You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

model_helper.cc 44 kB

5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
4 years ago
5 years ago
5 years ago
4 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
4 years ago
4 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
5 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
5 years ago
4 years ago
5 years ago
4 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043
  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. using std::string;
  23. using domi::ModelTaskDef;
  24. namespace {
  25. const int64_t kOriginalOmPartitionNum = 1;
  26. const uint32_t kStatiOmFileModelNum = 1;
  27. }
  28. namespace ge {
  29. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ModelHelper::~ModelHelper() { (void)ReleaseLocalModelData(); }
  30. Status ModelHelper::SaveModelPartition(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper, ModelPartitionType type,
  31. const uint8_t *data, size_t size, size_t model_index) {
  32. if (size < 1 || size > UINT32_MAX) {
  33. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, partition size %zu invalid", size);
  34. REPORT_INNER_ERROR("E19999", "Add model partition failed, partition size %zu "
  35. "invalid", size);
  36. if (size > UINT32_MAX) {
  37. string item = "item";
  38. if (type == MODEL_DEF) {
  39. item = "model info";
  40. } else if (type == WEIGHTS_DATA) {
  41. item = "weight data";
  42. } else if (type == TASK_INFO) {
  43. item = "task info";
  44. } else if (type == TBE_KERNELS) {
  45. item = "tbe kernels";
  46. } else if (type == CUST_AICPU_KERNELS) {
  47. item = "aicpu kernels";
  48. }
  49. ErrorManager::GetInstance().ATCReportErrMessage("E19023", {"size", "item", "maxsize"},
  50. {std::to_string(size), item, std::to_string(UINT32_MAX)});
  51. }
  52. return PARAM_INVALID;
  53. }
  54. if (data == nullptr) {
  55. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, data is null");
  56. REPORT_INNER_ERROR("E19999", "Add model partition failed, data is null");
  57. return PARAM_INVALID;
  58. }
  59. ModelPartition partition_model;
  60. partition_model.data = const_cast<uint8_t *>(data);
  61. partition_model.size = static_cast<uint32_t>(size);
  62. partition_model.type = type;
  63. if (om_file_save_helper->AddPartition(partition_model, model_index) != SUCCESS) {
  64. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, partition size %zu", size);
  65. REPORT_CALL_ERROR("E19999", "Add model partition failed, partition size %zu", size);
  66. return PARAM_INVALID;
  67. }
  68. return SUCCESS;
  69. }
  70. Status ModelHelper::SaveSizeToModelDef(const GeModelPtr &ge_model) {
  71. vector<int64_t> om_info;
  72. auto ge_model_weight = ge_model->GetWeight();
  73. GELOGD("SaveSizeToModelDef weight_data_size is %zu, %p", ge_model_weight.GetSize(), ge_model_weight.GetData());
  74. om_info.push_back(ge_model_weight.GetSize());
  75. TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore();
  76. GELOGD("SaveSizeToModelDef tbe_kernels_size is %zu", tbe_kernel_store.DataSize());
  77. om_info.push_back(tbe_kernel_store.DataSize());
  78. CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore();
  79. GELOGD("SaveSizeToModelDef cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize());
  80. om_info.push_back(cust_aicpu_kernel_store.DataSize());
  81. std::shared_ptr<ModelTaskDef> model_task_def = ge_model->GetModelTaskDefPtr();
  82. if (model_task_def == nullptr) {
  83. GELOGD("SaveSizeToModelDef task_info_size is 0.");
  84. om_info.push_back(0);
  85. } else {
  86. size_t partition_task_size = model_task_def->ByteSizeLong();
  87. GELOGD("SaveSizeToModelDef task_info_size is %zu", partition_task_size);
  88. om_info.push_back(partition_task_size);
  89. }
  90. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetListInt(*(ge_model.get()), "om_info_list", om_info),
  91. GELOGE(FAILED, "SetListInt of om_info_list failed.");
  92. return FAILED);
  93. return SUCCESS;
  94. }
  95. Status ModelHelper::SaveModelDef(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  96. const GeModelPtr &ge_model, ge::Buffer &model_buffer, size_t model_index) {
  97. ModelPtr model_tmp = ge::MakeShared<ge::Model>(ge_model->GetName(), ge_model->GetPlatformVersion());
  98. if (model_tmp == nullptr) {
  99. GELOGE(FAILED, "[Creat][Model]Failed, Model %s Ptr", ge_model->GetName().c_str());
  100. REPORT_CALL_ERROR("E19999", "Create Model %s Ptr failed", ge_model->GetName().c_str());
  101. return FAILED;
  102. }
  103. model_tmp->SetGraph(ge_model->GetGraph());
  104. model_tmp->SetVersion(ge_model->GetVersion());
  105. model_tmp->SetAttr(ge_model->MutableAttrMap());
  106. Status ret = SaveSizeToModelDef(ge_model);
  107. if (ret != SUCCESS) {
  108. GELOGE(ret, "[Save][SizeToModelDef]Failed, error_code %u", ret);
  109. REPORT_CALL_ERROR("E19999", "Save SizeToModelDef failed, error_code %u", ret);
  110. return ret;
  111. }
  112. (void)model_tmp->Save(model_buffer);
  113. GELOGD("MODEL_DEF size is %zu", model_buffer.GetSize());
  114. if (model_buffer.GetSize() > 0) {
  115. if (SaveModelPartition(om_file_save_helper, ModelPartitionType::MODEL_DEF, model_buffer.GetData(),
  116. model_buffer.GetSize(), model_index) != SUCCESS) {
  117. GELOGE(PARAM_INVALID, "[Add][ModelPartition]Failed, model_def size %zu, model_index %zu",
  118. model_buffer.GetSize(), model_index);
  119. REPORT_CALL_ERROR("E19999", "Add model graph partititon failed, model_def %zu, "
  120. "model_index %zu", model_buffer.GetSize(), model_index);
  121. return PARAM_INVALID;
  122. }
  123. }
  124. return SUCCESS;
  125. }
  126. Status ModelHelper::SaveModelWeights(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  127. const GeModelPtr &ge_model, size_t model_index) {
  128. auto ge_model_weight = ge_model->GetWeight();
  129. GELOGD("WEIGHTS_DATA size is %zu, %p", ge_model_weight.GetSize(), ge_model_weight.GetData());
  130. // weight is not necessary
  131. if (ge_model_weight.GetSize() > 0) {
  132. GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper,
  133. ModelPartitionType::WEIGHTS_DATA,
  134. ge_model_weight.GetData(),
  135. ge_model_weight.GetSize(), model_index), "Add weight partition failed");
  136. }
  137. return SUCCESS;
  138. }
  139. Status ModelHelper::SaveModelTbeKernel(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  140. const GeModelPtr &ge_model, size_t model_index) {
  141. TBEKernelStore tbe_kernel_store = ge_model->GetTBEKernelStore();
  142. GELOGD("TBE_KERNELS size is %zu", tbe_kernel_store.DataSize());
  143. if (tbe_kernel_store.DataSize() > 0) {
  144. GE_CHK_STATUS_RET(
  145. SaveModelPartition(om_file_save_helper, ModelPartitionType::TBE_KERNELS,
  146. ge_model->GetTBEKernelStore().Data(), ge_model->GetTBEKernelStore().DataSize(),
  147. model_index), "Add tbe kernel partition failed");
  148. }
  149. // no need to check value, DATA->NetOutput
  150. (void)tbe_kernel_store.Load(tbe_kernel_store.Data(), tbe_kernel_store.DataSize());
  151. return SUCCESS;
  152. }
  153. Status ModelHelper::SaveModelCustAICPU(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  154. const GeModelPtr &ge_model, size_t model_index) {
  155. CustAICPUKernelStore cust_aicpu_kernel_store = ge_model->GetCustAICPUKernelStore();
  156. GELOGD("cust aicpu kernels size is %zu", cust_aicpu_kernel_store.DataSize());
  157. if (cust_aicpu_kernel_store.DataSize() > 0) {
  158. GE_CHK_STATUS_RET(SaveModelPartition(om_file_save_helper,
  159. ModelPartitionType::CUST_AICPU_KERNELS,
  160. ge_model->GetCustAICPUKernelStore().Data(),
  161. cust_aicpu_kernel_store.DataSize(), model_index),
  162. "Add cust aicpu kernel partition failed");
  163. }
  164. return SUCCESS;
  165. }
  166. Status ModelHelper::SaveModelTaskDef(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  167. const GeModelPtr &ge_model, ge::Buffer &task_buffer, size_t model_index) {
  168. std::shared_ptr<ModelTaskDef> model_task_def = ge_model->GetModelTaskDefPtr();
  169. if (model_task_def == nullptr) {
  170. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Creat][ModelTaskDef]Failed, it is nullptr");
  171. REPORT_CALL_ERROR("E19999", "Creat model task def failed, it is nullptr");
  172. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  173. }
  174. size_t partition_task_size = model_task_def->ByteSizeLong();
  175. GE_IF_BOOL_EXEC(partition_task_size == 0 || partition_task_size > INT_MAX,
  176. GELOGE(FAILED, "[Check][ModelDefSize]Invalid, size %zu!",
  177. partition_task_size);
  178. REPORT_CALL_ERROR("E19999", "Model def size %zu check invalid,",
  179. partition_task_size);
  180. return FAILED);
  181. task_buffer = ge::Buffer(partition_task_size);
  182. if (task_buffer.GetSize() == 0) {
  183. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "[Allocate][ModelTaskDefBuffer]Failed, "
  184. "model def size %zu", partition_task_size);
  185. REPORT_CALL_ERROR("E19999", "Allocate model task def buffer failed, model def size %zu",
  186. partition_task_size);
  187. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  188. }
  189. (void)model_task_def->SerializePartialToArray(task_buffer.GetData(), static_cast<int>(partition_task_size));
  190. GELOGD("TASK_INFO op_size:%d, stream_num:%u", model_task_def->op().size(), model_task_def->stream_num());
  191. GELOGD("TASK_INFO size is %zu", partition_task_size);
  192. if (SaveModelPartition(om_file_save_helper, ModelPartitionType::TASK_INFO, task_buffer.GetData(),
  193. partition_task_size, model_index) != SUCCESS) {
  194. GELOGE(PARAM_INVALID, "[Add][ModelTaskDefPartition]Failed, model def size %zu, "
  195. "model_index %zu", partition_task_size, model_index);
  196. REPORT_CALL_ERROR("E19999", "Add model task def partition failed, model def size %zu "
  197. "model_index %zu", partition_task_size, model_index);
  198. return PARAM_INVALID;
  199. }
  200. return SUCCESS;
  201. }
  202. Status ModelHelper::SaveModelHeader(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  203. const GeModelPtr &ge_model, size_t model_num) {
  204. // Save target/version to model_header
  205. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  206. model_header.platform_type = ge_model->GetPlatformType();
  207. model_header.om_ir_version = ge_model->GetVersion();
  208. model_header.model_num = model_num;
  209. std::string platform_version = ge_model->GetPlatformVersion();
  210. errno_t err;
  211. err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  212. platform_version.size() + 1);
  213. if (err != EOK) {
  214. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  215. "[Save][Model]Failed while allocating memory for platform_version %s, errno %d",
  216. platform_version.c_str(), err);
  217. REPORT_CALL_ERROR("E19999", "ModelHelper save model failed while "
  218. "allocating memory for platform_version %s, errno %d",
  219. platform_version.c_str(), err);
  220. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  221. }
  222. string version = reinterpret_cast<char *>(model_header.platform_version);
  223. GELOGD("Platform version save: %s", version.c_str());
  224. size_t name_size = ge_model->GetName().size();
  225. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  226. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, ge_model->GetName().c_str(), name_size);
  227. if (err != EOK) {
  228. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  229. "[Save][Model]Failed while allocating memory for name %s, errno %d",
  230. ge_model->GetName().c_str(), err);
  231. REPORT_CALL_ERROR("E19999", "ModelHelper save model failed while allocating memory "
  232. "for name %s,errno %d", ge_model->GetName().c_str(), err);
  233. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  234. }
  235. string model_name = reinterpret_cast<char *>(model_header.name);
  236. GELOGD("Model name save:%s", model_name.c_str());
  237. return SUCCESS;
  238. }
  239. Status ModelHelper::SaveAllModelPartiton(std::shared_ptr<OmFileSaveHelper>& om_file_save_helper,
  240. const GeModelPtr &ge_model, ge::Buffer &model_buffer,
  241. ge::Buffer &task_buffer, size_t model_index) {
  242. if (SaveModelDef(om_file_save_helper, ge_model, model_buffer, model_index) != SUCCESS) {
  243. GELOGE(FAILED, "[Save][ModelDef]Failed, model index %zu", model_index);
  244. REPORT_INNER_ERROR("E19999", "ModelHelper save model def failed, model index %zu",
  245. model_index);
  246. return FAILED;
  247. }
  248. if (SaveModelWeights(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  249. GELOGE(FAILED, "[Save][ModelWeights]Failed, model index %zu", model_index);
  250. REPORT_INNER_ERROR("E19999","ModelHelper save mode weights failed, mode index %zu",
  251. model_index);
  252. return FAILED;
  253. }
  254. if (SaveModelTbeKernel(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  255. GELOGE(FAILED, "[Save][ModelTbeKernel]Failed, model index %zu", model_index);
  256. REPORT_INNER_ERROR("E19999", "ModelHelper save model tbe kernel failed, model index %zu",
  257. model_index);
  258. return FAILED;
  259. }
  260. if (SaveModelCustAICPU(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  261. GELOGE(FAILED, "[Save][ModelCustAICPU]Failed, model index %zu", model_index);
  262. REPORT_INNER_ERROR("E19999", "ModelHelper save model cust aicpu failed, "
  263. "model index %zu", model_index);
  264. return FAILED;
  265. }
  266. if (SaveModelTaskDef(om_file_save_helper, ge_model, task_buffer, model_index) != SUCCESS) {
  267. GELOGE(FAILED, "[Save][TaskDef]Failed, model index %zu", model_index);
  268. REPORT_INNER_ERROR("E19999", "ModelHelper save task def failed, model index %zu",
  269. model_index);
  270. return FAILED;
  271. }
  272. return SUCCESS;
  273. }
  274. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::SaveToOmModel(const GeModelPtr &ge_model,
  275. const SaveParam &save_param,
  276. const std::string &output_file,
  277. ModelBufferData& model) {
  278. if (output_file.empty()) {
  279. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid file name prefix");
  280. REPORT_INNER_ERROR("E19999", "GraphBuilder SaveModel received invalid file name prefix");
  281. return FAILED;
  282. }
  283. GE_IF_BOOL_EXEC(ge_model == nullptr, GELOGE(FAILED, "Ge_model is nullptr"); return FAILED);
  284. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  285. GE_CHECK_NOTNULL(om_file_save_helper);
  286. ge::Buffer model_buffer;
  287. ge::Buffer task_buffer;
  288. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffer, task_buffer);
  289. if (ret != SUCCESS) {
  290. GELOGE(ret, "[Save][AllModelPartition]Failed, error_code %u", ret);
  291. REPORT_INNER_ERROR("E19999", "OmFileSaveHelper save all model partition failed, "
  292. "error_code %u", ret);
  293. return ret;
  294. }
  295. ret = SaveModelHeader(om_file_save_helper, ge_model);
  296. if (ret != SUCCESS) {
  297. GELOGE(ret, "[Save][ModelHeader]Failed, error_code %u", ret);
  298. REPORT_INNER_ERROR("E19999", "OmFileSaveHelper save model header failed, "
  299. "error_code %u", ret);
  300. return ret;
  301. }
  302. ret = om_file_save_helper->SaveModel(save_param, output_file.c_str(), model, is_offline_);
  303. if (ret != SUCCESS) {
  304. GELOGE(FAILED, "[Save][Model]Failed, output file %s", output_file.c_str());
  305. REPORT_INNER_ERROR("E19999", "OmFileSaveHelper save model failed, output file %s",
  306. output_file.c_str());
  307. return ret;
  308. }
  309. return SUCCESS;
  310. }
  311. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::SaveToOmRootModel(
  312. const GeRootModelPtr &ge_root_model,
  313. const SaveParam &save_param,
  314. const std::string &output_file,
  315. ModelBufferData& model,
  316. bool is_unknown_shape) {
  317. GE_CHECK_NOTNULL(ge_root_model);
  318. GE_IF_BOOL_EXEC(ge_root_model == nullptr,
  319. GELOGE(FAILED, "[Check][GERootModel]Ge_root_model is nullptr");
  320. REPORT_INNER_ERROR("E19999", "Ge_root_model check failed, it is nullptr");
  321. return FAILED);
  322. auto &name_to_ge_model = ge_root_model->GetSubgraphInstanceNameToModel();
  323. GE_IF_BOOL_EXEC(name_to_ge_model.empty(),
  324. GELOGE(FAILED, "[Get][SubModel]Ge_root_model has no sub model");
  325. REPORT_INNER_ERROR("E19999", "Ge_root_model has no sub model");
  326. return FAILED);
  327. GE_IF_BOOL_EXEC(output_file.empty(),
  328. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid file name prefix");
  329. REPORT_INNER_ERROR("E19999", "GraphBuilder SaveModel received invalid file name prefix");
  330. return FAILED);
  331. if (!is_unknown_shape) {
  332. auto &model_root = name_to_ge_model.begin()->second;
  333. return SaveToOmModel(model_root, save_param, output_file, model);
  334. }
  335. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  336. GE_CHECK_NOTNULL(om_file_save_helper);
  337. auto &first_ge_model = name_to_ge_model.at(ge_root_model->GetRootGraph()->GetName());
  338. // ge root model must be the first to be loaded
  339. vector<string> model_names{ge_root_model->GetRootGraph()->GetName()};
  340. for (auto &item : name_to_ge_model) {
  341. if (item.first != model_names.front()) {
  342. model_names.emplace_back(item.first);
  343. }
  344. }
  345. vector<ge::Buffer> model_buffers(model_names.size());
  346. vector<ge::Buffer> task_buffers(model_names.size());
  347. size_t cur_index = 0;
  348. if (model_names.size() > 1) {
  349. GELOGD("only save first model MODEL_DEF");
  350. if (SaveModelDef(om_file_save_helper, first_ge_model, model_buffers[cur_index], cur_index) != SUCCESS) {
  351. GELOGE(FAILED, "[Save][ModelDef]Failed, model name %s, cur_index %zu",
  352. model_names.c_str(), cur_index);
  353. REPORT_INNER_ERROR("E19999", "Save model %s def failed, cur_index %zu",
  354. model_names.c_str(), cur_index);
  355. return FAILED;
  356. }
  357. ++cur_index;
  358. }
  359. for (; cur_index < model_names.size(); ++cur_index) {
  360. auto model_name = model_names[cur_index];
  361. GELOGD("cur model %s index is %zu", model_name.c_str(), cur_index);
  362. const GeModelPtr &ge_model = name_to_ge_model.at(model_name);
  363. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffers[cur_index],
  364. task_buffers[cur_index], cur_index);
  365. if (ret != SUCCESS) {
  366. GELOGE(INTERNAL_ERROR, "[Save][AllModelPartition]Failed, model name %s, cur_index %zu",
  367. model_name.c_str(), cur_index);
  368. REPORT_INNER_ERROR("E19999", "Save all model %s partition failed, cur_index %zu",
  369. model_name.c_str(), cur_index);
  370. return INTERNAL_ERROR;
  371. }
  372. }
  373. auto ret = SaveModelHeader(om_file_save_helper, first_ge_model, model_names.size());
  374. if (ret != SUCCESS) {
  375. GELOGE(INTERNAL_ERROR, "[Save][ModelHeader]Failed, model name %s", first_ge_model->GetName().c_str());
  376. REPORT_INNER_ERROR("E19999", "Save model %s header failed", first_ge_model->GetName().c_str());
  377. return INTERNAL_ERROR;
  378. }
  379. ret = om_file_save_helper->SaveRootModel(save_param, output_file.c_str(), model, is_offline_);
  380. if (ret != SUCCESS) {
  381. GELOGE(FAILED, "[Save][Model]OmFileSaveHelper save model return fail, output_file %s",
  382. output_file.c_str());
  383. REPORT_INNER_ERROR("E19999", "OmFileSaveHelper save model return fail, output_file %s",
  384. output_file.c_str());
  385. return FAILED;
  386. }
  387. return SUCCESS;
  388. }
  389. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status
  390. ModelHelper::SaveOriginalGraphToOmModel(const ge::Graph &graph, const std::string &output_file) {
  391. if (output_file.empty()) {
  392. GELOGE(FAILED, "[Save][Model]Received invalid file name prefix, output_file %s",
  393. output_file.c_str());
  394. REPORT_CALL_ERROR("E19999", "Save model received invalid file name prefix, output_file %s",
  395. output_file.c_str());
  396. return FAILED;
  397. }
  398. // Get computegraph from graph
  399. auto compute_graph = ge::GraphUtils::GetComputeGraph(graph);
  400. if (compute_graph == nullptr) {
  401. GELOGE(FAILED, "[Save][Model]Failed for compute_graph null");
  402. REPORT_CALL_ERROR("E19999", "Save model failed for compute_graph null");
  403. return FAILED;
  404. }
  405. GE_DUMP(compute_graph, "OriginalGraph");
  406. // Model
  407. ModelPtr model_ptr = ge::MakeShared<ge::Model>();
  408. GE_CHECK_NOTNULL_EXEC(model_ptr, return MEMALLOC_FAILED);
  409. std::string original_model_name = compute_graph->GetName() + "_original";
  410. model_ptr->SetName(original_model_name);
  411. model_ptr->SetGraph(graph);
  412. model_ptr->SetVersion(static_cast<uint32_t>(OM_PROTO_VERSION));
  413. string framework_version;
  414. Status frame_rt = PlatformVersionManager::GetPlatformVersion(framework_version);
  415. if (frame_rt == SUCCESS) {
  416. uint32_t counter = 0;
  417. string model_framework_version = framework_version + "." + std::to_string(counter);
  418. model_ptr->SetPlatformVersion(model_framework_version);
  419. }
  420. // Model def
  421. ge::Buffer model_buffer;
  422. ge::graphStatus status = model_ptr->Save(model_buffer);
  423. if (status != ge::GRAPH_SUCCESS) {
  424. GELOGE(FAILED, "[Save][Model]Failed for save buffer fail");
  425. REPORT_INNER_ERROR("E19999", "Save model failed for save buffer fail");
  426. return FAILED;
  427. }
  428. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  429. GE_CHECK_NOTNULL_EXEC(om_file_save_helper, return MEMALLOC_FAILED);
  430. ModelPartition partition_model;
  431. partition_model.data = model_buffer.GetData();
  432. partition_model.size = static_cast<uint32_t>(model_buffer.GetSize());
  433. partition_model.type = ModelPartitionType::MODEL_DEF;
  434. GELOGI("Original Model type[%u],size[%u]", partition_model.type, partition_model.size);
  435. if (partition_model.data != nullptr && partition_model.size > 0) {
  436. (void)om_file_save_helper->AddPartition(partition_model);
  437. // Condition of AddPartition is established, no need to check value
  438. }
  439. // Save target/version to model_header
  440. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  441. model_header.om_ir_version = model_ptr->GetVersion();
  442. model_header.headsize = MODEL_FILE_HEAD_LEN;
  443. std::string platform_version = model_ptr->GetPlatformVersion();
  444. errno_t err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  445. platform_version.size() + 1);
  446. if (err != EOK) {
  447. GELOGE(FAILED, "[Save][Model]Failed for platform_version %s, errno %d",
  448. platform_version.c_str(), err);
  449. REPORT_CALL_ERROR("E19999", "Save model failed for platform_version %s, errno %d",
  450. platform_version.c_str(), err);
  451. return FAILED;
  452. }
  453. size_t name_size = model_ptr->GetName().size();
  454. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  455. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, model_ptr->GetName().c_str(), name_size);
  456. if (err != EOK) {
  457. GELOGE(FAILED, "[Save][Model]Failed for memory copy %s failed, errno %d",
  458. model_ptr->GetName().c_str(), err);
  459. REPORT_CALL_ERROR("E19999", "Save model failed for memory copy %s failed, errno %d",
  460. model_ptr->GetName().c_str(), err);
  461. return FAILED;
  462. }
  463. ModelBufferData model;
  464. Status ret = om_file_save_helper->SaveModelToFile(output_file.c_str(), model, is_offline_);
  465. return (ret == SUCCESS ? SUCCESS : FAILED);
  466. }
  467. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadModel(const ge::ModelData &model_data) {
  468. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  469. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "Model_data is nullptr, or model_data_size is 0");
  470. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  471. }
  472. if (is_assign_model_) {
  473. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "Model helper has already loaded!");
  474. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  475. }
  476. if (ReleaseLocalModelData() != SUCCESS) {
  477. GELOGE(ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA, "ReleaseLocalModelData failed.");
  478. return ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA;
  479. }
  480. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  481. if (status != SUCCESS) {
  482. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "Parse model content failed!");
  483. return ACL_ERROR_GE_PARAM_INVALID;
  484. }
  485. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  486. OmFileLoadHelper om_load_helper;
  487. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  488. if (status != SUCCESS) {
  489. GELOGE(status, "Om_load_helper init failed");
  490. model_addr_tmp_ = nullptr;
  491. return status;
  492. }
  493. auto partition_table = reinterpret_cast<ModelPartitionTable *>(model_addr_tmp_);
  494. if (partition_table->num == kOriginalOmPartitionNum) {
  495. model_addr_tmp_ = nullptr;
  496. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "om model is error,please use executable om model");
  497. return ACL_ERROR_GE_PARAM_INVALID;
  498. }
  499. // Encrypt model need to del temp model/no encrypt model don't need to del model
  500. model_addr_tmp_ = nullptr;
  501. status = GenerateGeModel(om_load_helper);
  502. if (status != SUCCESS) {
  503. GELOGE(status, "GenerateGeModel failed");
  504. return status;
  505. }
  506. GELOGD("in ModelHelper::LoadModel, is_assign_model_ is setted to true!");
  507. is_assign_model_ = true;
  508. return SUCCESS;
  509. }
  510. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadRootModel(const ge::ModelData &model_data) {
  511. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  512. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "Model_data is nullptr, or model_data_size is 0");
  513. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  514. }
  515. if (is_assign_model_) {
  516. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "Model helper has already loaded!");
  517. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  518. }
  519. if (ReleaseLocalModelData() != SUCCESS) {
  520. GELOGE(INTERNAL_ERROR, "ReleaseLocalModelData failed.");
  521. return INTERNAL_ERROR;
  522. }
  523. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  524. if (status != SUCCESS) {
  525. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "Parse model content failed!");
  526. return ACL_ERROR_GE_PARAM_INVALID;
  527. }
  528. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  529. //model verison 1.0 file header does not have model_num member
  530. is_unknown_shape_model_ = file_header_->version >= ge::MODEL_VERSION &&
  531. file_header_->model_num > kStatiOmFileModelNum;
  532. GELOGD("cur om model is ge root model or no %d, model version %u", is_unknown_shape_model_, file_header_->version);
  533. OmFileLoadHelper om_load_helper;
  534. if (is_unknown_shape_model_) {
  535. auto model_num = file_header_->model_num;
  536. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_, model_num);
  537. } else {
  538. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  539. }
  540. if (status != SUCCESS) {
  541. GELOGE(status, "Om_load_helper init failed");
  542. model_addr_tmp_ = nullptr;
  543. return status;
  544. }
  545. // Encrypt model need to del temp model/no encrypt model don't need to del model
  546. model_addr_tmp_ = nullptr;
  547. status = GenerateGeRootModel(om_load_helper);
  548. if (status != SUCCESS) {
  549. GELOGE(status, "GenerateGeRootModel failed");
  550. return status;
  551. }
  552. GELOGD("in ModelHelper::LoadRootModel, is_assign_model_ is setted to true!");
  553. is_assign_model_ = true;
  554. return SUCCESS;
  555. }
  556. Status ModelHelper::GenerateGeModel(OmFileLoadHelper &om_load_helper) {
  557. model_ = ge::MakeShared<ge::GeModel>();
  558. GE_CHECK_NOTNULL(model_);
  559. Status ret = LoadModelData(om_load_helper);
  560. if (ret != SUCCESS) {
  561. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  562. }
  563. ret = LoadWeights(om_load_helper);
  564. if (ret != SUCCESS) {
  565. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  566. }
  567. ret = LoadTask(om_load_helper);
  568. if (ret != SUCCESS) {
  569. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  570. }
  571. ret = LoadTBEKernelStore(om_load_helper);
  572. if (ret != SUCCESS) {
  573. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  574. }
  575. ret = LoadCustAICPUKernelStore(om_load_helper);
  576. if (ret != SUCCESS) {
  577. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  578. }
  579. return SUCCESS;
  580. }
  581. Status ModelHelper::GenerateGeRootModel(OmFileLoadHelper &om_load_helper) {
  582. GELOGD("Begin to generate ge root model");
  583. root_model_ = ge::MakeShared<ge::GeRootModel>();
  584. GE_CHECK_NOTNULL(root_model_);
  585. if (!is_unknown_shape_model_) {
  586. if (GenerateGeModel(om_load_helper) != SUCCESS) {
  587. GELOGE(FAILED, "GenerateGeModel failed");
  588. return FAILED;
  589. }
  590. GE_CHECK_NOTNULL(model_);
  591. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(model_->GetGraph()));
  592. return SUCCESS;
  593. }
  594. bool is_first_model = true;
  595. for (size_t mode_index = 0; mode_index < file_header_->model_num; ++mode_index) {
  596. GeModelPtr cur_model = ge::MakeShared<ge::GeModel>();
  597. Status ret = LoadModelData(om_load_helper, cur_model, mode_index);
  598. if (ret != SUCCESS) {
  599. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  600. }
  601. if (is_first_model) {
  602. is_first_model = false;
  603. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(cur_model->GetGraph()));
  604. root_model_->SetModelId(cur_model->GetModelId());
  605. model_ = cur_model;
  606. continue;
  607. }
  608. ret = LoadWeights(om_load_helper, cur_model, mode_index);
  609. if (ret != SUCCESS) {
  610. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  611. }
  612. ret = LoadTBEKernelStore(om_load_helper, cur_model, mode_index);
  613. if (ret != SUCCESS) {
  614. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  615. }
  616. ret = LoadCustAICPUKernelStore(om_load_helper, cur_model, mode_index);
  617. if (ret != SUCCESS) {
  618. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  619. }
  620. ret = LoadTask(om_load_helper, cur_model, mode_index);
  621. if (ret != SUCCESS) {
  622. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  623. }
  624. root_model_->SetSubgraphInstanceNameToModel(cur_model->GetName(), cur_model);
  625. }
  626. return SUCCESS;
  627. }
  628. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper) {
  629. ModelPartition partition_model_def;
  630. // no need to check value, DATA->NetOutput
  631. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def);
  632. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  633. ge::Model model;
  634. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  635. GELOGE(INTERNAL_ERROR, "Load model failed.");
  636. return INTERNAL_ERROR;
  637. }
  638. SetModelToGeModel(model_, model);
  639. return SUCCESS;
  640. }
  641. void ModelHelper::SetModelToGeModel(GeModelPtr &ge_model, Model &model) {
  642. ge_model->SetGraph(model.GetGraph());
  643. ge_model->SetName(model.GetName());
  644. ge_model->SetVersion(model.GetVersion());
  645. ge_model->SetPlatformVersion(model.GetPlatformVersion());
  646. ge_model->SetAttr(model.MutableAttrMap());
  647. }
  648. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  649. ModelPartition partition_model_def;
  650. // no need to check value, DATA->NetOutput
  651. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def, mode_index);
  652. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  653. ge::Model model;
  654. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  655. GELOGE(INTERNAL_ERROR, "Load model failed.");
  656. return INTERNAL_ERROR;
  657. }
  658. SetModelToGeModel(cur_model, model);
  659. return SUCCESS;
  660. }
  661. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper) {
  662. ModelPartition partition;
  663. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition) != SUCCESS) {
  664. GELOGE(FAILED, "Get weight model partition failed.");
  665. return FAILED;
  666. }
  667. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  668. model_->SetWeight(weight);
  669. GELOGD("GetWeight size:%u", partition.size);
  670. return SUCCESS;
  671. }
  672. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  673. ModelPartition partition;
  674. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition, mode_index) != SUCCESS) {
  675. GELOGE(FAILED, "Get weight model partition failed.");
  676. return FAILED;
  677. }
  678. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  679. cur_model->SetWeight(weight);
  680. GELOGD("GetWeight size:%u", partition.size);
  681. return SUCCESS;
  682. }
  683. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper) {
  684. ModelPartition task_partition;
  685. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition) != SUCCESS) {
  686. GELOGE(FAILED, "Get task model partition failed.");
  687. return FAILED;
  688. }
  689. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  690. GE_CHECK_NOTNULL(task);
  691. if (task_partition.size != 0) {
  692. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  693. GELOGE(INTERNAL_ERROR, "ReadProtoFromArray failed.");
  694. return INTERNAL_ERROR;
  695. }
  696. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  697. }
  698. model_->SetModelTaskDef(task);
  699. return SUCCESS;
  700. }
  701. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper,
  702. GeModelPtr &cur_model,
  703. size_t mode_index) {
  704. ModelPartition task_partition;
  705. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition, mode_index) != SUCCESS) {
  706. GELOGE(FAILED, "Get task model partition failed.");
  707. return FAILED;
  708. }
  709. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  710. GE_CHECK_NOTNULL(task);
  711. if (task_partition.size != 0) {
  712. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  713. GELOGE(INTERNAL_ERROR, "ReadProtoFromArray failed.");
  714. return INTERNAL_ERROR;
  715. }
  716. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  717. }
  718. cur_model->SetModelTaskDef(task);
  719. return SUCCESS;
  720. }
  721. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper) {
  722. // Load tbe kernels
  723. ModelPartition partition_kernel_def;
  724. TBEKernelStore kernel_store;
  725. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def) == SUCCESS) {
  726. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  727. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  728. GELOGD("Load tbe kernels success");
  729. } else {
  730. GELOGW("Load tbe kernels failed");
  731. }
  732. }
  733. model_->SetTBEKernelStore(kernel_store);
  734. return SUCCESS;
  735. }
  736. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  737. // Load tbe kernels
  738. ModelPartition partition_kernel_def;
  739. TBEKernelStore kernel_store;
  740. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def, mode_index) ==
  741. SUCCESS) {
  742. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  743. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  744. GELOGD("Load tbe kernels success");
  745. } else {
  746. GELOGW("Load tbe kernels failed");
  747. }
  748. }
  749. cur_model->SetTBEKernelStore(kernel_store);
  750. return SUCCESS;
  751. }
  752. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper) {
  753. // Load cust aicpu kernels
  754. ModelPartition partition_kernel_def;
  755. CustAICPUKernelStore kernel_store;
  756. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def) == SUCCESS) {
  757. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  758. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  759. GELOGD("Load cust aicpu kernels success");
  760. } else {
  761. GELOGW("Load cust aicpu kernels failed");
  762. }
  763. }
  764. model_->SetCustAICPUKernelStore(kernel_store);
  765. return SUCCESS;
  766. }
  767. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper,
  768. GeModelPtr &cur_model, size_t mode_index) {
  769. // Load cust aicpu kernels
  770. ModelPartition partition_kernel_def;
  771. CustAICPUKernelStore kernel_store;
  772. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def, mode_index)
  773. == SUCCESS) {
  774. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  775. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  776. GELOGD("Load cust aicpu kernels success");
  777. } else {
  778. GELOGW("Load cust aicpu kernels failed");
  779. }
  780. }
  781. cur_model->SetCustAICPUKernelStore(kernel_store);
  782. return SUCCESS;
  783. }
  784. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY GeModelPtr ModelHelper::GetGeModel() {
  785. if (model_ != nullptr) {
  786. return model_;
  787. }
  788. GELOGD("Model has not been loaded!");
  789. std::shared_ptr<ge::GeModel> out_model = ge::MakeShared<ge::GeModel>();
  790. if (out_model == nullptr) {
  791. return nullptr;
  792. }
  793. return out_model;
  794. }
  795. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY GeRootModelPtr ModelHelper::GetGeRootModel() {
  796. if (root_model_ != nullptr) {
  797. return root_model_;
  798. }
  799. GELOGD("Model has not been loaded!");
  800. std::shared_ptr<ge::GeRootModel> out_model = ge::MakeShared<ge::GeRootModel>();
  801. if (out_model == nullptr) {
  802. return nullptr;
  803. }
  804. return out_model;
  805. }
  806. Status ModelHelper::ReleaseLocalModelData() noexcept {
  807. Status result = SUCCESS;
  808. if (model_addr_tmp_ != nullptr) {
  809. errno_t ret = memset_s(static_cast<void *>(model_addr_tmp_), model_len_tmp_, 0, model_len_tmp_);
  810. if (ret != EOK) {
  811. GELOGE(FAILED, "Failed to memset memory, error-code %d", ret);
  812. result = FAILED;
  813. }
  814. delete[] model_addr_tmp_;
  815. model_addr_tmp_ = nullptr;
  816. model_len_tmp_ = 0;
  817. }
  818. return result;
  819. }
  820. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::GetBaseNameFromFileName(
  821. const string &file_name, string &base_name) {
  822. GELOGD("Get base_name from file, file_name:%s", file_name.c_str());
  823. GE_CHK_BOOL_EXEC_WARN(!file_name.empty(), return FAILED, "File path may not valid, check params --output");
  824. size_t start_position = 0;
  825. // using output as base_name (ignore ".om")
  826. size_t filename_suffixes = 3;
  827. if (file_name.find_last_of('/') != string::npos) {
  828. start_position = file_name.find_last_of('/') + 1;
  829. }
  830. size_t end_position = file_name.length() - filename_suffixes;
  831. base_name = file_name.substr(start_position, end_position - start_position);
  832. GE_CHK_BOOL_EXEC_WARN(!base_name.empty(), return FAILED, "Get base_name failed, check params --output");
  833. return SUCCESS;
  834. }
  835. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelHelper::GetModelNameFromMergedGraphName(
  836. const string &graph_name, string &model_name) {
  837. GELOGD("Get model_name from graph_name, graph_name:%s", graph_name.c_str());
  838. // this can only be used after merged graph(graph name will be append with "_x", x is index);
  839. GE_CHK_BOOL_EXEC_WARN(!graph_name.empty(), return FAILED, "File path may not valid, check params --output");
  840. size_t start_position = 0;
  841. size_t end_position = graph_name.length();
  842. // using graph as model_name (ignore "_x", x is the index of graph)
  843. if (graph_name.find_last_of('_') != string::npos) {
  844. end_position = graph_name.find_last_of('_');
  845. }
  846. model_name = graph_name.substr(start_position, end_position);
  847. GE_CHK_BOOL_EXEC_WARN(!model_name.empty(), return FAILED, "Get model_name failed, check params --output");
  848. return SUCCESS;
  849. }
  850. Status ModelTool::GetModelInfoFromOm(const char *model_file, ge::proto::ModelDef &model_def, uint32_t &modeldef_size) {
  851. GE_CHECK_NOTNULL(model_file);
  852. ge::ModelData model;
  853. int32_t priority = 0;
  854. Status ret = ModelParserBase::LoadFromFile(model_file, "", priority, model);
  855. if (ret != SUCCESS) {
  856. GELOGE(ret, "LoadFromFile failed.");
  857. return ret;
  858. }
  859. std::function<void()> callback = [&]() {
  860. if (model.model_data != nullptr) {
  861. delete[] reinterpret_cast<char *>(model.model_data);
  862. model.model_data = nullptr;
  863. }
  864. };
  865. GE_MAKE_GUARD(release, callback);
  866. uint8_t *model_data = nullptr;
  867. uint32_t model_len = 0;
  868. ret = ModelParserBase::ParseModelContent(model, model_data, model_len);
  869. if (ret != SUCCESS) {
  870. ErrorManager::GetInstance().ATCReportErrMessage("E10003",
  871. {"parameter", "value", "reason"}, {"om", model_file, "invalid om file"});
  872. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  873. "ParseModelContent failed because of invalid om file. Please check --om param.");
  874. return ret;
  875. }
  876. OmFileLoadHelper om_load_helper;
  877. ret = om_load_helper.Init(model_data, model_len);
  878. if (ret != SUCCESS) {
  879. ErrorManager::GetInstance().ATCReportErrMessage("E19021", {"reason"}, {"Om file init failed"});
  880. GELOGE(ge::FAILED, "Om file init failed.");
  881. return ret;
  882. }
  883. ModelPartition ir_part;
  884. ret = om_load_helper.GetModelPartition(MODEL_DEF, ir_part);
  885. if (ret != SUCCESS) {
  886. ErrorManager::GetInstance().ATCReportErrMessage("E19021", {"reason"}, {"Get model part failed"});
  887. GELOGE(ge::FAILED, "Get model part failed.");
  888. return ret;
  889. }
  890. bool flag = ReadProtoFromArray(ir_part.data, ir_part.size, &model_def);
  891. if (!flag) {
  892. ret = INTERNAL_ERROR;
  893. ErrorManager::GetInstance().ATCReportErrMessage("E19021", {"reason"}, {"ReadProtoFromArray failed"});
  894. GELOGE(ret, "ReadProtoFromArray failed.");
  895. return ret;
  896. }
  897. modeldef_size = ir_part.size;
  898. return ret;
  899. }
  900. Status ModelTool::GetModelInfoFromPbtxt(const char *model_file, ge::proto::ModelDef &model_def) {
  901. GE_CHECK_NOTNULL(model_file);
  902. ge::ModelData model;
  903. int32_t priority = 0;
  904. Status ret = ModelParserBase::LoadFromFile(model_file, "", priority, model);
  905. auto free_model_data = [](void **ptr) -> void {
  906. if (ptr != nullptr && *ptr != nullptr) {
  907. delete[] reinterpret_cast<char *>(*ptr);
  908. *ptr = nullptr;
  909. }
  910. };
  911. if (ret != SUCCESS) {
  912. free_model_data(&model.model_data);
  913. GELOGE(ret, "LoadFromFile failed.");
  914. return ret;
  915. }
  916. try {
  917. bool flag = google::protobuf::TextFormat::ParseFromString(reinterpret_cast<char *>(model.model_data), &model_def);
  918. if (!flag) {
  919. free_model_data(&model.model_data);
  920. ErrorManager::GetInstance().ATCReportErrMessage("E19021", {"reason"}, {"ParseFromString failed"});
  921. GELOGE(FAILED, "ParseFromString failed.");
  922. return FAILED;
  923. }
  924. free_model_data(&model.model_data);
  925. return SUCCESS;
  926. } catch (google::protobuf::FatalException &e) {
  927. free_model_data(&model.model_data);
  928. ErrorManager::GetInstance().ATCReportErrMessage("E19021", {"reason"}, {"ParseFromString failed, exception message["
  929. + std::string(e.what()) + "]"});
  930. GELOGE(FAILED, "ParseFromString failed. exception message : %s", e.what());
  931. return FAILED;
  932. }
  933. }
  934. } // 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