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graph_loader.cc 12 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 "graph/load/graph_loader.h"
  17. #include <string>
  18. #include <vector>
  19. #include "common/helper/model_helper.h"
  20. #include "common/model_parser/model_parser.h"
  21. #include "graph/ge_context.h"
  22. #include "graph/load/model_manager/model_manager.h"
  23. #include "graph/manager/graph_var_manager.h"
  24. #include "omm/csa_interact.h"
  25. namespace ge {
  26. Status GraphLoader::UnloadModel(uint32_t model_id) {
  27. auto model_manager = ModelManager::GetInstance();
  28. GE_CHECK_NOTNULL(model_manager);
  29. GELOGI("UnLoad model begin, model id:%u.", model_id);
  30. Status ret = model_manager->Stop(model_id);
  31. if (ret != SUCCESS) {
  32. GELOGE(ret, "UnloadModel: Stop failed. model id:%u", model_id);
  33. }
  34. ret = model_manager->Unload(model_id);
  35. if (ret != SUCCESS) {
  36. GELOGE(ret, "UnloadModel: Unload failed. model id:%u", model_id);
  37. CsaInteract::GetInstance().WriteErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_UNLOAD);
  38. return ret;
  39. }
  40. GELOGI("UnLoad model success, model id:%u.", model_id);
  41. return SUCCESS;
  42. }
  43. Status GraphLoader::LoadModelOnline(uint32_t &model_id, const std::shared_ptr<ge::GeRootModel> &ge_root_model_ptr,
  44. const std::shared_ptr<ModelListener> &listener) {
  45. GELOGI("Load model online begin.");
  46. rtError_t rt_ret = rtSetDevice(GetContext().DeviceId());
  47. if (rt_ret != RT_ERROR_NONE) {
  48. REPORT_CALL_ERROR("E19999", "Call rtSetDevice failed, device_id:%u, ret:0x%X, when GraphLoader %s",
  49. GetContext().DeviceId(), rt_ret, __FUNCTION__);
  50. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  51. CsaInteract::GetInstance().WriteErrorCode(rt_ret, ERROR_MODULE_RUNTIME, JOBSUBSTATE_GRAPH_LOAD);
  52. return RT_FAILED;
  53. }
  54. if (ge_root_model_ptr == nullptr) {
  55. REPORT_INNER_ERROR("E19999", "Check param ge_root_model_ptr nullptr, check invalid when GraphLoader %s",
  56. __FUNCTION__);
  57. GELOGE(GE_GRAPH_PARAM_NULLPTR, "[LoadGraph] GE load graph model_ptr is nullptr.");
  58. return GE_GRAPH_PARAM_NULLPTR;
  59. }
  60. model_id = ge_root_model_ptr->GetModelId();
  61. auto model_manager = ModelManager::GetInstance();
  62. GE_CHECK_NOTNULL(model_manager);
  63. Status ret = model_manager->LoadModelOnline(model_id, ge_root_model_ptr, listener);
  64. if (ret != SUCCESS) {
  65. GELOGE(ret, "LoadModel: Load failed. ret = %u", ret);
  66. CsaInteract::GetInstance().WriteErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_LOAD);
  67. rt_ret = rtDeviceReset(GetContext().DeviceId());
  68. if (rt_ret != RT_ERROR_NONE) {
  69. REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X, when GraphLoader %s",
  70. GetContext().DeviceId(), rt_ret, __FUNCTION__);
  71. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  72. }
  73. return ret;
  74. }
  75. ret = model_manager->Start(model_id);
  76. if (ret != SUCCESS) {
  77. if (model_manager->Unload(model_id) != SUCCESS) {
  78. GELOGE(ret, "LoadModel: Unload failed while trying to unload after a failed start.");
  79. }
  80. rt_ret = rtDeviceReset(GetContext().DeviceId());
  81. if (rt_ret != RT_ERROR_NONE) {
  82. REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X, when GraphLoader %s",
  83. GetContext().DeviceId(), rt_ret, __FUNCTION__);
  84. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  85. }
  86. GELOGE(ret, "LoadModel: Start failed.");
  87. CsaInteract::GetInstance().WriteErrorCode(ret, ERROR_MODULE_FMK, JOBSUBSTATE_GRAPH_EXEC);
  88. return ret;
  89. }
  90. rt_ret = rtDeviceReset(GetContext().DeviceId());
  91. if (rt_ret != RT_ERROR_NONE) {
  92. REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X, when GraphLoader %s",
  93. GetContext().DeviceId(), rt_ret, __FUNCTION__);
  94. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  95. return RT_FAILED;
  96. }
  97. GELOGI("Load model online success, model_id:%u.", model_id);
  98. return SUCCESS;
  99. }
  100. Status GraphLoader::GetMaxUsedMemory(uint32_t model_id, uint64_t &max_size) {
  101. auto model_manager = ModelManager::GetInstance();
  102. GE_CHECK_NOTNULL(model_manager);
  103. Status ret = model_manager->GetMaxUsedMemory(model_id, max_size);
  104. if (ret != SUCCESS) {
  105. GELOGE(ret, "GetMaxUsedMemory: GetMaxUsedMemory failed.");
  106. return ret;
  107. }
  108. return SUCCESS;
  109. }
  110. Status GraphLoader::LoadDataFromFile(const std::string &path, const std::string &key_path, int32_t priority,
  111. ModelData &model_data) {
  112. if (!CheckInputPathValid(path)) {
  113. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID, "model path is invalid: %s", path.c_str());
  114. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  115. }
  116. GELOGI("Load model begin, model path is: %s", path.c_str());
  117. if (!key_path.empty() && !CheckInputPathValid(key_path)) {
  118. REPORT_INNER_ERROR("E19999", "Param key_path:%s empty or invalid, when GraphLoader %s",
  119. key_path.c_str(), __FUNCTION__);
  120. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "decrypt_key path is invalid: %s", key_path.c_str());
  121. return ACL_ERROR_GE_PARAM_INVALID;
  122. }
  123. Status ret = ModelParserBase::LoadFromFile(path.c_str(), key_path.c_str(), priority, model_data);
  124. if (ret != SUCCESS) {
  125. GELOGE(ret, "LoadModelFromFile: Load failed. ret = %u", ret);
  126. if (model_data.model_data != nullptr) {
  127. delete[] static_cast<char *>(model_data.model_data);
  128. model_data.model_data = nullptr;
  129. }
  130. }
  131. return ret;
  132. }
  133. Status GraphLoader::CommandHandle(const Command &command) {
  134. try {
  135. auto model_manager = ModelManager::GetInstance();
  136. GE_CHECK_NOTNULL(model_manager);
  137. Status ret = model_manager->HandleCommand(command);
  138. if (ret != SUCCESS) {
  139. GELOGE(ret, "CommandHandle: Command Handle failed.");
  140. return ret;
  141. }
  142. } catch (std::bad_alloc &) {
  143. REPORT_INNER_ERROR("E19999", "Bad memory allocation occur when GraphLoader %s", __FUNCTION__);
  144. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "Command handle failed, bad memory allocation occur !");
  145. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  146. } catch (...) {
  147. REPORT_INNER_ERROR("E19999", "Some exceptions occur when GraphLoader %s", __FUNCTION__);
  148. GELOGE(FAILED, "Command handle failed, some exceptions occur !");
  149. return FAILED;
  150. }
  151. return SUCCESS;
  152. }
  153. Status GraphLoader::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr,
  154. size_t mem_size, void *weight_ptr, size_t weight_size) {
  155. GELOGI("Load model begin, model_id:%u.", model_id);
  156. // For ACL, Open Device from App.
  157. auto model_manager = ModelManager::GetInstance();
  158. GE_CHECK_NOTNULL(model_manager);
  159. Status ret = model_manager->LoadModelOffline(
  160. model_id, model_data, nullptr, dev_ptr, mem_size, weight_ptr, weight_size);
  161. if (ret != SUCCESS) {
  162. GELOGE(ret, "Load model failed, model_id:%u.", model_id);
  163. return ret;
  164. }
  165. GELOGI("Load model success, model_id:%u.", model_id);
  166. return SUCCESS;
  167. }
  168. ///
  169. /// @ingroup ge
  170. /// @brief Load task list from ModelData with queue.
  171. /// @param [out] model_id: model id allocate from manager.
  172. /// @param [in] model_data: Model data load from offline model.
  173. /// @param [in] input_queue_ids: input queue ids create from user.
  174. /// @param [in] output_queue_ids: input queue ids create from user.
  175. /// @return: 0 for success / others for fail
  176. ///
  177. Status GraphLoader::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
  178. const std::vector<uint32_t> &input_queue_ids,
  179. const std::vector<uint32_t> &output_queue_ids) {
  180. GELOGI("Load model with queue begin, model_id:%u.", model_id);
  181. // For ACL, Open Device from App.
  182. auto model_manager = ModelManager::GetInstance();
  183. GE_CHECK_NOTNULL(model_manager);
  184. Status ret = model_manager->LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
  185. if (ret != SUCCESS) {
  186. GELOGE(ret, "Load model with queue failed, model_id:%u.", model_id);
  187. return ret;
  188. }
  189. GELOGI("Load model with queue success, model_id:%u.", model_id);
  190. return SUCCESS;
  191. }
  192. ///
  193. /// @ingroup domi_ome
  194. /// @brief execute model
  195. /// @param [in] model_id model id
  196. /// @param [in] stream stream to execute model on
  197. /// @param [in] async_mode is asynchronize mode.
  198. /// @param [in] input_data model input data
  199. /// @param [in] input_desc description of model input data
  200. /// @param [out] output_data model output data
  201. /// @param [out] output_desc description of model output data
  202. ///
  203. Status GraphLoader::ExecuteModel(uint32_t model_id, rtStream_t stream, bool async_mode, const InputData &input_data,
  204. const std::vector<GeTensorDesc> &input_desc, OutputData &output_data,
  205. std::vector<GeTensorDesc> &output_desc) {
  206. auto model_manager = ModelManager::GetInstance();
  207. GE_CHECK_NOTNULL(model_manager);
  208. Status ret = model_manager->ExecuteModel(model_id, stream, async_mode,
  209. input_data, input_desc, output_data, output_desc);
  210. if (ret != SUCCESS) {
  211. GELOGE(ret, "Execute model failed, model_id:%u.", model_id);
  212. return ret;
  213. }
  214. GELOGD("Execute model success, model_id:%u.", model_id);
  215. return SUCCESS;
  216. }
  217. Status GraphLoader::GetMemoryInfo(int64_t &free) {
  218. rtError_t rt_ret = rtSetDevice(GetContext().DeviceId());
  219. if (rt_ret != RT_ERROR_NONE) {
  220. REPORT_CALL_ERROR("E19999", "Call rtSetDevice failed, device_id:%u, ret:0x%X, when GraphLoader %s",
  221. GetContext().DeviceId(), rt_ret, __FUNCTION__);
  222. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  223. CsaInteract::GetInstance().WriteErrorCode(rt_ret, ERROR_MODULE_RUNTIME, JOBSUBSTATE_GRAPH_LOAD);
  224. return RT_FAILED;
  225. }
  226. size_t total_mem = 0;
  227. size_t free_mem = 0;
  228. rt_ret = rtMemGetInfo(&free_mem, &total_mem);
  229. if (rt_ret != RT_ERROR_NONE) {
  230. REPORT_CALL_ERROR("E19999", "Call rtMemGetInfo failed, ret:0x%X, when GraphLoader %s", rt_ret, __FUNCTION__);
  231. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  232. return RT_FAILED;
  233. }
  234. rt_ret = rtDeviceReset(GetContext().DeviceId());
  235. if (rt_ret != RT_ERROR_NONE) {
  236. REPORT_CALL_ERROR("E19999", "Call rtDeviceReset failed, device_id:%u, ret:0x%X, when GraphLoader %s",
  237. GetContext().DeviceId(), rt_ret, __FUNCTION__);
  238. GELOGE(RT_FAILED, "Call rt api failed, ret: 0x%X", rt_ret);
  239. return RT_FAILED;
  240. }
  241. // Add small page memory size
  242. free = static_cast<int64_t>(free_mem + VarManager::Instance(GetContext().SessionId())->GetUseMaxMemorySize() -
  243. total_mem);
  244. GELOGI("GetMemoryInfo free[%zu], total[%zu], return free[%ld]", free_mem, total_mem, free);
  245. return SUCCESS;
  246. }
  247. Status GraphLoader::DestroyAicpuKernel(uint64_t session_id, uint32_t model_id, uint32_t sub_model_id) {
  248. auto model_manager = ModelManager::GetInstance();
  249. GE_CHECK_NOTNULL(model_manager);
  250. Status ret = model_manager->DestroyAicpuKernel(session_id, model_id, sub_model_id);
  251. if (ret != SUCCESS) {
  252. GELOGE(ret, "Destroy aicpu kernel failed.");
  253. return ret;
  254. }
  255. return SUCCESS;
  256. }
  257. Status GraphLoader::DestroyAicpuSessionForInfer(uint32_t model_id) {
  258. auto model_manager = ModelManager::GetInstance();
  259. GE_CHECK_NOTNULL(model_manager);
  260. Status ret = model_manager->DestroyAicpuSessionForInfer(model_id);
  261. if (ret != SUCCESS) {
  262. GELOGE(ret, "Destroy aicpu serrion for infer failed.");
  263. return ret;
  264. }
  265. return SUCCESS;
  266. }
  267. } // 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