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ge_executor.cc 48 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 <ctime>
  19. #include <iostream>
  20. #include "common/debug/log.h"
  21. #include "common/ge/ge_util.h"
  22. #include "common/helper/model_helper.h"
  23. #include "common/profiling/profiling_manager.h"
  24. #include "common/dump/dump_manager.h"
  25. #include "graph/execute/graph_execute.h"
  26. #include "graph/load/graph_loader.h"
  27. #include "graph/load/model_manager/model_manager.h"
  28. #include "graph/manager/graph_mem_manager.h"
  29. #include "single_op/single_op_manager.h"
  30. #include "graph/load/model_manager/davinci_model.h"
  31. #include "opskernel_manager/ops_kernel_builder_manager.h"
  32. #include "graph/opsproto_manager.h"
  33. #include "ge_local_engine/engine/host_cpu_engine.h"
  34. using std::string;
  35. using std::vector;
  36. namespace {
  37. const size_t kDynamicBatchSizeVecSize = 1;
  38. const size_t kStaticBatchInfoSize = 1;
  39. const size_t kDynamicImageSizeVecSize = 2;
  40. const size_t kDynamicImageSizeInputSize = 2;
  41. const char *const kBatchLabel = "Batch_";
  42. void GetGeTensorDescFromDomiInfo(std::vector<ge::TensorDesc> &ge_descs,
  43. const std::vector<ge::InputOutputDescInfo> &domi_descs,
  44. const std::vector<uint32_t> &formats) {
  45. uint32_t idx = 0;
  46. for (auto desc_item : domi_descs) {
  47. ge::TensorDesc ge_desc;
  48. ge_desc.SetName(desc_item.name.c_str());
  49. ge_desc.SetDataType(static_cast<ge::DataType>(desc_item.data_type));
  50. ge_desc.SetFormat(static_cast<ge::Format>(formats[idx]));
  51. std::vector<int64_t> shape_dims;
  52. for (auto dim : desc_item.shape_info.dims) {
  53. shape_dims.push_back(dim);
  54. }
  55. ge::Shape ge_shape(shape_dims);
  56. ge_desc.SetShape(ge_shape);
  57. ge_desc.SetSize(desc_item.size);
  58. ge_desc.SetShapeRange(desc_item.shape_info.shape_ranges);
  59. ge_descs.emplace_back(ge_desc);
  60. ++idx;
  61. }
  62. }
  63. void GetDomiInputData(const ge::RunModelData &input_data, ge::InputData &inputs) {
  64. inputs.index = input_data.index;
  65. inputs.model_id = input_data.modelId;
  66. inputs.timestamp = input_data.timestamp;
  67. inputs.timeout = input_data.timeout;
  68. inputs.request_id = input_data.request_id;
  69. for (const auto &data_item : input_data.blobs) {
  70. ge::DataBuffer dataBuf{data_item.data, data_item.length, data_item.isDataSupportMemShare};
  71. inputs.blobs.emplace_back(dataBuf);
  72. }
  73. }
  74. void GetDomiOutputData(const ge::RunModelData &output_data, ge::OutputData &outputs) {
  75. outputs.index = output_data.index;
  76. outputs.model_id = output_data.modelId;
  77. for (const auto &data_item : output_data.blobs) {
  78. ge::DataBuffer dataBuf(data_item.data, data_item.length, data_item.isDataSupportMemShare);
  79. outputs.blobs.emplace_back(dataBuf);
  80. }
  81. }
  82. void SetDynamicInputDataFlag(const ge::RunModelData &input_data, const std::vector<std::vector<int64_t>> batch_info,
  83. ge::InputData &inputs) {
  84. inputs.is_dynamic_batch = true;
  85. std::string batch_label;
  86. size_t match_idx = 0;
  87. for (size_t i = 0; i < batch_info.size(); ++i) {
  88. // dynamic_dims
  89. if (input_data.dynamic_dims.size() != 0) {
  90. bool is_match = true;
  91. for (size_t j = 0; j < static_cast<size_t>(input_data.dynamic_dims.size()); ++j) {
  92. if (static_cast<uint64_t>(batch_info[i][j]) != input_data.dynamic_dims[j]) {
  93. is_match = false;
  94. break;
  95. }
  96. }
  97. if (is_match) {
  98. match_idx = i;
  99. break;
  100. }
  101. // dynamic_batch_size
  102. } else if (batch_info[i].size() == kDynamicBatchSizeVecSize &&
  103. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_batch_size)) {
  104. match_idx = i;
  105. break;
  106. // dynamic_image_size
  107. } else if (batch_info[i].size() == kDynamicImageSizeVecSize &&
  108. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_image_height) &&
  109. batch_info[i][1] == static_cast<int64_t>(input_data.dynamic_image_width)) {
  110. match_idx = i;
  111. break;
  112. }
  113. }
  114. batch_label = kBatchLabel + std::to_string(match_idx);
  115. inputs.batch_label = batch_label;
  116. GELOGI("current batch label:%s", batch_label.c_str());
  117. }
  118. bool IsDynamicBatchSizeMatchModel(uint64_t batch_size, const vector<std::vector<int64_t>> &batch_info) {
  119. if (batch_info.empty()) {
  120. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch info is empty.");
  121. return false;
  122. }
  123. for (auto batch : batch_info) {
  124. if (batch.size() != kDynamicBatchSizeVecSize) {
  125. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch param num is %zu, current batch size is %zu.",
  126. kDynamicBatchSizeVecSize, batch.size());
  127. return false;
  128. }
  129. if (batch[0] == static_cast<int64_t>(batch_size)) {
  130. return true;
  131. }
  132. }
  133. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch %lu can not match the gear of model.", batch_size);
  134. return false;
  135. }
  136. bool IsDynamicImageSizeMatchModel(uint64_t image_height, uint64_t image_width,
  137. const vector<std::vector<int64_t>> &batch_info) {
  138. if (batch_info.empty()) {
  139. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch info is empty.");
  140. return false;
  141. }
  142. for (auto resolution : batch_info) {
  143. if (resolution.size() != kDynamicImageSizeVecSize) {
  144. GELOGE(ge::FAILED, "[Check][Param] Dynamic resolution param num is %zu, current resolution size is %zu.",
  145. kDynamicImageSizeVecSize, resolution.size());
  146. return false;
  147. }
  148. if (resolution[0] == static_cast<int64_t>(image_height) && resolution[1] == static_cast<int64_t>(image_width)) {
  149. return true;
  150. }
  151. }
  152. GELOGE(ge::FAILED, "[Check][Param]Dynamic resolution (%lu,%lu) can not match the gear of model.",
  153. image_height, image_width);
  154. return false;
  155. }
  156. bool IsDynmaicDimsSizeMatchModel(const vector<uint64_t> cur_dynamic_dims,
  157. const vector<vector<int64_t>> &batch_info) {
  158. if (batch_info.empty()) {
  159. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][Param] Dynamic batch info is empty.");
  160. return false;
  161. }
  162. bool find_match = false;
  163. for (auto resolution : batch_info) {
  164. if (cur_dynamic_dims.size() != resolution.size()) {
  165. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  166. "[Check][Param] Cur dynamic dims param num is %zu, current resolution size is %zu.",
  167. cur_dynamic_dims.size(), resolution.size());
  168. return false;
  169. }
  170. bool flag = true;
  171. for (std::size_t i = 0; i < resolution.size(); ++i) {
  172. if (cur_dynamic_dims[i] != static_cast<uint64_t>(resolution[i])) {
  173. flag = false;
  174. break;
  175. }
  176. }
  177. if (flag) {
  178. find_match = true;
  179. break;
  180. }
  181. }
  182. if (!find_match) {
  183. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][Param] choose dynamic dims can not match the gear of model.");
  184. }
  185. return find_match;
  186. }
  187. } // namespace
  188. namespace ge {
  189. bool GeExecutor::isInit_ = false;
  190. static void InitOpsProtoManager() {
  191. string opsproto_path;
  192. const char *path_env = std::getenv("ASCEND_OPP_PATH");
  193. if (path_env != nullptr) {
  194. string path = path_env;
  195. string file_path = RealPath(path.c_str());
  196. if (file_path.empty()) {
  197. GELOGE(FAILED, "[Check][EnvPath]ASCEND_OPP_PATH path [%s] is invalid.", path.c_str());
  198. REPORT_INPUT_ERROR("E68016", {"ASCEND_OPP_PATH", path});
  199. return;
  200. }
  201. opsproto_path = (path + "/op_proto/custom/" + ":") + (path + "/op_proto/built-in/");
  202. GELOGI("Get opsproto so path from env : %s", path.c_str());
  203. } else {
  204. string path_base = PluginManager::GetPath();
  205. GELOGI("path_base is %s", path_base.c_str());
  206. path_base = path_base.substr(0, path_base.rfind('/'));
  207. path_base = path_base.substr(0, path_base.rfind('/') + 1);
  208. opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
  209. }
  210. GELOGI("Get opsproto path is %s", opsproto_path.c_str());
  211. OpsProtoManager *manager = OpsProtoManager::Instance();
  212. map<string, string> option_tmp;
  213. option_tmp.emplace(std::pair<string, string>(string("ge.opsProtoLibPath"), opsproto_path));
  214. (void)manager->Initialize(option_tmp);
  215. }
  216. GeExecutor::GeExecutor() {}
  217. Status GeExecutor::Initialize() {
  218. GELOGI("Init GeExecutor begin.");
  219. if (isInit_) {
  220. GELOGW("Already initialized, no need to be initialized again.");
  221. return ge::SUCCESS;
  222. }
  223. OpTilingManager::GetInstance().LoadSo();
  224. Status init_hostcpu_engine_status = HostCpuEngine::GetInstance().Initialize();
  225. if (init_hostcpu_engine_status != SUCCESS) {
  226. REPORT_CALL_ERROR("E19999", "Initialize HostCpuEngine failed");
  227. GELOGE(init_hostcpu_engine_status, "[initialize][HostCpuEngine] failed");
  228. return init_hostcpu_engine_status;
  229. }
  230. InitOpsProtoManager();
  231. std::vector<rtMemType_t> mem_type(1, RT_MEMORY_HBM);
  232. mem_type.push_back(RT_MEMORY_P2P_DDR);
  233. auto ret = MemManager::Instance().Initialize(mem_type);
  234. if (ret != SUCCESS) {
  235. REPORT_CALL_ERROR("E19999", "Initialize MemManager failed");
  236. GELOGE(ret, "[Initialize][MemManager] failed.");
  237. return ret;
  238. }
  239. GE_CHK_STATUS_RET(OpsKernelBuilderManager::Instance().Initialize({}, false),
  240. "[Initialize][OpsKernelBuilderManager] failed.");
  241. // Start profiling
  242. Options profiling_options;
  243. profiling_options.device_id = 0;
  244. // job id need to be set, the value is meaningless;
  245. profiling_options.job_id = "1";
  246. ProfilingManager::Instance().Init(profiling_options);
  247. isInit_ = true;
  248. GELOGI("Init GeExecutor over.");
  249. return ge::SUCCESS;
  250. }
  251. Status GeExecutor::Finalize() {
  252. GELOGI("Uninit GeExecutor begin.");
  253. if (isInit_ == false) {
  254. GELOGW("GeExecutor has not been initialized.");
  255. return ge::SUCCESS;
  256. }
  257. (void) OpsKernelBuilderManager::Instance().Finalize();
  258. // Stop profiling
  259. if (ProfilingManager::Instance().ProfilingOn()) {
  260. ProfilingManager::Instance().StopProfiling();
  261. ProfilingManager::Instance().PluginUnInit();
  262. }
  263. GELOGI("Uninit GeExecutor over.");
  264. return ge::SUCCESS;
  265. }
  266. Status GeExecutor::SetDynamicBatchSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  267. uint64_t batch_size) {
  268. if (dynamic_input_addr == nullptr) {
  269. REPORT_INNER_ERROR("E19999", "param dynamic_input_addr is nullptr, check invalid");
  270. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "[Check][Param] Dynamic input addr is nullptr!");
  271. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  272. }
  273. uint64_t size = sizeof(uint32_t);
  274. if (length < size) {
  275. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is less than [%lu], check invalid", length, size);
  276. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  277. "[Check][Param] Dynamic input size [%lu] is less than [%lu]!", length, size);
  278. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  279. }
  280. if (length >= sizeof(uint64_t)) {
  281. size = sizeof(uint64_t);
  282. }
  283. // Verify whether the input dynamic batch matches the model gear
  284. std::vector<std::vector<int64_t>> batch_info;
  285. std::vector<uint64_t> batch_num{batch_size};
  286. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  287. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  288. if (ret != SUCCESS) {
  289. REPORT_CALL_ERROR("E19999", "get dynamic batch info failed, model id:%u", model_id);
  290. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  291. return ret;
  292. }
  293. if (!IsDynamicBatchSizeMatchModel(batch_size, batch_info)) {
  294. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  295. "[Check][Param] The current dynamic input does not match the gear of the model.");
  296. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  297. }
  298. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_BATCH));
  299. if (ret != SUCCESS) {
  300. REPORT_CALL_ERROR("E19999", "set dynamic size failed, model id:%u", model_id);
  301. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  302. return ret;
  303. }
  304. // memcpy dynamic_batch_size from host to device
  305. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &batch_size, size, RT_MEMCPY_HOST_TO_DEVICE);
  306. if (rt_ret != RT_ERROR_NONE) {
  307. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic batch input data failed! size:%lu ret:0x%X", length, rt_ret);
  308. return RT_ERROR_TO_GE_STATUS(rt_ret);
  309. }
  310. return SUCCESS;
  311. }
  312. Status GeExecutor::SetDynamicImageSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  313. uint64_t image_height, uint64_t image_width) {
  314. if (dynamic_input_addr == nullptr) {
  315. REPORT_INNER_ERROR("E19999", "param dynamic_input_addr is nullptr, check invalid");
  316. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "[Check][Param] Dynamic input addr is nullptr!");
  317. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  318. }
  319. uint64_t dynamic_input_size = kDynamicImageSizeInputSize * sizeof(uint32_t);
  320. if (length < dynamic_input_size) {
  321. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is less than [%lu], check invalid",
  322. length, dynamic_input_size);
  323. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  324. "[Check][Param] Dynamic input size [%lu] is less than [%lu]!", length, dynamic_input_size);
  325. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  326. }
  327. uint64_t size = sizeof(uint32_t);
  328. if (length >= kDynamicImageSizeInputSize * sizeof(uint64_t)) {
  329. size = sizeof(uint64_t);
  330. }
  331. // Verify whether the input dynamic resolution matches the model gear
  332. std::vector<std::vector<int64_t>> batch_info;
  333. std::vector<uint64_t> batch_num{image_height, image_width};
  334. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  335. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  336. if (ret != SUCCESS) {
  337. REPORT_CALL_ERROR("E19999", "Get dynamic input info failed, model id:%u.", model_id);
  338. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  339. return ret;
  340. }
  341. if (!IsDynamicImageSizeMatchModel(image_height, image_width, batch_info)) {
  342. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  343. "[Check][Param] The current dynamic input does not match the gear of the model, "
  344. "image_height:%lu, image_width:%lu.", image_height, image_width);
  345. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  346. }
  347. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_IMAGE));
  348. if (ret != SUCCESS) {
  349. REPORT_CALL_ERROR("E19999", "Set dynamic size failed, model id:%u", model_id);
  350. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  351. return ret;
  352. }
  353. // Memcpy dynamic resolution height from host to device
  354. rtError_t rt_ret =
  355. rtMemcpy(dynamic_input_addr, size, &image_height, size, RT_MEMCPY_HOST_TO_DEVICE);
  356. if (rt_ret != RT_ERROR_NONE) {
  357. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X",
  358. size, rt_ret);
  359. return RT_ERROR_TO_GE_STATUS(rt_ret);
  360. }
  361. uint64_t remain_size = length - size;
  362. // Memcpy dynamic resolution width from host to device
  363. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size),
  364. remain_size, &image_width, size, RT_MEMCPY_HOST_TO_DEVICE);
  365. if (rt_ret != RT_ERROR_NONE) {
  366. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X",
  367. remain_size, rt_ret);
  368. return RT_ERROR_TO_GE_STATUS(rt_ret);
  369. }
  370. return SUCCESS;
  371. }
  372. Status GeExecutor::SetDynamicDims(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  373. const vector<uint64_t> &dynamic_dims) {
  374. if (dynamic_input_addr == nullptr) {
  375. REPORT_INNER_ERROR("E19999", "Param dynamic_input_addr is nullptr, check invalid!");
  376. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "[Check][Param] 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, "[Get][CurDynamicDims] failed, model id:%u", model_id);
  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. REPORT_CALL_ERROR("E19999", "Get dynamic input info failed, model id:%u.", model_id);
  390. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  391. return ret;
  392. }
  393. if (!IsDynmaicDimsSizeMatchModel(cur_dynamic_dims, batch_info)) {
  394. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  395. "[Check][Param] The current dynamic input does not match the gear of the model.");
  396. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  397. }
  398. ret = GraphExecutor::SetDynamicSize(model_id, cur_dynamic_dims, static_cast<int32_t>(DYNAMIC_DIMS));
  399. if (ret != SUCCESS) {
  400. REPORT_CALL_ERROR("E19999", "Set dynamic size failed, model id:%u", model_id);
  401. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  402. return ret;
  403. }
  404. size_t dynamic_dim_num = cur_dynamic_dims.size();
  405. uint64_t dynamic_input_size = static_cast<uint64_t>(dynamic_dim_num * sizeof(uint32_t));
  406. if (length < dynamic_input_size) {
  407. REPORT_INNER_ERROR("E19999", "input dynamic size [%lu] is less than [%lu]!",
  408. length, dynamic_input_size);
  409. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  410. "[Check][Param] Dynamic input size [%lu] is less than [%lu]!", length, dynamic_input_size);
  411. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  412. }
  413. uint64_t size = sizeof(uint32_t);
  414. if (length >= dynamic_dim_num * sizeof(uint64_t)) {
  415. size = sizeof(uint64_t);
  416. }
  417. rtError_t rt_ret;
  418. for (uint32_t i = 0; i < dynamic_dim_num; ++i) {
  419. // Memcpy dynamic dim[i] from host to device
  420. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size * i),
  421. length - size * i, &cur_dynamic_dims[i], size, RT_MEMCPY_HOST_TO_DEVICE);
  422. if (rt_ret != RT_ERROR_NONE) {
  423. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X",
  424. length - size * i, rt_ret);
  425. return RT_ERROR_TO_GE_STATUS(rt_ret);
  426. }
  427. }
  428. return SUCCESS;
  429. }
  430. Status GeExecutor::GetCurDynamicDims(uint32_t model_id, const vector<uint64_t> &dynamic_dims,
  431. vector<uint64_t> &cur_dynamic_dims) {
  432. cur_dynamic_dims.clear();
  433. vector<ge::TensorDesc> input_desc;
  434. vector<ge::TensorDesc> output_desc;
  435. auto ret = GetModelDescInfo(model_id, input_desc, output_desc);
  436. if (ret != ge::SUCCESS) {
  437. GELOGE(ret, "[Get][ModelDescInfo] failed, model id:%u.", model_id);
  438. return ret;
  439. }
  440. vector<string> user_designate_shape_order;
  441. vector<int64_t> all_data_dims;
  442. ret = GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  443. if (ret != ge::SUCCESS) {
  444. GELOGE(ret, "[Call][GetUserDesignateShapeOrder] failed, model id:%u.", model_id);
  445. return ret;
  446. }
  447. for (auto &data_name : user_designate_shape_order) {
  448. for (auto &desc : input_desc) {
  449. if (desc.GetName() == data_name) {
  450. for (auto dim : desc.GetShape().GetDims()) {
  451. all_data_dims.push_back(dim);
  452. }
  453. break;
  454. }
  455. }
  456. }
  457. if (dynamic_dims.size() != all_data_dims.size()){
  458. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  459. "[Check][Param] Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  460. dynamic_dims.size(), all_data_dims.size());
  461. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  462. }
  463. for (std::size_t i = 0; i < all_data_dims.size(); ++i) {
  464. if (all_data_dims[i] < 0) {
  465. cur_dynamic_dims.push_back(dynamic_dims[i]);
  466. } else if (static_cast<uint64_t>(all_data_dims[i]) != dynamic_dims[i]) {
  467. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  468. "[Check][Param] Static dims should be same, index: %zu value: %lu should be %ld",
  469. i, dynamic_dims[i], all_data_dims[i]);
  470. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  471. }
  472. }
  473. return SUCCESS;
  474. }
  475. Status GeExecutor::GetCurShape(const uint32_t model_id, std::vector<int64_t> &batch_info, int32_t &dynamic_type) {
  476. GELOGI("Begin to get current shape");
  477. if (!isInit_) {
  478. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized");
  479. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  480. return ACL_ERROR_GE_EXEC_NOT_INIT;
  481. }
  482. Status ret = GraphExecutor::GetCurShape(model_id, batch_info, dynamic_type);
  483. if (ret != SUCCESS) {
  484. REPORT_CALL_ERROR("E19999", "Get Cur Shape failed, model id:%u", model_id);
  485. GELOGE(ret, "[Get][CurShape] failed, model id:%u", model_id);
  486. return ret;
  487. }
  488. return SUCCESS;
  489. }
  490. Status GeExecutor::SetDynamicAippData(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  491. const std::vector<kAippDynamicBatchPara> &aippBatchPara,
  492. const kAippDynamicPara &aippParms) {
  493. GELOGI("Enter to SetDynamicAippData.");
  494. if (dynamic_input_addr == nullptr) {
  495. REPORT_INNER_ERROR("E19999", "Param dynamic_input_addr is nullptr, check invalid");
  496. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "[Check][Param] Dynamic aipp input addr is nullptr!");
  497. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  498. }
  499. if (aippBatchPara.empty()) {
  500. REPORT_INNER_ERROR("E19999", "Param aippBatchPara is empty, check invalid");
  501. GELOGE(ACL_ERROR_GE_AIPP_BATCH_EMPTY, "[Check][Param] aippBatchPara is empty.");
  502. return ACL_ERROR_GE_AIPP_BATCH_EMPTY;
  503. }
  504. uint64_t batch_num = aippBatchPara.size();
  505. uint64_t real_aippParms_size = sizeof(kAippDynamicPara) - sizeof(kAippDynamicBatchPara);
  506. uint64_t struct_len = batch_num * sizeof(kAippDynamicBatchPara) + real_aippParms_size;
  507. GELOGI(
  508. "Get acl input dynamic aipp data, model_id is %u, length is %lu,"
  509. "batch num is %lu, struct_len is %lu",
  510. model_id, length, batch_num, struct_len);
  511. if (struct_len > length) {
  512. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  513. "[Check][Param] input dynamic aipp param len [%lu] is larger than aipp_data size [%lu]",
  514. struct_len, length);
  515. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  516. }
  517. // Memcpy real kAippDynamicBatchPara from host to device
  518. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &aippParms, real_aippParms_size, RT_MEMCPY_HOST_TO_DEVICE);
  519. if (rt_ret != RT_ERROR_NONE) {
  520. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy aippParms failed! size:%lu, ret: 0x%X", length, rt_ret);
  521. return RT_ERROR_TO_GE_STATUS(rt_ret);
  522. }
  523. uint64_t remain_len = length - real_aippParms_size;
  524. uint8_t *aipp_batch_para_dev = reinterpret_cast<uint8_t *>(dynamic_input_addr) + real_aippParms_size;
  525. for (uint64_t i = 0; i < batch_num; ++i) {
  526. rt_ret = rtMemcpy(reinterpret_cast<void *>(aipp_batch_para_dev + i * sizeof(kAippDynamicBatchPara)),
  527. (remain_len - i * sizeof(kAippDynamicBatchPara)), &(aippBatchPara[i]),
  528. sizeof(kAippDynamicBatchPara), RT_MEMCPY_HOST_TO_DEVICE);
  529. if (rt_ret != RT_ERROR_NONE) {
  530. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy kAippDynamicBatchPara input data failed! ret: 0x%X", rt_ret);
  531. return RT_ERROR_TO_GE_STATUS(rt_ret);
  532. }
  533. }
  534. return SUCCESS;
  535. }
  536. Status GeExecutor::UnloadModel(uint32_t model_id) {
  537. GELOGD("unload model %u begin.", model_id);
  538. if (!isInit_) {
  539. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized");
  540. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  541. return ACL_ERROR_GE_EXEC_NOT_INIT;
  542. }
  543. Status ret = GraphLoader::DestroyAicpuSessionForInfer(model_id);
  544. if (ret != SUCCESS) {
  545. REPORT_CALL_ERROR("E19999", "Destroy Aicpu Session For Infer failed, model id:%u", model_id);
  546. GELOGE(ret, "[Destroy][AicpuSession] For Infer failed. model id:%u", model_id);
  547. return ret;
  548. }
  549. std::shared_ptr<hybrid::HybridDavinciModel> hybrid_davinci_model =
  550. ModelManager::GetInstance()->GetHybridModel(model_id);
  551. if (hybrid_davinci_model != nullptr) {
  552. uint64_t session_id = hybrid_davinci_model->GetSessionId();
  553. VarManagerPool::Instance().RemoveVarManager(session_id);
  554. } else {
  555. std::shared_ptr<DavinciModel> davinci_model = ModelManager::GetInstance()->GetModel(model_id);
  556. if (davinci_model != nullptr) {
  557. uint64_t session_id = davinci_model->GetSessionId();
  558. VarManagerPool::Instance().RemoveVarManager(session_id);
  559. }
  560. }
  561. ret = GraphLoader::UnloadModel(model_id);
  562. if (ret != SUCCESS) {
  563. REPORT_CALL_ERROR("E19999", "unload model failed, model id:%u", model_id);
  564. GELOGE(ret, "[Unload][Model] failed. model id:%u", model_id);
  565. return ret;
  566. }
  567. return SUCCESS;
  568. }
  569. // Get input and output descriptor
  570. Status GeExecutor::GetModelDescInfo(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  571. std::vector<ge::TensorDesc> &output_desc, bool new_model_desc) {
  572. if (!isInit_) {
  573. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  574. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  575. return ACL_ERROR_GE_EXEC_NOT_INIT;
  576. }
  577. std::vector<InputOutputDescInfo> input_desc_infos;
  578. std::vector<InputOutputDescInfo> output_desc_infos;
  579. std::vector<uint32_t> input_formats;
  580. std::vector<uint32_t> output_formats;
  581. Status ret = GraphExecutor::GetInputOutputDescInfo(model_id, input_desc_infos, output_desc_infos, input_formats,
  582. output_formats, new_model_desc);
  583. if (ret != domi::SUCCESS) {
  584. REPORT_CALL_ERROR("E19999", "get input output desc info failed, ret = %u, model id:%u", ret, model_id);
  585. GELOGE(ret, "[Get][InputOutputDescInfo] failed. ret = %u, model id:%u", ret, model_id);
  586. return ACL_ERROR_GE_GET_TENSOR_INFO;
  587. }
  588. if (input_formats.size() != input_desc_infos.size()) {
  589. REPORT_INNER_ERROR("E19999", "input_formats size %zu is not equal to input_desc_infos size %zu.",
  590. input_formats.size(), input_desc_infos.size());
  591. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  592. "[Check][Param] input_formats size %zu is not equal to input_desc_infos size %zu.",
  593. input_formats.size(), input_desc_infos.size());
  594. return ACL_ERROR_GE_PARAM_INVALID;
  595. }
  596. if (output_formats.size() != output_desc_infos.size()) {
  597. REPORT_INNER_ERROR("E19999", "output_formats size %zu is not equal to output_desc_infos size %zu.",
  598. output_formats.size(), output_desc_infos.size());
  599. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  600. "[Check][Param] output_formats size %zu is not equal to output_desc_infos size %zu.",
  601. output_formats.size(), output_desc_infos.size());
  602. return ACL_ERROR_GE_PARAM_INVALID;
  603. }
  604. // Transfer data to TensorDesc
  605. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  606. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  607. return ge::SUCCESS;
  608. }
  609. ///
  610. /// @ingroup ge
  611. /// @brief Get dynamic batch_info
  612. /// @param [in] model_id
  613. /// @param [out] batch_info
  614. /// @param [out] dynamic_type
  615. /// @return execute result
  616. ///
  617. Status GeExecutor::GetDynamicBatchInfo(uint32_t model_id, std::vector<std::vector<int64_t>> &batch_info,
  618. int32_t &dynamic_type) {
  619. if (!isInit_) {
  620. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  621. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  622. return ACL_ERROR_GE_EXEC_NOT_INIT;
  623. }
  624. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  625. if (ret != SUCCESS) {
  626. REPORT_CALL_ERROR("E19999", "Get Dynamic BatchInfo failed, model id:%u.", model_id);
  627. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  628. return ret;
  629. }
  630. return SUCCESS;
  631. }
  632. ///
  633. /// @ingroup ge
  634. /// @brief Get combined dynamic dims info
  635. /// @param [in] model_id
  636. /// @param [out] batch_info
  637. /// @return execute result
  638. ///
  639. Status GeExecutor::GetCombinedDynamicDims(uint32_t model_id, vector<vector<int64_t>> &batch_info) {
  640. GELOGI("Begin to get combined dynamic dims info.");
  641. if (!isInit_) {
  642. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  643. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  644. return ACL_ERROR_GE_EXEC_NOT_INIT;
  645. }
  646. Status ret = GraphExecutor::GetCombinedDynamicDims(model_id, batch_info);
  647. if (ret != SUCCESS) {
  648. REPORT_CALL_ERROR("E19999", "Get Combined DynamicDims failed, model id:%u.", model_id);
  649. GELOGE(ret, "[Get][CombinedDynamicDims] failed, model id:%u.", model_id);
  650. return ret;
  651. }
  652. GELOGI("Get combined dynamic dims succ.");
  653. return SUCCESS;
  654. }
  655. ///
  656. /// @ingroup ge
  657. /// @brief Get user designeate shape order
  658. /// @param [in] model_id
  659. /// @param [out] user_designate_shape_order
  660. /// @return execute result
  661. ///
  662. Status GeExecutor::GetUserDesignateShapeOrder(uint32_t model_id, vector<string> &user_designate_shape_order) {
  663. if (!isInit_) {
  664. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  665. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  666. return ACL_ERROR_GE_EXEC_NOT_INIT;
  667. }
  668. Status ret = GraphExecutor::GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  669. if (ret != SUCCESS) {
  670. REPORT_CALL_ERROR("E19999", "GetUserDesignateShapeOrder failed, model id:%u.", model_id);
  671. GELOGE(ret, "[Call][GetUserDesignateShapeOrder] failed, model id:%u.", model_id);
  672. return ret;
  673. }
  674. return SUCCESS;
  675. }
  676. ///
  677. /// @ingroup ge
  678. /// @brief Get AIPP input format
  679. /// @param [in] model_id
  680. /// @param [in] index
  681. /// @param [out] input_format
  682. /// @return execute result
  683. ///
  684. Status GeExecutor::GetAIPPInfo(uint32_t model_id, uint32_t index, AippConfigInfo &aipp_info) {
  685. GELOGI("Begin to GetAIPPInfo.");
  686. if (!isInit_) {
  687. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  688. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor not inited yet!");
  689. return ACL_ERROR_GE_EXEC_NOT_INIT;
  690. }
  691. Status ret = GraphExecutor::GetAippInfo(model_id, index, aipp_info);
  692. if (ret != SUCCESS) {
  693. GELOGW("GetAIPPInfo is not success.");
  694. return ret;
  695. }
  696. GELOGI("GetAIPPInfo succ.");
  697. return SUCCESS;
  698. }
  699. Status GeExecutor::GetAippType(uint32_t model_id, uint32_t index, InputAippType &type, size_t &aipp_index) {
  700. GELOGI("Begin to get aipp type.");
  701. if (!isInit_) {
  702. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  703. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not inited yet!");
  704. return ACL_ERROR_GE_EXEC_NOT_INIT;
  705. }
  706. Status ret = GraphExecutor::GetAippType(model_id, index, type, aipp_index);
  707. if (ret != SUCCESS) {
  708. GELOGW("Get aipp type is not success.");
  709. return ret;
  710. }
  711. GELOGI("Get aipp type success.");
  712. return SUCCESS;
  713. }
  714. Status GeExecutor::GetOpAttr(uint32_t model_id, const std::string &op_name, const std::string &attr_name,
  715. std::string &attr_value) {
  716. GELOGI("Begin to get op attr.");
  717. if (!isInit_) {
  718. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Init][GeExecutor]Ge executor not inited yet!");
  719. REPORT_INNER_ERROR("E19999", "Ge executor not inited yet!");
  720. return ACL_ERROR_GE_EXEC_NOT_INIT;
  721. }
  722. Status ret = GraphExecutor::GetOpAttr(model_id, op_name, attr_name, attr_value);
  723. if (ret != SUCCESS) {
  724. GELOGE(ret, "[Get][OpAttr]Get op:%s attr:%s failed, model id:%u.",
  725. op_name.c_str(), attr_name.c_str(), model_id);
  726. REPORT_CALL_ERROR("E19999", "Get op:%s attr:%s failed, model id:%u",
  727. op_name.c_str(), attr_name.c_str(), model_id);
  728. return ret;
  729. }
  730. return SUCCESS;
  731. }
  732. Status GeExecutor::GetModelAttr(uint32_t model_id, std::vector<std::string> &dynamic_output_shape_info) {
  733. if (!isInit_) {
  734. REPORT_INNER_ERROR("E19999", "GeExecutor has not inited yet!");
  735. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not inited yet!");
  736. return ACL_ERROR_GE_EXEC_NOT_INIT;
  737. }
  738. Status ret = GraphExecutor::GetModelAttr(model_id, dynamic_output_shape_info);
  739. if (ret != SUCCESS) {
  740. REPORT_CALL_ERROR("E19999", "Get Model Attr failed, model id:%u.", model_id);
  741. GELOGE(ret, "[Get][ModelAttr] failed, model id:%u.", model_id);
  742. return ret;
  743. }
  744. return SUCCESS;
  745. }
  746. Status GeExecutor::CommandHandle(const Command &command) {
  747. Status ret = GraphLoader::CommandHandle(command);
  748. if (ret != SUCCESS) {
  749. REPORT_CALL_ERROR("E19999", "call CommandHandle failed, ret:%u", ret);
  750. GELOGE(ACL_ERROR_GE_COMMAND_HANDLE, "[Call][CommandHandle] failed, ret:%u", ret);
  751. return ACL_ERROR_GE_COMMAND_HANDLE;
  752. }
  753. return SUCCESS;
  754. }
  755. Status GeExecutor::GetMaxUsedMemory(uint32_t model_id, uint32_t &max_size) {
  756. GELOGI("Get max used memory begin.");
  757. if (!isInit_) {
  758. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  759. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  760. return ACL_ERROR_GE_EXEC_NOT_INIT;
  761. }
  762. uint64_t max_mem_size = 0;
  763. Status ret = GraphLoader::GetMaxUsedMemory(model_id, max_mem_size);
  764. max_size = static_cast<uint32_t>(max_mem_size);
  765. return ret;
  766. }
  767. /**
  768. * @ingroup ge
  769. * @brief Load data from model file to memory
  770. * @param [in] const std::string &path: Offline model file path
  771. * @param [out] domi::ModelData &model_data: Offline model memory data
  772. * @return SUCCESS handle successfully / others handle failed
  773. */
  774. Status GeExecutor::LoadDataFromFile(const std::string &path, ModelData &model_data) {
  775. GELOGI("Load data from file begin.");
  776. if (!isInit_) {
  777. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  778. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  779. return ACL_ERROR_GE_EXEC_NOT_INIT;
  780. }
  781. string filePath = RealPath(path.c_str());
  782. if (filePath.empty()) {
  783. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  784. "[Call][RealPath] File path is invalid. please check your text file '%s'.", path.c_str());
  785. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  786. }
  787. GELOGI("load modelData from file: %s.", path.c_str());
  788. int32_t priority = 0;
  789. Status ret = GraphLoader::LoadDataFromFile(path, priority, model_data);
  790. if (ret != SUCCESS) {
  791. if (model_data.model_data != nullptr) {
  792. delete[] static_cast<char *>(model_data.model_data);
  793. model_data.model_data = nullptr;
  794. }
  795. }
  796. return ret;
  797. }
  798. /**
  799. * @ingroup ge
  800. * @brief Load model from offline model memory data
  801. * @param [in] domi::ModelData &model_data: Offline model data
  802. void *dev_ptr: Input/Output memory start address
  803. size_t memsize: Input/Output memory length
  804. void *weight_ptr: Weight memory start address
  805. size_t weightsize: Weight memory length
  806. * @param [out] uint32_t &model_id: identification after model loading
  807. * @return SUCCESS handle successfully / others handle failed
  808. */
  809. Status GeExecutor::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr, size_t mem_size,
  810. void *weight_ptr, size_t weight_size) {
  811. if (!isInit_) {
  812. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  813. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not inited yet!");
  814. return ACL_ERROR_GE_EXEC_NOT_INIT;
  815. }
  816. return GraphLoader::LoadModelFromData(model_id, model_data, dev_ptr, mem_size, weight_ptr, weight_size);
  817. }
  818. /**
  819. * @ingroup ge
  820. * @brief Load task list from ModelData with queue.
  821. * @param [out] model_id: model id allocate from manager.
  822. * @param [in] ge_model_data: Model data load from offline model.
  823. * @param [in] input_queue_ids: input queue ids create from user.
  824. * @param [in] output_queue_ids: input queue ids create from user.
  825. * @return: 0 for success / others for fail
  826. */
  827. Status GeExecutor::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
  828. const std::vector<uint32_t> &input_queue_ids,
  829. const std::vector<uint32_t> &output_queue_ids) {
  830. GELOGI("Load model with queue begin.");
  831. if (!isInit_) {
  832. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  833. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  834. return ACL_ERROR_GE_EXEC_NOT_INIT;
  835. }
  836. return GraphLoader::LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
  837. }
  838. /**
  839. * @ingroup ge
  840. * @brief Synchronous execution of offline model(Do not create thread)
  841. * @param [in] uint32_t model_id: Model ID to execute
  842. void* stream: stream to execute
  843. const domi::InputData *input_data: Model input data
  844. bool async_mode: is asynchronize mode.
  845. * @param [out] domi::OutputData *output_data: Model output data
  846. * @return SUCCESS handle successfully / others handle failed
  847. */
  848. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  849. ge::RunModelData &run_output_data, bool async_mode) {
  850. std::vector<GeTensorDesc> input_desc = {};
  851. std::vector<GeTensorDesc> output_desc = {};
  852. return ExecModel(model_id, stream, run_input_data, input_desc, run_output_data, output_desc, async_mode);
  853. }
  854. /**
  855. * @ingroup ge
  856. * @brief Synchronous execution of offline model(Do not create thread)
  857. * @param [in] uint32_t model_id: Model ID to execute
  858. void* stream: stream to execute
  859. const domi::InputData *input_data: Model input data
  860. const std::vector<GeTensorDesc> &input_desc: Description of model input data
  861. bool async_mode: is asynchronize mode
  862. * @param [out] domi::OutputData *output_data: Model output data
  863. * @param [out] std::vector<GeTensorDesc> &output_desc: Description of model output data
  864. * @return SUCCESS handle successfully / others handle failed
  865. */
  866. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  867. const std::vector<GeTensorDesc> &input_desc, ge::RunModelData &run_output_data,
  868. std::vector<GeTensorDesc> &output_desc, bool async_mode) {
  869. if (!isInit_) {
  870. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  871. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  872. return ACL_ERROR_GE_EXEC_NOT_INIT;
  873. }
  874. InputData input_data;
  875. OutputData output_data;
  876. GetDomiInputData(run_input_data, input_data);
  877. GetDomiOutputData(run_output_data, output_data);
  878. if ((run_input_data.dynamic_batch_size != 0) || (run_input_data.dynamic_image_width != 0) ||
  879. (run_input_data.dynamic_image_height != 0) || (run_input_data.dynamic_dims.size() != 0)) {
  880. std::vector<std::vector<int64_t>> batch_info;
  881. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  882. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  883. if (ret != SUCCESS) {
  884. REPORT_CALL_ERROR("E19999", "get dynamic batch info failed, model id:%u.", model_id);
  885. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  886. return ret;
  887. }
  888. if (!batch_info.empty()) {
  889. SetDynamicInputDataFlag(run_input_data, batch_info, input_data);
  890. }
  891. }
  892. return GraphLoader::ExecuteModel(model_id, stream, async_mode, input_data, input_desc, output_data, output_desc);
  893. }
  894. /**
  895. * @ingroup ge
  896. * @brief Get weight memory size from model file
  897. * @param [in] const std::string &path: Offline model file path
  898. * @param [out] size_t &mem_size Execution memory size
  899. size_t &weight_size Weight memory space size
  900. * @return SUCCESS handle successfully / others handle failed
  901. */
  902. Status GeExecutor::GetMemAndWeightSize(const std::string &path, size_t &mem_size, size_t &weight_size) {
  903. GELOGI("Get memory and weight size from file begin.");
  904. if (!isInit_) {
  905. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  906. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  907. return ACL_ERROR_GE_EXEC_NOT_INIT;
  908. }
  909. ModelData model;
  910. Status ret = ge::GraphLoader::LoadDataFromFile(path, 0, model);
  911. if ((ret != SUCCESS) || (model.model_data == nullptr)) {
  912. REPORT_CALL_ERROR("E19999", "load data from file failed, ret = %d", ret);
  913. GELOGE(ret, "[Load][Data] from file failed. ret = %d", ret);
  914. return ret;
  915. }
  916. ret = ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  917. delete[] static_cast<char *>(model.model_data);
  918. model.model_data = nullptr;
  919. return ret;
  920. }
  921. /**
  922. * @ingroup ge
  923. * @brief Get weight memory size from model file
  924. * @param [in] const void *model_data Offline model buffer
  925. size_t model_size Offline model buffer length
  926. * @param [out] size_t &mem_size Execution memory size
  927. size_t &weight_size Weight memory space size
  928. * @return SUCCESS handle successfully / others handle failed
  929. */
  930. Status GeExecutor::GetMemAndWeightSize(const void *model_data, size_t model_size, size_t &mem_size,
  931. size_t &weight_size) {
  932. GELOGI("Get memory and weight size from data begin.");
  933. if (!isInit_) {
  934. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  935. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  936. return ACL_ERROR_GE_EXEC_NOT_INIT;
  937. }
  938. if (model_data == nullptr) {
  939. REPORT_INNER_ERROR("E19999", "param model_data is nullptr, check invalid!");
  940. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID, "[Check][Param] invalid model data!");
  941. return ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID;
  942. }
  943. ModelData model;
  944. model.model_data = const_cast<void *>(model_data);
  945. model.model_len = static_cast<uint32_t>(model_size);
  946. return ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  947. }
  948. Status GeExecutor::LoadSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  949. SingleOp **single_op) {
  950. return LoadSingleOpV2(model_name, modelData, stream, single_op, 0);
  951. }
  952. Status GeExecutor::LoadSingleOpV2(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  953. SingleOp **single_op, const uint64_t model_id) {
  954. return SingleOpManager::GetInstance().GetOpFromModel(model_name, modelData, stream, single_op, model_id);
  955. }
  956. Status GeExecutor::LoadDynamicSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  957. DynamicSingleOp **single_op) {
  958. return LoadDynamicSingleOpV2(model_name, modelData, stream, single_op, 0);
  959. }
  960. Status GeExecutor::LoadDynamicSingleOpV2(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  961. DynamicSingleOp **single_op, const uint64_t model_id) {
  962. return SingleOpManager::GetInstance().GetDynamicOpFromModel(model_name, modelData, stream, single_op, model_id);
  963. }
  964. Status GeExecutor::ExecuteAsync(SingleOp *executor, const std::vector<DataBuffer> &inputs,
  965. std::vector<DataBuffer> &outputs) {
  966. if (executor == nullptr) {
  967. REPORT_INNER_ERROR("E19999", "Param executor is nullptr, check invalid");
  968. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] param executor is nullptr");
  969. return ACL_ERROR_GE_EXEC_NOT_INIT;
  970. }
  971. return executor->ExecuteAsync(inputs, outputs);
  972. }
  973. ge::Status GeExecutor::ExecuteAsync(DynamicSingleOp *executor, const vector<GeTensorDesc> &input_desc,
  974. const vector<DataBuffer> &inputs, vector<GeTensorDesc> &output_desc,
  975. vector<DataBuffer> &outputs) {
  976. GE_CHECK_NOTNULL(executor);
  977. return executor->ExecuteAsync(input_desc, inputs, output_desc, outputs);
  978. }
  979. Status GeExecutor::ReleaseSingleOpResource(void *stream) {
  980. ModelManager::GetInstance()->ClearAicpuSo();
  981. return SingleOpManager::GetInstance().ReleaseResource(stream);
  982. }
  983. Status GeExecutor::GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id) {
  984. auto model_manager = ModelManager::GetInstance();
  985. GE_CHECK_NOTNULL(model_manager);
  986. auto davinci_model = model_manager->GetModel(model_id);
  987. if (davinci_model == nullptr) {
  988. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ID_INVALID,
  989. "[Get][Model] failed, Model id:%u is invaild or model is not loaded.", model_id);
  990. return ACL_ERROR_GE_EXEC_MODEL_ID_INVALID;
  991. }
  992. device_id = davinci_model->GetDeviceId();
  993. return SUCCESS;
  994. }
  995. Status GeExecutor::GetBatchInfoSize(uint32_t model_id, size_t &shape_count) {
  996. std::vector<std::vector<int64_t>> batch_info;
  997. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  998. Status ret = GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  999. if (ret != SUCCESS) {
  1000. GELOGE(ret, "[Get][DynamicBatchInfo] failed. ret = %d, model id:%u", ret, model_id);
  1001. return ret;
  1002. }
  1003. if (batch_info.empty()) {
  1004. shape_count = kStaticBatchInfoSize;
  1005. } else {
  1006. shape_count = batch_info.size();
  1007. }
  1008. return SUCCESS;
  1009. }
  1010. Status GeExecutor::GetOrigInputInfo(uint32_t model_id, uint32_t index, OriginInputInfo &orig_input_info) {
  1011. GELOGI("Begin to GetOrigInputInfo.");
  1012. if (!isInit_) {
  1013. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  1014. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  1015. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1016. }
  1017. Status ret = GraphExecutor::GetOrigInputInfo(model_id, index, orig_input_info);
  1018. if (ret != SUCCESS) {
  1019. REPORT_CALL_ERROR("E19999", "Get Orig Input Info failed, model id:%u.", model_id);
  1020. GELOGE(ret, "[Get][OrigInputInfo] failed, model id:%u.", model_id);
  1021. return ret;
  1022. }
  1023. GELOGI("GetOrigInputInfo succ.");
  1024. return SUCCESS;
  1025. }
  1026. Status GeExecutor::GetAllAippInputOutputDims(uint32_t model_id, uint32_t index,
  1027. std::vector<InputOutputDims> &input_dims,
  1028. std::vector<InputOutputDims> &output_dims) {
  1029. GELOGI("Begin to GetAllAippInputOutputDims.");
  1030. if (!isInit_) {
  1031. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  1032. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  1033. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1034. }
  1035. Status ret = GraphExecutor::GetAllAippInputOutputDims(model_id, index, input_dims, output_dims);
  1036. if (ret != SUCCESS) {
  1037. REPORT_CALL_ERROR("E19999", "Get All Aipp Input Output Dims failed, model id:%u.", model_id);
  1038. GELOGE(ret, "[Get][AllAippInputOutputDims] failed, model id:%u.", model_id);
  1039. return ret;
  1040. }
  1041. GELOGI("GetAllAippInputOutputDims succ.");
  1042. return SUCCESS;
  1043. }
  1044. Status GeExecutor::GetOpDescInfo(uint32_t device_id, uint32_t stream_id, uint32_t task_id, OpDescInfo &op_desc_info) {
  1045. GELOGI("Begin to GetOpDescInfo.");
  1046. Status ret = GraphExecutor::GetOpDescInfo(device_id, stream_id, task_id, op_desc_info);
  1047. if (ret != SUCCESS) {
  1048. REPORT_CALL_ERROR("E19999", "get opdesc info failed, device_id:%u, stream_id:%u, task_id:%u.",
  1049. device_id, stream_id, task_id);
  1050. GELOGE(ret, "[Get][OpDescInfo] failed, device_id:%u, stream_id:%u, task_id:%u.",
  1051. device_id, stream_id, task_id);
  1052. return ret;
  1053. }
  1054. GELOGI("GetOpDescInfo succ.");
  1055. return SUCCESS;
  1056. }
  1057. Status GeExecutor::SetDump(const DumpConfig &dump_config) {
  1058. GELOGI("Start to set dump config");
  1059. auto ret = DumpManager::GetInstance().SetDumpConf(dump_config);
  1060. if (ret != SUCCESS) {
  1061. GELOGE(ret, "[Set][DumpConf] failed, ret:%d", ret);
  1062. return ret;
  1063. }
  1064. GELOGI("Set dump config successfully");
  1065. return SUCCESS;
  1066. }
  1067. } // 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