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model_helper.cc 49 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/common/helper/model_helper.h"
  17. #include "common/model_parser/model_parser.h"
  18. #include "framework/omg/model_tool.h"
  19. #include "framework/omg/version.h"
  20. #include "graph/debug/ge_attr_define.h"
  21. #include "graph/utils/graph_utils.h"
  22. #include "framework/omg/omg_inner_types.h"
  23. using std::string;
  24. using domi::ModelTaskDef;
  25. namespace {
  26. const int64_t kOriginalOmPartitionNum = 1;
  27. const uint32_t kStatiOmFileModelNum = 1;
  28. }
  29. namespace ge {
  30. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ModelHelper::~ModelHelper() { (void)ReleaseLocalModelData(); }
  31. Status ModelHelper::SaveModelPartition(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper, ModelPartitionType type,
  32. const uint8_t *data, size_t size, size_t model_index) {
  33. if (size < 1 || size > UINT32_MAX) {
  34. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, partition size %zu invalid", size);
  35. if (size > UINT32_MAX) {
  36. string item = "item";
  37. if (type == MODEL_DEF) {
  38. item = "model info";
  39. } else if (type == WEIGHTS_DATA) {
  40. item = "weight data";
  41. } else if (type == TASK_INFO) {
  42. item = "task info";
  43. } else if (type == TBE_KERNELS) {
  44. item = "tbe kernels";
  45. } else if (type == CUST_AICPU_KERNELS) {
  46. item = "aicpu kernels";
  47. }
  48. ErrorManager::GetInstance().ATCReportErrMessage("E19023", {"size", "item", "maxsize"},
  49. {std::to_string(size), item, std::to_string(UINT32_MAX)});
  50. }
  51. REPORT_INNER_ERROR("E19999", "Add model partition failed, partition size %zu "
  52. "invalid", size);
  53. return PARAM_INVALID;
  54. }
  55. if (data == nullptr) {
  56. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, data is null");
  57. REPORT_INNER_ERROR("E19999", "Add model partition failed, data is null");
  58. return PARAM_INVALID;
  59. }
  60. ModelPartition partition_model;
  61. partition_model.data = const_cast<uint8_t *>(data);
  62. partition_model.size = static_cast<uint32_t>(size);
  63. partition_model.type = type;
  64. if (om_file_save_helper->AddPartition(partition_model, model_index) != SUCCESS) {
  65. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, partition size %zu", size);
  66. REPORT_CALL_ERROR("E19999", "Add model partition failed, partition size %zu", size);
  67. return PARAM_INVALID;
  68. }
  69. return SUCCESS;
  70. }
  71. Status ModelHelper::SaveSizeToModelDef(const GeModelPtr &ge_model) {
  72. vector<int64_t> om_info;
  73. auto ge_model_weight = ge_model->GetWeight();
  74. GELOGD("SaveSizeToModelDef weight_data_size is %zu, %p", ge_model_weight.GetSize(), ge_model_weight.GetData());
  75. om_info.push_back(ge_model_weight.GetSize());
  76. TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore();
  77. GELOGD("SaveSizeToModelDef tbe_kernels_size is %zu", tbe_kernel_store.DataSize());
  78. om_info.push_back(tbe_kernel_store.DataSize());
  79. CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore();
  80. GELOGD("SaveSizeToModelDef cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize());
  81. om_info.push_back(cust_aicpu_kernel_store.DataSize());
  82. std::shared_ptr<ModelTaskDef> model_task_def = ge_model->GetModelTaskDefPtr();
  83. if (model_task_def == nullptr) {
  84. GELOGD("SaveSizeToModelDef task_info_size is 0.");
  85. om_info.push_back(0);
  86. } else {
  87. size_t partition_task_size = model_task_def->ByteSizeLong();
  88. GELOGD("SaveSizeToModelDef task_info_size is %zu", partition_task_size);
  89. om_info.push_back(partition_task_size);
  90. }
  91. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListInt(*(ge_model.get()), "om_info_list", om_info),
  92. GELOGE(FAILED, "SetListInt of om_info_list failed.");
  93. return FAILED);
  94. return SUCCESS;
  95. }
  96. Status ModelHelper::SaveModelDef(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  97. const GeModelPtr &ge_model, ge::Buffer &model_buffer, size_t model_index) {
  98. ModelPtr model_tmp = ge::MakeShared<ge::Model>(ge_model->GetName(), ge_model->GetPlatformVersion());
  99. if (model_tmp == nullptr) {
  100. GELOGE(FAILED, "[Creat][Model]Failed, Model %s Ptr", ge_model->GetName().c_str());
  101. REPORT_CALL_ERROR("E19999", "Create Model %s Ptr failed", ge_model->GetName().c_str());
  102. return FAILED;
  103. }
  104. model_tmp->SetGraph(ge_model->GetGraph());
  105. model_tmp->SetVersion(ge_model->GetVersion());
  106. model_tmp->SetAttr(ge_model->MutableAttrMap());
  107. Status ret = SaveSizeToModelDef(ge_model);
  108. if (ret != SUCCESS) {
  109. GELOGE(ret, "[Save][SizeToModelDef]Failed, model %s, error_code %u",
  110. ge_model->GetName().c_str(), ret);
  111. REPORT_CALL_ERROR("E19999", "Save SizeToModelDef failed, model %s, error_code %u",
  112. ge_model->GetName().c_str(), ret);
  113. return ret;
  114. }
  115. (void)model_tmp->Save(model_buffer);
  116. GELOGD("MODEL_DEF size is %zu", model_buffer.GetSize());
  117. if (model_buffer.GetSize() > 0) {
  118. if (SaveModelPartition(om_file_save_helper, ModelPartitionType::MODEL_DEF, model_buffer.GetData(),
  119. model_buffer.GetSize(), model_index) != SUCCESS) {
  120. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, model %s, model_def size %zu, model_index %zu",
  121. ge_model->GetName().c_str(), model_buffer.GetSize(), model_index);
  122. REPORT_CALL_ERROR("E19999", "Add model graph partititon failed, model %s, model_def %zu, "
  123. "model_index %zu", ge_model->GetName().c_str(), model_buffer.GetSize(), model_index);
  124. return PARAM_INVALID;
  125. }
  126. }
  127. return SUCCESS;
  128. }
  129. Status ModelHelper::SaveModelWeights(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  130. const GeModelPtr &ge_model, size_t model_index) {
  131. auto ge_model_weight = ge_model->GetWeight();
  132. GELOGD("WEIGHTS_DATA size is %zu, %p", ge_model_weight.GetSize(), ge_model_weight.GetData());
  133. // weight is not necessary
  134. if (ge_model_weight.GetSize() > 0) {
  135. GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper,
  136. ModelPartitionType::WEIGHTS_DATA,
  137. ge_model_weight.GetData(),
  138. ge_model_weight.GetSize(), model_index), "Add weight partition failed");
  139. }
  140. return SUCCESS;
  141. }
  142. Status ModelHelper::SaveModelTbeKernel(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  143. const GeModelPtr &ge_model, size_t model_index) {
  144. TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore();
  145. GELOGD("TBE_KERNELS size is %zu", tbe_kernel_store.DataSize());
  146. if (tbe_kernel_store.DataSize() > 0) {
  147. GE_CHK_STATUS_RET(
  148. SaveModelPartition(om_file_save_helper, ModelPartitionType::TBE_KERNELS,
  149. ge_model->GetTBEKernelStore().Data(), ge_model->GetTBEKernelStore().DataSize(),
  150. model_index), "Add tbe kernel partition failed");
  151. }
  152. // no need to check value, DATA->NetOutput
  153. (void)tbe_kernel_store.Load(tbe_kernel_store.Data(), tbe_kernel_store.DataSize());
  154. return SUCCESS;
  155. }
  156. Status ModelHelper::SaveModelCustAICPU(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  157. const GeModelPtr &ge_model, size_t model_index) {
  158. CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore();
  159. GELOGD("cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize());
  160. if (cust_aicpu_kernel_store.DataSize() > 0) {
  161. GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper,
  162. ModelPartitionType::CUST_AICPU_KERNELS,
  163. ge_model->GetCustAICPUKernelStore().Data(),
  164. cust_aicpu_kernel_store.DataSize(), model_index),
  165. "Add cust aicpu kernel partition failed");
  166. }
  167. return SUCCESS;
  168. }
  169. Status ModelHelper::SaveModelTaskDef(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  170. const GeModelPtr &ge_model, ge::Buffer &task_buffer, size_t model_index) {
  171. std::shared_ptr<ModelTaskDef> model_task_def = ge_model->GetModelTaskDefPtr();
  172. if (model_task_def == nullptr) {
  173. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Creat][ModelTaskDef]Failed, it is nullptr, "
  174. "model %s", ge_model->GetName().c_str());
  175. REPORT_CALL_ERROR("E19999", "Creat model task def failed, it is nullptr, model %s",
  176. ge_model->GetName().c_str());
  177. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  178. }
  179. size_t partition_task_size = model_task_def->ByteSizeLong();
  180. GE_IF_BOOL_EXEC(partition_task_size == 0 || partition_task_size > INT_MAX,
  181. GELOGE(FAILED, "[Check][ModelDefSize]Invalid, size %zu, model %s",
  182. partition_task_size, ge_model->GetName().c_str());
  183. REPORT_CALL_ERROR("E19999", "Model def size %zu check invalid, model %s",
  184. partition_task_size, ge_model->GetName().c_str());
  185. return FAILED);
  186. task_buffer = ge::Buffer(partition_task_size);
  187. if (task_buffer.GetSize() == 0) {
  188. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Allocate][ModelTaskDefBuffer]Failed, "
  189. "model def size %zu, model %s", partition_task_size, ge_model->GetName().c_str());
  190. REPORT_CALL_ERROR("E19999", "Allocate model task def buffer failed, model def size %zu "
  191. "model %s", partition_task_size, ge_model->GetName().c_str());
  192. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  193. }
  194. (void)model_task_def->SerializePartialToArray(task_buffer.GetData(), static_cast<int>(partition_task_size));
  195. GELOGD("TASK_INFO op_size:%d, stream_num:%u", model_task_def->op().size(), model_task_def->stream_num());
  196. GELOGD("TASK_INFO size is %zu", partition_task_size);
  197. if (SaveModelPartition(om_file_save_helper, ModelPartitionType::TASK_INFO, task_buffer.GetData(),
  198. partition_task_size, model_index) != SUCCESS) {
  199. GELOGE(PARAM_INVALID, "[Add][ModelTaskDefPartition]Failed, model def size %zu, "
  200. "model_index %zu, model %s",
  201. partition_task_size, model_index, ge_model->GetName().c_str());
  202. REPORT_CALL_ERROR("E19999", "Add model task def partition failed, model def size %zu "
  203. "model_index %zu, model %s",
  204. partition_task_size, model_index, ge_model->GetName().c_str());
  205. return PARAM_INVALID;
  206. }
  207. return SUCCESS;
  208. }
  209. Status ModelHelper::SaveModelHeader(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  210. const GeModelPtr &ge_model, size_t model_num) {
  211. // Save target/version to model_header
  212. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  213. model_header.platform_type = ge_model->GetPlatformType();
  214. model_header.om_ir_version = ge_model->GetVersion();
  215. model_header.model_num = model_num;
  216. std::string platform_version = ge_model->GetPlatformVersion();
  217. errno_t err;
  218. err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  219. platform_version.size() + 1);
  220. if (err != EOK) {
  221. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  222. "[Save][Model]Failed while allocating memory for platform_version %s, model %s, "
  223. "errno %d", platform_version.c_str(), ge_model->GetName().c_str(), err);
  224. REPORT_CALL_ERROR("E19999", "ModelHelper save model %s failed while "
  225. "allocating memory for platform_version %s, errno %d",
  226. ge_model->GetName().c_str(), platform_version.c_str(), err);
  227. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  228. }
  229. string version = reinterpret_cast<char *>(model_header.platform_version);
  230. GELOGD("Platform version save: %s", version.c_str());
  231. size_t name_size = ge_model->GetName().size();
  232. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  233. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, ge_model->GetName().c_str(), name_size);
  234. if (err != EOK) {
  235. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  236. "[Save][Model]Failed while allocating memory for model %s, errno %d",
  237. ge_model->GetName().c_str(), err);
  238. REPORT_CALL_ERROR("E19999", "ModelHelper save model failed while allocating memory "
  239. "for model %s,errno %d", ge_model->GetName().c_str(), err);
  240. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  241. }
  242. string model_name = reinterpret_cast<char *>(model_header.name);
  243. GELOGD("Model name save:%s", model_name.c_str());
  244. return SUCCESS;
  245. }
  246. Status ModelHelper::SaveAllModelPartiton(std::shared_ptr<OmFileSaveHelper>& om_file_save_helper,
  247. const GeModelPtr &ge_model, ge::Buffer &model_buffer,
  248. ge::Buffer &task_buffer, size_t model_index) {
  249. if (SaveModelDef(om_file_save_helper, ge_model, model_buffer, model_index) != SUCCESS) {
  250. GELOGE(FAILED, "[Save][ModelDef]Failed, model %s, model index %zu",
  251. ge_model->GetName().c_str(), model_index);
  252. REPORT_CALL_ERROR("E19999", "ModelHelper save model def failed, model %s, model index %zu",
  253. ge_model->GetName().c_str(), model_index);
  254. return FAILED;
  255. }
  256. if (SaveModelWeights(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  257. GELOGE(FAILED, "[Save][ModelWeights]Failed, model %s, model index %zu",
  258. ge_model->GetName().c_str(), model_index);
  259. REPORT_CALL_ERROR("E19999","ModelHelper save mode weights failed, model %s, model index %zu",
  260. ge_model->GetName().c_str(), model_index);
  261. return FAILED;
  262. }
  263. if (SaveModelTbeKernel(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  264. GELOGE(FAILED, "[Save][ModelTbeKernel]Failed, model %s, model index %zu",
  265. ge_model->GetName().c_str(), model_index);
  266. REPORT_CALL_ERROR("E19999", "ModelHelper save model tbe kernel failed, model %s, "
  267. "model index %zu", ge_model->GetName().c_str(), model_index);
  268. return FAILED;
  269. }
  270. if (SaveModelCustAICPU(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  271. GELOGE(FAILED, "[Save][ModelCustAICPU]Failed, model %s, model index %zu",
  272. ge_model->GetName().c_str(), model_index);
  273. REPORT_CALL_ERROR("E19999", "ModelHelper save model cust aicpu failed, model %s "
  274. "model index %zu", ge_model->GetName().c_str(), model_index);
  275. return FAILED;
  276. }
  277. if (SaveModelTaskDef(om_file_save_helper, ge_model, task_buffer, model_index) != SUCCESS) {
  278. GELOGE(FAILED, "[Save][TaskDef]Failed, model %s, model index %zu",
  279. ge_model->GetName().c_str(), model_index);
  280. REPORT_CALL_ERROR("E19999", "ModelHelper save task def failed, model %s, model index %zu",
  281. ge_model->GetName().c_str(), model_index);
  282. return FAILED;
  283. }
  284. return SUCCESS;
  285. }
  286. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::SaveToOmModel(const GeModelPtr &ge_model,
  287. const SaveParam &save_param,
  288. const std::string &output_file,
  289. ModelBufferData& model) {
  290. if (output_file.empty()) {
  291. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid file name prefix, "
  292. "model %s", ge_model->GetName().c_str());
  293. REPORT_CALL_ERROR("E19999", "GraphBuilder SaveModel received invalid file name prefix, "
  294. "model %s", ge_model->GetName().c_str());
  295. return FAILED;
  296. }
  297. GE_IF_BOOL_EXEC(ge_model == nullptr, GELOGE(FAILED, "Ge_model is nullptr"); return FAILED);
  298. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  299. GE_CHECK_NOTNULL(om_file_save_helper);
  300. ge::Buffer model_buffer;
  301. ge::Buffer task_buffer;
  302. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(ge_model.get()), ATTR_MODEL_ATC_CMDLINE,
  303. domi::GetContext().atc_cmdline),
  304. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  305. return FAILED);
  306. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffer, task_buffer);
  307. if (ret != SUCCESS) {
  308. GELOGE(ret, "[Save][AllModelPartition]Failed, model %s, error_code %u",
  309. ge_model->GetName().c_str(), ret);
  310. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save all model partition failed, model %s "
  311. "error_code %u", ge_model->GetName().c_str(), ret);
  312. return ret;
  313. }
  314. ret = SaveModelHeader(om_file_save_helper, ge_model);
  315. if (ret != SUCCESS) {
  316. GELOGE(ret, "[Save][ModelHeader]Failed, model %s, error_code %u",
  317. ge_model->GetName().c_str(), ret);
  318. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model header failed, model %s "
  319. "error_code %u", ge_model->GetName().c_str(), ret);
  320. return ret;
  321. }
  322. ret = om_file_save_helper->SaveModel(save_param, output_file.c_str(), model, is_offline_);
  323. if (ret != SUCCESS) {
  324. GELOGE(FAILED, "[Save][Model]Failed, model %s, output file %s",
  325. ge_model->GetName().c_str(), output_file.c_str());
  326. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model failed, model %s, "
  327. "output file %s", ge_model->GetName().c_str(), output_file.c_str());
  328. return ret;
  329. }
  330. return SUCCESS;
  331. }
  332. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::SaveToOmRootModel(
  333. const GeRootModelPtr &ge_root_model,
  334. const SaveParam &save_param,
  335. const std::string &output_file,
  336. ModelBufferData& model,
  337. bool is_unknown_shape) {
  338. GE_CHECK_NOTNULL(ge_root_model);
  339. GE_IF_BOOL_EXEC(ge_root_model == nullptr,
  340. GELOGE(FAILED, "[Check][GERootModel]Ge_root_model is nullptr");
  341. REPORT_INNER_ERROR("E19999", "Ge_root_model check failed, it is nullptr");
  342. return FAILED);
  343. auto &name_to_ge_model = ge_root_model->GetSubgraphInstanceNameToModel();
  344. GE_IF_BOOL_EXEC(name_to_ge_model.empty(),
  345. GELOGE(FAILED, "[Get][SubModel]Ge_root_model has no sub model");
  346. REPORT_INNER_ERROR("E19999", "Ge_root_model has no sub model");
  347. return FAILED);
  348. GE_IF_BOOL_EXEC(output_file.empty(),
  349. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid "
  350. "file name prefix");
  351. REPORT_INNER_ERROR("E19999", "GraphBuilder SaveModel received invalid "
  352. "file name prefix");
  353. return FAILED);
  354. if (!is_unknown_shape) {
  355. auto &model_root = name_to_ge_model.begin()->second;
  356. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(model_root.get()), ATTR_MODEL_ATC_CMDLINE,
  357. domi::GetContext().atc_cmdline),
  358. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  359. return FAILED);
  360. return SaveToOmModel(model_root, save_param, output_file, model);
  361. }
  362. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  363. GE_CHECK_NOTNULL(om_file_save_helper);
  364. auto &first_ge_model = name_to_ge_model.at(ge_root_model->GetRootGraph()->GetName());
  365. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(first_ge_model.get()), ATTR_MODEL_ATC_CMDLINE,
  366. domi::GetContext().atc_cmdline),
  367. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  368. return FAILED);
  369. // ge root model must be the first to be loaded
  370. vector<string> model_names{ge_root_model->GetRootGraph()->GetName()};
  371. for (auto &item : name_to_ge_model) {
  372. if (item.first != model_names.front()) {
  373. model_names.emplace_back(item.first);
  374. }
  375. }
  376. vector<ge::Buffer> model_buffers(model_names.size());
  377. vector<ge::Buffer> task_buffers(model_names.size());
  378. size_t cur_index = 0;
  379. if (model_names.size() > 1) {
  380. GELOGD("only save first model MODEL_DEF");
  381. if (SaveModelDef(om_file_save_helper, first_ge_model, model_buffers[cur_index], cur_index) != SUCCESS) {
  382. GELOGE(FAILED, "[Save][ModelDef]Failed, cur_index %zu", cur_index);
  383. REPORT_INNER_ERROR("E19999", "Save model def failed, cur_index %zu", cur_index);
  384. return FAILED;
  385. }
  386. ++cur_index;
  387. }
  388. for (; cur_index < model_names.size(); ++cur_index) {
  389. auto model_name = model_names[cur_index];
  390. GELOGD("cur model %s index is %zu", model_name.c_str(), cur_index);
  391. const GeModelPtr &ge_model = name_to_ge_model.at(model_name);
  392. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffers[cur_index],
  393. task_buffers[cur_index], cur_index);
  394. if (ret != SUCCESS) {
  395. GELOGE(INTERNAL_ERROR, "[Save][AllModelPartition]Failed, model name %s, cur_index %zu",
  396. model_name.c_str(), cur_index);
  397. REPORT_CALL_ERROR("E19999", "Save all model %s partition failed, cur_index %zu",
  398. model_name.c_str(), cur_index);
  399. return INTERNAL_ERROR;
  400. }
  401. }
  402. auto ret = SaveModelHeader(om_file_save_helper, first_ge_model, model_names.size());
  403. if (ret != SUCCESS) {
  404. GELOGE(INTERNAL_ERROR, "[Save][ModelHeader]Failed, model name %s",
  405. first_ge_model->GetName().c_str());
  406. REPORT_CALL_ERROR("E19999", "Save model %s header failed", first_ge_model->GetName().c_str());
  407. return INTERNAL_ERROR;
  408. }
  409. ret = om_file_save_helper->SaveRootModel(save_param, output_file.c_str(), model, is_offline_);
  410. if (ret != SUCCESS) {
  411. GELOGE(FAILED, "[Save][Model]OmFileSaveHelper save model eturn fail, output_file %s",
  412. output_file.c_str());
  413. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model return fail, output_file %s",
  414. output_file.c_str());
  415. return FAILED;
  416. }
  417. return SUCCESS;
  418. }
  419. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status
  420. ModelHelper::SaveOriginalGraphToOmModel(const ge::Graph &graph, const std::string &output_file) {
  421. if (output_file.empty()) {
  422. GELOGE(FAILED, "[Save][Model]Received invalid file name prefix, output_file %s",
  423. output_file.c_str());
  424. REPORT_INNER_ERROR("E19999", "Save model received invalid file name prefix, output_file %s",
  425. output_file.c_str());
  426. return FAILED;
  427. }
  428. // Get computegraph from graph
  429. auto compute_graph = ge::GraphUtils::GetComputeGraph(graph);
  430. if (compute_graph == nullptr) {
  431. GELOGE(FAILED, "[Save][Model]Failed for compute_graph null");
  432. REPORT_INNER_ERROR("E19999", "Save model failed for compute_graph null");
  433. return FAILED;
  434. }
  435. GE_DUMP(compute_graph, "OriginalGraph");
  436. // Model
  437. ModelPtr model_ptr = ge::MakeShared<ge::Model>();
  438. GE_CHECK_NOTNULL_EXEC(model_ptr, return MEMALLOC_FAILED);
  439. std::string original_model_name = compute_graph->GetName() + "_original";
  440. model_ptr->SetName(original_model_name);
  441. model_ptr->SetGraph(graph);
  442. model_ptr->SetVersion(static_cast<uint32_t>(OM_PROTO_VERSION));
  443. string framework_version;
  444. Status frame_rt = PlatformVersionManager::GetPlatformVersion(framework_version);
  445. if (frame_rt == SUCCESS) {
  446. uint32_t counter = 0;
  447. string model_framework_version = framework_version + "." + std::to_string(counter);
  448. model_ptr->SetPlatformVersion(model_framework_version);
  449. }
  450. // Model def
  451. ge::Buffer model_buffer;
  452. ge::graphStatus status = model_ptr->Save(model_buffer);
  453. if (status != ge::GRAPH_SUCCESS) {
  454. GELOGE(FAILED, "[Save][Model]Failed for save buffer fail, model %s",
  455. model_ptr->GetName().c_str());
  456. REPORT_CALL_ERROR("E19999", "Save model %s failed for save buffer fail",
  457. model_ptr->GetName().c_str());
  458. return FAILED;
  459. }
  460. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  461. GE_CHECK_NOTNULL_EXEC(om_file_save_helper, return MEMALLOC_FAILED);
  462. ModelPartition partition_model;
  463. partition_model.data = model_buffer.GetData();
  464. partition_model.size = static_cast<uint32_t>(model_buffer.GetSize());
  465. partition_model.type = ModelPartitionType::MODEL_DEF;
  466. GELOGI("Original Model type[%u],size[%u]", partition_model.type, partition_model.size);
  467. if (partition_model.data != nullptr && partition_model.size > 0) {
  468. (void)om_file_save_helper->AddPartition(partition_model);
  469. // Condition of AddPartition is established, no need to check value
  470. }
  471. // Save target/version to model_header
  472. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  473. model_header.om_ir_version = model_ptr->GetVersion();
  474. model_header.headsize = MODEL_FILE_HEAD_LEN;
  475. std::string platform_version = model_ptr->GetPlatformVersion();
  476. errno_t err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  477. platform_version.size() + 1);
  478. if (err != EOK) {
  479. GELOGE(FAILED, "[Save][Model]Failed for platform_version %s, model %s, errno %d",
  480. platform_version.c_str(), model_ptr->GetName().c_str(), err);
  481. REPORT_CALL_ERROR("E19999", "Save model %s failed for platform_version %s, errno %d",
  482. model_ptr->GetName().c_str(), platform_version.c_str(), err);
  483. return FAILED;
  484. }
  485. size_t name_size = model_ptr->GetName().size();
  486. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  487. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, model_ptr->GetName().c_str(), name_size);
  488. if (err != EOK) {
  489. GELOGE(FAILED, "[Save][Model]Failed for memory copy %s failed, errno %d",
  490. model_ptr->GetName().c_str(), err);
  491. REPORT_CALL_ERROR("E19999", "Save model failed for memory copy %s failed, errno %d",
  492. model_ptr->GetName().c_str(), err);
  493. return FAILED;
  494. }
  495. ModelBufferData model;
  496. Status ret = om_file_save_helper->SaveModelToFile(output_file.c_str(), model, is_offline_);
  497. return (ret == SUCCESS ? SUCCESS : FAILED);
  498. }
  499. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadModel(const ge::ModelData &model_data) {
  500. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  501. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID,
  502. "[Load][Model]Model_data is nullptr or model_data_size is 0");
  503. REPORT_INNER_ERROR("E19999", "Load model failed, "
  504. "Model_data is nullptr or model_data_size is 0");
  505. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  506. }
  507. if (is_assign_model_) {
  508. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "[Load][Model]Model helper has already loaded!");
  509. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  510. }
  511. if (ReleaseLocalModelData() != SUCCESS) {
  512. GELOGE(ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA, "[Release][ModelData]Failed.");
  513. return ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA;
  514. }
  515. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  516. if (status != SUCCESS) {
  517. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][ModelContent]Failed!");
  518. return ACL_ERROR_GE_PARAM_INVALID;
  519. }
  520. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  521. OmFileLoadHelper om_load_helper;
  522. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  523. if (status != SUCCESS) {
  524. GELOGE(status, "[Init][OmLoadHelper]Failed");
  525. model_addr_tmp_ = nullptr;
  526. return status;
  527. }
  528. auto partition_table = reinterpret_cast<ModelPartitionTable *>(model_addr_tmp_);
  529. if (partition_table->num == kOriginalOmPartitionNum) {
  530. model_addr_tmp_ = nullptr;
  531. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][OmModel]Error, please use executable om model");
  532. return ACL_ERROR_GE_PARAM_INVALID;
  533. }
  534. // Encrypt model need to del temp model/no encrypt model don't need to del model
  535. model_addr_tmp_ = nullptr;
  536. status = GenerateGeModel(om_load_helper);
  537. if (status != SUCCESS) {
  538. GELOGE(status, "[Generate][GEModel]Failed");
  539. return status;
  540. }
  541. GELOGD("in ModelHelper::LoadModel, is_assign_model_ is setted to true!");
  542. is_assign_model_ = true;
  543. return SUCCESS;
  544. }
  545. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadRootModel(const ge::ModelData &model_data) {
  546. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  547. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "[Load][RootModel] "
  548. "Model_data is nullptr or model_data_size is 0");
  549. REPORT_INNER_ERROR("E19999", "Load root model failed, model_data is nullptr or its size is 0");
  550. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  551. }
  552. if (is_assign_model_) {
  553. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED,
  554. "[Load][RootModel]Model helper has already loaded!");
  555. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  556. }
  557. if (ReleaseLocalModelData() != SUCCESS) {
  558. GELOGE(INTERNAL_ERROR, "[Release][ModelData]Failed.");
  559. return INTERNAL_ERROR;
  560. }
  561. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  562. if (status != SUCCESS) {
  563. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][RootModelContent]Failed!");
  564. return ACL_ERROR_GE_PARAM_INVALID;
  565. }
  566. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  567. //model verison 1.0 file header does not have model_num member
  568. is_unknown_shape_model_ = file_header_->version >= ge::MODEL_VERSION &&
  569. file_header_->model_num > kStatiOmFileModelNum;
  570. GELOGD("cur om model is ge root model or no %d, model version %u", is_unknown_shape_model_, file_header_->version);
  571. OmFileLoadHelper om_load_helper;
  572. if (is_unknown_shape_model_) {
  573. auto model_num = file_header_->model_num;
  574. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_, model_num);
  575. } else {
  576. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  577. }
  578. if (status != SUCCESS) {
  579. GELOGE(status, "[Init][OmLoadHelper]Failed");
  580. model_addr_tmp_ = nullptr;
  581. return status;
  582. }
  583. // Encrypt model need to del temp model/no encrypt model don't need to del model
  584. model_addr_tmp_ = nullptr;
  585. status = GenerateGeRootModel(om_load_helper);
  586. if (status != SUCCESS) {
  587. GELOGE(status, "[Generate][GERootModel]Failed");
  588. return status;
  589. }
  590. GELOGD("in ModelHelper::LoadRootModel, is_assign_model_ is setted to true!");
  591. is_assign_model_ = true;
  592. return SUCCESS;
  593. }
  594. Status ModelHelper::GenerateGeModel(OmFileLoadHelper &om_load_helper) {
  595. model_ = ge::MakeShared<ge::GeModel>();
  596. GE_CHECK_NOTNULL(model_);
  597. Status ret = LoadModelData(om_load_helper);
  598. if (ret != SUCCESS) {
  599. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  600. }
  601. ret = LoadWeights(om_load_helper);
  602. if (ret != SUCCESS) {
  603. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  604. }
  605. ret = LoadTask(om_load_helper);
  606. if (ret != SUCCESS) {
  607. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  608. }
  609. ret = LoadTBEKernelStore(om_load_helper);
  610. if (ret != SUCCESS) {
  611. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  612. }
  613. ret = LoadCustAICPUKernelStore(om_load_helper);
  614. if (ret != SUCCESS) {
  615. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  616. }
  617. return SUCCESS;
  618. }
  619. Status ModelHelper::GenerateGeRootModel(OmFileLoadHelper &om_load_helper) {
  620. GELOGD("Begin to generate ge root model");
  621. root_model_ = ge::MakeShared<ge::GeRootModel>();
  622. GE_CHECK_NOTNULL(root_model_);
  623. if (!is_unknown_shape_model_) {
  624. if (GenerateGeModel(om_load_helper) != SUCCESS) {
  625. GELOGE(FAILED, "[Generate][GERootModel]Failed");
  626. REPORT_CALL_ERROR("E19999", "Generate GE root model failed");
  627. return FAILED;
  628. }
  629. GE_CHECK_NOTNULL(model_);
  630. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(model_->GetGraph()));
  631. return SUCCESS;
  632. }
  633. bool is_first_model = true;
  634. for (size_t mode_index = 0; mode_index < file_header_->model_num; ++mode_index) {
  635. GeModelPtr cur_model = ge::MakeShared<ge::GeModel>();
  636. Status ret = LoadModelData(om_load_helper, cur_model, mode_index);
  637. if (ret != SUCCESS) {
  638. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  639. }
  640. if (is_first_model) {
  641. is_first_model = false;
  642. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(cur_model->GetGraph()));
  643. root_model_->SetModelId(cur_model->GetModelId());
  644. root_model_->SetModelName(cur_model->GetName());
  645. model_ = cur_model;
  646. continue;
  647. }
  648. ret = LoadWeights(om_load_helper, cur_model, mode_index);
  649. if (ret != SUCCESS) {
  650. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  651. }
  652. ret = LoadTBEKernelStore(om_load_helper, cur_model, mode_index);
  653. if (ret != SUCCESS) {
  654. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  655. }
  656. ret = LoadCustAICPUKernelStore(om_load_helper, cur_model, mode_index);
  657. if (ret != SUCCESS) {
  658. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  659. }
  660. ret = LoadTask(om_load_helper, cur_model, mode_index);
  661. if (ret != SUCCESS) {
  662. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  663. }
  664. root_model_->SetSubgraphInstanceNameToModel(cur_model->GetName(), cur_model);
  665. }
  666. return SUCCESS;
  667. }
  668. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper) {
  669. ModelPartition partition_model_def;
  670. // no need to check value, DATA->NetOutput
  671. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def);
  672. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  673. ge::Model model;
  674. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  675. GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u",
  676. partition_model_def.data, partition_model_def.size);
  677. REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u",
  678. partition_model_def.data, partition_model_def.size);
  679. return INTERNAL_ERROR;
  680. }
  681. SetModelToGeModel(model_, model);
  682. return SUCCESS;
  683. }
  684. void ModelHelper::SetModelToGeModel(GeModelPtr &ge_model, Model &model) {
  685. ge_model->SetGraph(model.GetGraph());
  686. ge_model->SetName(model.GetName());
  687. ge_model->SetVersion(model.GetVersion());
  688. ge_model->SetPlatformVersion(model.GetPlatformVersion());
  689. ge_model->SetAttr(model.MutableAttrMap());
  690. }
  691. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  692. ModelPartition partition_model_def;
  693. // no need to check value, DATA->NetOutput
  694. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def, mode_index);
  695. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  696. ge::Model model;
  697. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  698. GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u",
  699. partition_model_def.data, partition_model_def.size);
  700. REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u",
  701. partition_model_def.data, partition_model_def.size);
  702. return INTERNAL_ERROR;
  703. }
  704. SetModelToGeModel(cur_model, model);
  705. return SUCCESS;
  706. }
  707. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper) {
  708. ModelPartition partition;
  709. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition) != SUCCESS) {
  710. GELOGE(FAILED, "[Get][ModelWeightPartition]Failed, GetWeight size:%u", partition.size);
  711. REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u",
  712. partition.size);
  713. return FAILED;
  714. }
  715. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  716. model_->SetWeight(weight);
  717. GELOGD("GetWeight size:%u", partition.size);
  718. return SUCCESS;
  719. }
  720. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  721. ModelPartition partition;
  722. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition, mode_index) != SUCCESS) {
  723. GELOGE(FAILED, "[Get][ModelPartition]Failed, GetWeight size:%u", partition.size);
  724. REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u",
  725. partition.size);
  726. return FAILED;
  727. }
  728. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  729. cur_model->SetWeight(weight);
  730. GELOGD("GetWeight size:%u", partition.size);
  731. return SUCCESS;
  732. }
  733. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper) {
  734. ModelPartition task_partition;
  735. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition) != SUCCESS) {
  736. GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size:%u", task_partition.size);
  737. REPORT_CALL_ERROR("E19999", "Get model task partition failed, task_partition size %u",
  738. task_partition.size);
  739. return FAILED;
  740. }
  741. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  742. GE_CHECK_NOTNULL(task);
  743. if (task_partition.size != 0) {
  744. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  745. GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u",
  746. task_partition.size);
  747. REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u",
  748. task_partition.size);
  749. return INTERNAL_ERROR;
  750. }
  751. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  752. }
  753. model_->SetModelTaskDef(task);
  754. return SUCCESS;
  755. }
  756. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper,
  757. GeModelPtr &cur_model,
  758. size_t mode_index) {
  759. ModelPartition task_partition;
  760. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition, mode_index) != SUCCESS) {
  761. GELOGE(FAILED, "Get task model partition failed.");
  762. GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size %u, mode_index %zu",
  763. task_partition.size, mode_index);
  764. REPORT_CALL_ERROR("E19999", "Get model task partition failed, "
  765. "task_partition size %u, mode_index %zu", task_partition.size, mode_index);
  766. return FAILED;
  767. }
  768. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  769. GE_CHECK_NOTNULL(task);
  770. if (task_partition.size != 0) {
  771. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  772. GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u",
  773. task_partition.size);
  774. REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u",
  775. task_partition.size);
  776. return INTERNAL_ERROR;
  777. }
  778. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  779. }
  780. cur_model->SetModelTaskDef(task);
  781. return SUCCESS;
  782. }
  783. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper) {
  784. // Load tbe kernels
  785. ModelPartition partition_kernel_def;
  786. TBEKernelStore kernel_store;
  787. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def) == SUCCESS) {
  788. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  789. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  790. GELOGD("Load tbe kernels success");
  791. } else {
  792. GELOGW("Load tbe kernels failed");
  793. }
  794. }
  795. model_->SetTBEKernelStore(kernel_store);
  796. return SUCCESS;
  797. }
  798. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  799. // Load tbe kernels
  800. ModelPartition partition_kernel_def;
  801. TBEKernelStore kernel_store;
  802. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def, mode_index) ==
  803. SUCCESS) {
  804. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  805. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  806. GELOGD("Load tbe kernels success");
  807. } else {
  808. GELOGW("Load tbe kernels failed");
  809. }
  810. }
  811. cur_model->SetTBEKernelStore(kernel_store);
  812. return SUCCESS;
  813. }
  814. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper) {
  815. // Load cust aicpu kernels
  816. ModelPartition partition_kernel_def;
  817. CustAICPUKernelStore kernel_store;
  818. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def) == SUCCESS) {
  819. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  820. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  821. GELOGD("Load cust aicpu kernels success");
  822. } else {
  823. GELOGW("Load cust aicpu kernels failed");
  824. }
  825. }
  826. model_->SetCustAICPUKernelStore(kernel_store);
  827. return SUCCESS;
  828. }
  829. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper,
  830. GeModelPtr &cur_model, size_t mode_index) {
  831. // Load cust aicpu kernels
  832. ModelPartition partition_kernel_def;
  833. CustAICPUKernelStore kernel_store;
  834. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def, mode_index)
  835. == SUCCESS) {
  836. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  837. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  838. GELOGD("Load cust aicpu kernels success");
  839. } else {
  840. GELOGW("Load cust aicpu kernels failed");
  841. }
  842. }
  843. cur_model->SetCustAICPUKernelStore(kernel_store);
  844. return SUCCESS;
  845. }
  846. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY GeModelPtr ModelHelper::GetGeModel() {
  847. if (model_ != nullptr) {
  848. return model_;
  849. }
  850. GELOGD("Model has not been loaded!");
  851. std::shared_ptr<ge::GeModel> out_model = ge::MakeShared<ge::GeModel>();
  852. if (out_model == nullptr) {
  853. return nullptr;
  854. }
  855. return out_model;
  856. }
  857. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY GeRootModelPtr ModelHelper::GetGeRootModel() {
  858. if (root_model_ != nullptr) {
  859. return root_model_;
  860. }
  861. GELOGD("Model has not been loaded!");
  862. std::shared_ptr<ge::GeRootModel> out_model = ge::MakeShared<ge::GeRootModel>();
  863. if (out_model == nullptr) {
  864. return nullptr;
  865. }
  866. return out_model;
  867. }
  868. Status ModelHelper::ReleaseLocalModelData() noexcept {
  869. Status result = SUCCESS;
  870. if (model_addr_tmp_ != nullptr) {
  871. errno_t ret = memset_s(static_cast<void *>(model_addr_tmp_), model_len_tmp_, 0, model_len_tmp_);
  872. if (ret != EOK) {
  873. GELOGE(FAILED, "[Memset][Memory]Failed, error-code %d", ret);
  874. REPORT_CALL_ERROR("E19999", "Failed to memset memory, error-code %d", ret);
  875. result = FAILED;
  876. }
  877. delete[] model_addr_tmp_;
  878. model_addr_tmp_ = nullptr;
  879. model_len_tmp_ = 0;
  880. }
  881. return result;
  882. }
  883. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::GetBaseNameFromFileName(
  884. const string &file_name, string &base_name) {
  885. GELOGD("Get base_name from file, file_name:%s", file_name.c_str());
  886. GE_CHK_BOOL_EXEC_WARN(!file_name.empty(), return FAILED, "File path may not valid, check params --output");
  887. size_t start_position = 0;
  888. // using output as base_name (ignore ".om")
  889. size_t filename_suffixes = 3;
  890. if (file_name.find_last_of('/') != string::npos) {
  891. start_position = file_name.find_last_of('/') + 1;
  892. }
  893. size_t end_position = file_name.length() - filename_suffixes;
  894. base_name = file_name.substr(start_position, end_position - start_position);
  895. GE_CHK_BOOL_EXEC_WARN(!base_name.empty(), return FAILED, "Get base_name failed, check params --output");
  896. return SUCCESS;
  897. }
  898. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::GetModelNameFromMergedGraphName(
  899. const string &graph_name, string &model_name) {
  900. GELOGD("Get model_name from graph_name, graph_name:%s", graph_name.c_str());
  901. // this can only be used after merged graph(graph name will be append with "_x", x is index);
  902. GE_CHK_BOOL_EXEC_WARN(!graph_name.empty(), return FAILED, "File path may not valid, check params --output");
  903. size_t start_position = 0;
  904. size_t end_position = graph_name.length();
  905. // using graph as model_name (ignore "_x", x is the index of graph)
  906. if (graph_name.find_last_of('_') != string::npos) {
  907. end_position = graph_name.find_last_of('_');
  908. }
  909. model_name = graph_name.substr(start_position, end_position);
  910. GE_CHK_BOOL_EXEC_WARN(!model_name.empty(), return FAILED, "Get model_name failed, check params --output");
  911. return SUCCESS;
  912. }
  913. Status ModelTool::GetModelInfoFromOm(const char *model_file, ge::proto::ModelDef &model_def, uint32_t &modeldef_size) {
  914. GE_CHECK_NOTNULL(model_file);
  915. ge::ModelData model;
  916. int32_t priority = 0;
  917. Status ret = ModelParserBase::LoadFromFile(model_file, priority, model);
  918. if (ret != SUCCESS) {
  919. GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret);
  920. REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u",
  921. model_file, ret);
  922. return ret;
  923. }
  924. std::function<void()> callback = [&]() {
  925. if (model.model_data != nullptr) {
  926. delete[] reinterpret_cast<char *>(model.model_data);
  927. model.model_data = nullptr;
  928. }
  929. };
  930. GE_MAKE_GUARD(release, callback);
  931. uint8_t *model_data = nullptr;
  932. uint32_t model_len = 0;
  933. ret = ModelParserBase::ParseModelContent(model, model_data, model_len);
  934. if (ret != SUCCESS) {
  935. ErrorManager::GetInstance().ATCReportErrMessage("E10003",
  936. {"parameter", "value", "reason"}, {"om", model_file, "invalid om file, can't be parsed"});
  937. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  938. "[Parse][ModelContent]Failed because of invalid om file %s, please check om param",
  939. model_file);
  940. return ret;
  941. }
  942. OmFileLoadHelper om_load_helper;
  943. ret = om_load_helper.Init(model_data, model_len);
  944. if (ret != SUCCESS) {
  945. REPORT_INNER_ERROR("E19999", "Init om file %s failed", model_file);
  946. GELOGE(ge::FAILED, "[Init][OmFile]Failed, model_file %s", model_file);
  947. return ret;
  948. }
  949. ModelPartition ir_part;
  950. ret = om_load_helper.GetModelPartition(MODEL_DEF, ir_part);
  951. if (ret != SUCCESS) {
  952. REPORT_INNER_ERROR("E19999", "Get model partition failed, model_file %s", model_file);
  953. GELOGE(ge::FAILED, "[Get][ModelPart]Failed, model_file %s", model_file);
  954. return ret;
  955. }
  956. bool flag = ReadProtoFromArray(ir_part.data, ir_part.size, &model_def);
  957. if (!flag) {
  958. ret = INTERNAL_ERROR;
  959. REPORT_INNER_ERROR("E19999", "Read proto from array failed, model_file %s", model_file);
  960. GELOGE(ret, "[Read][ProtoFromArray]Failed, model_file %s", model_file);
  961. return ret;
  962. }
  963. modeldef_size = ir_part.size;
  964. return ret;
  965. }
  966. Status ModelTool::GetModelInfoFromPbtxt(const char *model_file, ge::proto::ModelDef &model_def) {
  967. GE_CHECK_NOTNULL(model_file);
  968. ge::ModelData model;
  969. int32_t priority = 0;
  970. Status ret = ModelParserBase::LoadFromFile(model_file, priority, model);
  971. auto free_model_data = [](void **ptr) -> void {
  972. if (ptr != nullptr && *ptr != nullptr) {
  973. delete[] reinterpret_cast<char *>(*ptr);
  974. *ptr = nullptr;
  975. }
  976. };
  977. if (ret != SUCCESS) {
  978. free_model_data(&model.model_data);
  979. GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret);
  980. REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u",
  981. model_file, ret);
  982. return ret;
  983. }
  984. try {
  985. bool flag = google::protobuf::TextFormat::ParseFromString(reinterpret_cast<char *>(model.model_data), &model_def);
  986. if (!flag) {
  987. free_model_data(&model.model_data);
  988. REPORT_INNER_ERROR("E19999", "Parse model info failed from string, model_file %s", model_file);
  989. GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, model_file %s", model_file);
  990. return FAILED;
  991. }
  992. free_model_data(&model.model_data);
  993. return SUCCESS;
  994. } catch (google::protobuf::FatalException &e) {
  995. free_model_data(&model.model_data);
  996. REPORT_INNER_ERROR("E19999", "Parse model info failed from string, exception message %s, model_file %s",
  997. e.what(), model_file);
  998. GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, exception message %s, model_file %s",
  999. e.what(), model_file);
  1000. return FAILED;
  1001. }
  1002. }
  1003. } // 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