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ge_executor.cc 51 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 "framework/executor/ge_executor.h"
  17. #include <cce/cce.h>
  18. #include <ctime>
  19. #include <iostream>
  20. #include "framework/common/debug/log.h"
  21. #include "common/ge/ge_util.h"
  22. #include "framework/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 "graph/manager/graph_var_manager.h"
  30. #include "single_op/single_op_manager.h"
  31. #include "graph/load/model_manager/davinci_model.h"
  32. #include "opskernel_manager/ops_kernel_builder_manager.h"
  33. #include "graph/opsproto_manager.h"
  34. #include "ge_local_engine/engine/host_cpu_engine.h"
  35. #include "runtime/base.h"
  36. #include "common/profiling/command_handle.h"
  37. using std::string;
  38. using std::vector;
  39. namespace {
  40. const size_t kDynamicBatchSizeVecSize = 1;
  41. const size_t kStaticBatchInfoSize = 1;
  42. const size_t kDynamicImageSizeVecSize = 2;
  43. const size_t kDynamicImageSizeInputSize = 2;
  44. const char *const kBatchLabel = "Batch_";
  45. void GetGeTensorDescFromDomiInfo(std::vector<ge::TensorDesc> &ge_descs,
  46. const std::vector<ge::InputOutputDescInfo> &domi_descs,
  47. const std::vector<uint32_t> &formats) {
  48. uint32_t idx = 0;
  49. for (auto desc_item : domi_descs) {
  50. ge::TensorDesc ge_desc;
  51. ge_desc.SetName(desc_item.name.c_str());
  52. ge_desc.SetDataType(static_cast<ge::DataType>(desc_item.data_type));
  53. ge_desc.SetFormat(static_cast<ge::Format>(formats[idx]));
  54. std::vector<int64_t> shape_dims;
  55. for (auto dim : desc_item.shape_info.dims) {
  56. shape_dims.push_back(dim);
  57. }
  58. ge::Shape ge_shape(shape_dims);
  59. ge_desc.SetShape(ge_shape);
  60. ge_desc.SetSize(desc_item.size);
  61. ge_desc.SetShapeRange(desc_item.shape_info.shape_ranges);
  62. ge_descs.emplace_back(ge_desc);
  63. ++idx;
  64. }
  65. }
  66. void GetDomiInputData(const ge::RunModelData &input_data, ge::InputData &inputs) {
  67. inputs.index = input_data.index;
  68. inputs.model_id = input_data.modelId;
  69. inputs.timestamp = input_data.timestamp;
  70. inputs.timeout = input_data.timeout;
  71. inputs.request_id = input_data.request_id;
  72. for (const auto &data_item : input_data.blobs) {
  73. ge::DataBuffer dataBuf{data_item.data, data_item.length, data_item.isDataSupportMemShare};
  74. inputs.blobs.emplace_back(dataBuf);
  75. }
  76. }
  77. void GetDomiOutputData(const ge::RunModelData &output_data, ge::OutputData &outputs) {
  78. outputs.index = output_data.index;
  79. outputs.model_id = output_data.modelId;
  80. for (const auto &data_item : output_data.blobs) {
  81. ge::DataBuffer dataBuf(data_item.data, data_item.length, data_item.isDataSupportMemShare);
  82. outputs.blobs.emplace_back(dataBuf);
  83. }
  84. }
  85. void SetDynamicInputDataFlag(const ge::RunModelData &input_data, const std::vector<std::vector<int64_t>> batch_info,
  86. ge::InputData &inputs) {
  87. inputs.is_dynamic_batch = true;
  88. std::string batch_label;
  89. size_t match_idx = 0;
  90. for (size_t i = 0; i < batch_info.size(); ++i) {
  91. // dynamic_dims
  92. if (input_data.dynamic_dims.size() != 0) {
  93. bool is_match = true;
  94. for (size_t j = 0; j < static_cast<size_t>(input_data.dynamic_dims.size()); ++j) {
  95. if (static_cast<uint64_t>(batch_info[i][j]) != input_data.dynamic_dims[j]) {
  96. is_match = false;
  97. break;
  98. }
  99. }
  100. if (is_match) {
  101. match_idx = i;
  102. break;
  103. }
  104. // dynamic_batch_size
  105. } else if (batch_info[i].size() == kDynamicBatchSizeVecSize &&
  106. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_batch_size)) {
  107. match_idx = i;
  108. break;
  109. // dynamic_image_size
  110. } else if (batch_info[i].size() == kDynamicImageSizeVecSize &&
  111. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_image_height) &&
  112. batch_info[i][1] == static_cast<int64_t>(input_data.dynamic_image_width)) {
  113. match_idx = i;
  114. break;
  115. }
  116. }
  117. batch_label = kBatchLabel + std::to_string(match_idx);
  118. inputs.batch_label = batch_label;
  119. GELOGI("current batch label:%s", batch_label.c_str());
  120. }
  121. bool IsDynamicBatchSizeMatchModel(uint64_t batch_size, const vector<std::vector<int64_t>> &batch_info) {
  122. if (batch_info.empty()) {
  123. REPORT_INNER_ERROR("E19999", "param Dynamic batch info is empty, check invalid.");
  124. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch info is empty.");
  125. return false;
  126. }
  127. for (auto batch : batch_info) {
  128. if (batch.size() != kDynamicBatchSizeVecSize) {
  129. REPORT_INNER_ERROR("E19999", "Dynamic batch param num is %zu, current batch size is %zu.",
  130. kDynamicBatchSizeVecSize, batch.size());
  131. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch param num is %zu, current batch size is %zu.",
  132. kDynamicBatchSizeVecSize, batch.size());
  133. return false;
  134. }
  135. if (batch[0] == static_cast<int64_t>(batch_size)) {
  136. return true;
  137. }
  138. }
  139. REPORT_INNER_ERROR("E19999", "Dynamic batch %lu can not match the gear of model.", batch_size);
  140. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch %lu can not match the gear of model.", batch_size);
  141. return false;
  142. }
  143. bool IsDynamicImageSizeMatchModel(uint64_t image_height, uint64_t image_width,
  144. const vector<std::vector<int64_t>> &batch_info) {
  145. if (batch_info.empty()) {
  146. REPORT_INNER_ERROR("E19999", "ParamDynamic batch info is empty. check invalid");
  147. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch info is empty.");
  148. return false;
  149. }
  150. for (auto resolution : batch_info) {
  151. if (resolution.size() != kDynamicImageSizeVecSize) {
  152. REPORT_INNER_ERROR("E19999", "Dynamic resolution param num is %zu, current resolution size is %zu.",
  153. kDynamicImageSizeVecSize, resolution.size());
  154. GELOGE(ge::FAILED, "[Check][Param] Dynamic resolution param num is %zu, current resolution size is %zu.",
  155. kDynamicImageSizeVecSize, resolution.size());
  156. return false;
  157. }
  158. if (resolution[0] == static_cast<int64_t>(image_height) && resolution[1] == static_cast<int64_t>(image_width)) {
  159. return true;
  160. }
  161. }
  162. REPORT_INNER_ERROR("E19999", "Dynamic resolution (%lu,%lu) can not match the gear of model.",
  163. image_height, image_width);
  164. GELOGE(ge::FAILED, "[Check][Param]Dynamic resolution (%lu,%lu) can not match the gear of model.",
  165. image_height, image_width);
  166. return false;
  167. }
  168. bool IsDynmaicDimsSizeMatchModel(const vector<uint64_t> cur_dynamic_dims,
  169. const vector<vector<int64_t>> &batch_info) {
  170. if (batch_info.empty()) {
  171. REPORT_INNER_ERROR("E19999", "param batch_info is empty, check invalid");
  172. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][Param] Dynamic batch info is empty.");
  173. return false;
  174. }
  175. bool find_match = false;
  176. for (auto resolution : batch_info) {
  177. if (cur_dynamic_dims.size() != resolution.size()) {
  178. REPORT_INNER_ERROR("E19999", "Cur dynamic dims param num is %zu, current resolution size is %zu.",
  179. cur_dynamic_dims.size(), resolution.size());
  180. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  181. "[Check][Param] Cur dynamic dims param num is %zu, current resolution size is %zu.",
  182. cur_dynamic_dims.size(), resolution.size());
  183. return false;
  184. }
  185. bool flag = true;
  186. for (std::size_t i = 0; i < resolution.size(); ++i) {
  187. if (cur_dynamic_dims[i] != static_cast<uint64_t>(resolution[i])) {
  188. flag = false;
  189. break;
  190. }
  191. }
  192. if (flag) {
  193. find_match = true;
  194. break;
  195. }
  196. }
  197. if (!find_match) {
  198. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][Param] choose dynamic dims can not match the gear of model.");
  199. }
  200. return find_match;
  201. }
  202. } // namespace
  203. namespace ge {
  204. bool GeExecutor::isInit_ = false;
  205. static void InitOpsProtoManager() {
  206. string opsproto_path;
  207. const char *path_env = std::getenv("ASCEND_OPP_PATH");
  208. if (path_env != nullptr) {
  209. string path = path_env;
  210. string file_path = RealPath(path.c_str());
  211. if (file_path.empty()) {
  212. GELOGE(FAILED, "[Check][EnvPath]ASCEND_OPP_PATH path [%s] is invalid.", path.c_str());
  213. REPORT_INPUT_ERROR("E68016", {"ASCEND_OPP_PATH", path});
  214. return;
  215. }
  216. opsproto_path = (path + "/op_proto/custom/" + ":") + (path + "/op_proto/built-in/");
  217. GELOGI("Get opsproto so path from env : %s", path.c_str());
  218. } else {
  219. string path_base = PluginManager::GetPath();
  220. GELOGI("path_base is %s", path_base.c_str());
  221. path_base = path_base.substr(0, path_base.rfind('/'));
  222. path_base = path_base.substr(0, path_base.rfind('/') + 1);
  223. opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
  224. }
  225. GELOGI("Get opsproto path is %s", opsproto_path.c_str());
  226. OpsProtoManager *manager = OpsProtoManager::Instance();
  227. map<string, string> option_tmp;
  228. option_tmp.emplace(std::pair<string, string>(string("ge.opsProtoLibPath"), opsproto_path));
  229. (void)manager->Initialize(option_tmp);
  230. }
  231. GeExecutor::GeExecutor() {}
  232. Status GeExecutor::Initialize() {
  233. GELOGI("Init GeExecutor begin.");
  234. if (isInit_) {
  235. GELOGW("Already initialized, no need to be initialized again.");
  236. return ge::SUCCESS;
  237. }
  238. OpTilingManager::GetInstance().LoadSo();
  239. Status init_hostcpu_engine_status = HostCpuEngine::GetInstance().Initialize();
  240. if (init_hostcpu_engine_status != SUCCESS) {
  241. GELOGE(init_hostcpu_engine_status, "[initialize][HostCpuEngine] failed");
  242. return init_hostcpu_engine_status;
  243. }
  244. InitOpsProtoManager();
  245. std::vector<rtMemType_t> mem_type(1, RT_MEMORY_HBM);
  246. mem_type.push_back(RT_MEMORY_P2P_DDR);
  247. auto ret = MemManager::Instance().Initialize(mem_type);
  248. if (ret != SUCCESS) {
  249. GELOGE(ret, "[Initialize][MemManager] failed.");
  250. return ret;
  251. }
  252. GE_CHK_STATUS_RET(OpsKernelBuilderManager::Instance().Initialize({}, false),
  253. "[Initialize][OpsKernelBuilderManager] failed.");
  254. // Start profiling
  255. Options profiling_options;
  256. profiling_options.device_id = 0;
  257. // job id need to be set, the value is meaningless;
  258. profiling_options.job_id = "1";
  259. isInit_ = true;
  260. GELOGI("Init GeExecutor over.");
  261. return ge::SUCCESS;
  262. }
  263. Status GeExecutor::Finalize() {
  264. GELOGI("Uninit GeExecutor begin.");
  265. if (isInit_ == false) {
  266. GELOGW("GeExecutor has not been initialized.");
  267. return ge::SUCCESS;
  268. }
  269. (void) OpsKernelBuilderManager::Instance().Finalize();
  270. // Stop profiling
  271. if (ProfilingManager::Instance().ProfilingOn()) {
  272. ProfilingManager::Instance().PluginUnInit();
  273. }
  274. GELOGI("Uninit GeExecutor over.");
  275. return ge::SUCCESS;
  276. }
  277. Status GeExecutor::SetDynamicBatchSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  278. uint64_t batch_size) {
  279. if (dynamic_input_addr == nullptr) {
  280. REPORT_INNER_ERROR("E19999", "param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  281. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  282. "[Check][Param] Dynamic input addr is nullptr, model id:%u", model_id);
  283. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  284. }
  285. uint64_t size = sizeof(uint32_t);
  286. if (length < size) {
  287. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is less than [%lu], check invalid, model id:%u",
  288. length, size, model_id);
  289. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  290. "[Check][Param] Dynamic input size [%lu] is less than [%lu], model id:%u", length, size, model_id);
  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. REPORT_CALL_ERROR("E19999", "get dynamic batch info failed, model id:%u", model_id);
  303. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  304. return ret;
  305. }
  306. if (!IsDynamicBatchSizeMatchModel(batch_size, batch_info)) {
  307. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  308. "[Check][Param] The current dynamic input does not match the gear of the model(id:%u).", model_id);
  309. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  310. }
  311. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_BATCH));
  312. if (ret != SUCCESS) {
  313. REPORT_CALL_ERROR("E19999", "set dynamic size failed, model id:%u, dynamic_type:1", model_id);
  314. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u, dynamic_type:1", model_id);
  315. return ret;
  316. }
  317. // memcpy dynamic_batch_size from host to device
  318. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &batch_size, size, RT_MEMCPY_HOST_TO_DEVICE);
  319. if (rt_ret != RT_ERROR_NONE) {
  320. REPORT_CALL_ERROR("E19999", "Call rtMemcpy, size:%lu ret:0x%X", length, rt_ret);
  321. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic batch input data failed! size:%lu ret:0x%X", length, rt_ret);
  322. return RT_ERROR_TO_GE_STATUS(rt_ret);
  323. }
  324. return SUCCESS;
  325. }
  326. Status GeExecutor::SetDynamicImageSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  327. uint64_t image_height, uint64_t image_width) {
  328. if (dynamic_input_addr == nullptr) {
  329. REPORT_INNER_ERROR("E19999", "param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  330. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  331. "[Check][Param] Dynamic input addr is nullptr, model id:%u", model_id);
  332. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  333. }
  334. uint64_t dynamic_input_size = kDynamicImageSizeInputSize * sizeof(uint32_t);
  335. if (length < dynamic_input_size) {
  336. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is less than [%lu], check invalid, model id:%u",
  337. length, dynamic_input_size, model_id);
  338. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  339. "[Check][Param] Dynamic input size [%lu] is less than [%lu], model id:%u",
  340. length, dynamic_input_size, model_id);
  341. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  342. }
  343. uint64_t size = sizeof(uint32_t);
  344. if (length >= kDynamicImageSizeInputSize * sizeof(uint64_t)) {
  345. size = sizeof(uint64_t);
  346. }
  347. // Verify whether the input dynamic resolution matches the model gear
  348. std::vector<std::vector<int64_t>> batch_info;
  349. std::vector<uint64_t> batch_num{image_height, image_width};
  350. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  351. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  352. if (ret != SUCCESS) {
  353. REPORT_CALL_ERROR("E19999", "Get dynamic input info failed, model id:%u.", model_id);
  354. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  355. return ret;
  356. }
  357. if (!IsDynamicImageSizeMatchModel(image_height, image_width, batch_info)) {
  358. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  359. "[Check][Param] The current dynamic input does not match the gear of the model, "
  360. "image_height:%lu, image_width:%lu.", image_height, image_width);
  361. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  362. }
  363. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_IMAGE));
  364. if (ret != SUCCESS) {
  365. REPORT_CALL_ERROR("E19999", "Set dynamic size failed, model id:%u,", model_id);
  366. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  367. return ret;
  368. }
  369. // Memcpy dynamic resolution height from host to device
  370. rtError_t rt_ret =
  371. rtMemcpy(dynamic_input_addr, size, &image_height, size, RT_MEMCPY_HOST_TO_DEVICE);
  372. if (rt_ret != RT_ERROR_NONE) {
  373. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed! size:%lu, ret:0x%X, model id:%u", size, rt_ret, model_id);
  374. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X, model id:%u",
  375. size, rt_ret, model_id);
  376. return RT_ERROR_TO_GE_STATUS(rt_ret);
  377. }
  378. uint64_t remain_size = length - size;
  379. // Memcpy dynamic resolution width from host to device
  380. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size),
  381. remain_size, &image_width, size, RT_MEMCPY_HOST_TO_DEVICE);
  382. if (rt_ret != RT_ERROR_NONE) {
  383. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed! size:%lu, ret:0x%X, model id:%u",
  384. remain_size, rt_ret, model_id);
  385. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X, model id:%u",
  386. remain_size, rt_ret, model_id);
  387. return RT_ERROR_TO_GE_STATUS(rt_ret);
  388. }
  389. return SUCCESS;
  390. }
  391. Status GeExecutor::SetDynamicDims(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  392. const vector<uint64_t> &dynamic_dims) {
  393. if (dynamic_input_addr == nullptr) {
  394. REPORT_INNER_ERROR("E19999", "Param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  395. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  396. "[Check][Param] Dynamic input addr is nullptr, model id:%u", model_id);
  397. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  398. }
  399. vector<uint64_t> cur_dynamic_dims;
  400. Status ret = GetCurDynamicDims(model_id, dynamic_dims, cur_dynamic_dims);
  401. if (ret != SUCCESS) {
  402. GELOGE(ret, "[Get][CurDynamicDims] failed, model id:%u", model_id);
  403. return ret;
  404. }
  405. std::vector<std::vector<int64_t>> batch_info;
  406. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  407. ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  408. if (ret != SUCCESS) {
  409. REPORT_CALL_ERROR("E19999", "Get dynamic input info failed, model id:%u.", model_id);
  410. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  411. return ret;
  412. }
  413. if (!IsDynmaicDimsSizeMatchModel(cur_dynamic_dims, batch_info)) {
  414. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  415. "[Check][Param] The current dynamic input does not match the gear of the model, id:%u.", model_id);
  416. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  417. }
  418. ret = GraphExecutor::SetDynamicSize(model_id, cur_dynamic_dims, static_cast<int32_t>(DYNAMIC_DIMS));
  419. if (ret != SUCCESS) {
  420. REPORT_CALL_ERROR("E19999", "Set dynamic size failed, model id:%u", model_id);
  421. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  422. return ret;
  423. }
  424. size_t dynamic_dim_num = cur_dynamic_dims.size();
  425. uint64_t dynamic_input_size = static_cast<uint64_t>(dynamic_dim_num * sizeof(uint32_t));
  426. if (length < dynamic_input_size) {
  427. REPORT_INNER_ERROR("E19999", "input dynamic size [%lu] is less than [%lu], model id:%u",
  428. length, dynamic_input_size, model_id);
  429. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  430. "[Check][Param] Dynamic input size [%lu] is less than [%lu], model id:%u",
  431. length, dynamic_input_size, model_id);
  432. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  433. }
  434. uint64_t size = sizeof(uint32_t);
  435. if (length >= dynamic_dim_num * sizeof(uint64_t)) {
  436. size = sizeof(uint64_t);
  437. }
  438. rtError_t rt_ret;
  439. for (uint32_t i = 0; i < dynamic_dim_num; ++i) {
  440. // Memcpy dynamic dim[i] from host to device
  441. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size * i),
  442. length - size * i, &cur_dynamic_dims[i], size, RT_MEMCPY_HOST_TO_DEVICE);
  443. if (rt_ret != RT_ERROR_NONE) {
  444. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed, size:%lu, ret:0x%X", (length - size * i), rt_ret);
  445. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X",
  446. length - size * i, rt_ret);
  447. return RT_ERROR_TO_GE_STATUS(rt_ret);
  448. }
  449. }
  450. return SUCCESS;
  451. }
  452. Status GeExecutor::GetCurDynamicDims(uint32_t model_id, const vector<uint64_t> &dynamic_dims,
  453. vector<uint64_t> &cur_dynamic_dims) {
  454. cur_dynamic_dims.clear();
  455. vector<ge::TensorDesc> input_desc;
  456. vector<ge::TensorDesc> output_desc;
  457. auto ret = GetModelDescInfo(model_id, input_desc, output_desc);
  458. if (ret != ge::SUCCESS) {
  459. GELOGE(ret, "[Get][ModelDescInfo] failed, model id:%u.", model_id);
  460. return ret;
  461. }
  462. vector<string> user_designate_shape_order;
  463. vector<int64_t> all_data_dims;
  464. ret = GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  465. if (ret != ge::SUCCESS) {
  466. GELOGE(ret, "[Call][GetUserDesignateShapeOrder] failed, model id:%u.", model_id);
  467. return ret;
  468. }
  469. for (auto &data_name : user_designate_shape_order) {
  470. for (auto &desc : input_desc) {
  471. if (desc.GetName() == data_name) {
  472. for (auto dim : desc.GetShape().GetDims()) {
  473. all_data_dims.push_back(dim);
  474. }
  475. break;
  476. }
  477. }
  478. }
  479. if (dynamic_dims.size() != all_data_dims.size()){
  480. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  481. dynamic_dims.size(), all_data_dims.size());
  482. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  483. "[Check][Param] Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  484. dynamic_dims.size(), all_data_dims.size());
  485. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  486. }
  487. for (std::size_t i = 0; i < all_data_dims.size(); ++i) {
  488. if (all_data_dims[i] < 0) {
  489. cur_dynamic_dims.push_back(dynamic_dims[i]);
  490. } else if (static_cast<uint64_t>(all_data_dims[i]) != dynamic_dims[i]) {
  491. REPORT_INNER_ERROR("E19999", "Static dims should be same, index:%zu value:%lu should be %ld",
  492. i, dynamic_dims[i], all_data_dims[i]);
  493. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  494. "[Check][Param] Static dims should be same, index:%zu value:%lu should be %ld",
  495. i, dynamic_dims[i], all_data_dims[i]);
  496. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  497. }
  498. }
  499. return SUCCESS;
  500. }
  501. Status GeExecutor::GetCurShape(const uint32_t model_id, std::vector<int64_t> &batch_info, int32_t &dynamic_type) {
  502. GELOGI("Begin to get current shape");
  503. if (!isInit_) {
  504. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized, model id:%u", model_id);
  505. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized, model id:%u", model_id);
  506. return ACL_ERROR_GE_EXEC_NOT_INIT;
  507. }
  508. Status ret = GraphExecutor::GetCurShape(model_id, batch_info, dynamic_type);
  509. if (ret != SUCCESS) {
  510. REPORT_CALL_ERROR("E19999", "Get Cur Shape failed, model id:%u", model_id);
  511. GELOGE(ret, "[Get][CurShape] failed, model id:%u", model_id);
  512. return ret;
  513. }
  514. return SUCCESS;
  515. }
  516. Status GeExecutor::SetDynamicAippData(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  517. const std::vector<kAippDynamicBatchPara> &aippBatchPara,
  518. const kAippDynamicPara &aippParms) {
  519. GELOGI("Enter to SetDynamicAippData.");
  520. if (dynamic_input_addr == nullptr) {
  521. REPORT_INNER_ERROR("E19999", "Param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  522. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  523. "[Check][Param] Dynamic aipp input addr is nullptr, model id:%u", model_id);
  524. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  525. }
  526. if (aippBatchPara.empty()) {
  527. REPORT_INNER_ERROR("E19999", "Param aippBatchPara is empty, check invalid, model id:%u", model_id);
  528. GELOGE(ACL_ERROR_GE_AIPP_BATCH_EMPTY, "[Check][Param] aippBatchPara is empty, model id:%u", model_id);
  529. return ACL_ERROR_GE_AIPP_BATCH_EMPTY;
  530. }
  531. uint64_t batch_num = aippBatchPara.size();
  532. uint64_t real_aippParms_size = sizeof(kAippDynamicPara) - sizeof(kAippDynamicBatchPara);
  533. uint64_t struct_len = batch_num * sizeof(kAippDynamicBatchPara) + real_aippParms_size;
  534. GELOGI(
  535. "Get acl input dynamic aipp data, model_id is %u, length is %lu,"
  536. "batch num is %lu, struct_len is %lu",
  537. model_id, length, batch_num, struct_len);
  538. if (struct_len > length) {
  539. REPORT_INNER_ERROR("E19999", "input dynamic aipp param len:%lu is larger than aipp_data size:%lu",
  540. struct_len, length);
  541. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  542. "[Check][Param] input dynamic aipp param len [%lu] is larger than aipp_data size [%lu]",
  543. struct_len, length);
  544. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  545. }
  546. // Memcpy real kAippDynamicBatchPara from host to device
  547. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &aippParms, real_aippParms_size, RT_MEMCPY_HOST_TO_DEVICE);
  548. if (rt_ret != RT_ERROR_NONE) {
  549. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed, size:%lu, ret:0x%X", length, rt_ret);
  550. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy aippParms failed! size:%lu, ret:0x%X", length, rt_ret);
  551. return RT_ERROR_TO_GE_STATUS(rt_ret);
  552. }
  553. uint64_t remain_len = length - real_aippParms_size;
  554. uint8_t *aipp_batch_para_dev = reinterpret_cast<uint8_t *>(dynamic_input_addr) + real_aippParms_size;
  555. for (uint64_t i = 0; i < batch_num; ++i) {
  556. rt_ret = rtMemcpy(reinterpret_cast<void *>(aipp_batch_para_dev + i * sizeof(kAippDynamicBatchPara)),
  557. (remain_len - i * sizeof(kAippDynamicBatchPara)), &(aippBatchPara[i]),
  558. sizeof(kAippDynamicBatchPara), RT_MEMCPY_HOST_TO_DEVICE);
  559. if (rt_ret != RT_ERROR_NONE) {
  560. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed, ret:0x%X", rt_ret);
  561. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy kAippDynamicBatchPara input data failed! ret:0x%X", rt_ret);
  562. return RT_ERROR_TO_GE_STATUS(rt_ret);
  563. }
  564. }
  565. return SUCCESS;
  566. }
  567. Status GeExecutor::UnloadModel(uint32_t model_id) {
  568. GELOGD("unload model %u begin.", model_id);
  569. if (!isInit_) {
  570. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized");
  571. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  572. return ACL_ERROR_GE_EXEC_NOT_INIT;
  573. }
  574. Status ret = GraphLoader::DestroyAicpuSessionForInfer(model_id);
  575. if (ret != SUCCESS) {
  576. REPORT_CALL_ERROR("E19999", "Destroy Aicpu Session For Infer failed, model id:%u", model_id);
  577. GELOGE(ret, "[Destroy][AicpuSession] For Infer failed. model id:%u", model_id);
  578. return ret;
  579. }
  580. std::shared_ptr<hybrid::HybridDavinciModel> hybrid_davinci_model =
  581. ModelManager::GetInstance()->GetHybridModel(model_id);
  582. if (hybrid_davinci_model != nullptr) {
  583. uint64_t session_id = hybrid_davinci_model->GetSessionId();
  584. VarManagerPool::Instance().RemoveVarManager(session_id);
  585. } else {
  586. std::shared_ptr<DavinciModel> davinci_model = ModelManager::GetInstance()->GetModel(model_id);
  587. if (davinci_model != nullptr) {
  588. uint64_t session_id = davinci_model->GetSessionId();
  589. VarManagerPool::Instance().RemoveVarManager(session_id);
  590. }
  591. }
  592. ret = GraphLoader::UnloadModel(model_id);
  593. if (ret != SUCCESS) {
  594. REPORT_CALL_ERROR("E19999", "unload model failed, model id:%u", model_id);
  595. GELOGE(ret, "[Unload][Model] failed. model id:%u", model_id);
  596. return ret;
  597. }
  598. return SUCCESS;
  599. }
  600. // Get input and output descriptor
  601. Status GeExecutor::GetModelDescInfo(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  602. std::vector<ge::TensorDesc> &output_desc, bool new_model_desc) {
  603. if (!isInit_) {
  604. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized, model id:%u", model_id);
  605. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized, model id:%u", model_id);
  606. return ACL_ERROR_GE_EXEC_NOT_INIT;
  607. }
  608. std::vector<InputOutputDescInfo> input_desc_infos;
  609. std::vector<InputOutputDescInfo> output_desc_infos;
  610. std::vector<uint32_t> input_formats;
  611. std::vector<uint32_t> output_formats;
  612. Status ret = GraphExecutor::GetInputOutputDescInfo(model_id, input_desc_infos, output_desc_infos, input_formats,
  613. output_formats, new_model_desc);
  614. if (ret != domi::SUCCESS) {
  615. REPORT_CALL_ERROR("E19999", "get input output desc info failed, ret = %u, model id:%u", ret, model_id);
  616. GELOGE(ret, "[Get][InputOutputDescInfo] failed. ret = %u, model id:%u", ret, model_id);
  617. return ACL_ERROR_GE_GET_TENSOR_INFO;
  618. }
  619. if (input_formats.size() != input_desc_infos.size()) {
  620. REPORT_INNER_ERROR("E19999", "input_formats size %zu is not equal to input_desc_infos size %zu, model id:%u.",
  621. input_formats.size(), input_desc_infos.size(), model_id);
  622. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  623. "[Check][Param] input_formats size %zu is not equal to input_desc_infos size %zu, model id:%u.",
  624. input_formats.size(), input_desc_infos.size(), model_id);
  625. return ACL_ERROR_GE_PARAM_INVALID;
  626. }
  627. if (output_formats.size() != output_desc_infos.size()) {
  628. REPORT_INNER_ERROR("E19999", "output_formats size %zu is not equal to output_desc_infos size %zu, model id:%u.",
  629. output_formats.size(), output_desc_infos.size(), model_id);
  630. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  631. "[Check][Param] output_formats size %zu is not equal to output_desc_infos size %zu, model id:%u.",
  632. output_formats.size(), output_desc_infos.size(), model_id);
  633. return ACL_ERROR_GE_PARAM_INVALID;
  634. }
  635. // Transfer data to TensorDesc
  636. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  637. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  638. return ge::SUCCESS;
  639. }
  640. ///
  641. /// @ingroup ge
  642. /// @brief Get dynamic batch_info
  643. /// @param [in] model_id
  644. /// @param [out] batch_info
  645. /// @param [out] dynamic_type
  646. /// @return execute result
  647. ///
  648. Status GeExecutor::GetDynamicBatchInfo(uint32_t model_id, std::vector<std::vector<int64_t>> &batch_info,
  649. int32_t &dynamic_type) {
  650. if (!isInit_) {
  651. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  652. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  653. return ACL_ERROR_GE_EXEC_NOT_INIT;
  654. }
  655. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  656. if (ret != SUCCESS) {
  657. REPORT_CALL_ERROR("E19999", "Get Dynamic BatchInfo failed, model id:%u.", model_id);
  658. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  659. return ret;
  660. }
  661. return SUCCESS;
  662. }
  663. ///
  664. /// @ingroup ge
  665. /// @brief Get combined dynamic dims info
  666. /// @param [in] model_id
  667. /// @param [out] batch_info
  668. /// @return execute result
  669. ///
  670. Status GeExecutor::GetCombinedDynamicDims(uint32_t model_id, vector<vector<int64_t>> &batch_info) {
  671. GELOGI("Begin to get combined dynamic dims info.");
  672. if (!isInit_) {
  673. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  674. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  675. return ACL_ERROR_GE_EXEC_NOT_INIT;
  676. }
  677. Status ret = GraphExecutor::GetCombinedDynamicDims(model_id, batch_info);
  678. if (ret != SUCCESS) {
  679. REPORT_CALL_ERROR("E19999", "Get Combined DynamicDims failed, model id:%u.", model_id);
  680. GELOGE(ret, "[Get][CombinedDynamicDims] failed, model id:%u.", model_id);
  681. return ret;
  682. }
  683. GELOGI("Get combined dynamic dims succ.");
  684. return SUCCESS;
  685. }
  686. ///
  687. /// @ingroup ge
  688. /// @brief Get user designeate shape order
  689. /// @param [in] model_id
  690. /// @param [out] user_designate_shape_order
  691. /// @return execute result
  692. ///
  693. Status GeExecutor::GetUserDesignateShapeOrder(uint32_t model_id, vector<string> &user_designate_shape_order) {
  694. if (!isInit_) {
  695. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  696. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] 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. REPORT_CALL_ERROR("E19999", "GetUserDesignateShapeOrder failed, model id:%u.", model_id);
  702. GELOGE(ret, "[Call][GetUserDesignateShapeOrder] failed, model id:%u.", model_id);
  703. return ret;
  704. }
  705. return SUCCESS;
  706. }
  707. ///
  708. /// @ingroup ge
  709. /// @brief Get AIPP input format
  710. /// @param [in] model_id
  711. /// @param [in] index
  712. /// @param [out] input_format
  713. /// @return execute result
  714. ///
  715. Status GeExecutor::GetAIPPInfo(uint32_t model_id, uint32_t index, AippConfigInfo &aipp_info) {
  716. GELOGI("Begin to GetAIPPInfo.");
  717. if (!isInit_) {
  718. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  719. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor not inited yet!");
  720. return ACL_ERROR_GE_EXEC_NOT_INIT;
  721. }
  722. Status ret = GraphExecutor::GetAippInfo(model_id, index, aipp_info);
  723. if (ret != SUCCESS) {
  724. GELOGW("GetAIPPInfo is not success.");
  725. return ret;
  726. }
  727. GELOGI("GetAIPPInfo succ.");
  728. return SUCCESS;
  729. }
  730. Status GeExecutor::GetAippType(uint32_t model_id, uint32_t index, InputAippType &type, size_t &aipp_index) {
  731. GELOGI("Begin to get aipp type.");
  732. if (!isInit_) {
  733. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  734. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not inited yet!");
  735. return ACL_ERROR_GE_EXEC_NOT_INIT;
  736. }
  737. Status ret = GraphExecutor::GetAippType(model_id, index, type, aipp_index);
  738. if (ret != SUCCESS) {
  739. GELOGW("Get aipp type is not success.");
  740. return ret;
  741. }
  742. GELOGI("Get aipp type success.");
  743. return SUCCESS;
  744. }
  745. Status GeExecutor::GetOpAttr(uint32_t model_id, const std::string &op_name, const std::string &attr_name,
  746. std::string &attr_value) {
  747. GELOGI("Begin to get op attr.");
  748. if (!isInit_) {
  749. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Init][GeExecutor]Ge executor not inited yet!");
  750. REPORT_INNER_ERROR("E19999", "Ge executor not inited yet!");
  751. return ACL_ERROR_GE_EXEC_NOT_INIT;
  752. }
  753. Status ret = GraphExecutor::GetOpAttr(model_id, op_name, attr_name, attr_value);
  754. if (ret != SUCCESS) {
  755. GELOGE(ret, "[Get][OpAttr]Get op:%s attr:%s failed, model id:%u.",
  756. op_name.c_str(), attr_name.c_str(), model_id);
  757. REPORT_CALL_ERROR("E19999", "Get op:%s attr:%s failed, model id:%u",
  758. op_name.c_str(), attr_name.c_str(), model_id);
  759. return ret;
  760. }
  761. return SUCCESS;
  762. }
  763. Status GeExecutor::GetModelAttr(uint32_t model_id, std::vector<std::string> &dynamic_output_shape_info) {
  764. if (!isInit_) {
  765. REPORT_INNER_ERROR("E19999", "GeExecutor has not inited yet!");
  766. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not inited yet!");
  767. return ACL_ERROR_GE_EXEC_NOT_INIT;
  768. }
  769. Status ret = GraphExecutor::GetModelAttr(model_id, dynamic_output_shape_info);
  770. if (ret != SUCCESS) {
  771. REPORT_CALL_ERROR("E19999", "Get Model Attr failed, model id:%u.", model_id);
  772. GELOGE(ret, "[Get][ModelAttr] failed, model id:%u.", model_id);
  773. return ret;
  774. }
  775. return SUCCESS;
  776. }
  777. Status GeExecutor::CommandHandle(const Command &command) {
  778. Status ret = GraphLoader::CommandHandle(command);
  779. if (ret != SUCCESS) {
  780. REPORT_CALL_ERROR("E19999", "call CommandHandle failed, ret:%u", ret);
  781. GELOGE(ACL_ERROR_GE_COMMAND_HANDLE, "[Call][CommandHandle] failed, ret:%u", ret);
  782. return ACL_ERROR_GE_COMMAND_HANDLE;
  783. }
  784. return SUCCESS;
  785. }
  786. Status GeExecutor::GetMaxUsedMemory(uint32_t model_id, uint32_t &max_size) {
  787. GELOGI("Get max used memory begin.");
  788. if (!isInit_) {
  789. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  790. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  791. return ACL_ERROR_GE_EXEC_NOT_INIT;
  792. }
  793. uint64_t max_mem_size = 0;
  794. Status ret = GraphLoader::GetMaxUsedMemory(model_id, max_mem_size);
  795. max_size = static_cast<uint32_t>(max_mem_size);
  796. return ret;
  797. }
  798. /**
  799. * @ingroup ge
  800. * @brief Load data from model file to memory
  801. * @param [in] const std::string &path: Offline model file path
  802. * @param [out] domi::ModelData &model_data: Offline model memory data
  803. * @return SUCCESS handle successfully / others handle failed
  804. */
  805. Status GeExecutor::LoadDataFromFile(const std::string &path, ModelData &model_data) {
  806. GELOGI("Load data from file begin.");
  807. if (!isInit_) {
  808. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  809. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  810. return ACL_ERROR_GE_EXEC_NOT_INIT;
  811. }
  812. string filePath = RealPath(path.c_str());
  813. if (filePath.empty()) {
  814. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  815. "[Call][RealPath] File path is invalid. please check your text file '%s'.", path.c_str());
  816. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  817. }
  818. GELOGI("load modelData from file: %s.", path.c_str());
  819. int32_t priority = 0;
  820. Status ret = GraphLoader::LoadDataFromFile(path, priority, model_data);
  821. if (ret != SUCCESS) {
  822. if (model_data.model_data != nullptr) {
  823. delete[] static_cast<char *>(model_data.model_data);
  824. model_data.model_data = nullptr;
  825. }
  826. }
  827. return ret;
  828. }
  829. /**
  830. * @ingroup ge
  831. * @brief Load model from offline model memory data
  832. * @param [in] domi::ModelData &model_data: Offline model data
  833. void *dev_ptr: Input/Output memory start address
  834. size_t memsize: Input/Output memory length
  835. void *weight_ptr: Weight memory start address
  836. size_t weightsize: Weight memory length
  837. * @param [out] uint32_t &model_id: identification after model loading
  838. * @return SUCCESS handle successfully / others handle failed
  839. */
  840. Status GeExecutor::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr, size_t mem_size,
  841. void *weight_ptr, size_t weight_size) {
  842. if (!isInit_) {
  843. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  844. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not inited yet!");
  845. return ACL_ERROR_GE_EXEC_NOT_INIT;
  846. }
  847. return GraphLoader::LoadModelFromData(model_id, model_data, dev_ptr, mem_size, weight_ptr, weight_size);
  848. }
  849. /**
  850. * @ingroup ge
  851. * @brief Load task list from ModelData with queue.
  852. * @param [out] model_id: model id allocate from manager.
  853. * @param [in] ge_model_data: Model data load from offline model.
  854. * @param [in] input_queue_ids: input queue ids create from user.
  855. * @param [in] output_queue_ids: input queue ids create from user.
  856. * @return: 0 for success / others for fail
  857. */
  858. Status GeExecutor::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
  859. const std::vector<uint32_t> &input_queue_ids,
  860. const std::vector<uint32_t> &output_queue_ids) {
  861. GELOGI("Load model with queue begin.");
  862. if (!isInit_) {
  863. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  864. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  865. return ACL_ERROR_GE_EXEC_NOT_INIT;
  866. }
  867. return GraphLoader::LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
  868. }
  869. /**
  870. * @ingroup ge
  871. * @brief Synchronous execution of offline model(Do not create thread)
  872. * @param [in] uint32_t model_id: Model ID to execute
  873. void* stream: stream to execute
  874. const domi::InputData *input_data: Model input data
  875. bool async_mode: is asynchronize mode.
  876. * @param [out] domi::OutputData *output_data: Model output data
  877. * @return SUCCESS handle successfully / others handle failed
  878. */
  879. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  880. ge::RunModelData &run_output_data, bool async_mode) {
  881. std::vector<GeTensorDesc> input_desc = {};
  882. std::vector<GeTensorDesc> output_desc = {};
  883. return ExecModel(model_id, stream, run_input_data, input_desc, run_output_data, output_desc, async_mode);
  884. }
  885. /**
  886. * @ingroup ge
  887. * @brief Synchronous execution of offline model(Do not create thread)
  888. * @param [in] uint32_t model_id: Model ID to execute
  889. void* stream: stream to execute
  890. const domi::InputData *input_data: Model input data
  891. const std::vector<GeTensorDesc> &input_desc: Description of model input data
  892. bool async_mode: is asynchronize mode
  893. * @param [out] domi::OutputData *output_data: Model output data
  894. * @param [out] std::vector<GeTensorDesc> &output_desc: Description of model output data
  895. * @return SUCCESS handle successfully / others handle failed
  896. */
  897. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  898. const std::vector<GeTensorDesc> &input_desc, ge::RunModelData &run_output_data,
  899. std::vector<GeTensorDesc> &output_desc, bool async_mode) {
  900. if (!isInit_) {
  901. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  902. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  903. return ACL_ERROR_GE_EXEC_NOT_INIT;
  904. }
  905. InputData input_data;
  906. OutputData output_data;
  907. GetDomiInputData(run_input_data, input_data);
  908. GetDomiOutputData(run_output_data, output_data);
  909. if ((run_input_data.dynamic_batch_size != 0) || (run_input_data.dynamic_image_width != 0) ||
  910. (run_input_data.dynamic_image_height != 0) || (run_input_data.dynamic_dims.size() != 0)) {
  911. std::vector<std::vector<int64_t>> batch_info;
  912. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  913. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  914. if (ret != SUCCESS) {
  915. REPORT_CALL_ERROR("E19999", "get dynamic batch info failed, model id:%u.", model_id);
  916. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  917. return ret;
  918. }
  919. if (!batch_info.empty()) {
  920. SetDynamicInputDataFlag(run_input_data, batch_info, input_data);
  921. }
  922. }
  923. return GraphLoader::ExecuteModel(model_id, stream, async_mode, input_data, input_desc, output_data, output_desc);
  924. }
  925. /**
  926. * @ingroup ge
  927. * @brief Get weight memory size from model file
  928. * @param [in] const std::string &path: Offline model file path
  929. * @param [out] size_t &mem_size Execution memory size
  930. size_t &weight_size Weight memory space size
  931. * @return SUCCESS handle successfully / others handle failed
  932. */
  933. Status GeExecutor::GetMemAndWeightSize(const std::string &path, size_t &mem_size, size_t &weight_size) {
  934. GELOGI("Get memory and weight size from file begin.");
  935. if (!isInit_) {
  936. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  937. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  938. return ACL_ERROR_GE_EXEC_NOT_INIT;
  939. }
  940. ModelData model;
  941. Status ret = ge::GraphLoader::LoadDataFromFile(path, 0, model);
  942. if ((ret != SUCCESS) || (model.model_data == nullptr)) {
  943. REPORT_CALL_ERROR("E19999", "load data from file failed, ret = %d", ret);
  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. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  966. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  967. return ACL_ERROR_GE_EXEC_NOT_INIT;
  968. }
  969. if (model_data == nullptr) {
  970. REPORT_INNER_ERROR("E19999", "param model_data is nullptr, check invalid!");
  971. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID, "[Check][Param] invalid model data!");
  972. return ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID;
  973. }
  974. ModelData model;
  975. model.model_data = const_cast<void *>(model_data);
  976. model.model_len = static_cast<uint32_t>(model_size);
  977. return ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  978. }
  979. Status GeExecutor::LoadSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  980. SingleOp **single_op) {
  981. return LoadSingleOpV2(model_name, modelData, stream, single_op, 0);
  982. }
  983. Status GeExecutor::LoadSingleOpV2(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  984. SingleOp **single_op, const uint64_t model_id) {
  985. return SingleOpManager::GetInstance().GetOpFromModel(model_name, modelData, stream, single_op, model_id);
  986. }
  987. Status GeExecutor::LoadDynamicSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  988. DynamicSingleOp **single_op) {
  989. return LoadDynamicSingleOpV2(model_name, modelData, stream, single_op, 0);
  990. }
  991. Status GeExecutor::LoadDynamicSingleOpV2(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  992. DynamicSingleOp **single_op, const uint64_t model_id) {
  993. return SingleOpManager::GetInstance().GetDynamicOpFromModel(model_name, modelData, stream, single_op, model_id);
  994. }
  995. Status GeExecutor::ExecuteAsync(SingleOp *executor, const std::vector<DataBuffer> &inputs,
  996. std::vector<DataBuffer> &outputs) {
  997. if (executor == nullptr) {
  998. REPORT_INNER_ERROR("E19999", "Param executor is nullptr, check invalid");
  999. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] param executor is nullptr");
  1000. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1001. }
  1002. return executor->ExecuteAsync(inputs, outputs);
  1003. }
  1004. ge::Status GeExecutor::ExecuteAsync(DynamicSingleOp *executor, const vector<GeTensorDesc> &input_desc,
  1005. const vector<DataBuffer> &inputs, vector<GeTensorDesc> &output_desc,
  1006. vector<DataBuffer> &outputs) {
  1007. GE_CHECK_NOTNULL(executor);
  1008. return executor->ExecuteAsync(input_desc, inputs, output_desc, outputs);
  1009. }
  1010. Status GeExecutor::ReleaseSingleOpResource(void *stream) {
  1011. ModelManager::GetInstance()->ClearAicpuSo();
  1012. return SingleOpManager::GetInstance().ReleaseResource(stream);
  1013. }
  1014. Status GeExecutor::GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id) {
  1015. auto model_manager = ModelManager::GetInstance();
  1016. GE_CHECK_NOTNULL(model_manager);
  1017. auto davinci_model = model_manager->GetModel(model_id);
  1018. if (davinci_model == nullptr) {
  1019. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ID_INVALID,
  1020. "[Get][Model] failed, Model id:%u is invaild or model is not loaded.", model_id);
  1021. return ACL_ERROR_GE_EXEC_MODEL_ID_INVALID;
  1022. }
  1023. device_id = davinci_model->GetDeviceId();
  1024. return SUCCESS;
  1025. }
  1026. Status GeExecutor::GetBatchInfoSize(uint32_t model_id, size_t &shape_count) {
  1027. std::vector<std::vector<int64_t>> batch_info;
  1028. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  1029. Status ret = GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  1030. if (ret != SUCCESS) {
  1031. GELOGE(ret, "[Get][DynamicBatchInfo] failed. ret = %d, model id:%u", ret, model_id);
  1032. return ret;
  1033. }
  1034. if (batch_info.empty()) {
  1035. shape_count = kStaticBatchInfoSize;
  1036. } else {
  1037. shape_count = batch_info.size();
  1038. }
  1039. return SUCCESS;
  1040. }
  1041. Status GeExecutor::GetOrigInputInfo(uint32_t model_id, uint32_t index, OriginInputInfo &orig_input_info) {
  1042. GELOGI("Begin to GetOrigInputInfo.");
  1043. if (!isInit_) {
  1044. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  1045. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  1046. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1047. }
  1048. Status ret = GraphExecutor::GetOrigInputInfo(model_id, index, orig_input_info);
  1049. if (ret != SUCCESS) {
  1050. REPORT_CALL_ERROR("E19999", "Get Orig Input Info failed, model id:%u.", model_id);
  1051. GELOGE(ret, "[Get][OrigInputInfo] failed, model id:%u.", model_id);
  1052. return ret;
  1053. }
  1054. GELOGI("GetOrigInputInfo succ.");
  1055. return SUCCESS;
  1056. }
  1057. Status GeExecutor::GetAllAippInputOutputDims(uint32_t model_id, uint32_t index,
  1058. std::vector<InputOutputDims> &input_dims,
  1059. std::vector<InputOutputDims> &output_dims) {
  1060. GELOGI("Begin to GetAllAippInputOutputDims.");
  1061. if (!isInit_) {
  1062. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  1063. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  1064. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1065. }
  1066. Status ret = GraphExecutor::GetAllAippInputOutputDims(model_id, index, input_dims, output_dims);
  1067. if (ret != SUCCESS) {
  1068. REPORT_CALL_ERROR("E19999", "Get All Aipp Input Output Dims failed, model id:%u.", model_id);
  1069. GELOGE(ret, "[Get][AllAippInputOutputDims] failed, model id:%u.", model_id);
  1070. return ret;
  1071. }
  1072. GELOGI("GetAllAippInputOutputDims succ.");
  1073. return SUCCESS;
  1074. }
  1075. Status GeExecutor::GetOpDescInfo(uint32_t device_id, uint32_t stream_id, uint32_t task_id, OpDescInfo &op_desc_info) {
  1076. GELOGI("Begin to GetOpDescInfo.");
  1077. Status ret = GraphExecutor::GetOpDescInfo(device_id, stream_id, task_id, op_desc_info);
  1078. if (ret != SUCCESS) {
  1079. REPORT_CALL_ERROR("E19999", "get opdesc info failed, device_id:%u, stream_id:%u, task_id:%u.",
  1080. device_id, stream_id, task_id);
  1081. GELOGE(ret, "[Get][OpDescInfo] failed, device_id:%u, stream_id:%u, task_id:%u.",
  1082. device_id, stream_id, task_id);
  1083. return ret;
  1084. }
  1085. GELOGI("GetOpDescInfo succ.");
  1086. return SUCCESS;
  1087. }
  1088. Status GeExecutor::SetDump(const DumpConfig &dump_config) {
  1089. GELOGI("Start to set dump config");
  1090. auto ret = DumpManager::GetInstance().SetDumpConf(dump_config);
  1091. if (ret != SUCCESS) {
  1092. GELOGE(ret, "[Set][DumpConf] failed, ret:%d", ret);
  1093. return ret;
  1094. }
  1095. GELOGI("Set dump config successfully");
  1096. return SUCCESS;
  1097. }
  1098. } // 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