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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, ge_model_weight data is %p", ge_model_weight.GetSize(),
  75. ge_model_weight.GetData());
  76. om_info.push_back(ge_model_weight.GetSize());
  77. TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore();
  78. GELOGD("SaveSizeToModelDef tbe_kernels_size is %zu", tbe_kernel_store.DataSize());
  79. om_info.push_back(tbe_kernel_store.DataSize());
  80. CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore();
  81. GELOGD("SaveSizeToModelDef cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize());
  82. om_info.push_back(cust_aicpu_kernel_store.DataSize());
  83. std::shared_ptr<ModelTaskDef> model_task_def = ge_model->GetModelTaskDefPtr();
  84. if (model_task_def == nullptr) {
  85. GELOGD("SaveSizeToModelDef task_info_size is 0.");
  86. om_info.push_back(0);
  87. } else {
  88. size_t partition_task_size = model_task_def->ByteSizeLong();
  89. GELOGD("SaveSizeToModelDef task_info_size is %zu", partition_task_size);
  90. om_info.push_back(partition_task_size);
  91. }
  92. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListInt(*(ge_model.get()), "om_info_list", om_info),
  93. GELOGE(FAILED, "SetListInt of om_info_list failed.");
  94. return FAILED);
  95. return SUCCESS;
  96. }
  97. Status ModelHelper::SaveModelDef(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  98. const GeModelPtr &ge_model, ge::Buffer &model_buffer, size_t model_index) {
  99. ModelPtr model_tmp = ge::MakeShared<ge::Model>(ge_model->GetName(), ge_model->GetPlatformVersion());
  100. if (model_tmp == nullptr) {
  101. GELOGE(FAILED, "[Creat][Model]Failed, Model %s Ptr", ge_model->GetName().c_str());
  102. REPORT_CALL_ERROR("E19999", "Create Model %s Ptr failed", ge_model->GetName().c_str());
  103. return FAILED;
  104. }
  105. model_tmp->SetGraph(ge_model->GetGraph());
  106. model_tmp->SetVersion(ge_model->GetVersion());
  107. model_tmp->SetAttr(ge_model->MutableAttrMap());
  108. Status ret = SaveSizeToModelDef(ge_model);
  109. if (ret != SUCCESS) {
  110. GELOGE(ret, "[Save][SizeToModelDef]Failed, model %s, error_code %u",
  111. ge_model->GetName().c_str(), ret);
  112. REPORT_CALL_ERROR("E19999", "Save SizeToModelDef failed, model %s, error_code %u",
  113. ge_model->GetName().c_str(), ret);
  114. return ret;
  115. }
  116. (void)model_tmp->Save(model_buffer);
  117. GELOGD("MODEL_DEF size is %zu", model_buffer.GetSize());
  118. if (model_buffer.GetSize() > 0) {
  119. if (SaveModelPartition(om_file_save_helper, ModelPartitionType::MODEL_DEF, model_buffer.GetData(),
  120. model_buffer.GetSize(), model_index) != SUCCESS) {
  121. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, model %s, model_def size %zu, model_index %zu",
  122. ge_model->GetName().c_str(), model_buffer.GetSize(), model_index);
  123. REPORT_CALL_ERROR("E19999", "Add model graph partititon failed, model %s, model_def %zu, "
  124. "model_index %zu", ge_model->GetName().c_str(), model_buffer.GetSize(), model_index);
  125. return PARAM_INVALID;
  126. }
  127. }
  128. return SUCCESS;
  129. }
  130. Status ModelHelper::SaveModelWeights(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  131. const GeModelPtr &ge_model, size_t model_index) {
  132. auto ge_model_weight = ge_model->GetWeight();
  133. GELOGD("WEIGHTS_DATA size is %zu, %p", ge_model_weight.GetSize(), ge_model_weight.GetData());
  134. // weight is not necessary
  135. if (ge_model_weight.GetSize() > 0) {
  136. GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper,
  137. ModelPartitionType::WEIGHTS_DATA,
  138. ge_model_weight.GetData(),
  139. ge_model_weight.GetSize(), model_index), "Add weight partition failed");
  140. }
  141. return SUCCESS;
  142. }
  143. Status ModelHelper::SaveModelTbeKernel(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  144. const GeModelPtr &ge_model, size_t model_index) {
  145. TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore();
  146. GELOGD("TBE_KERNELS size is %zu", tbe_kernel_store.DataSize());
  147. if (tbe_kernel_store.DataSize() > 0) {
  148. GE_CHK_STATUS_RET(
  149. SaveModelPartition(om_file_save_helper, ModelPartitionType::TBE_KERNELS,
  150. ge_model->GetTBEKernelStore().Data(), ge_model->GetTBEKernelStore().DataSize(),
  151. model_index), "Add tbe kernel partition failed");
  152. }
  153. // no need to check value, DATA->NetOutput
  154. (void)tbe_kernel_store.Load(tbe_kernel_store.Data(), tbe_kernel_store.DataSize());
  155. return SUCCESS;
  156. }
  157. Status ModelHelper::SaveModelCustAICPU(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  158. const GeModelPtr &ge_model, size_t model_index) {
  159. CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore();
  160. GELOGD("cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize());
  161. if (cust_aicpu_kernel_store.DataSize() > 0) {
  162. GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper,
  163. ModelPartitionType::CUST_AICPU_KERNELS,
  164. ge_model->GetCustAICPUKernelStore().Data(),
  165. cust_aicpu_kernel_store.DataSize(), model_index),
  166. "Add cust aicpu kernel partition failed");
  167. }
  168. return SUCCESS;
  169. }
  170. Status ModelHelper::SaveModelTaskDef(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  171. const GeModelPtr &ge_model, ge::Buffer &task_buffer, size_t model_index) {
  172. std::shared_ptr<ModelTaskDef> model_task_def = ge_model->GetModelTaskDefPtr();
  173. if (model_task_def == nullptr) {
  174. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Creat][ModelTaskDef]Failed, it is nullptr, "
  175. "model %s", ge_model->GetName().c_str());
  176. REPORT_CALL_ERROR("E19999", "Creat model task def failed, it is nullptr, model %s",
  177. ge_model->GetName().c_str());
  178. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  179. }
  180. size_t partition_task_size = model_task_def->ByteSizeLong();
  181. GE_IF_BOOL_EXEC(partition_task_size == 0 || partition_task_size > INT_MAX,
  182. GELOGE(FAILED, "[Check][ModelDefSize]Invalid, size %zu, model %s",
  183. partition_task_size, ge_model->GetName().c_str());
  184. REPORT_CALL_ERROR("E19999", "Model def size %zu check invalid, model %s",
  185. partition_task_size, ge_model->GetName().c_str());
  186. return FAILED);
  187. task_buffer = ge::Buffer(partition_task_size);
  188. if (task_buffer.GetSize() == 0) {
  189. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Allocate][ModelTaskDefBuffer]Failed, "
  190. "model def size %zu, model %s", partition_task_size, ge_model->GetName().c_str());
  191. REPORT_CALL_ERROR("E19999", "Allocate model task def buffer failed, model def size %zu "
  192. "model %s", partition_task_size, ge_model->GetName().c_str());
  193. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  194. }
  195. (void)model_task_def->SerializePartialToArray(task_buffer.GetData(), static_cast<int>(partition_task_size));
  196. GELOGD("TASK_INFO op_size:%d, stream_num:%u", model_task_def->op().size(), model_task_def->stream_num());
  197. GELOGD("TASK_INFO size is %zu", partition_task_size);
  198. if (SaveModelPartition(om_file_save_helper, ModelPartitionType::TASK_INFO, task_buffer.GetData(),
  199. partition_task_size, model_index) != SUCCESS) {
  200. GELOGE(PARAM_INVALID, "[Add][ModelTaskDefPartition]Failed, model def size %zu, "
  201. "model_index %zu, model %s",
  202. partition_task_size, model_index, ge_model->GetName().c_str());
  203. REPORT_CALL_ERROR("E19999", "Add model task def partition failed, model def size %zu "
  204. "model_index %zu, model %s",
  205. partition_task_size, model_index, ge_model->GetName().c_str());
  206. return PARAM_INVALID;
  207. }
  208. return SUCCESS;
  209. }
  210. Status ModelHelper::SaveModelHeader(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  211. const GeModelPtr &ge_model, size_t model_num) {
  212. // Save target/version to model_header
  213. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  214. model_header.platform_type = ge_model->GetPlatformType();
  215. model_header.om_ir_version = ge_model->GetVersion();
  216. model_header.model_num = model_num;
  217. std::string platform_version = ge_model->GetPlatformVersion();
  218. errno_t err;
  219. err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  220. platform_version.size() + 1);
  221. if (err != EOK) {
  222. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  223. "[Save][Model]Failed while allocating memory for platform_version %s, model %s, "
  224. "errno %d", platform_version.c_str(), ge_model->GetName().c_str(), err);
  225. REPORT_CALL_ERROR("E19999", "ModelHelper save model %s failed while "
  226. "allocating memory for platform_version %s, errno %d",
  227. ge_model->GetName().c_str(), platform_version.c_str(), err);
  228. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  229. }
  230. string version = reinterpret_cast<char *>(model_header.platform_version);
  231. GELOGD("Platform version save: %s", version.c_str());
  232. size_t name_size = ge_model->GetName().size();
  233. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  234. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, ge_model->GetName().c_str(), name_size);
  235. if (err != EOK) {
  236. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  237. "[Save][Model]Failed while allocating memory for model %s, errno %d",
  238. ge_model->GetName().c_str(), err);
  239. REPORT_CALL_ERROR("E19999", "ModelHelper save model failed while allocating memory "
  240. "for model %s,errno %d", ge_model->GetName().c_str(), err);
  241. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  242. }
  243. string model_name = reinterpret_cast<char *>(model_header.name);
  244. GELOGD("Model name save:%s", model_name.c_str());
  245. return SUCCESS;
  246. }
  247. Status ModelHelper::SaveAllModelPartiton(std::shared_ptr<OmFileSaveHelper>& om_file_save_helper,
  248. const GeModelPtr &ge_model, ge::Buffer &model_buffer,
  249. ge::Buffer &task_buffer, size_t model_index) {
  250. if (SaveModelDef(om_file_save_helper, ge_model, model_buffer, model_index) != SUCCESS) {
  251. GELOGE(FAILED, "[Save][ModelDef]Failed, model %s, model index %zu",
  252. ge_model->GetName().c_str(), model_index);
  253. REPORT_CALL_ERROR("E19999", "ModelHelper save model def failed, model %s, model index %zu",
  254. ge_model->GetName().c_str(), model_index);
  255. return FAILED;
  256. }
  257. if (SaveModelWeights(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  258. GELOGE(FAILED, "[Save][ModelWeights]Failed, model %s, model index %zu",
  259. ge_model->GetName().c_str(), model_index);
  260. REPORT_CALL_ERROR("E19999", "ModelHelper save mode weights failed, model %s, model index %zu",
  261. ge_model->GetName().c_str(), model_index);
  262. return FAILED;
  263. }
  264. if (SaveModelTbeKernel(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  265. GELOGE(FAILED, "[Save][ModelTbeKernel]Failed, model %s, model index %zu",
  266. ge_model->GetName().c_str(), model_index);
  267. REPORT_CALL_ERROR("E19999", "ModelHelper save model tbe kernel failed, model %s, "
  268. "model index %zu", ge_model->GetName().c_str(), model_index);
  269. return FAILED;
  270. }
  271. if (SaveModelCustAICPU(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  272. GELOGE(FAILED, "[Save][ModelCustAICPU]Failed, model %s, model index %zu",
  273. ge_model->GetName().c_str(), model_index);
  274. REPORT_CALL_ERROR("E19999", "ModelHelper save model cust aicpu failed, model %s "
  275. "model index %zu", ge_model->GetName().c_str(), model_index);
  276. return FAILED;
  277. }
  278. if (SaveModelTaskDef(om_file_save_helper, ge_model, task_buffer, model_index) != SUCCESS) {
  279. GELOGE(FAILED, "[Save][TaskDef]Failed, model %s, model index %zu",
  280. ge_model->GetName().c_str(), model_index);
  281. REPORT_CALL_ERROR("E19999", "ModelHelper save task def failed, model %s, model index %zu",
  282. ge_model->GetName().c_str(), model_index);
  283. return FAILED;
  284. }
  285. return SUCCESS;
  286. }
  287. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::SaveToOmModel(const GeModelPtr &ge_model,
  288. const SaveParam &save_param,
  289. const std::string &output_file,
  290. ModelBufferData& model) {
  291. if (output_file.empty()) {
  292. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid file name prefix, "
  293. "model %s", ge_model->GetName().c_str());
  294. REPORT_CALL_ERROR("E19999", "GraphBuilder SaveModel received invalid file name prefix, "
  295. "model %s", ge_model->GetName().c_str());
  296. return FAILED;
  297. }
  298. GE_IF_BOOL_EXEC(ge_model == nullptr, GELOGE(FAILED, "Ge_model is nullptr"); return FAILED);
  299. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  300. GE_CHECK_NOTNULL(om_file_save_helper);
  301. ge::Buffer model_buffer;
  302. ge::Buffer task_buffer;
  303. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(ge_model.get()), ATTR_MODEL_ATC_CMDLINE,
  304. domi::GetContext().atc_cmdline),
  305. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  306. return FAILED);
  307. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffer, task_buffer);
  308. if (ret != SUCCESS) {
  309. GELOGE(ret, "[Save][AllModelPartition]Failed, model %s, error_code %u",
  310. ge_model->GetName().c_str(), ret);
  311. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save all model partition failed, model %s "
  312. "error_code %u", ge_model->GetName().c_str(), ret);
  313. return ret;
  314. }
  315. ret = SaveModelHeader(om_file_save_helper, ge_model);
  316. if (ret != SUCCESS) {
  317. GELOGE(ret, "[Save][ModelHeader]Failed, model %s, error_code %u",
  318. ge_model->GetName().c_str(), ret);
  319. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model header failed, model %s "
  320. "error_code %u", ge_model->GetName().c_str(), ret);
  321. return ret;
  322. }
  323. ret = om_file_save_helper->SaveModel(save_param, output_file.c_str(), model, is_offline_);
  324. if (ret != SUCCESS) {
  325. GELOGE(FAILED, "[Save][Model]Failed, model %s, output file %s",
  326. ge_model->GetName().c_str(), output_file.c_str());
  327. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model failed, model %s, "
  328. "output file %s", ge_model->GetName().c_str(), output_file.c_str());
  329. return ret;
  330. }
  331. return SUCCESS;
  332. }
  333. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::SaveToOmRootModel(
  334. const GeRootModelPtr &ge_root_model,
  335. const SaveParam &save_param,
  336. const std::string &output_file,
  337. ModelBufferData& model,
  338. bool is_unknown_shape) {
  339. GE_CHECK_NOTNULL(ge_root_model);
  340. GE_IF_BOOL_EXEC(ge_root_model == nullptr,
  341. GELOGE(FAILED, "[Check][GERootModel]Ge_root_model is nullptr");
  342. REPORT_INNER_ERROR("E19999", "Ge_root_model check failed, it is nullptr");
  343. return FAILED);
  344. auto &name_to_ge_model = ge_root_model->GetSubgraphInstanceNameToModel();
  345. GE_IF_BOOL_EXEC(name_to_ge_model.empty(),
  346. GELOGE(FAILED, "[Get][SubModel]Ge_root_model has no sub model");
  347. REPORT_INNER_ERROR("E19999", "Ge_root_model has no sub model");
  348. return FAILED);
  349. GE_IF_BOOL_EXEC(output_file.empty(),
  350. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid "
  351. "file name prefix");
  352. REPORT_INNER_ERROR("E19999", "GraphBuilder SaveModel received invalid "
  353. "file name prefix");
  354. return FAILED);
  355. if (!is_unknown_shape) {
  356. auto &model_root = name_to_ge_model.begin()->second;
  357. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(model_root.get()), ATTR_MODEL_ATC_CMDLINE,
  358. domi::GetContext().atc_cmdline),
  359. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  360. return FAILED);
  361. return SaveToOmModel(model_root, save_param, output_file, model);
  362. }
  363. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  364. GE_CHECK_NOTNULL(om_file_save_helper);
  365. auto &first_ge_model = name_to_ge_model.at(ge_root_model->GetRootGraph()->GetName());
  366. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(first_ge_model.get()), ATTR_MODEL_ATC_CMDLINE,
  367. domi::GetContext().atc_cmdline),
  368. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  369. return FAILED);
  370. // ge root model must be the first to be loaded
  371. vector<string> model_names{ge_root_model->GetRootGraph()->GetName()};
  372. for (auto &item : name_to_ge_model) {
  373. if (item.first != model_names.front()) {
  374. model_names.emplace_back(item.first);
  375. }
  376. }
  377. vector<ge::Buffer> model_buffers(model_names.size());
  378. vector<ge::Buffer> task_buffers(model_names.size());
  379. size_t cur_index = 0;
  380. if (model_names.size() > 1) {
  381. GELOGD("only save first model MODEL_DEF");
  382. if (SaveModelDef(om_file_save_helper, first_ge_model, model_buffers[cur_index], cur_index) != SUCCESS) {
  383. GELOGE(FAILED, "[Save][ModelDef]Failed, cur_index %zu", cur_index);
  384. REPORT_INNER_ERROR("E19999", "Save model def failed, cur_index %zu", cur_index);
  385. return FAILED;
  386. }
  387. ++cur_index;
  388. }
  389. for (; cur_index < model_names.size(); ++cur_index) {
  390. auto model_name = model_names[cur_index];
  391. GELOGD("cur model %s index is %zu", model_name.c_str(), cur_index);
  392. const GeModelPtr &ge_model = name_to_ge_model.at(model_name);
  393. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffers[cur_index],
  394. task_buffers[cur_index], cur_index);
  395. if (ret != SUCCESS) {
  396. GELOGE(INTERNAL_ERROR, "[Save][AllModelPartition]Failed, model name %s, cur_index %zu",
  397. model_name.c_str(), cur_index);
  398. REPORT_CALL_ERROR("E19999", "Save all model %s partition failed, cur_index %zu",
  399. model_name.c_str(), cur_index);
  400. return INTERNAL_ERROR;
  401. }
  402. }
  403. auto ret = SaveModelHeader(om_file_save_helper, first_ge_model, model_names.size());
  404. if (ret != SUCCESS) {
  405. GELOGE(INTERNAL_ERROR, "[Save][ModelHeader]Failed, model name %s",
  406. first_ge_model->GetName().c_str());
  407. REPORT_CALL_ERROR("E19999", "Save model %s header failed", first_ge_model->GetName().c_str());
  408. return INTERNAL_ERROR;
  409. }
  410. ret = om_file_save_helper->SaveRootModel(save_param, output_file.c_str(), model, is_offline_);
  411. if (ret != SUCCESS) {
  412. GELOGE(FAILED, "[Save][Model]OmFileSaveHelper save model eturn fail, output_file %s",
  413. output_file.c_str());
  414. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model return fail, output_file %s",
  415. output_file.c_str());
  416. return FAILED;
  417. }
  418. return SUCCESS;
  419. }
  420. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status
  421. ModelHelper::SaveOriginalGraphToOmModel(const ge::Graph &graph, const std::string &output_file) {
  422. if (output_file.empty()) {
  423. GELOGE(FAILED, "[Save][Model]Received invalid file name prefix, output_file %s",
  424. output_file.c_str());
  425. REPORT_INNER_ERROR("E19999", "Save model received invalid file name prefix, output_file %s",
  426. output_file.c_str());
  427. return FAILED;
  428. }
  429. // Get computegraph from graph
  430. auto compute_graph = ge::GraphUtils::GetComputeGraph(graph);
  431. if (compute_graph == nullptr) {
  432. GELOGE(FAILED, "[Save][Model]Failed for compute_graph null");
  433. REPORT_INNER_ERROR("E19999", "Save model failed for compute_graph null");
  434. return FAILED;
  435. }
  436. GE_DUMP(compute_graph, "OriginalGraph");
  437. // Model
  438. ModelPtr model_ptr = ge::MakeShared<ge::Model>();
  439. GE_CHECK_NOTNULL_EXEC(model_ptr, return MEMALLOC_FAILED);
  440. std::string original_model_name = compute_graph->GetName() + "_original";
  441. model_ptr->SetName(original_model_name);
  442. model_ptr->SetGraph(graph);
  443. model_ptr->SetVersion(static_cast<uint32_t>(OM_PROTO_VERSION));
  444. string framework_version;
  445. Status frame_rt = PlatformVersionManager::GetPlatformVersion(framework_version);
  446. if (frame_rt == SUCCESS) {
  447. uint32_t counter = 0;
  448. string model_framework_version = framework_version + "." + std::to_string(counter);
  449. model_ptr->SetPlatformVersion(model_framework_version);
  450. }
  451. // Model def
  452. ge::Buffer model_buffer;
  453. ge::graphStatus status = model_ptr->Save(model_buffer);
  454. if (status != ge::GRAPH_SUCCESS) {
  455. GELOGE(FAILED, "[Save][Model]Failed for save buffer fail, model %s",
  456. model_ptr->GetName().c_str());
  457. REPORT_CALL_ERROR("E19999", "Save model %s failed for save buffer fail",
  458. model_ptr->GetName().c_str());
  459. return FAILED;
  460. }
  461. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  462. GE_CHECK_NOTNULL_EXEC(om_file_save_helper, return MEMALLOC_FAILED);
  463. ModelPartition partition_model;
  464. partition_model.data = model_buffer.GetData();
  465. partition_model.size = static_cast<uint32_t>(model_buffer.GetSize());
  466. partition_model.type = ModelPartitionType::MODEL_DEF;
  467. GELOGI("Original Model type[%u],size[%u]", partition_model.type, partition_model.size);
  468. if (partition_model.data != nullptr && partition_model.size > 0) {
  469. (void)om_file_save_helper->AddPartition(partition_model);
  470. // Condition of AddPartition is established, no need to check value
  471. }
  472. // Save target/version to model_header
  473. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  474. model_header.om_ir_version = model_ptr->GetVersion();
  475. model_header.headsize = MODEL_FILE_HEAD_LEN;
  476. std::string platform_version = model_ptr->GetPlatformVersion();
  477. errno_t err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  478. platform_version.size() + 1);
  479. if (err != EOK) {
  480. GELOGE(FAILED, "[Save][Model]Failed for platform_version %s, model %s, errno %d",
  481. platform_version.c_str(), model_ptr->GetName().c_str(), err);
  482. REPORT_CALL_ERROR("E19999", "Save model %s failed for platform_version %s, errno %d",
  483. model_ptr->GetName().c_str(), platform_version.c_str(), err);
  484. return FAILED;
  485. }
  486. size_t name_size = model_ptr->GetName().size();
  487. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  488. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, model_ptr->GetName().c_str(), name_size);
  489. if (err != EOK) {
  490. GELOGE(FAILED, "[Save][Model]Failed for memory copy %s failed, errno %d",
  491. model_ptr->GetName().c_str(), err);
  492. REPORT_CALL_ERROR("E19999", "Save model failed for memory copy %s failed, errno %d",
  493. model_ptr->GetName().c_str(), err);
  494. return FAILED;
  495. }
  496. ModelBufferData model;
  497. Status ret = om_file_save_helper->SaveModelToFile(output_file.c_str(), model, is_offline_);
  498. return (ret == SUCCESS ? SUCCESS : FAILED);
  499. }
  500. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadModel(const ge::ModelData &model_data) {
  501. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  502. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID,
  503. "[Load][Model]Model_data is nullptr or model_data_size is 0");
  504. REPORT_INNER_ERROR("E19999", "Load model failed, "
  505. "Model_data is nullptr or model_data_size is 0");
  506. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  507. }
  508. if (is_assign_model_) {
  509. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "[Load][Model]Model helper has already loaded!");
  510. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  511. }
  512. if (ReleaseLocalModelData() != SUCCESS) {
  513. GELOGE(ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA, "[Release][ModelData]Failed.");
  514. return ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA;
  515. }
  516. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  517. if (status != SUCCESS) {
  518. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][ModelContent]Failed!");
  519. return ACL_ERROR_GE_PARAM_INVALID;
  520. }
  521. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  522. OmFileLoadHelper om_load_helper;
  523. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  524. if (status != SUCCESS) {
  525. GELOGE(status, "[Init][OmLoadHelper]Failed");
  526. model_addr_tmp_ = nullptr;
  527. return status;
  528. }
  529. auto partition_table = reinterpret_cast<ModelPartitionTable *>(model_addr_tmp_);
  530. if (partition_table->num == kOriginalOmPartitionNum) {
  531. model_addr_tmp_ = nullptr;
  532. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][OmModel]Error, please use executable om model");
  533. return ACL_ERROR_GE_PARAM_INVALID;
  534. }
  535. // Encrypt model need to del temp model/no encrypt model don't need to del model
  536. model_addr_tmp_ = nullptr;
  537. status = GenerateGeModel(om_load_helper);
  538. if (status != SUCCESS) {
  539. GELOGE(status, "[Generate][GEModel]Failed");
  540. return status;
  541. }
  542. GELOGD("in ModelHelper::LoadModel, is_assign_model_ is setted to true!");
  543. is_assign_model_ = true;
  544. return SUCCESS;
  545. }
  546. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadRootModel(const ge::ModelData &model_data) {
  547. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  548. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "[Load][RootModel] "
  549. "Model_data is nullptr or model data is empty.");
  550. REPORT_INNER_ERROR("E19999", "Load root model failed, model_data is nullptr or its size is 0");
  551. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  552. }
  553. if (is_assign_model_) {
  554. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED,
  555. "[Load][RootModel]Model helper has already loaded!");
  556. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  557. }
  558. if (ReleaseLocalModelData() != SUCCESS) {
  559. GELOGE(INTERNAL_ERROR, "[Release][ModelData]Failed.");
  560. return INTERNAL_ERROR;
  561. }
  562. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  563. if (status != SUCCESS) {
  564. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][RootModelContent]Failed!");
  565. return ACL_ERROR_GE_PARAM_INVALID;
  566. }
  567. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  568. //model verison 1.0 file header does not have model_num member
  569. is_unknown_shape_model_ = file_header_->version >= ge::MODEL_VERSION &&
  570. file_header_->model_num > kStatiOmFileModelNum;
  571. GELOGD("Cur om model is ge root model or no %d, model version %u", is_unknown_shape_model_, file_header_->version);
  572. OmFileLoadHelper om_load_helper;
  573. if (is_unknown_shape_model_) {
  574. auto model_num = file_header_->model_num;
  575. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_, model_num);
  576. } else {
  577. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  578. }
  579. if (status != SUCCESS) {
  580. GELOGE(status, "[Init][OmLoadHelper]Failed");
  581. model_addr_tmp_ = nullptr;
  582. return status;
  583. }
  584. // Encrypt model need to del temp model/no encrypt model don't need to del model
  585. model_addr_tmp_ = nullptr;
  586. status = GenerateGeRootModel(om_load_helper);
  587. if (status != SUCCESS) {
  588. GELOGE(status, "[Generate][GERootModel]Failed");
  589. return status;
  590. }
  591. GELOGD("In ModelHelper::LoadRootModel, is_assign_model_ is setted to true!");
  592. is_assign_model_ = true;
  593. return SUCCESS;
  594. }
  595. Status ModelHelper::GenerateGeModel(OmFileLoadHelper &om_load_helper) {
  596. model_ = ge::MakeShared<ge::GeModel>();
  597. GE_CHECK_NOTNULL(model_);
  598. Status ret = LoadModelData(om_load_helper);
  599. if (ret != SUCCESS) {
  600. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  601. }
  602. ret = LoadWeights(om_load_helper);
  603. if (ret != SUCCESS) {
  604. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  605. }
  606. ret = LoadTask(om_load_helper);
  607. if (ret != SUCCESS) {
  608. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  609. }
  610. ret = LoadTBEKernelStore(om_load_helper);
  611. if (ret != SUCCESS) {
  612. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  613. }
  614. ret = LoadCustAICPUKernelStore(om_load_helper);
  615. if (ret != SUCCESS) {
  616. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  617. }
  618. return SUCCESS;
  619. }
  620. Status ModelHelper::GenerateGeRootModel(OmFileLoadHelper &om_load_helper) {
  621. GELOGD("Begin to generate ge root model");
  622. root_model_ = ge::MakeShared<ge::GeRootModel>();
  623. GE_CHECK_NOTNULL(root_model_);
  624. if (!is_unknown_shape_model_) {
  625. if (GenerateGeModel(om_load_helper) != SUCCESS) {
  626. GELOGE(FAILED, "[Generate][GERootModel]Failed");
  627. REPORT_CALL_ERROR("E19999", "Generate GE root model failed");
  628. return FAILED;
  629. }
  630. GE_CHECK_NOTNULL(model_);
  631. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(model_->GetGraph()));
  632. return SUCCESS;
  633. }
  634. bool is_first_model = true;
  635. for (size_t mode_index = 0; mode_index < file_header_->model_num; ++mode_index) {
  636. GeModelPtr cur_model = ge::MakeShared<ge::GeModel>();
  637. Status ret = LoadModelData(om_load_helper, cur_model, mode_index);
  638. if (ret != SUCCESS) {
  639. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  640. }
  641. if (is_first_model) {
  642. is_first_model = false;
  643. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(cur_model->GetGraph()));
  644. root_model_->SetModelId(cur_model->GetModelId());
  645. root_model_->SetModelName(cur_model->GetName());
  646. model_ = cur_model;
  647. continue;
  648. }
  649. ret = LoadWeights(om_load_helper, cur_model, mode_index);
  650. if (ret != SUCCESS) {
  651. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  652. }
  653. ret = LoadTBEKernelStore(om_load_helper, cur_model, mode_index);
  654. if (ret != SUCCESS) {
  655. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  656. }
  657. ret = LoadCustAICPUKernelStore(om_load_helper, cur_model, mode_index);
  658. if (ret != SUCCESS) {
  659. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  660. }
  661. ret = LoadTask(om_load_helper, cur_model, mode_index);
  662. if (ret != SUCCESS) {
  663. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  664. }
  665. root_model_->SetSubgraphInstanceNameToModel(cur_model->GetName(), cur_model);
  666. }
  667. return SUCCESS;
  668. }
  669. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper) {
  670. ModelPartition partition_model_def;
  671. // no need to check value, DATA->NetOutput
  672. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def);
  673. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  674. ge::Model model;
  675. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  676. GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u",
  677. partition_model_def.data, partition_model_def.size);
  678. REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u",
  679. partition_model_def.data, partition_model_def.size);
  680. return INTERNAL_ERROR;
  681. }
  682. SetModelToGeModel(model_, model);
  683. return SUCCESS;
  684. }
  685. void ModelHelper::SetModelToGeModel(GeModelPtr &ge_model, Model &model) {
  686. ge_model->SetGraph(model.GetGraph());
  687. ge_model->SetName(model.GetName());
  688. ge_model->SetVersion(model.GetVersion());
  689. ge_model->SetPlatformVersion(model.GetPlatformVersion());
  690. ge_model->SetAttr(model.MutableAttrMap());
  691. }
  692. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  693. ModelPartition partition_model_def;
  694. // no need to check value, DATA->NetOutput
  695. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def, mode_index);
  696. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  697. ge::Model model;
  698. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  699. GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u",
  700. partition_model_def.data, partition_model_def.size);
  701. REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u",
  702. partition_model_def.data, partition_model_def.size);
  703. return INTERNAL_ERROR;
  704. }
  705. SetModelToGeModel(cur_model, model);
  706. return SUCCESS;
  707. }
  708. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper) {
  709. ModelPartition partition;
  710. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition) != SUCCESS) {
  711. GELOGE(FAILED, "[Get][ModelWeightPartition]Failed, GetWeight size:%u", partition.size);
  712. REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u",
  713. partition.size);
  714. return FAILED;
  715. }
  716. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  717. model_->SetWeight(weight);
  718. GELOGD("GetWeight size:%u", partition.size);
  719. return SUCCESS;
  720. }
  721. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  722. ModelPartition partition;
  723. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition, mode_index) != SUCCESS) {
  724. GELOGE(FAILED, "[Get][ModelPartition]Failed, GetWeight size:%u", partition.size);
  725. REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u",
  726. partition.size);
  727. return FAILED;
  728. }
  729. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  730. cur_model->SetWeight(weight);
  731. GELOGD("GetWeight size:%u", partition.size);
  732. return SUCCESS;
  733. }
  734. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper) {
  735. ModelPartition task_partition;
  736. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition) != SUCCESS) {
  737. GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size:%u", task_partition.size);
  738. REPORT_CALL_ERROR("E19999", "Get model task partition failed, task_partition size %u",
  739. task_partition.size);
  740. return FAILED;
  741. }
  742. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  743. GE_CHECK_NOTNULL(task);
  744. if (task_partition.size != 0) {
  745. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  746. GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u",
  747. task_partition.size);
  748. REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u",
  749. task_partition.size);
  750. return INTERNAL_ERROR;
  751. }
  752. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  753. }
  754. model_->SetModelTaskDef(task);
  755. return SUCCESS;
  756. }
  757. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper,
  758. GeModelPtr &cur_model,
  759. size_t mode_index) {
  760. ModelPartition task_partition;
  761. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition, mode_index) != SUCCESS) {
  762. GELOGE(FAILED, "Get task model partition failed.");
  763. GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size %u, mode_index %zu",
  764. task_partition.size, mode_index);
  765. REPORT_CALL_ERROR("E19999", "Get model task partition failed, "
  766. "task_partition size %u, mode_index %zu", task_partition.size, mode_index);
  767. return FAILED;
  768. }
  769. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  770. GE_CHECK_NOTNULL(task);
  771. if (task_partition.size != 0) {
  772. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  773. GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u",
  774. task_partition.size);
  775. REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u",
  776. task_partition.size);
  777. return INTERNAL_ERROR;
  778. }
  779. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  780. }
  781. cur_model->SetModelTaskDef(task);
  782. return SUCCESS;
  783. }
  784. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper) {
  785. // Load tbe kernels
  786. ModelPartition partition_kernel_def;
  787. TBEKernelStore kernel_store;
  788. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def) == SUCCESS) {
  789. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  790. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  791. GELOGD("Load tbe kernels success");
  792. } else {
  793. GELOGW("Load tbe kernels failed");
  794. }
  795. }
  796. model_->SetTBEKernelStore(kernel_store);
  797. return SUCCESS;
  798. }
  799. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  800. // Load tbe kernels
  801. ModelPartition partition_kernel_def;
  802. TBEKernelStore kernel_store;
  803. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def, mode_index) ==
  804. SUCCESS) {
  805. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  806. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  807. GELOGD("Load tbe kernels success");
  808. } else {
  809. GELOGW("Load tbe kernels failed");
  810. }
  811. }
  812. cur_model->SetTBEKernelStore(kernel_store);
  813. return SUCCESS;
  814. }
  815. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper) {
  816. // Load cust aicpu kernels
  817. ModelPartition partition_kernel_def;
  818. CustAICPUKernelStore kernel_store;
  819. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def) == SUCCESS) {
  820. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  821. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  822. GELOGD("Load cust aicpu kernels success");
  823. } else {
  824. GELOGW("Load cust aicpu kernels failed");
  825. }
  826. }
  827. model_->SetCustAICPUKernelStore(kernel_store);
  828. return SUCCESS;
  829. }
  830. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper,
  831. GeModelPtr &cur_model, size_t mode_index) {
  832. // Load cust aicpu kernels
  833. ModelPartition partition_kernel_def;
  834. CustAICPUKernelStore kernel_store;
  835. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def, mode_index)
  836. == SUCCESS) {
  837. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  838. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  839. GELOGD("Load cust aicpu kernels success");
  840. } else {
  841. GELOGW("Load cust aicpu kernels failed");
  842. }
  843. }
  844. cur_model->SetCustAICPUKernelStore(kernel_store);
  845. return SUCCESS;
  846. }
  847. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY GeModelPtr ModelHelper::GetGeModel() {
  848. if (model_ != nullptr) {
  849. return model_;
  850. }
  851. GELOGD("Model has not been loaded!");
  852. std::shared_ptr<ge::GeModel> out_model = ge::MakeShared<ge::GeModel>();
  853. if (out_model == nullptr) {
  854. return nullptr;
  855. }
  856. return out_model;
  857. }
  858. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY GeRootModelPtr ModelHelper::GetGeRootModel() {
  859. if (root_model_ != nullptr) {
  860. return root_model_;
  861. }
  862. GELOGD("Model has not been loaded!");
  863. std::shared_ptr<ge::GeRootModel> out_model = ge::MakeShared<ge::GeRootModel>();
  864. if (out_model == nullptr) {
  865. return nullptr;
  866. }
  867. return out_model;
  868. }
  869. Status ModelHelper::ReleaseLocalModelData() noexcept {
  870. Status result = SUCCESS;
  871. if (model_addr_tmp_ != nullptr) {
  872. errno_t ret = memset_s(static_cast<void *>(model_addr_tmp_), model_len_tmp_, 0, model_len_tmp_);
  873. if (ret != EOK) {
  874. GELOGE(FAILED, "[Memset][Memory]Failed, error-code %d", ret);
  875. REPORT_CALL_ERROR("E19999", "Failed to memset memory, error-code %d", ret);
  876. result = FAILED;
  877. }
  878. delete[] model_addr_tmp_;
  879. model_addr_tmp_ = nullptr;
  880. model_len_tmp_ = 0;
  881. }
  882. return result;
  883. }
  884. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::GetBaseNameFromFileName(
  885. const string &file_name, string &base_name) {
  886. GELOGD("Get base_name from file, file_name:%s", file_name.c_str());
  887. GE_CHK_BOOL_EXEC_WARN(!file_name.empty(), return FAILED, "File path may not valid, check params --output");
  888. size_t start_position = 0;
  889. // using output as base_name (ignore ".om")
  890. size_t filename_suffixes = 3;
  891. if (file_name.find_last_of('/') != string::npos) {
  892. start_position = file_name.find_last_of('/') + 1;
  893. }
  894. size_t end_position = file_name.length() - filename_suffixes;
  895. base_name = file_name.substr(start_position, end_position - start_position);
  896. GE_CHK_BOOL_EXEC_WARN(!base_name.empty(), return FAILED, "Get base_name failed, check params --output");
  897. return SUCCESS;
  898. }
  899. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::GetModelNameFromMergedGraphName(
  900. const string &graph_name, string &model_name) {
  901. GELOGD("Get model_name from graph_name, graph_name:%s", graph_name.c_str());
  902. // this can only be used after merged graph(graph name will be append with "_x", x is index);
  903. GE_CHK_BOOL_EXEC_WARN(!graph_name.empty(), return FAILED, "File path may not valid, check params --output");
  904. size_t start_position = 0;
  905. size_t end_position = graph_name.length();
  906. // using graph as model_name (ignore "_x", x is the index of graph)
  907. if (graph_name.find_last_of('_') != string::npos) {
  908. end_position = graph_name.find_last_of('_');
  909. }
  910. model_name = graph_name.substr(start_position, end_position);
  911. GE_CHK_BOOL_EXEC_WARN(!model_name.empty(), return FAILED, "Get model_name failed, check params --output");
  912. return SUCCESS;
  913. }
  914. Status ModelTool::GetModelInfoFromOm(const char *model_file, ge::proto::ModelDef &model_def, uint32_t &modeldef_size) {
  915. GE_CHECK_NOTNULL(model_file);
  916. ge::ModelData model;
  917. int32_t priority = 0;
  918. Status ret = ModelParserBase::LoadFromFile(model_file, priority, model);
  919. if (ret != SUCCESS) {
  920. GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret);
  921. REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u",
  922. model_file, ret);
  923. return ret;
  924. }
  925. std::function<void()> callback = [&]() {
  926. if (model.model_data != nullptr) {
  927. delete[] reinterpret_cast<char *>(model.model_data);
  928. model.model_data = nullptr;
  929. }
  930. };
  931. GE_MAKE_GUARD(release, callback);
  932. uint8_t *model_data = nullptr;
  933. uint32_t model_len = 0;
  934. ret = ModelParserBase::ParseModelContent(model, model_data, model_len);
  935. if (ret != SUCCESS) {
  936. ErrorManager::GetInstance().ATCReportErrMessage("E10003",
  937. {"parameter", "value", "reason"}, {"om", model_file, "invalid om file, can't be parsed"});
  938. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  939. "[Parse][ModelContent]Failed because of invalid om file %s, please check om param",
  940. model_file);
  941. return ret;
  942. }
  943. OmFileLoadHelper om_load_helper;
  944. ret = om_load_helper.Init(model_data, model_len);
  945. if (ret != SUCCESS) {
  946. REPORT_INNER_ERROR("E19999", "Init om file %s failed", model_file);
  947. GELOGE(ge::FAILED, "[Init][OmFile]Failed, model_file %s", model_file);
  948. return ret;
  949. }
  950. ModelPartition ir_part;
  951. ret = om_load_helper.GetModelPartition(MODEL_DEF, ir_part);
  952. if (ret != SUCCESS) {
  953. REPORT_INNER_ERROR("E19999", "Get model partition failed, model_file %s", model_file);
  954. GELOGE(ge::FAILED, "[Get][ModelPart]Failed, model_file %s", model_file);
  955. return ret;
  956. }
  957. bool flag = ReadProtoFromArray(ir_part.data, ir_part.size, &model_def);
  958. if (!flag) {
  959. ret = INTERNAL_ERROR;
  960. REPORT_INNER_ERROR("E19999", "Read proto from array failed, model_file %s", model_file);
  961. GELOGE(ret, "[Read][ProtoFromArray]Failed, model_file %s", model_file);
  962. return ret;
  963. }
  964. modeldef_size = ir_part.size;
  965. return ret;
  966. }
  967. Status ModelTool::GetModelInfoFromPbtxt(const char *model_file, ge::proto::ModelDef &model_def) {
  968. GE_CHECK_NOTNULL(model_file);
  969. ge::ModelData model;
  970. int32_t priority = 0;
  971. Status ret = ModelParserBase::LoadFromFile(model_file, priority, model);
  972. auto free_model_data = [](void **ptr) -> void {
  973. if (ptr != nullptr && *ptr != nullptr) {
  974. delete[] reinterpret_cast<char *>(*ptr);
  975. *ptr = nullptr;
  976. }
  977. };
  978. if (ret != SUCCESS) {
  979. free_model_data(&model.model_data);
  980. GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret);
  981. REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u",
  982. model_file, ret);
  983. return ret;
  984. }
  985. try {
  986. bool flag = google::protobuf::TextFormat::ParseFromString(reinterpret_cast<char *>(model.model_data), &model_def);
  987. if (!flag) {
  988. free_model_data(&model.model_data);
  989. REPORT_INNER_ERROR("E19999", "Parse model info failed from string, model_file %s", model_file);
  990. GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, model_file %s", model_file);
  991. return FAILED;
  992. }
  993. free_model_data(&model.model_data);
  994. return SUCCESS;
  995. } catch (google::protobuf::FatalException &e) {
  996. free_model_data(&model.model_data);
  997. REPORT_INNER_ERROR("E19999", "Parse model info failed from string, exception message %s, model_file %s",
  998. e.what(), model_file);
  999. GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, exception message %s, model_file %s",
  1000. e.what(), model_file);
  1001. return FAILED;
  1002. }
  1003. }
  1004. } // 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