File size: 10,897 Bytes
be94e5d |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 |
// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html.
//
// Copyright (C) 2023 Intel Corporation
#include "backends/onnx/dml_ep.hpp"
#include "logger.hpp"
#ifdef HAVE_ONNX
#include <onnxruntime_cxx_api.h>
#ifdef HAVE_ONNX_DML
#include "../providers/dml/dml_provider_factory.h"
#ifdef HAVE_DIRECTML
#undef WINVER
#define WINVER 0x0A00
#undef _WIN32_WINNT
#define _WIN32_WINNT 0x0A00
#include <initguid.h>
#include <d3d11.h>
#include <dxgi1_2.h>
#include <dxgi1_4.h>
#include <dxgi.h>
#include <dxcore.h>
#include <dxcore_interface.h>
#include <d3d12.h>
#include <directml.h>
#pragma comment (lib, "d3d11.lib")
#pragma comment (lib, "d3d12.lib")
#pragma comment (lib, "dxgi.lib")
#pragma comment (lib, "dxcore.lib")
#pragma comment (lib, "directml.lib")
#endif // HAVE_DIRECTML
static void addDMLExecutionProviderWithAdapterName(Ort::SessionOptions *session_options,
const std::string &adapter_name);
void cv::gimpl::onnx::addDMLExecutionProvider(Ort::SessionOptions *session_options,
const cv::gapi::onnx::ep::DirectML &dml_ep) {
namespace ep = cv::gapi::onnx::ep;
switch (dml_ep.ddesc.index()) {
case ep::DirectML::DeviceDesc::index_of<int>(): {
const int device_id = cv::util::get<int>(dml_ep.ddesc);
try {
OrtSessionOptionsAppendExecutionProvider_DML(*session_options, device_id);
} catch (const std::exception &e) {
std::stringstream ss;
ss << "ONNX Backend: Failed to enable DirectML"
<< " Execution Provider: " << e.what();
cv::util::throw_error(std::runtime_error(ss.str()));
}
break;
}
case ep::DirectML::DeviceDesc::index_of<std::string>(): {
const std::string adapter_name = cv::util::get<std::string>(dml_ep.ddesc);
addDMLExecutionProviderWithAdapterName(session_options, adapter_name);
break;
}
default:
GAPI_Assert(false && "Invalid DirectML device description");
}
}
#ifdef HAVE_DIRECTML
#define THROW_IF_FAILED(hr, error_msg) \
{ \
if ((hr) != S_OK) \
throw std::runtime_error(error_msg); \
}
template <typename T>
void release(T *ptr) {
if (ptr) {
ptr->Release();
}
}
template <typename T>
using ComPtrGuard = std::unique_ptr<T, decltype(&release<T>)>;
template <typename T>
ComPtrGuard<T> make_com_ptr(T *ptr) {
return ComPtrGuard<T>{ptr, &release<T>};
}
struct AdapterDesc {
ComPtrGuard<IDXCoreAdapter> ptr;
std::string description;
};
static std::vector<AdapterDesc> getAvailableAdapters() {
std::vector<AdapterDesc> all_adapters;
IDXCoreAdapterFactory* factory_ptr;
GAPI_LOG_DEBUG(nullptr, "Create IDXCoreAdapterFactory");
THROW_IF_FAILED(
DXCoreCreateAdapterFactory(
__uuidof(IDXCoreAdapterFactory), (void**)&factory_ptr),
"Failed to create IDXCoreAdapterFactory");
auto factory = make_com_ptr<IDXCoreAdapterFactory>(factory_ptr);
IDXCoreAdapterList* adapter_list_ptr;
const GUID dxGUIDs[] = { DXCORE_ADAPTER_ATTRIBUTE_D3D12_CORE_COMPUTE };
GAPI_LOG_DEBUG(nullptr, "CreateAdapterList");
THROW_IF_FAILED(
factory->CreateAdapterList(
ARRAYSIZE(dxGUIDs), dxGUIDs, __uuidof(IDXCoreAdapterList), (void**)&adapter_list_ptr),
"Failed to create IDXCoreAdapterList");
auto adapter_list = make_com_ptr<IDXCoreAdapterList>(adapter_list_ptr);
for (UINT i = 0; i < adapter_list->GetAdapterCount(); i++)
{
IDXCoreAdapter* curr_adapter_ptr;
GAPI_LOG_DEBUG(nullptr, "GetAdapter");
THROW_IF_FAILED(
adapter_list->GetAdapter(
i, __uuidof(IDXCoreAdapter), (void**)&curr_adapter_ptr),
"Failed to obtain IDXCoreAdapter"
);
auto curr_adapter = make_com_ptr<IDXCoreAdapter>(curr_adapter_ptr);
bool is_hardware = false;
curr_adapter->GetProperty(DXCoreAdapterProperty::IsHardware, &is_hardware);
// NB: Filter out if not hardware adapter.
if (!is_hardware) {
continue;
}
size_t desc_size = 0u;
char description[256];
curr_adapter->GetPropertySize(DXCoreAdapterProperty::DriverDescription, &desc_size);
curr_adapter->GetProperty(DXCoreAdapterProperty::DriverDescription, desc_size, &description);
all_adapters.push_back(AdapterDesc{std::move(curr_adapter), description});
}
return all_adapters;
};
struct DMLDeviceInfo {
ComPtrGuard<IDMLDevice> device;
ComPtrGuard<ID3D12CommandQueue> cmd_queue;
};
static DMLDeviceInfo createDMLInfo(IDXCoreAdapter* adapter) {
auto pAdapter = make_com_ptr<IUnknown>(adapter);
D3D_FEATURE_LEVEL d3dFeatureLevel = D3D_FEATURE_LEVEL_1_0_CORE;
if (adapter->IsAttributeSupported(DXCORE_ADAPTER_ATTRIBUTE_D3D12_GRAPHICS))
{
GAPI_LOG_INFO(nullptr, "DXCORE_ADAPTER_ATTRIBUTE_D3D12_GRAPHICS is supported");
d3dFeatureLevel = D3D_FEATURE_LEVEL::D3D_FEATURE_LEVEL_11_0;
IDXGIFactory4* dxgiFactory4;
GAPI_LOG_DEBUG(nullptr, "CreateDXGIFactory2");
THROW_IF_FAILED(
CreateDXGIFactory2(0, __uuidof(IDXGIFactory4), (void**)&dxgiFactory4),
"Failed to create IDXGIFactory4"
);
// If DXGI factory creation was successful then get the IDXGIAdapter from the LUID
// acquired from the selectedAdapter
LUID adapterLuid;
IDXGIAdapter* spDxgiAdapter;
GAPI_LOG_DEBUG(nullptr, "Get DXCoreAdapterProperty::InstanceLuid property");
THROW_IF_FAILED(
adapter->GetProperty(DXCoreAdapterProperty::InstanceLuid, &adapterLuid),
"Failed to get DXCoreAdapterProperty::InstanceLuid property");
GAPI_LOG_DEBUG(nullptr, "Get IDXGIAdapter by luid");
THROW_IF_FAILED(
dxgiFactory4->EnumAdapterByLuid(
adapterLuid, __uuidof(IDXGIAdapter), (void**)&spDxgiAdapter),
"Failed to get IDXGIAdapter");
pAdapter = make_com_ptr<IUnknown>(spDxgiAdapter);
} else {
GAPI_LOG_INFO(nullptr, "DXCORE_ADAPTER_ATTRIBUTE_D3D12_GRAPHICS isn't supported");
}
ID3D12Device* d3d12_device_ptr;
GAPI_LOG_DEBUG(nullptr, "Create D3D12Device");
THROW_IF_FAILED(
D3D12CreateDevice(
pAdapter.get(), d3dFeatureLevel, __uuidof(ID3D12Device), (void**)&d3d12_device_ptr),
"Failed to create ID3D12Device");
auto d3d12_device = make_com_ptr<ID3D12Device>(d3d12_device_ptr);
D3D12_COMMAND_LIST_TYPE commandQueueType = D3D12_COMMAND_LIST_TYPE_COMPUTE;
ID3D12CommandQueue* cmd_queue_ptr;
D3D12_COMMAND_QUEUE_DESC commandQueueDesc = {};
commandQueueDesc.Type = commandQueueType;
GAPI_LOG_DEBUG(nullptr, "Create D3D12CommandQueue");
THROW_IF_FAILED(
d3d12_device->CreateCommandQueue(
&commandQueueDesc, __uuidof(ID3D12CommandQueue), (void**)&cmd_queue_ptr),
"Failed to create D3D12CommandQueue"
);
GAPI_LOG_DEBUG(nullptr, "Create D3D12CommandQueue - successful");
auto cmd_queue = make_com_ptr<ID3D12CommandQueue>(cmd_queue_ptr);
IDMLDevice* dml_device_ptr;
GAPI_LOG_DEBUG(nullptr, "Create DirectML device");
THROW_IF_FAILED(
DMLCreateDevice(
d3d12_device.get(), DML_CREATE_DEVICE_FLAG_NONE, IID_PPV_ARGS(&dml_device_ptr)),
"Failed to create IDMLDevice");
GAPI_LOG_DEBUG(nullptr, "Create DirectML device - successful");
auto dml_device = make_com_ptr<IDMLDevice>(dml_device_ptr);
return {std::move(dml_device), std::move(cmd_queue)};
};
static void addDMLExecutionProviderWithAdapterName(Ort::SessionOptions *session_options,
const std::string &adapter_name) {
auto all_adapters = getAvailableAdapters();
std::vector<AdapterDesc> selected_adapters;
std::stringstream log_msg;
for (auto&& adapter : all_adapters) {
log_msg << adapter.description << std::endl;
if (std::strstr(adapter.description.c_str(), adapter_name.c_str())) {
selected_adapters.emplace_back(std::move(adapter));
}
}
GAPI_LOG_INFO(NULL, "\nAvailable DirectML adapters:\n" << log_msg.str());
if (selected_adapters.empty()) {
std::stringstream error_msg;
error_msg << "ONNX Backend: No DirectML adapters found match to \"" << adapter_name << "\"";
cv::util::throw_error(std::runtime_error(error_msg.str()));
} else if (selected_adapters.size() > 1) {
std::stringstream error_msg;
error_msg << "ONNX Backend: More than one adapter matches to \"" << adapter_name << "\":\n";
for (const auto &selected_adapter : selected_adapters) {
error_msg << selected_adapter.description << "\n";
}
cv::util::throw_error(std::runtime_error(error_msg.str()));
}
GAPI_LOG_INFO(NULL, "Selected device: " << selected_adapters.front().description);
auto dml = createDMLInfo(selected_adapters.front().ptr.get());
try {
OrtSessionOptionsAppendExecutionProviderEx_DML(
*session_options, dml.device.release(), dml.cmd_queue.release());
} catch (const std::exception &e) {
std::stringstream ss;
ss << "ONNX Backend: Failed to enable DirectML"
<< " Execution Provider: " << e.what();
cv::util::throw_error(std::runtime_error(ss.str()));
}
}
#else // HAVE_DIRECTML
static void addDMLExecutionProviderWithAdapterName(Ort::SessionOptions*, const std::string&) {
std::stringstream ss;
ss << "ONNX Backend: Failed to add DirectML Execution Provider with adapter name."
<< " DirectML support is required.";
cv::util::throw_error(std::runtime_error(ss.str()));
}
#endif // HAVE_DIRECTML
#else // HAVE_ONNX_DML
void cv::gimpl::onnx::addDMLExecutionProvider(Ort::SessionOptions*,
const cv::gapi::onnx::ep::DirectML&) {
util::throw_error(std::runtime_error("G-API has been compiled with ONNXRT"
" without DirectML support"));
}
#endif // HAVE_ONNX_DML
#endif // HAVE_ONNX
|