diff --git a/src/dml/dml_helpers.cpp b/src/dml/dml_helpers.cpp
index 876ed7036..3637b36e9 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;
@@ -52,6 +52,31 @@ static std::vector<ComPtr<IDXGIAdapter1>> EnumerateAdapters() {
         adapter_infos.emplace_back(std::move(adapter));
       }
     }
+  } else if (device_luid) {
+    // Find the adapter with the required LUID.
+    ComPtr<IDXGIAdapter1> adapter;
+    for (uint32_t adapter_index = 0; dxgi_factory->EnumAdapters1(adapter_index, &adapter) != DXGI_ERROR_NOT_FOUND; adapter_index++) {
+      // We can't assume the ordering of hardware and software adapters, so keep looping. This path should only execute on Windows 10
+      // version 1709 or earlier; IDD (e.g. remote desktop) adapters do not exist when taking this code path.
+      if (IsSoftwareAdapter(adapter.Get())) {
+        continue;
+      }
+
+      // Make sure that we are able to create the device
+      ComPtr<ID3D12Device> d3d12_device;
+      THROW_IF_FAILED(D3D12CreateDevice(adapter.Get(), D3D_FEATURE_LEVEL_11_0, IID_PPV_ARGS(&d3d12_device)));
+
+      if (d3d12_device) {
+        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 {
     // Enumerate adapters without ordering.
     ComPtr<IDXGIAdapter1> adapter;
@@ -75,15 +100,15 @@ 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 +118,7 @@ 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 858fc9d91..a9dd1271e 100644
--- a/src/models/model.cpp
+++ b/src/models/model.cpp
@@ -437,7 +437,26 @@ 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_high_part") {
+            device_luid.HighPart = std::stol(value);
+            contains_device_luid = true;
+          }
+          else if (name == "luid_low_part") {
+            device_luid.LowPart = std::stol(value);
+            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));