diff --git a/onnxruntime/core/providers/mkldnn/mkldnn_execution_provider.cc b/onnxruntime/core/providers/mkldnn/mkldnn_execution_provider.cc
index cbbfc646d4..aae5959264 100644
--- a/onnxruntime/core/providers/mkldnn/mkldnn_execution_provider.cc
+++ b/onnxruntime/core/providers/mkldnn/mkldnn_execution_provider.cc
@@ -32,16 +32,26 @@ ONNX_OPERATOR_KERNEL_EX(
 
 }  // namespace mkl_dnn
 
-MKLDNNExecutionProvider::MKLDNNExecutionProvider(const MKLDNNExecutionProviderInfo& /*info*/)
-      : IExecutionProvider{onnxruntime::kMklDnnExecutionProvider} {
+MKLDNNExecutionProvider::MKLDNNExecutionProvider(const MKLDNNExecutionProviderInfo& info)
+    : IExecutionProvider{onnxruntime::kMklDnnExecutionProvider} {
   DeviceAllocatorRegistrationInfo default_allocator_info({OrtMemTypeDefault,
                                                           [](int) { return std::make_unique<CPUAllocator>(std::make_unique<OrtAllocatorInfo>(MKLDNN, OrtAllocatorType::OrtDeviceAllocator, 0, OrtMemTypeDefault)); }, std::numeric_limits<size_t>::max()});
-  InsertAllocator(CreateAllocator(default_allocator_info));
 
   DeviceAllocatorRegistrationInfo cpu_allocator_info({OrtMemTypeCPUOutput,
                                                       [](int) { return std::make_unique<CPUAllocator>(std::make_unique<OrtAllocatorInfo>(MKLDNN_CPU, OrtAllocatorType::OrtDeviceAllocator, 0, OrtMemTypeCPUOutput)); }, std::numeric_limits<size_t>::max()});
-  InsertAllocator(CreateAllocator(cpu_allocator_info));
-}
+
+  if (info.create_arena) {
+    InsertAllocator(CreateAllocator(default_allocator_info));
+
+    InsertAllocator(CreateAllocator(cpu_allocator_info));
+  } else {
+    InsertAllocator(std::shared_ptr<IArenaAllocator>(
+        std::make_unique<DummyArena>(default_allocator_info.factory(0))));
+
+    InsertAllocator(std::shared_ptr<IArenaAllocator>(
+        std::make_unique<DummyArena>(cpu_allocator_info.factory(0))));
+  }
+}  // namespace onnxruntime
 
 MKLDNNExecutionProvider::~MKLDNNExecutionProvider() {
 }
@@ -80,19 +90,19 @@ class ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomai
 
 void RegisterMKLDNNKernels(KernelRegistry& kernel_registry) {
   static const BuildKernelCreateInfoFn function_table[] = {
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, Conv)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 7, Gemm)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, MemcpyFromHost)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, MemcpyToHost)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 6, Relu)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 6, Sum)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 7, BatchNormalization)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 7, 8, float, AveragePool)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, 8, float, GlobalAveragePool)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, 7, float, MaxPool)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 8, 8, float, MaxPool)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, 8, float, GlobalMaxPool)>,
-    BuildKernelCreateInfo<ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, float, LRN)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, Conv)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 7, Gemm)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, MemcpyFromHost)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, MemcpyToHost)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 6, Relu)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 6, Sum)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 7, BatchNormalization)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 7, 8, float, AveragePool)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, 8, float, GlobalAveragePool)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, 7, float, MaxPool)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 8, 8, float, MaxPool)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_VERSIONED_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, 8, float, GlobalMaxPool)>,
+      BuildKernelCreateInfo<ONNX_OPERATOR_TYPED_KERNEL_CLASS_NAME(kMklDnnExecutionProvider, kOnnxDomain, 1, float, LRN)>,
   };
 
   for (auto& function_table_entry : function_table) {