
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index 8413197086..16e8479d35 100644
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--- a/onnxruntime/wasm/api.cc
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+++ b/onnxruntime/wasm/api.cc
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@@ -122,6 +122,11 @@ OrtSession* OrtCreateSession(void* data, size_t data_length, OrtSessionOptions*
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return nullptr;
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}
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+ // Enable ORT CustomOps
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+ // TODO: add condition check here to enable ORT CustomOps
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+ // session_options->EnableOrtCustomOps();
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+ RETURN_NULLPTR_IF_ERROR(EnableOrtCustomOps, session_options);
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+
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#if defined(__EMSCRIPTEN_PTHREADS__)
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RETURN_NULLPTR_IF_ERROR(DisablePerSessionThreads, session_options);
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#else
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@ -160,7 +160,7 @@
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"cell_type": "markdown",
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"source": [
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"## Implement the customop in C++ (optional)\n",
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"To make the ONNX model with the CustomOp runn on all other language supported by ONNX Runtime and be independdent of Python, a C++ implmentation is needed, check here for the [inverse.hpp](../operators/math/inverse.hpp) for an example on how to do that."
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"To make the ONNX model with the CustomOp run on all other languages supported by the ONNX Runtime and be independent of Python, a C++ implementation is needed, check [inverse.hpp](../operators/math/dlib/inverse.hpp) for an example on how to do that."
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],
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"metadata": {}
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},
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