diff --git a/src/dml/dml_helpers.cpp b/src/dml/dml_helpers.cpp
index 876ed7036..9e4c8b93c 100644
--- a/src/dml/dml_helpers.cpp
+++ b/src/dml/dml_helpers.cpp
@@ -21,14 +21,14 @@ static bool IsSoftwareAdapter(IDXGIAdapter1* adapter) {
   return desc.Flags & DXGI_ADAPTER_FLAG_SOFTWARE || (is_basic_render_driver_vendor_id && is_basic_render_driver_device_id);
 };
 
-static std::vector<ComPtr<IDXGIAdapter1>> EnumerateAdapters() {
+static std::vector<ComPtr<IDXGIAdapter1>> EnumerateAdapters(PLUID device_luid = nullptr) {
   ComPtr<IDXGIFactory4> dxgi_factory;
   THROW_IF_FAILED(CreateDXGIFactory(IID_PPV_ARGS(&dxgi_factory)));
 
   std::vector<ComPtr<IDXGIAdapter1>> adapter_infos;
 
   ComPtr<IDXGIFactory6> dxgi_factory6;
-  if (SUCCEEDED(dxgi_factory.As(&dxgi_factory6))) {
+  if (SUCCEEDED(dxgi_factory.As(&dxgi_factory6)) && !device_luid) {
     // Enumerate adapters by performance. This only works in Windows 10 Version 1803 and later.
     ComPtr<IDXGIAdapter1> adapter;
     for (uint32_t adapter_index = 0;
@@ -66,7 +66,16 @@ static std::vector<ComPtr<IDXGIAdapter1>> EnumerateAdapters() {
       ComPtr<ID3D12Device> d3d12_device;
       THROW_IF_FAILED(D3D12CreateDevice(adapter.Get(), D3D_FEATURE_LEVEL_11_0, IID_PPV_ARGS(&d3d12_device)));
 
-      if (d3d12_device) {
+      if (d3d12_device && device_luid) {
+        DXGI_ADAPTER_DESC1 description = {};
+        THROW_IF_FAILED(adapter->GetDesc1(&description));
+
+        // Check if current adapter LUID is the same as the target one
+        if (device_luid->HighPart == description.AdapterLuid.HighPart && device_luid->LowPart == description.AdapterLuid.LowPart) {
+          adapter_infos.emplace_back(std::move(adapter));
+          break;
+        }
+      } else if (d3d12_device) {
         adapter_infos.emplace_back(std::move(adapter));
       }
     }
@@ -75,15 +84,15 @@ static std::vector<ComPtr<IDXGIAdapter1>> EnumerateAdapters() {
   return adapter_infos;
 }
 
-static ComPtr<IDXGIAdapter1> CreatePerformantAdapter() {
-  auto filtered_adapters = EnumerateAdapters();
+static ComPtr<IDXGIAdapter1> CreateAdapter(PLUID device_luid = nullptr) {
+  auto filtered_adapters = EnumerateAdapters(device_luid);
   if (filtered_adapters.empty()) {
     throw std::runtime_error("No adapter is available for DML.");
   }
   return filtered_adapters.front();
 }
 
-DmlObjects CreateDmlObjects(const std::string& current_module_path) {
+DmlObjects CreateDmlObjects(const std::string& current_module_path, PLUID device_luid) {
   D3D12_COMMAND_QUEUE_DESC command_queue_description = {
       D3D12_COMMAND_LIST_TYPE_COMPUTE,
       0,
@@ -93,8 +102,7 @@ DmlObjects CreateDmlObjects(const std::string& current_module_path) {
 
   DmlObjects dml_objects;
 
-  auto adapter = CreatePerformantAdapter();
-
+  auto adapter = CreateAdapter(device_luid);
   ComPtr<ID3D12SDKConfiguration1> d3d12_sdk_config;
   ComPtr<ID3D12DeviceFactory> d3d12_factory;
 
diff --git a/src/dml/dml_helpers.h b/src/dml/dml_helpers.h
index 2f530a0e4..c65c23672 100644
--- a/src/dml/dml_helpers.h
+++ b/src/dml/dml_helpers.h
@@ -31,7 +31,7 @@ struct DmlObjects {
 };
 
 namespace DmlHelpers {
-DmlObjects CreateDmlObjects(const std::string& current_module_path);
+DmlObjects CreateDmlObjects(const std::string& current_module_path, PLUID device_luid = nullptr);
 
 DmlReusedCommandListState BuildReusableCommandList(
     IDMLDevice* dml_device,
diff --git a/src/models/model.cpp b/src/models/model.cpp
index f6b2b3111..4430fdb41 100644
--- a/src/models/model.cpp
+++ b/src/models/model.cpp
@@ -437,7 +437,24 @@ void Model::CreateSessionOptionsFromConfig(const Config::SessionOptions& config_
     } else if (provider_options.name == "dml") {
       if (!p_dml_api_) {
         auto current_module_path = CurrentModulePath();
-        dml_objects_ = DmlHelpers::CreateDmlObjects(current_module_path);
+
+        bool contains_device_luid = false;
+        LUID device_luid{};
+        for (const auto& [name, value] : provider_options.options) {
+          if (name == "luid") {
+            if (auto separator_position = value.find(":"); separator_position != std::string::npos) {
+              device_luid.HighPart = std::stol(value.substr(0, separator_position));
+              device_luid.LowPart = std::stol(value.substr(separator_position + 1));
+              contains_device_luid = true;
+            }
+          }
+        }
+
+        if (contains_device_luid) {
+          dml_objects_ = DmlHelpers::CreateDmlObjects(current_module_path, &device_luid);
+        } else {
+          dml_objects_ = DmlHelpers::CreateDmlObjects(current_module_path);
+        }
 
         constexpr auto directml_dll = "DirectML.dll";
         wil::unique_hmodule smart_directml_dll(LoadLibraryEx(directml_dll, nullptr, 0));
diff --git a/test/model_tests.cpp b/test/model_tests.cpp
index d60b6161e..7fb60b4a8 100644
--- a/test/model_tests.cpp
+++ b/test/model_tests.cpp
@@ -17,6 +17,12 @@
 #define PHI2_PATH MODEL_PATH "phi-2/int4/cpu"
 #endif
 #endif
+#if USE_DML
+#include <DirectML.h>
+#include <wrl.h>
+#include <d3d12.h>
+#include <dxgi1_6.h>
+#endif
 
 // To generate this file:
 // python convert_generation.py --model_type gpt2 -m hf-internal-testing/tiny-random-gpt2 --output tiny_gpt2_greedysearch_fp16.onnx --use_gpu --max_length 20
@@ -26,6 +32,29 @@ static const std::pair<const char*, const char*> c_tiny_gpt2_model_paths[] = {
     {MODEL_PATH "hf-internal-testing/tiny-random-gpt2-fp16-cuda", "fp16"},
 };
 
+#if USE_DML
+TEST(ModelTests, DMLAdapterSelection) {
+#if TEST_PHI2
+  auto model = Generators::CreateModel(Generators::GetOrtEnv(), PHI2_PATH);
+  auto d3d12Device = model->GetD3D12Device();
+
+  auto adapterLuid = d3d12Device->GetAdapterLuid();  
+  for (const auto& provider_option: model->config_->model.decoder.session_options.provider_options) {
+    if (provider_option.name == "dml") {
+      for (const auto& [name, value] : provider_option.options) {
+        if (name == "luid") {
+          if (auto separator_position = value.find(":"); separator_position != std::string::npos) {
+            EXPECT_EQ(adapterLuid.HighPart, std::stol(value.substr(0, separator_position)));
+            EXPECT_EQ(adapterLuid.LowPart, std::stoul(value.substr(separator_position + 1)));
+          }
+        }
+      }
+    }
+  }
+#endif
+}
+#endif
+
 // DML doesn't support GPT attention
 #if !USE_DML
 TEST(ModelTests, GreedySearchGptFp32) {