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ge_executor.cc 45 kB

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  1. /**
  2. * Copyright 2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #include "executor/ge_executor.h"
  17. #include <cce/cce.h>
  18. #include <cce/compiler_stub.h>
  19. #include <ctime>
  20. #include <iostream>
  21. #include "common/debug/log.h"
  22. #include "common/ge/ge_util.h"
  23. #include "common/helper/model_helper.h"
  24. #include "common/profiling/profiling_manager.h"
  25. #include "common/dump/dump_manager.h"
  26. #include "common/util.h"
  27. #include "framework/common/debug/ge_log.h"
  28. #include "framework/common/util.h"
  29. #include "graph/execute/graph_execute.h"
  30. #include "graph/load/graph_loader.h"
  31. #include "graph/load/new_model_manager/davinci_model_parser.h"
  32. #include "graph/load/new_model_manager/model_manager.h"
  33. #include "graph/manager/graph_mem_allocator.h"
  34. #include "graph/model.h"
  35. #include "graph/utils/graph_utils.h"
  36. #include "mmpa/mmpa_api.h"
  37. #include "single_op/single_op_manager.h"
  38. #include "graph/manager/graph_var_manager.h"
  39. #include "graph/load/new_model_manager/davinci_model.h"
  40. #include "opskernel_manager/ops_kernel_builder_manager.h"
  41. #include "graph/opsproto_manager.h"
  42. #include "ge_local_engine/engine/host_cpu_engine.h"
  43. using std::string;
  44. using std::vector;
  45. namespace {
  46. const size_t kDynamicBatchSizeVecSize = 1;
  47. const size_t kStaticBatchInfoSize = 1;
  48. const size_t kDynamicImageSizeVecSize = 2;
  49. const size_t kDynamicImageSizeInputSize = 2;
  50. const char *const kBatchLabel = "Batch_";
  51. void GetGeTensorDescFromDomiInfo(std::vector<ge::TensorDesc> &ge_descs,
  52. const std::vector<ge::InputOutputDescInfo> &domi_descs,
  53. const std::vector<uint32_t> &formats) {
  54. uint32_t idx = 0;
  55. for (auto desc_item : domi_descs) {
  56. ge::TensorDesc ge_desc;
  57. ge_desc.SetName(desc_item.name);
  58. ge_desc.SetDataType(static_cast<ge::DataType>(desc_item.data_type));
  59. ge_desc.SetFormat(static_cast<ge::Format>(formats[idx]));
  60. std::vector<int64_t> shape_dims;
  61. for (auto dim : desc_item.shape_info.dims) {
  62. shape_dims.push_back(dim);
  63. }
  64. ge::Shape ge_shape(shape_dims);
  65. ge_desc.SetShape(ge_shape);
  66. ge_desc.SetSize(desc_item.size);
  67. ge_desc.SetShapeRange(desc_item.shape_info.shape_ranges);
  68. ge_descs.emplace_back(ge_desc);
  69. ++idx;
  70. }
  71. }
  72. void GetDomiInputData(const ge::RunModelData &input_data, ge::InputData &inputs) {
  73. inputs.index = input_data.index;
  74. inputs.model_id = input_data.modelId;
  75. inputs.timestamp = input_data.timestamp;
  76. inputs.timeout = input_data.timeout;
  77. inputs.request_id = input_data.request_id;
  78. for (const auto &data_item : input_data.blobs) {
  79. ge::DataBuffer dataBuf{data_item.data, data_item.length, data_item.isDataSupportMemShare};
  80. inputs.blobs.emplace_back(dataBuf);
  81. }
  82. }
  83. void GetDomiOutputData(const ge::RunModelData &output_data, ge::OutputData &outputs) {
  84. outputs.index = output_data.index;
  85. outputs.model_id = output_data.modelId;
  86. for (const auto &data_item : output_data.blobs) {
  87. ge::DataBuffer dataBuf(data_item.data, data_item.length, data_item.isDataSupportMemShare);
  88. outputs.blobs.emplace_back(dataBuf);
  89. }
  90. }
  91. void SetDynamicInputDataFlag(const ge::RunModelData &input_data, const std::vector<std::vector<int64_t>> batch_info,
  92. ge::InputData &inputs) {
  93. inputs.is_dynamic_batch = true;
  94. std::string batch_label;
  95. size_t match_idx = 0;
  96. for (size_t i = 0; i < batch_info.size(); ++i) {
  97. // dynamic_dims
  98. if (input_data.dynamic_dims.size() != 0) {
  99. bool is_match = true;
  100. for (size_t j = 0; j < static_cast<size_t>(input_data.dynamic_dims.size()); ++j) {
  101. if (static_cast<uint64_t>(batch_info[i][j]) != input_data.dynamic_dims[j]) {
  102. is_match = false;
  103. break;
  104. }
  105. }
  106. if (is_match) {
  107. match_idx = i;
  108. break;
  109. }
  110. // dynamic_batch_size
  111. } else if (batch_info[i].size() == kDynamicBatchSizeVecSize &&
  112. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_batch_size)) {
  113. match_idx = i;
  114. break;
  115. // dynamic_image_size
  116. } else if (batch_info[i].size() == kDynamicImageSizeVecSize &&
  117. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_image_height) &&
  118. batch_info[i][1] == static_cast<int64_t>(input_data.dynamic_image_width)) {
  119. match_idx = i;
  120. break;
  121. }
  122. }
  123. batch_label = kBatchLabel + std::to_string(match_idx);
  124. inputs.batch_label = batch_label;
  125. GELOGI("current batch label:%s", batch_label.c_str());
  126. }
  127. bool IsDynamicBatchSizeMatchModel(uint64_t batch_size, const vector<std::vector<int64_t>> &batch_info) {
  128. if (batch_info.empty()) {
  129. GELOGE(ge::FAILED, "Dynamic batch info is empty.");
  130. return false;
  131. }
  132. for (auto batch : batch_info) {
  133. if (batch.size() != kDynamicBatchSizeVecSize) {
  134. GELOGE(ge::FAILED, "Dynamic batch param num is %zu, current batch size is %zu.", kDynamicBatchSizeVecSize,
  135. batch.size());
  136. return false;
  137. }
  138. if (batch[0] == static_cast<int64_t>(batch_size)) {
  139. return true;
  140. }
  141. }
  142. GELOGE(ge::FAILED, "Dynamic batch %lu can not match the gear of model.", batch_size);
  143. return false;
  144. }
  145. bool IsDynamicImageSizeMatchModel(uint64_t image_height, uint64_t image_width,
  146. const vector<std::vector<int64_t>> &batch_info) {
  147. if (batch_info.empty()) {
  148. GELOGE(ge::FAILED, "Dynamic batch info is empty.");
  149. return false;
  150. }
  151. for (auto resolution : batch_info) {
  152. if (resolution.size() != kDynamicImageSizeVecSize) {
  153. GELOGE(ge::FAILED, "Dynamic resolution param num is %zu, current resolution size is %zu.",
  154. kDynamicImageSizeVecSize, resolution.size());
  155. return false;
  156. }
  157. if (resolution[0] == static_cast<int64_t>(image_height) && resolution[1] == static_cast<int64_t>(image_width)) {
  158. return true;
  159. }
  160. }
  161. GELOGE(ge::FAILED, "Dynamic resolution (%lu,%lu) can not match the gear of model.", image_height, image_width);
  162. return false;
  163. }
  164. bool IsDynmaicDimsSizeMatchModel(const vector<uint64_t> cur_dynamic_dims,
  165. const vector<vector<int64_t>> &batch_info) {
  166. if (batch_info.empty()) {
  167. GELOGE(ge::FAILED, "Dynamic batch info is empty.");
  168. return false;
  169. }
  170. bool find_match = false;
  171. for (auto resolution : batch_info) {
  172. if (cur_dynamic_dims.size() != resolution.size()) {
  173. GELOGE(ge::FAILED, "Cur dynamic dims param num is %zu, current resolution size is %zu.",
  174. cur_dynamic_dims.size(), resolution.size());
  175. return false;
  176. }
  177. bool flag = true;
  178. for (std::size_t i = 0; i < resolution.size(); ++i) {
  179. if (cur_dynamic_dims[i] != static_cast<uint64_t>(resolution[i])) {
  180. flag = false;
  181. break;
  182. }
  183. }
  184. if (flag) {
  185. find_match = true;
  186. break;
  187. }
  188. }
  189. if (!find_match) {
  190. GELOGE(ge::FAILED, "choose dynamic dims can not match the gear of model.");
  191. }
  192. return find_match;
  193. }
  194. } // namespace
  195. namespace ge {
  196. bool GeExecutor::isInit_ = false;
  197. class ModelListenerAdapter : public ModelListener {
  198. public:
  199. domi::Status OnComputeDone(uint32_t model_id, uint32_t dataIndex, uint32_t resultCode,
  200. std::vector<ge::OutputTensorInfo> &outputs) {
  201. if (listener == nullptr) {
  202. GELOGE(ge::FAILED, "listener is null.");
  203. return FAILED;
  204. }
  205. return listener->OnComputeDone(model_id, dataIndex, resultCode, outputs);
  206. }
  207. std::shared_ptr<ge::ModelListener> listener;
  208. };
  209. static void InitOpsProtoManger() {
  210. string opsproto_path;
  211. const char *path_env = std::getenv("ASCEND_OPP_PATH");
  212. if (path_env != nullptr) {
  213. string path = path_env;
  214. string file_path = RealPath(path.c_str());
  215. if (file_path.empty()) {
  216. GELOGE(FAILED, "File path %s is invalid.", path.c_str());
  217. return;
  218. }
  219. opsproto_path = (path + "/op_proto/custom/" + ":") + (path + "/op_proto/built-in/");
  220. GELOGI("Get opsproto so path from env : %s", path.c_str());
  221. } else {
  222. string path_base = PluginManager::GetPath();
  223. GELOGI("path_base is %s", path_base.c_str());
  224. path_base = path_base.substr(0, path_base.rfind('/'));
  225. path_base = path_base.substr(0, path_base.rfind('/') + 1);
  226. opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
  227. }
  228. GELOGI("Get opsproto path is %s", opsproto_path.c_str());
  229. OpsProtoManager *manager = OpsProtoManager::Instance();
  230. map<string, string> option_tmp;
  231. option_tmp.emplace(std::pair<string, string>(string("ge.opsProtoLibPath"), opsproto_path));
  232. (void)manager->Initialize(option_tmp);
  233. }
  234. GeExecutor::GeExecutor() {}
  235. Status GeExecutor::Initialize() {
  236. GELOGI("Init GeExecutor begin.");
  237. if (isInit_) {
  238. GELOGW("Already initialized, no need to be initialized again.");
  239. return ge::SUCCESS;
  240. }
  241. OpTilingManager::GetInstance().LoadSo();
  242. Status initHostCpuEngineStatus = HostCpuEngine::GetInstance().Initialize();
  243. if (initHostCpuEngineStatus != SUCCESS) {
  244. GELOGE(initHostCpuEngineStatus, "Failed to initialize HostCpuEngine");
  245. return initHostCpuEngineStatus;
  246. }
  247. InitOpsProtoManger();
  248. std::vector<rtMemType_t> mem_type(1, RT_MEMORY_HBM);
  249. mem_type.push_back(RT_MEMORY_P2P_DDR);
  250. auto ret = MemManager::Instance().Initialize(mem_type);
  251. if (ret != SUCCESS) {
  252. GELOGE(ret, "Memory Manager init failed.");
  253. return ret;
  254. }
  255. GE_CHK_STATUS_RET(OpsKernelBuilderManager::Instance().Initialize({}, false),
  256. "Failed to initialize OpsKernelBuilders");
  257. // Start profiling
  258. Options profiling_options;
  259. profiling_options.device_id = 0;
  260. // job id need to be set, the value is meaningless;
  261. profiling_options.job_id = "1";
  262. ProfilingManager::Instance().Init(profiling_options);
  263. isInit_ = true;
  264. GELOGI("Init GeExecutor over.");
  265. return ge::SUCCESS;
  266. }
  267. Status GeExecutor::Finalize() {
  268. GELOGI("Uninit GeExecutor begin.");
  269. if (isInit_ == false) {
  270. GELOGW("GeExecutor has not been initialized.");
  271. return ge::SUCCESS;
  272. }
  273. (void) OpsKernelBuilderManager::Instance().Finalize();
  274. // Stop profiling
  275. if (ProfilingManager::Instance().ProfilingOn()) {
  276. ProfilingManager::Instance().StopProfiling();
  277. ProfilingManager::Instance().PluginUnInit(GE_PROFILING_MODULE);
  278. }
  279. GELOGI("Uninit GeExecutor over.");
  280. return ge::SUCCESS;
  281. }
  282. Status GeExecutor::SetDynamicBatchSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  283. uint64_t batch_size) {
  284. if (dynamic_input_addr == nullptr) {
  285. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic input addr is nullptr!");
  286. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  287. }
  288. uint64_t size = sizeof(uint32_t);
  289. if (length < size) {
  290. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID, "Dynamic input size [%lu] is less than [%lu]!", length, size);
  291. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  292. }
  293. if (length >= sizeof(uint64_t)) {
  294. size = sizeof(uint64_t);
  295. }
  296. // Verify whether the input dynamic batch matches the model gear
  297. std::vector<std::vector<int64_t>> batch_info;
  298. std::vector<uint64_t> batch_num{batch_size};
  299. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  300. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  301. if (ret != SUCCESS) {
  302. GELOGE(ret, "Get dynamic input info failed.");
  303. return ret;
  304. }
  305. if (!IsDynamicBatchSizeMatchModel(batch_size, batch_info)) {
  306. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID, "The current dynamic input does not match the gear of the model.");
  307. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  308. }
  309. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_BATCH));
  310. if (ret != SUCCESS) {
  311. GELOGE(ret, "Set dynamic size failed");
  312. return ret;
  313. }
  314. // memcpy dynamic_batch_size from host to device
  315. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &batch_size, size, RT_MEMCPY_HOST_TO_DEVICE);
  316. if (rt_ret != RT_ERROR_NONE) {
  317. GELOGE(rt_ret, "memcpy dynamic batch input data failed! ret: 0x%X", rt_ret);
  318. return RT_ERROR_TO_GE_STATUS(rt_ret);
  319. }
  320. return SUCCESS;
  321. }
  322. Status GeExecutor::SetDynamicImageSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  323. uint64_t image_height, uint64_t image_width) {
  324. if (dynamic_input_addr == nullptr) {
  325. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic input addr is nullptr!");
  326. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  327. }
  328. uint64_t dynamic_input_size = kDynamicImageSizeInputSize * sizeof(uint32_t);
  329. if (length < dynamic_input_size) {
  330. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  331. "Dynamic input size [%lu] is less than [%lu]!", length, dynamic_input_size);
  332. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  333. }
  334. uint64_t size = sizeof(uint32_t);
  335. if (length >= kDynamicImageSizeInputSize * sizeof(uint64_t)) {
  336. size = sizeof(uint64_t);
  337. }
  338. // Verify whether the input dynamic resolution matches the model gear
  339. std::vector<std::vector<int64_t>> batch_info;
  340. std::vector<uint64_t> batch_num{image_height, image_width};
  341. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  342. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  343. if (ret != SUCCESS) {
  344. GELOGE(ret, "Get dynamic input info failed.");
  345. return ret;
  346. }
  347. if (!IsDynamicImageSizeMatchModel(image_height, image_width, batch_info)) {
  348. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID, "The current dynamic input does not match the gear of the model.");
  349. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  350. }
  351. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_IMAGE));
  352. if (ret != SUCCESS) {
  353. GELOGE(ret, "Set dynamic size failed");
  354. return ret;
  355. }
  356. // Memcpy dynamic resolution height from host to device
  357. rtError_t rt_ret =
  358. rtMemcpy(dynamic_input_addr, size, &image_height, size, RT_MEMCPY_HOST_TO_DEVICE);
  359. if (rt_ret != RT_ERROR_NONE) {
  360. GELOGE(rt_ret, "memcpy dynamic resolution input data failed! ret: 0x%X", rt_ret);
  361. return RT_ERROR_TO_GE_STATUS(rt_ret);
  362. }
  363. uint64_t remain_size = length - size;
  364. // Memcpy dynamic resolution width from host to device
  365. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size),
  366. remain_size, &image_width, size, RT_MEMCPY_HOST_TO_DEVICE);
  367. if (rt_ret != RT_ERROR_NONE) {
  368. GELOGE(rt_ret, "memcpy dynamic resolution input data failed!");
  369. return RT_ERROR_TO_GE_STATUS(rt_ret);
  370. }
  371. return SUCCESS;
  372. }
  373. Status GeExecutor::SetDynamicDims(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  374. const vector<uint64_t> &dynamic_dims) {
  375. if (dynamic_input_addr == nullptr) {
  376. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic input addr is nullptr!");
  377. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  378. }
  379. vector<uint64_t> cur_dynamic_dims;
  380. Status ret = GetCurDynamicDims(model_id, dynamic_dims, cur_dynamic_dims);
  381. if (ret != SUCCESS) {
  382. GELOGE(ret, "Set cur gear dynamic dims failed");
  383. return ret;
  384. }
  385. std::vector<std::vector<int64_t>> batch_info;
  386. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  387. ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  388. if (ret != SUCCESS) {
  389. GELOGE(ret, "Get dynamic input info failed.");
  390. return ret;
  391. }
  392. if (!IsDynmaicDimsSizeMatchModel(cur_dynamic_dims, batch_info)) {
  393. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID, "The current dynamic input does not match the gear of the model.");
  394. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  395. }
  396. ret = GraphExecutor::SetDynamicSize(model_id, cur_dynamic_dims, static_cast<int32_t>(DYNAMIC_DIMS));
  397. if (ret != SUCCESS) {
  398. GELOGE(ret, "Set dynamic size failed");
  399. return ret;
  400. }
  401. size_t dynamic_dim_num = cur_dynamic_dims.size();
  402. uint64_t dynamic_input_size = static_cast<uint64_t>(dynamic_dim_num * sizeof(uint32_t));
  403. if (length < dynamic_input_size) {
  404. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  405. "Dynamic input size [%lu] is less than [%lu]!", length, dynamic_input_size);
  406. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  407. }
  408. uint64_t size = sizeof(uint32_t);
  409. if (length >= dynamic_dim_num * sizeof(uint64_t)) {
  410. size = sizeof(uint64_t);
  411. }
  412. rtError_t rt_ret;
  413. for (uint32_t i = 0; i < dynamic_dim_num; ++i) {
  414. // Memcpy dynamic dim[i] from host to device
  415. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size * i),
  416. length - size * i, &cur_dynamic_dims[i], size, RT_MEMCPY_HOST_TO_DEVICE);
  417. if (rt_ret != RT_ERROR_NONE) {
  418. GELOGE(rt_ret, "memcpy dynamic resolution input data failed!");
  419. return RT_ERROR_TO_GE_STATUS(rt_ret);
  420. }
  421. }
  422. return SUCCESS;
  423. }
  424. Status GeExecutor::GetCurDynamicDims(uint32_t model_id, const vector<uint64_t> &dynamic_dims,
  425. vector<uint64_t> &cur_dynamic_dims) {
  426. cur_dynamic_dims.clear();
  427. vector<ge::TensorDesc> input_desc;
  428. vector<ge::TensorDesc> output_desc;
  429. auto ret = GetModelDescInfo(model_id, input_desc, output_desc);
  430. if (ret != ge::SUCCESS) {
  431. GELOGE(ret, "GetModelDescInfo failed.");
  432. return ret;
  433. }
  434. vector<string> user_designate_shape_order;
  435. vector<int64_t> all_data_dims;
  436. ret = GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  437. if (ret != ge::SUCCESS) {
  438. GELOGE(ret, "GetUserDesignateShapeOrder failed.");
  439. return ret;
  440. }
  441. for (auto &data_name : user_designate_shape_order) {
  442. for (auto &desc : input_desc) {
  443. if (desc.GetName() == data_name) {
  444. for (auto dim : desc.GetShape().GetDims()) {
  445. all_data_dims.push_back(dim);
  446. }
  447. break;
  448. }
  449. }
  450. }
  451. if (dynamic_dims.size() != all_data_dims.size()){
  452. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  453. "Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  454. dynamic_dims.size(), all_data_dims.size());
  455. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  456. }
  457. for (std::size_t i = 0; i < all_data_dims.size(); ++i) {
  458. if (all_data_dims[i] < 0) {
  459. cur_dynamic_dims.push_back(dynamic_dims[i]);
  460. } else if (static_cast<uint64_t>(all_data_dims[i]) != dynamic_dims[i]) {
  461. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID, "Static dims should be same, index: %zu value: %d should be %d",
  462. i, dynamic_dims[i], all_data_dims[i]);
  463. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  464. }
  465. }
  466. return SUCCESS;
  467. }
  468. Status GeExecutor::GetCurShape(const uint32_t model_id, std::vector<int64_t> &batch_info, int32_t &dynamic_type) {
  469. GELOGI("Begin to get current shape");
  470. if (!isInit_) {
  471. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  472. return ACL_ERROR_GE_EXEC_NOT_INIT;
  473. }
  474. Status ret = GraphExecutor::GetCurShape(model_id, batch_info, dynamic_type);
  475. if (ret != SUCCESS) {
  476. GELOGE(ret, "Get current shape failed");
  477. return ret;
  478. }
  479. return SUCCESS;
  480. }
  481. Status GeExecutor::SetDynamicAippData(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  482. const std::vector<kAippDynamicBatchPara> &aippBatchPara,
  483. const kAippDynamicPara &aippParms) {
  484. GELOGI("Enter to SetDynamicAippData.");
  485. if (dynamic_input_addr == nullptr) {
  486. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic aipp input addr is nullptr!");
  487. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  488. }
  489. if (aippBatchPara.empty()) {
  490. GELOGE(ACL_ERROR_GE_AIPP_BATCH_EMPTY, "aippBatchPara is empty.");
  491. return ACL_ERROR_GE_AIPP_BATCH_EMPTY;
  492. }
  493. uint64_t batch_num = aippBatchPara.size();
  494. uint64_t real_aippParms_size = sizeof(kAippDynamicPara) - sizeof(kAippDynamicBatchPara);
  495. uint64_t struct_len = batch_num * sizeof(kAippDynamicBatchPara) + real_aippParms_size;
  496. GELOGI(
  497. "Get acl input dynamic aipp data, model_id is %u, length is %lu,"
  498. "batch num is %lu, struct_len is %lu",
  499. model_id, length, batch_num, struct_len);
  500. if (struct_len > length) {
  501. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  502. "input dynamic aipp param len [%lu] is larger than aipp_data size [%lu]", struct_len, length);
  503. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  504. }
  505. // Memcpy real kAippDynamicBatchPara from host to device
  506. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &aippParms, real_aippParms_size, RT_MEMCPY_HOST_TO_DEVICE);
  507. if (rt_ret != RT_ERROR_NONE) {
  508. GELOGE(rt_ret, "memcpy real_aippParms_size failed! ret: 0x%X", rt_ret);
  509. return RT_ERROR_TO_GE_STATUS(rt_ret);
  510. }
  511. uint64_t remain_len = length - real_aippParms_size;
  512. uint8_t *aipp_batch_para_dev = reinterpret_cast<uint8_t *>(dynamic_input_addr) + real_aippParms_size;
  513. for (uint64_t i = 0; i < batch_num; ++i) {
  514. rt_ret = rtMemcpy(reinterpret_cast<void *>(aipp_batch_para_dev + i * sizeof(kAippDynamicBatchPara)),
  515. (remain_len - i * sizeof(kAippDynamicBatchPara)), &(aippBatchPara[i]),
  516. sizeof(kAippDynamicBatchPara), RT_MEMCPY_HOST_TO_DEVICE);
  517. if (rt_ret != RT_ERROR_NONE) {
  518. GELOGE(rt_ret, "memcpy kAippDynamicBatchPara input data failed! ret: 0x%X", rt_ret);
  519. return RT_ERROR_TO_GE_STATUS(rt_ret);
  520. }
  521. }
  522. return SUCCESS;
  523. }
  524. // Load model
  525. Status GeExecutor::LoadModelOffline(uint32_t &model_id, const std::string &path, const std::string &key,
  526. int32_t priority, std::shared_ptr<ge::ModelListener> listener) {
  527. GELOGI("load model offline begin.");
  528. if (!isInit_) {
  529. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  530. return ACL_ERROR_GE_EXEC_NOT_INIT;
  531. }
  532. string filePath = RealPath(path.c_str());
  533. if (filePath.empty()) {
  534. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  535. "File path is invalid. please check your text file '%s'.", path.c_str());
  536. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  537. }
  538. std::shared_ptr<ModelListenerAdapter> listener_adapter = MakeShared<ModelListenerAdapter>();
  539. if (listener_adapter == nullptr) {
  540. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "ModelListenerAdapter make shared failed!");
  541. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  542. }
  543. listener_adapter->listener = listener;
  544. Status ret = GraphLoader::LoadModelFromFile(path, key, priority, listener_adapter, model_id);
  545. if (ret != SUCCESS) {
  546. GELOGE(ret, "[GeExecutor] LoadModelFromFile failed");
  547. return ACL_ERROR_GE_LOAD_MODEL;
  548. }
  549. return SUCCESS;
  550. }
  551. Status GeExecutor::LoadModel(uint32_t &model_id, const ModelData &model_data,
  552. std::shared_ptr<ge::ModelListener> listener) {
  553. GELOGI("Load model begin.");
  554. if (!isInit_) {
  555. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  556. return ACL_ERROR_GE_EXEC_NOT_INIT;
  557. }
  558. std::shared_ptr<ModelListenerAdapter> listener_adapter = MakeShared<ModelListenerAdapter>();
  559. if (listener_adapter == nullptr) {
  560. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "ModelListenerAdapter make shared failed!");
  561. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  562. }
  563. listener_adapter->listener = listener;
  564. Status ret = GraphLoader::LoadModel(model_data, listener_adapter, model_id);
  565. if (ret != SUCCESS) {
  566. GELOGE(ret, "[GeExecutor] LoadModel failed.");
  567. return ACL_ERROR_GE_LOAD_MODEL;
  568. }
  569. return ret;
  570. }
  571. Status GeExecutor::UnloadModel(uint32_t model_id) {
  572. GELOGD("unload model %u begin.", model_id);
  573. if (!isInit_) {
  574. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  575. return ACL_ERROR_GE_EXEC_NOT_INIT;
  576. }
  577. Status ret = GraphLoader::DestroyAicpuSessionForInfer(model_id);
  578. if (ret != SUCCESS) {
  579. GELOGE(ret, "[GraphLoader] DestroyAicpuSessionForInfer failed. model id: %u", model_id);
  580. return ACL_ERROR_GE_INTERNAL_ERROR;
  581. }
  582. std::shared_ptr<hybrid::HybridDavinciModel> hybrid_davinci_model = ModelManager::GetInstance()->GetHybridModel(model_id);
  583. if (hybrid_davinci_model != nullptr) {
  584. uint64_t session_id = hybrid_davinci_model->GetSessionId();
  585. VarManagerPool::Instance().RemoveVarManager(session_id);
  586. } else {
  587. std::shared_ptr<DavinciModel> davinci_model = ModelManager::GetInstance()->GetModel(model_id);
  588. if (davinci_model != nullptr) {
  589. uint64_t session_id = davinci_model->GetSessionId();
  590. VarManagerPool::Instance().RemoveVarManager(session_id);
  591. }
  592. }
  593. ret = GraphLoader::UnloadModel(model_id);
  594. if (ret != SUCCESS) {
  595. GELOGE(ret, "[GraphLoader] DestroyAicpuSessionForInfer failed. model id: %u", model_id);
  596. return ACL_ERROR_GE_UNLOAD_MODEL;
  597. }
  598. return SUCCESS;
  599. }
  600. Status GeExecutor::RunModel(const ge::RunModelData &input_data, ge::RunModelData &output_data) {
  601. GELOGI("run model begin.");
  602. if (!isInit_) {
  603. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  604. return ACL_ERROR_GE_EXEC_NOT_INIT;
  605. }
  606. InputData inputs;
  607. GetDomiInputData(input_data, inputs);
  608. OutputData outputs;
  609. GetDomiOutputData(output_data, outputs);
  610. return GraphExecutor::DataInput(inputs, outputs);
  611. }
  612. // Get input and output descriptor
  613. Status GeExecutor::GetModelDescInfo(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  614. std::vector<ge::TensorDesc> &output_desc, bool new_model_desc) {
  615. if (!isInit_) {
  616. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  617. return ACL_ERROR_GE_EXEC_NOT_INIT;
  618. }
  619. std::vector<InputOutputDescInfo> input_desc_infos;
  620. std::vector<InputOutputDescInfo> output_desc_infos;
  621. std::vector<uint32_t> input_formats;
  622. std::vector<uint32_t> output_formats;
  623. Status ret = GraphExecutor::GetInputOutputDescInfo(model_id, input_desc_infos, output_desc_infos, input_formats,
  624. output_formats, new_model_desc);
  625. if (ret != domi::SUCCESS) {
  626. GELOGE(ret, "GetInputOutputDescInfo failed. ret = %u", ret);
  627. return ACL_ERROR_GE_GET_TENSOR_INFO;
  628. }
  629. if (input_formats.size() != input_desc_infos.size()) {
  630. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  631. "input_formats size %zu is not equal to input_desc_infos size %zu.",
  632. input_formats.size(), input_desc_infos.size());
  633. return ACL_ERROR_GE_PARAM_INVALID;
  634. }
  635. if (output_formats.size() != output_desc_infos.size()) {
  636. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "output_formats size %zu is not equal to output_desc_infos size %zu.",
  637. output_formats.size(), output_desc_infos.size());
  638. return ACL_ERROR_GE_PARAM_INVALID;
  639. }
  640. // Transfer data to TensorDesc
  641. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  642. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  643. return ge::SUCCESS;
  644. }
  645. ///
  646. /// @ingroup ge
  647. /// @brief Get dynamic batch_info
  648. /// @param [in] model_id
  649. /// @param [out] batch_info
  650. /// @param [out] dynamic_type
  651. /// @return execute result
  652. ///
  653. Status GeExecutor::GetDynamicBatchInfo(uint32_t model_id, std::vector<std::vector<int64_t>> &batch_info,
  654. int32_t &dynamic_type) {
  655. if (!isInit_) {
  656. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  657. return ACL_ERROR_GE_EXEC_NOT_INIT;
  658. }
  659. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  660. if (ret != SUCCESS) {
  661. GELOGE(ret, "GetDynamicBatchInfo failed.");
  662. return ret;
  663. }
  664. return SUCCESS;
  665. }
  666. ///
  667. /// @ingroup ge
  668. /// @brief Get combined dynamic dims info
  669. /// @param [in] model_id
  670. /// @param [out] batch_info
  671. /// @return execute result
  672. ///
  673. Status GeExecutor::GetCombinedDynamicDims(uint32_t model_id, vector<vector<int64_t>> &batch_info) {
  674. GELOGI("Begin to get combined dynamic dims info.");
  675. if (!isInit_) {
  676. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  677. return ACL_ERROR_GE_EXEC_NOT_INIT;
  678. }
  679. Status ret = GraphExecutor::GetCombinedDynamicDims(model_id, batch_info);
  680. if (ret != SUCCESS) {
  681. GELOGE(ret, "GetCombinedDynamicDims failed.");
  682. return ret;
  683. }
  684. GELOGI("Get combined dynamic dims succ.");
  685. return SUCCESS;
  686. }
  687. ///
  688. /// @ingroup ge
  689. /// @brief Get user designeate shape order
  690. /// @param [in] model_id
  691. /// @param [out] user_designate_shape_order
  692. /// @return execute result
  693. ///
  694. Status GeExecutor::GetUserDesignateShapeOrder(uint32_t model_id, vector<string> &user_designate_shape_order) {
  695. if (!isInit_) {
  696. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  697. return ACL_ERROR_GE_EXEC_NOT_INIT;
  698. }
  699. Status ret = GraphExecutor::GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  700. if (ret != SUCCESS) {
  701. GELOGE(ret, "GetUserDesignateShapeOrder failed.");
  702. return ret;
  703. }
  704. return SUCCESS;
  705. }
  706. ///
  707. /// @ingroup ge
  708. /// @brief Get AIPP input format
  709. /// @param [in] model_id
  710. /// @param [in] index
  711. /// @param [out] input_format
  712. /// @return execute result
  713. ///
  714. Status GeExecutor::GetAIPPInfo(uint32_t model_id, uint32_t index, AippConfigInfo &aipp_info) {
  715. GELOGI("Begin to GetAIPPInfo.");
  716. if (!isInit_) {
  717. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  718. return ACL_ERROR_GE_EXEC_NOT_INIT;
  719. }
  720. Status ret = GraphExecutor::GetAIPPInfo(model_id, index, aipp_info);
  721. if (ret != SUCCESS) {
  722. GELOGW("GetAIPPInfo is not success.");
  723. return ret;
  724. }
  725. GELOGI("GetAIPPInfo succ.");
  726. return SUCCESS;
  727. }
  728. Status GeExecutor::GetAippType(uint32_t model_id, uint32_t index, InputAippType &type, size_t &aipp_index) {
  729. GELOGI("Begin to get aipp type.");
  730. if (!isInit_) {
  731. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  732. return ACL_ERROR_GE_EXEC_NOT_INIT;
  733. }
  734. Status ret = GraphExecutor::GetAippType(model_id, index, type, aipp_index);
  735. if (ret != SUCCESS) {
  736. GELOGW("Get aipp type is not success.");
  737. return ret;
  738. }
  739. GELOGI("Get aipp type success.");
  740. return SUCCESS;
  741. }
  742. Status GeExecutor::GetModelAttr(uint32_t model_id, std::vector<std::string> &dynamic_output_shape_info) {
  743. if (!isInit_) {
  744. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  745. return ACL_ERROR_GE_EXEC_NOT_INIT;
  746. }
  747. Status ret = GraphExecutor::GetModelAttr(model_id, dynamic_output_shape_info);
  748. if (ret != SUCCESS) {
  749. GELOGE(ret, "Get dynamic batch output shape info failed.");
  750. return ret;
  751. }
  752. return SUCCESS;
  753. }
  754. Status GeExecutor::GetModelDescInfoForZeroCopy(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  755. std::vector<TensorDesc> &output_desc) {
  756. GELOGI("get model desc info for zero copy begin.");
  757. if (!isInit_) {
  758. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  759. return ACL_ERROR_GE_EXEC_NOT_INIT;
  760. }
  761. std::vector<InputOutputDescInfo> input_desc_infos;
  762. std::vector<InputOutputDescInfo> output_desc_infos;
  763. std::vector<uint32_t> input_formats;
  764. std::vector<uint32_t> output_formats;
  765. Status ret = GraphExecutor::GetInputOutputDescInfoForZeroCopy(model_id, input_desc_infos, output_desc_infos,
  766. input_formats, output_formats);
  767. if (ret != domi::SUCCESS) {
  768. GELOGE(ret, "Get DescInfo from zero copy failed. ret = %u", ret);
  769. return ACL_ERROR_GE_GET_TENSOR_INFO;
  770. }
  771. if (input_formats.size() != input_desc_infos.size()) {
  772. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "input_formats.size() != input_desc_infos.size().");
  773. return ACL_ERROR_GE_PARAM_INVALID;
  774. }
  775. if (output_formats.size() != output_desc_infos.size()) {
  776. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "output_formats.size() != output_desc_infos.size().");
  777. return ACL_ERROR_GE_PARAM_INVALID;
  778. }
  779. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  780. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  781. GELOGI("get model desc info from zero copy end.");
  782. return ge::SUCCESS;
  783. }
  784. Status GeExecutor::CommandHandle(const Command &command) {
  785. Status ret = GraphLoader::CommandHandle(command);
  786. if (ret != SUCCESS) {
  787. GELOGE(ACL_ERROR_GE_COMMAND_HANDLE, "CommandHandle: Command Handle failed.");
  788. return ACL_ERROR_GE_COMMAND_HANDLE;
  789. }
  790. return SUCCESS;
  791. }
  792. Status GeExecutor::GetMaxUsedMemory(uint32_t model_id, uint32_t &max_size) {
  793. GELOGI("Get max used memory begin.");
  794. if (!isInit_) {
  795. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  796. return ACL_ERROR_GE_EXEC_NOT_INIT;
  797. }
  798. uint64_t max_mem_size = 0;
  799. Status ret = GraphLoader::GetMaxUsedMemory(model_id, max_mem_size);
  800. max_size = static_cast<uint32_t>(max_mem_size);
  801. return ret;
  802. }
  803. /**
  804. * @ingroup ge
  805. * @brief Load data from model file to memory
  806. * @param [in] const std::string &path: Offline model file path
  807. * @param [out] domi::ModelData &model_data: Offline model memory data
  808. * @return SUCCESS handle successfully / others handle failed
  809. */
  810. Status GeExecutor::LoadDataFromFile(const std::string &path, ModelData &model_data) {
  811. GELOGI("Load data from file begin.");
  812. if (!isInit_) {
  813. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  814. return ACL_ERROR_GE_EXEC_NOT_INIT;
  815. }
  816. string filePath = RealPath(path.c_str());
  817. if (filePath.empty()) {
  818. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  819. "File path is invalid. please check your text file '%s'.", path.c_str());
  820. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  821. }
  822. GELOGI("load modelData from file: %s.", path.c_str());
  823. std::string key_path;
  824. int32_t priority = 0;
  825. Status ret = GraphLoader::LoadDataFromFile(path, key_path, priority, model_data);
  826. if (ret != SUCCESS) {
  827. if (model_data.model_data != nullptr) {
  828. delete[] static_cast<char *>(model_data.model_data);
  829. model_data.model_data = nullptr;
  830. }
  831. }
  832. return ret;
  833. }
  834. /**
  835. * @ingroup ge
  836. * @brief Load model from offline model memory data
  837. * @param [in] domi::ModelData &model_data: Offline model data
  838. void *dev_ptr: Input/Output memory start address
  839. size_t memsize: Input/Output memory length
  840. void *weight_ptr: Weight memory start address
  841. size_t weightsize: Weight memory length
  842. * @param [out] uint32_t &model_id: identification after model loading
  843. * @return SUCCESS handle successfully / others handle failed
  844. */
  845. Status GeExecutor::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr, size_t mem_size,
  846. void *weight_ptr, size_t weight_size) {
  847. if (!isInit_) {
  848. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  849. return ACL_ERROR_GE_EXEC_NOT_INIT;
  850. }
  851. return GraphLoader::LoadModelFromData(model_id, model_data, dev_ptr, mem_size, weight_ptr, weight_size);
  852. }
  853. /**
  854. * @ingroup ge
  855. * @brief Load task list from ModelData with queue.
  856. * @param [out] model_id: model id allocate from manager.
  857. * @param [in] ge_model_data: Model data load from offline model.
  858. * @param [in] input_queue_ids: input queue ids create from user.
  859. * @param [in] output_queue_ids: input queue ids create from user.
  860. * @return: 0 for success / others for fail
  861. */
  862. Status GeExecutor::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
  863. const std::vector<uint32_t> &input_queue_ids,
  864. const std::vector<uint32_t> &output_queue_ids) {
  865. GELOGI("Load model with queue begin.");
  866. if (!isInit_) {
  867. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  868. return ACL_ERROR_GE_EXEC_NOT_INIT;
  869. }
  870. return GraphLoader::LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
  871. }
  872. /**
  873. * @ingroup ge
  874. * @brief Synchronous execution of offline model(Do not create thread)
  875. * @param [in] uint32_t model_id: Model ID to execute
  876. void* stream: stream to execute
  877. const domi::InputData *input_data: Model input data
  878. bool async_mode: is asynchronize mode.
  879. * @param [out] domi::OutputData *output_data: Model output data
  880. * @return SUCCESS handle successfully / others handle failed
  881. */
  882. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  883. ge::RunModelData &run_output_data, bool async_mode) {
  884. std::vector<GeTensorDesc> input_desc = {};
  885. std::vector<GeTensorDesc> output_desc = {};
  886. return ExecModel(model_id, stream, run_input_data, input_desc, run_output_data, output_desc, async_mode);
  887. }
  888. /**
  889. * @ingroup ge
  890. * @brief Synchronous execution of offline model(Do not create thread)
  891. * @param [in] uint32_t model_id: Model ID to execute
  892. void* stream: stream to execute
  893. const domi::InputData *input_data: Model input data
  894. const std::vector<GeTensorDesc> &input_desc: Description of model input data
  895. bool async_mode: is asynchronize mode
  896. * @param [out] domi::OutputData *output_data: Model output data
  897. * @param [out] std::vector<GeTensorDesc> &output_desc: Description of model output data
  898. * @return SUCCESS handle successfully / others handle failed
  899. */
  900. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  901. const std::vector<GeTensorDesc> &input_desc, ge::RunModelData &run_output_data,
  902. std::vector<GeTensorDesc> &output_desc, bool async_mode) {
  903. if (!isInit_) {
  904. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  905. return ACL_ERROR_GE_EXEC_NOT_INIT;
  906. }
  907. InputData input_data;
  908. OutputData output_data;
  909. GetDomiInputData(run_input_data, input_data);
  910. GetDomiOutputData(run_output_data, output_data);
  911. if ((run_input_data.dynamic_batch_size != 0) || (run_input_data.dynamic_image_width != 0) ||
  912. (run_input_data.dynamic_image_height != 0) || (run_input_data.dynamic_dims.size() != 0)) {
  913. std::vector<std::vector<int64_t>> batch_info;
  914. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  915. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  916. if (ret != SUCCESS) {
  917. GELOGE(ret, "Get dynamic input info failed.");
  918. return ret;
  919. }
  920. if (!batch_info.empty()) {
  921. SetDynamicInputDataFlag(run_input_data, batch_info, input_data);
  922. }
  923. }
  924. return GraphLoader::ExecuteModel(model_id, stream, async_mode, input_data, input_desc, output_data, output_desc);
  925. }
  926. /**
  927. * @ingroup ge
  928. * @brief Get weight memory size from model file
  929. * @param [in] const std::string &path: Offline model file path
  930. * @param [out] size_t &mem_size Execution memory size
  931. size_t &weight_size Weight memory space size
  932. * @return SUCCESS handle successfully / others handle failed
  933. */
  934. Status GeExecutor::GetMemAndWeightSize(const std::string &path, size_t &mem_size, size_t &weight_size) {
  935. GELOGI("Get memory and weight size from file begin.");
  936. if (!isInit_) {
  937. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  938. return ACL_ERROR_GE_EXEC_NOT_INIT;
  939. }
  940. ModelData model;
  941. std::string key;
  942. Status ret = ge::GraphLoader::LoadDataFromFile(path, key, 0, model);
  943. if ((ret != SUCCESS) || (model.model_data == nullptr)) {
  944. GELOGE(ret, "Load data from file failed. ret = %d", ret);
  945. return ret;
  946. }
  947. ret = ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  948. delete[] static_cast<char *>(model.model_data);
  949. model.model_data = nullptr;
  950. return ret;
  951. }
  952. /**
  953. * @ingroup ge
  954. * @brief Get weight memory size from model file
  955. * @param [in] const void *model_data Offline model buffer
  956. size_t model_size Offline model buffer length
  957. * @param [out] size_t &mem_size Execution memory size
  958. size_t &weight_size Weight memory space size
  959. * @return SUCCESS handle successfully / others handle failed
  960. */
  961. Status GeExecutor::GetMemAndWeightSize(const void *model_data, size_t model_size, size_t &mem_size,
  962. size_t &weight_size) {
  963. GELOGI("Get memory and weight size from data begin.");
  964. if (!isInit_) {
  965. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  966. return ACL_ERROR_GE_EXEC_NOT_INIT;
  967. }
  968. if (model_data == nullptr) {
  969. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID, "invalid model data!");
  970. return ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID;
  971. }
  972. ModelData model;
  973. model.model_data = const_cast<void *>(model_data);
  974. model.model_len = static_cast<uint32_t>(model_size);
  975. return ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  976. }
  977. Status GeExecutor::LoadSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  978. SingleOp **single_op) {
  979. return SingleOpManager::GetInstance().GetOpFromModel(model_name, modelData, stream, single_op);
  980. }
  981. Status GeExecutor::LoadDynamicSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  982. DynamicSingleOp **single_op) {
  983. return SingleOpManager::GetInstance().GetDynamicOpFromModel(model_name, modelData, stream, single_op);
  984. }
  985. Status GeExecutor::ExecuteAsync(SingleOp *executor, const std::vector<DataBuffer> &inputs,
  986. std::vector<DataBuffer> &outputs) {
  987. if (executor == nullptr) {
  988. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "param is NULL");
  989. return ACL_ERROR_GE_EXEC_NOT_INIT;
  990. }
  991. return executor->ExecuteAsync(inputs, outputs);
  992. }
  993. ge::Status GeExecutor::ExecuteAsync(DynamicSingleOp *executor, const vector<GeTensorDesc> &input_desc,
  994. const vector<DataBuffer> &inputs, vector<GeTensorDesc> &output_desc,
  995. vector<DataBuffer> &outputs) {
  996. GE_CHECK_NOTNULL(executor);
  997. return executor->ExecuteAsync(input_desc, inputs, output_desc, outputs);
  998. }
  999. Status GeExecutor::ReleaseSingleOpResource(void *stream) {
  1000. ModelManager::GetInstance()->ClearAicpuSo();
  1001. return SingleOpManager::GetInstance().ReleaseResource(stream);
  1002. }
  1003. Status GeExecutor::GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id) {
  1004. auto model_manager = ModelManager::GetInstance();
  1005. GE_CHECK_NOTNULL(model_manager);
  1006. auto davinci_model = model_manager->GetModel(model_id);
  1007. if (davinci_model == nullptr) {
  1008. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ID_INVALID, "Model id: %d is invaild or model is not loaded.", model_id);
  1009. return ACL_ERROR_GE_EXEC_MODEL_ID_INVALID;
  1010. }
  1011. device_id = davinci_model->GetDeviceId();
  1012. return SUCCESS;
  1013. }
  1014. Status GeExecutor::GetBatchInfoSize(uint32_t model_id, size_t &shape_count) {
  1015. std::vector<std::vector<int64_t>> batch_info;
  1016. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  1017. Status ret = GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  1018. if (ret != SUCCESS) {
  1019. GELOGE(ret, "Calc batch info size failed. ret = %d", ret);
  1020. return ret;
  1021. }
  1022. if (batch_info.empty()) {
  1023. shape_count = kStaticBatchInfoSize;
  1024. } else {
  1025. shape_count = batch_info.size();
  1026. }
  1027. return SUCCESS;
  1028. }
  1029. Status GeExecutor::GetOrigInputInfo(uint32_t model_id, uint32_t index, OriginInputInfo &orig_input_info) {
  1030. GELOGI("Begin to GetOrigInputInfo.");
  1031. if (!isInit_) {
  1032. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  1033. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1034. }
  1035. Status ret = GraphExecutor::GetOrigInputInfo(model_id, index, orig_input_info);
  1036. if (ret != SUCCESS) {
  1037. GELOGE(ret, "GetOrigInputInfo failed.");
  1038. return ret;
  1039. }
  1040. GELOGI("GetOrigInputInfo succ.");
  1041. return SUCCESS;
  1042. }
  1043. Status GeExecutor::GetAllAippInputOutputDims(uint32_t model_id, uint32_t index,
  1044. std::vector<InputOutputDims> &input_dims,
  1045. std::vector<InputOutputDims> &output_dims) {
  1046. GELOGI("Begin to GetAllAippInputOutputDims.");
  1047. if (!isInit_) {
  1048. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  1049. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1050. }
  1051. Status ret = GraphExecutor::GetAllAippInputOutputDims(model_id, index, input_dims, output_dims);
  1052. if (ret != SUCCESS) {
  1053. GELOGE(ret, "GetAllAippInputOutputDims failed.");
  1054. return ret;
  1055. }
  1056. GELOGI("GetAllAippInputOutputDims succ.");
  1057. return SUCCESS;
  1058. }
  1059. Status GeExecutor::GetOpDescInfo(uint32_t device_id, uint32_t stream_id, uint32_t task_id, OpDescInfo &op_desc_info) {
  1060. GELOGI("Begin to GetOpDescInfo.");
  1061. Status ret = GraphExecutor::GetOpDescInfo(device_id, stream_id, task_id, op_desc_info);
  1062. if (ret != SUCCESS) {
  1063. GELOGE(ret, "GetOpDescInfo failed.");
  1064. return ret;
  1065. }
  1066. GELOGI("GetOpDescInfo succ.");
  1067. return SUCCESS;
  1068. }
  1069. Status GeExecutor::SetDump(const DumpConfig &dump_config) {
  1070. GELOGI("Start to set dump config");
  1071. auto ret = DumpManager::GetInstance().SetDumpConf(dump_config);
  1072. if (ret != SUCCESS) {
  1073. GELOGE(ret, "Set dump conf failed");
  1074. return ret;
  1075. }
  1076. GELOGI("Set dump config successfully");
  1077. return SUCCESS;
  1078. }
  1079. } // namespace ge

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知。GE主要由GE API和GE Core两部分组成,详细的架构图如下所示