Compile API: disable optimizations by default

csharp/src/Microsoft.ML.OnnxRuntime/CompileModel.shared.cs

@@ -27,6 +27,8 @@ public class OrtModelCompilationOptions : SafeHandle
         /// <summary>
         /// Create a new OrtModelCompilationOptions object from SessionOptions.
         /// </summary>
+        /// <remarks>By default, the GraphOptimizationLevel is set to ORT_DISABLE_ALL. Use SetGraphOptimizationLevel()
+        /// to enable graph optimizations.</remarks>
         /// <param name="sessionOptions">SessionOptions instance to read settings from.</param>
         public OrtModelCompilationOptions(SessionOptions sessionOptions)
             : base(IntPtr.Zero, true)
@@ -130,6 +132,33 @@ public void SetFlags(OrtCompileApiFlags flags)
                 NativeMethods.CompileApi.OrtModelCompilationOptions_SetFlags(handle, (uint)flags));
         }
 
+        /// <summary>
+        /// Sets information related to EP context binary file. The Ep uses this information to decide the
+        /// location and context binary file name when compiling with both the input and output models
+        /// stored in buffers.
+        /// </summary>
+        /// <param name="outputDirectory">Path to the model directory.</param>
+        /// <param name="modelName">The name of the model.</param>
+        public void SetEpContextBinaryInformation(string outputDirectory, string modelName)
+        {
+            var platformOutputDirectory = NativeOnnxValueHelper.GetPlatformSerializedString(outputDirectory);
+            var platformModelName = NativeOnnxValueHelper.GetPlatformSerializedString(modelName);
+            NativeApiStatus.VerifySuccess(
+                NativeMethods.CompileApi.OrtModelCompilationOptions_SetEpContextBinaryInformation(
+                    handle, platformOutputDirectory, platformModelName));
+        }
+
+        /// <summary>
+        /// Sets the graph optimization level. Defaults to ORT_DISABLE_ALL if not specified.
+        /// </summary>
+        /// <param name="graphOptimizationLevel">The graph optimization level to set.</param>
+        public void SetGraphOptimizationLevel(GraphOptimizationLevel graphOptimizationLevel)
+        {
+            NativeApiStatus.VerifySuccess(
+                NativeMethods.CompileApi.OrtModelCompilationOptions_SetGraphOptimizationLevel(
+                    handle, graphOptimizationLevel));
+        }
+
         internal IntPtr Handle => handle;
 
 

csharp/src/Microsoft.ML.OnnxRuntime/NativeCompileApiMethods.shared.cs

@@ -21,6 +21,8 @@ public struct OrtCompileApi
         public IntPtr ModelCompilationOptions_SetEpContextEmbedMode;
         public IntPtr CompileModel;
         public IntPtr ModelCompilationOptions_SetFlags;
+        public IntPtr ModelCompilationOptions_SetEpContextBinaryInformation;
+        public IntPtr ModelCompilationOptions_SetGraphOptimizationLevel;
     }
 
     internal class NativeMethods
@@ -101,6 +103,21 @@ public DOrtModelCompilationOptions_SetOutputModelExternalInitializersFile
             uint flags);
         public DOrtModelCompilationOptions_SetFlags OrtModelCompilationOptions_SetFlags;
 
+        [UnmanagedFunctionPointer(CallingConvention.Winapi)]
+        public delegate IntPtr /* OrtStatus* */ DOrtModelCompilationOptions_SetEpContextBinaryInformation(
+            IntPtr /* OrtModelCompilationOptions* */ options,
+            byte[] /* const ORTCHAR_T* */ outputDirectory,
+            byte[] /* const ORTCHAR_T* */ modelName);
+        public DOrtModelCompilationOptions_SetEpContextBinaryInformation
+                        OrtModelCompilationOptions_SetEpContextBinaryInformation;
+
+        [UnmanagedFunctionPointer(CallingConvention.Winapi)]
+        public delegate IntPtr /* OrtStatus* */ DOrtModelCompilationOptions_SetGraphOptimizationLevel(
+            IntPtr /* OrtModelCompilationOptions* */ options,
+            GraphOptimizationLevel graphOptimizationLevel);
+        public DOrtModelCompilationOptions_SetGraphOptimizationLevel
+            OrtModelCompilationOptions_SetGraphOptimizationLevel;
+
         internal NativeMethods(OnnxRuntime.NativeMethods.DOrtGetCompileApi getCompileApi)
         {
 
@@ -161,6 +178,16 @@ internal NativeMethods(OnnxRuntime.NativeMethods.DOrtGetCompileApi getCompileApi
                     _compileApi.ModelCompilationOptions_SetFlags,
                     typeof(DOrtModelCompilationOptions_SetFlags));
 
+            OrtModelCompilationOptions_SetEpContextBinaryInformation =
+                (DOrtModelCompilationOptions_SetEpContextBinaryInformation)Marshal.GetDelegateForFunctionPointer(
+                    _compileApi.ModelCompilationOptions_SetEpContextBinaryInformation,
+                    typeof(DOrtModelCompilationOptions_SetEpContextBinaryInformation));
+
+            OrtModelCompilationOptions_SetGraphOptimizationLevel =
+                (DOrtModelCompilationOptions_SetGraphOptimizationLevel)Marshal.GetDelegateForFunctionPointer(
+                    _compileApi.ModelCompilationOptions_SetGraphOptimizationLevel,
+                    typeof(DOrtModelCompilationOptions_SetGraphOptimizationLevel));
+
         }
     }
 }

csharp/test/Microsoft.ML.OnnxRuntime.Tests.Common/CompileApiTests.cs

@@ -30,6 +30,7 @@ public void BasicUsage()
 
             compileOptions.SetOutputModelExternalInitializersFile("external_data.bin", 512);
             compileOptions.SetEpContextEmbedMode(true);
+            compileOptions.SetGraphOptimizationLevel(GraphOptimizationLevel.ORT_ENABLE_BASIC);
 
         }
 
@@ -45,6 +46,7 @@ public void BasicUsage()
             UIntPtr bytesSize = new UIntPtr();
             var allocator = OrtAllocator.DefaultInstance;
             compileOptions.SetOutputModelBuffer(allocator, ref bytePtr, ref bytesSize);
+            compileOptions.SetEpContextBinaryInformation("./", "squeezenet.onnx");
 
             compileOptions.CompileModel();
 

include/onnxruntime/core/session/onnxruntime_c_api.h

@@ -7074,6 +7074,9 @@ struct OrtCompileApi {
    * ReleaseOrtModelCompilationsOptions must be called to free the OrtModelCompilationOptions after calling
    * CompileModel.
    *
+   * \note By default, the GraphOptimizationLevel is set to ORT_DISABLE_ALL. Use
+   * ModelCompilationOptions_SetGraphOptimizationLevel to enable graph optimizations.
+   *
    * \param[in] env OrtEnv object.
    * \param[in] session_options The OrtSessionOptions instance from which to create the OrtModelCompilationOptions.
    * \param[out] out The created OrtModelCompilationOptions instance.
@@ -7230,7 +7233,7 @@ struct OrtCompileApi {
    * \since Version 1.23.
    */
   ORT_API2_STATUS(ModelCompilationOptions_SetFlags, _In_ OrtModelCompilationOptions* model_compile_options,
-                  size_t flags);
+                  uint32_t flags);
 
   /** Sets information related to EP context binary file.
    *
@@ -7249,6 +7252,19 @@ struct OrtCompileApi {
                   _In_ OrtModelCompilationOptions* model_compile_options,
                   _In_ const ORTCHAR_T* output_directory,
                   _In_ const ORTCHAR_T* model_name);
+
+  /** Set the graph optimization level.
+   *
+   * \param[in] model_compile_options The OrtModelCompilationOptions instance.
+   * \param[in] graph_optimization_level The graph optimization level.
+   *
+   * \snippet{doc} snippets.dox OrtStatus Return Value
+   *
+   * \since Version 1.23.
+   */
+  ORT_API2_STATUS(ModelCompilationOptions_SetGraphOptimizationLevel,
+                  _In_ OrtModelCompilationOptions* model_compile_options,
+                  _In_ GraphOptimizationLevel graph_optimization_level);
 };
 
 /*

include/onnxruntime/core/session/onnxruntime_cxx_api.h

@@ -1424,7 +1424,9 @@ struct ModelCompilationOptions : detail::Base<OrtModelCompilationOptions> {
                                                 size_t* output_model_buffer_size_ptr);  ///< Wraps OrtApi::ModelCompilationOptions_SetOutputModelBuffer
   ModelCompilationOptions& SetEpContextBinaryInformation(const ORTCHAR_T* output_directory,
                                                          const ORTCHAR_T* model_name);  ///< Wraps OrtApi::ModelCompilationOptions_SetEpContextBinaryInformation
-  ModelCompilationOptions& SetFlags(size_t flags);                                      ///< Wraps OrtApi::ModelCompilationOptions_SetFlags
+  ModelCompilationOptions& SetFlags(uint32_t flags);                                    ///< Wraps OrtApi::ModelCompilationOptions_SetFlags
+
+  ModelCompilationOptions& SetGraphOptimizationLevel(GraphOptimizationLevel graph_optimization_level);  ///< Wraps OrtApi::ModelCompilationOptions_SetGraphOptimizationLevel
 };
 
 /** \brief Compiles an input model to generate a model with EPContext nodes that execute EP-specific kernels. Wraps OrtApi::CompileModels.

include/onnxruntime/core/session/onnxruntime_cxx_inline.h

@@ -1019,11 +1019,18 @@ inline ModelCompilationOptions& ModelCompilationOptions::SetEpContextEmbedMode(
   return *this;
 }
 
-inline ModelCompilationOptions& ModelCompilationOptions::SetFlags(size_t flags) {
+inline ModelCompilationOptions& ModelCompilationOptions::SetFlags(uint32_t flags) {
   Ort::ThrowOnError(GetCompileApi().ModelCompilationOptions_SetFlags(this->p_, flags));
   return *this;
 }
 
+inline ModelCompilationOptions& ModelCompilationOptions::SetGraphOptimizationLevel(
+    GraphOptimizationLevel graph_optimization_level) {
+  Ort::ThrowOnError(GetCompileApi().ModelCompilationOptions_SetGraphOptimizationLevel(this->p_,
+                                                                                      graph_optimization_level));
+  return *this;
+}
+
 namespace detail {
 
 template <typename T>

onnxruntime/core/session/compile_api.cc

@@ -231,7 +231,7 @@ ORT_API_STATUS_IMPL(OrtCompileAPI::ModelCompilationOptions_SetEpContextEmbedMode
 }
 
 ORT_API_STATUS_IMPL(OrtCompileAPI::ModelCompilationOptions_SetFlags,
-                    _In_ OrtModelCompilationOptions* ort_model_compile_options, size_t flags) {
+                    _In_ OrtModelCompilationOptions* ort_model_compile_options, uint32_t flags) {
   API_IMPL_BEGIN
 #if !defined(ORT_MINIMAL_BUILD)
   auto model_compile_options = reinterpret_cast<onnxruntime::ModelCompilationOptions*>(ort_model_compile_options);
@@ -245,6 +245,22 @@ ORT_API_STATUS_IMPL(OrtCompileAPI::ModelCompilationOptions_SetFlags,
   API_IMPL_END
 }
 
+ORT_API_STATUS_IMPL(OrtCompileAPI::ModelCompilationOptions_SetGraphOptimizationLevel,
+                    _In_ OrtModelCompilationOptions* ort_model_compile_options,
+                    _In_ GraphOptimizationLevel graph_optimization_level) {
+  API_IMPL_BEGIN
+#if !defined(ORT_MINIMAL_BUILD)
+  auto model_compile_options = reinterpret_cast<onnxruntime::ModelCompilationOptions*>(ort_model_compile_options);
+  ORT_API_RETURN_IF_STATUS_NOT_OK(model_compile_options->SetGraphOptimizationLevel(graph_optimization_level));
+  return nullptr;
+#else
+  ORT_UNUSED_PARAMETER(ort_model_compile_options);
+  ORT_UNUSED_PARAMETER(graph_optimization_level);
+  return OrtApis::CreateStatus(ORT_NOT_IMPLEMENTED, "Compile API is not supported in this build");
+#endif  // !defined(ORT_MINIMAL_BUILD)
+  API_IMPL_END
+}
+
 ORT_API_STATUS_IMPL(OrtCompileAPI::CompileModel, _In_ const OrtEnv* env,
                     _In_ const OrtModelCompilationOptions* ort_model_compile_options) {
   API_IMPL_BEGIN
@@ -278,6 +294,7 @@ static constexpr OrtCompileApi ort_compile_api = {
 
     &OrtCompileAPI::ModelCompilationOptions_SetFlags,
     &OrtCompileAPI::ModelCompilationOptions_SetEpContextBinaryInformation,
+    &OrtCompileAPI::ModelCompilationOptions_SetGraphOptimizationLevel,
 };
 
 // checks that we don't violate the rule that the functions must remain in the slots they were originally assigned

onnxruntime/core/session/compile_api.h

@@ -29,8 +29,11 @@ ORT_API_STATUS_IMPL(ModelCompilationOptions_SetEpContextEmbedMode, _In_ OrtModel
                     bool embed_ep_context_in_model);
 ORT_API_STATUS_IMPL(CompileModel, _In_ const OrtEnv* env, _In_ const OrtModelCompilationOptions* model_options);
 ORT_API_STATUS_IMPL(ModelCompilationOptions_SetFlags, _In_ OrtModelCompilationOptions* model_options,
-                    size_t flags);
+                    uint32_t flags);
 ORT_API_STATUS_IMPL(ModelCompilationOptions_SetEpContextBinaryInformation, _In_ OrtModelCompilationOptions* model_compile_options,
                     _In_ const ORTCHAR_T* output_dir, _In_ const ORTCHAR_T* model_name);
+ORT_API_STATUS_IMPL(ModelCompilationOptions_SetGraphOptimizationLevel,
+                    _In_ OrtModelCompilationOptions* model_compile_options,
+                    _In_ GraphOptimizationLevel graph_optimization_level);
 
 }  // namespace OrtCompileAPI

onnxruntime/core/session/model_compilation_options.cc

@@ -27,6 +27,8 @@ ModelCompilationOptions::ModelCompilationOptions(const onnxruntime::Environment&
   // Shouldn't fail because the key/value strings are below the maximum string length limits in ConfigOptions.
   ORT_ENFORCE(session_options_.value.config_options.AddConfigEntry(kOrtSessionOptionEpContextEnable, "1").IsOK());
   ORT_ENFORCE(session_options_.value.config_options.AddConfigEntry(kOrtSessionOptionsDisableModelCompile, "0").IsOK());
+
+  session_options_.value.graph_optimization_level = TransformerLevel::Default;  // L0: required transformers only
 }
 
 void ModelCompilationOptions::SetInputModelPath(const std::string& input_model_path) {
@@ -135,7 +137,7 @@ Status ModelCompilationOptions::SetEpContextEmbedMode(bool embed_ep_context_in_m
   return Status::OK();
 }
 
-Status ModelCompilationOptions::SetFlags(size_t flags) {
+Status ModelCompilationOptions::SetFlags(uint32_t flags) {
   EpContextModelGenerationOptions& options = session_options_.value.ep_context_gen_options;
   options.error_if_output_file_exists = flags & OrtCompileApiFlags_ERROR_IF_OUTPUT_FILE_EXISTS;
   options.action_if_no_compiled_nodes =
@@ -170,6 +172,34 @@ void ModelCompilationOptions::ResetInputModelSettings() {
   input_model_data_size_ = 0;
 }
 
+Status ModelCompilationOptions::SetGraphOptimizationLevel(GraphOptimizationLevel graph_optimization_level) {
+  switch (graph_optimization_level) {
+    case ORT_DISABLE_ALL:
+      // TransformerLevel::Default means that we only run required transformers.
+      session_options_.value.graph_optimization_level = onnxruntime::TransformerLevel::Default;
+      break;
+    case ORT_ENABLE_BASIC:
+      session_options_.value.graph_optimization_level = onnxruntime::TransformerLevel::Level1;
+      break;
+    case ORT_ENABLE_EXTENDED:
+      session_options_.value.graph_optimization_level = onnxruntime::TransformerLevel::Level2;
+      break;
+    case ORT_ENABLE_LAYOUT:
+      session_options_.value.graph_optimization_level = onnxruntime::TransformerLevel::Level3;
+      break;
+    case ORT_ENABLE_ALL:
+      session_options_.value.graph_optimization_level = onnxruntime::TransformerLevel::MaxLevel;
+      break;
+    default:
+      return ORT_MAKE_STATUS(ONNXRUNTIME, INVALID_ARGUMENT, "graph_optimization_level with value ",
+                             static_cast<int>(graph_optimization_level), " is invalid. Valid values are: ",
+                             "ORT_DISABLE_ALL (0), ORT_ENABLE_BASIC (1), ORT_ENABLE_EXTENDED (2), ",
+                             "ORT_ENABLE_LAYOUT (3), and ORT_ENABLE_ALL (99).");
+  }
+
+  return Status::OK();
+}
+
 Status ModelCompilationOptions::ResetOutputModelSettings() {
   EpContextModelGenerationOptions& ep_context_gen_options = session_options_.value.ep_context_gen_options;
   ep_context_gen_options.output_model_file_path.clear();

onnxruntime/core/session/model_compilation_options.h

@@ -95,7 +95,7 @@ class ModelCompilationOptions {
   /// </summary>
   /// <param name="flags">unsigned integer set to the bitwise OR of enabled flags.</param>
   /// <returns>Status indicating success or an error</returns>
-  Status SetFlags(size_t flags);
+  Status SetFlags(uint32_t flags);
 
   /// <summary>
   /// Returns a reference to the session options object.
@@ -129,6 +129,13 @@ class ModelCompilationOptions {
   /// <returns>input model buffer's size in bytes</returns>
   size_t GetInputModelDataSize() const;
 
+  /// <summary>
+  /// Sets the graph optimization level for the underlying session that compiles the model.
+  /// </summary>
+  /// <param name="graph_optimization_level">The optimization level</param>
+  /// <returns></returns>
+  Status SetGraphOptimizationLevel(GraphOptimizationLevel graph_optimization_level);
+
   /// <summary>
   /// Checks if the compilation options described by this object are valid.
   /// </summary>

onnxruntime/python/onnxruntime_inference_collection.py

@@ -647,6 +647,7 @@ def __init__(
         external_initializers_file_path: str | os.PathLike | None = None,
         external_initializers_size_threshold: int = 1024,
         flags: int = C.OrtCompileApiFlags.NONE,
+        graph_optimization_level: C.GraphOptimizationLevel = C.GraphOptimizationLevel.ORT_DISABLE_ALL,
     ):
         """
         Creates a ModelCompiler instance.
@@ -663,6 +664,8 @@ def __init__(
             is None or empty. Initializers larger than this threshold are stored in the external initializers file.
         :param flags: Additional boolean options to enable. Set this parameter to a bitwise OR of
             flags in onnxruntime.OrtCompileApiFlags.
+        :param graph_optimization_level: The graph optimization level.
+            Defaults to onnxruntime.GraphOptimizationLevel.ORT_DISABLE_ALL.
         """
         input_model_path: str | os.PathLike | None = None
         input_model_bytes: bytes | None = None
@@ -694,6 +697,7 @@ def __init__(
                 external_initializers_file_path,
                 external_initializers_size_threshold,
                 flags,
+                graph_optimization_level,
             )
         else:
             self._model_compiler = C.ModelCompiler(
@@ -704,6 +708,7 @@ def __init__(
                 external_initializers_file_path,
                 external_initializers_size_threshold,
                 flags,
+                graph_optimization_level,
             )
 
     def compile_to_file(self, output_model_path: str | None = None):

onnxruntime/python/onnxruntime_pybind_model_compiler.cc

@@ -20,7 +20,8 @@ onnxruntime::Status PyModelCompiler::Create(/*out*/ std::unique_ptr<PyModelCompi
                                             bool embed_compiled_data_into_model,
                                             const std::string& external_initializers_file_path,
                                             size_t external_initializers_size_threshold,
-                                            size_t flags) {
+                                            uint32_t flags,
+                                            GraphOptimizationLevel graph_optimization_level) {
   auto model_compiler = std::make_unique<PyModelCompiler>(env, sess_options, PrivateConstructorTag{});
   ModelCompilationOptions& compile_options = model_compiler->model_compile_options_;
 
@@ -43,6 +44,8 @@ onnxruntime::Status PyModelCompiler::Create(/*out*/ std::unique_ptr<PyModelCompi
     ORT_RETURN_IF_ERROR(compile_options.SetFlags(flags));
   }
 
+  ORT_RETURN_IF_ERROR(compile_options.SetGraphOptimizationLevel(graph_optimization_level));
+
   out = std::move(model_compiler);
   return Status::OK();
 }

onnxruntime/python/onnxruntime_pybind_model_compiler.h

@@ -35,9 +35,11 @@ class PyModelCompiler {
   /// <param name="embed_compiled_data_into_model">True to embed compiled binary data into EPContext nodes.</param>
   /// <param name="external_initializers_file_path">The file into which to store initializers for non-compiled
   /// nodes.</param>
-  /// <param name="flags">Flags from OrtCompileApiFlags</param>
   /// <param name="external_initializers_size_threshold">Ignored if 'external_initializers_file_path' is empty.
   /// Initializers with a size greater than this threshold are dumped into the external file.</param>
+  /// <param name="flags">Flags from OrtCompileApiFlags</param>
+  /// <param name="graph_opt_level">Optimization level for graph transformations on the model.
+  /// Defaults to ORT_DISABLE_ALL to allow EP to get the original loaded model.</param>
   /// <returns>A Status indicating error or success.</returns>
   static onnxruntime::Status Create(/*out*/ std::unique_ptr<PyModelCompiler>& out,
                                     onnxruntime::Environment& env,
@@ -46,7 +48,8 @@ class PyModelCompiler {
                                     bool embed_compiled_data_into_model = false,
                                     const std::string& external_initializers_file_path = {},
                                     size_t external_initializers_size_threshold = 1024,
-                                    size_t flags = 0);
+                                    uint32_t flags = 0,
+                                    GraphOptimizationLevel graph_opt_level = GraphOptimizationLevel::ORT_DISABLE_ALL);
 
   // Note: Creation should be done via Create(). This constructor is public so that it can be called from
   // std::make_shared().