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 48 kB

5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
4 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
4 years ago
4 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
4 years ago
4 years ago
5 years ago
4 years ago
4 years ago
5 years ago
4 years ago
4 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
4 years ago
5 years ago
4 years ago
4 years ago
4 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
5 years ago
4 years ago
5 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
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
4 years ago
4 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
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
4 years ago
4 years ago
4 years ago
4 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 years ago
4 years ago
5 years ago
4 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 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
5 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
4 years ago
5 years ago
4 years ago
5 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
5 years ago
5 years ago
4 years ago
5 years ago
4 years ago
4 years ago
5 years ago
4 years ago
5 years ago
4 years ago
4 years ago
5 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
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
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
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
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096
  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. 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, const GeModelPtr &ge_model,
  98. 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, const GeModelPtr &ge_model,
  131. 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, const GeModelPtr &ge_model,
  171. 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, const GeModelPtr &ge_model,
  211. 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",
  225. platform_version.c_str(), ge_model->GetName().c_str(), err);
  226. REPORT_CALL_ERROR("E19999",
  227. "ModelHelper save model %s failed while "
  228. "allocating memory for platform_version %s, errno %d",
  229. ge_model->GetName().c_str(), platform_version.c_str(), err);
  230. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  231. }
  232. string version = reinterpret_cast<char *>(model_header.platform_version);
  233. GELOGD("Platform version save: %s", version.c_str());
  234. size_t name_size = ge_model->GetName().size();
  235. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  236. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, ge_model->GetName().c_str(), name_size);
  237. if (err != EOK) {
  238. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION,
  239. "[Save][Model]Failed while allocating memory for model %s, errno %d",
  240. ge_model->GetName().c_str(), err);
  241. REPORT_CALL_ERROR("E19999", "ModelHelper save model failed while allocating memory "
  242. "for model %s,errno %d", ge_model->GetName().c_str(), err);
  243. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  244. }
  245. string model_name = reinterpret_cast<char *>(model_header.name);
  246. GELOGD("Model name save:%s", model_name.c_str());
  247. return SUCCESS;
  248. }
  249. Status ModelHelper::SaveAllModelPartiton(std::shared_ptr<OmFileSaveHelper> &om_file_save_helper,
  250. const GeModelPtr &ge_model, ge::Buffer &model_buffer, ge::Buffer &task_buffer,
  251. size_t model_index) {
  252. if (SaveModelDef(om_file_save_helper, ge_model, model_buffer, model_index) != SUCCESS) {
  253. GELOGE(FAILED, "[Save][ModelDef]Failed, model %s, model index %zu",
  254. ge_model->GetName().c_str(), model_index);
  255. REPORT_CALL_ERROR("E19999", "ModelHelper save model def failed, model %s, model index %zu",
  256. ge_model->GetName().c_str(), model_index);
  257. return FAILED;
  258. }
  259. if (SaveModelWeights(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  260. GELOGE(FAILED, "[Save][ModelWeights]Failed, model %s, model index %zu",
  261. ge_model->GetName().c_str(), model_index);
  262. REPORT_CALL_ERROR("E19999", "ModelHelper save mode weights failed, model %s, model index %zu",
  263. ge_model->GetName().c_str(), model_index);
  264. return FAILED;
  265. }
  266. if (SaveModelTbeKernel(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  267. GELOGE(FAILED, "[Save][ModelTbeKernel]Failed, model %s, model index %zu",
  268. ge_model->GetName().c_str(), model_index);
  269. REPORT_CALL_ERROR("E19999", "ModelHelper save model tbe kernel failed, model %s, "
  270. "model index %zu", ge_model->GetName().c_str(), model_index);
  271. return FAILED;
  272. }
  273. if (SaveModelCustAICPU(om_file_save_helper, ge_model, model_index) != SUCCESS) {
  274. GELOGE(FAILED, "[Save][ModelCustAICPU]Failed, model %s, model index %zu",
  275. ge_model->GetName().c_str(), model_index);
  276. REPORT_CALL_ERROR("E19999", "ModelHelper save model cust aicpu failed, model %s "
  277. "model index %zu", ge_model->GetName().c_str(), model_index);
  278. return FAILED;
  279. }
  280. if (SaveModelTaskDef(om_file_save_helper, ge_model, task_buffer, model_index) != SUCCESS) {
  281. GELOGE(FAILED, "[Save][TaskDef]Failed, model %s, model index %zu",
  282. ge_model->GetName().c_str(), model_index);
  283. REPORT_CALL_ERROR("E19999", "ModelHelper save task def failed, model %s, model index %zu",
  284. ge_model->GetName().c_str(), model_index);
  285. return FAILED;
  286. }
  287. return SUCCESS;
  288. }
  289. Status ModelHelper::SaveToOmModel(const GeModelPtr &ge_model, const SaveParam &save_param,
  290. const std::string &output_file, 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. Status ModelHelper::SaveToOmRootModel(const GeRootModelPtr &ge_root_model, const SaveParam &save_param,
  334. const std::string &output_file, ModelBufferData &model, bool is_unknown_shape) {
  335. GE_CHECK_NOTNULL(ge_root_model);
  336. GE_IF_BOOL_EXEC(ge_root_model == nullptr,
  337. GELOGE(FAILED, "[Check][GERootModel]Ge_root_model is nullptr");
  338. REPORT_INNER_ERROR("E19999", "Ge_root_model check failed, it is nullptr");
  339. return FAILED);
  340. auto &name_to_ge_model = ge_root_model->GetSubgraphInstanceNameToModel();
  341. GE_IF_BOOL_EXEC(name_to_ge_model.empty(),
  342. GELOGE(FAILED, "[Get][SubModel]Ge_root_model has no sub model");
  343. REPORT_INNER_ERROR("E19999", "Ge_root_model has no sub model");
  344. return FAILED);
  345. GE_IF_BOOL_EXEC(output_file.empty(),
  346. GELOGE(FAILED, "[Save][Model]GraphBuilder SaveModel received invalid "
  347. "file name prefix");
  348. REPORT_INNER_ERROR("E19999", "GraphBuilder SaveModel received invalid "
  349. "file name prefix");
  350. return FAILED);
  351. if (!is_unknown_shape) {
  352. auto &model_root = name_to_ge_model.begin()->second;
  353. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(model_root.get()), ATTR_MODEL_ATC_CMDLINE,
  354. domi::GetContext().atc_cmdline),
  355. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  356. return FAILED);
  357. return SaveToOmModel(model_root, save_param, output_file, model);
  358. }
  359. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  360. GE_CHECK_NOTNULL(om_file_save_helper);
  361. auto &first_ge_model = name_to_ge_model.at(ge_root_model->GetRootGraph()->GetName());
  362. GE_CHK_BOOL_EXEC(ge::AttrUtils::SetStr(*(first_ge_model.get()), ATTR_MODEL_ATC_CMDLINE,
  363. domi::GetContext().atc_cmdline),
  364. GELOGE(FAILED, "SetStr for atc_cmdline failed.");
  365. return FAILED);
  366. // ge root model must be the first to be loaded
  367. vector<string> model_names{ge_root_model->GetRootGraph()->GetName()};
  368. for (auto &item : name_to_ge_model) {
  369. if (item.first != model_names.front()) {
  370. model_names.emplace_back(item.first);
  371. }
  372. }
  373. vector<ge::Buffer> model_buffers(model_names.size());
  374. vector<ge::Buffer> task_buffers(model_names.size());
  375. size_t cur_index = 0;
  376. if (model_names.size() > 1) {
  377. GELOGD("only save first model MODEL_DEF");
  378. if (SaveModelDef(om_file_save_helper, first_ge_model, model_buffers[cur_index], cur_index) != SUCCESS) {
  379. GELOGE(FAILED, "[Save][ModelDef]Failed, cur_index %zu", cur_index);
  380. REPORT_INNER_ERROR("E19999", "Save model def failed, cur_index %zu", cur_index);
  381. return FAILED;
  382. }
  383. ++cur_index;
  384. }
  385. for (; cur_index < model_names.size(); ++cur_index) {
  386. auto model_name = model_names[cur_index];
  387. GELOGD("cur model %s index is %zu", model_name.c_str(), cur_index);
  388. const GeModelPtr &ge_model = name_to_ge_model.at(model_name);
  389. auto ret = SaveAllModelPartiton(om_file_save_helper, ge_model, model_buffers[cur_index],
  390. task_buffers[cur_index], cur_index);
  391. if (ret != SUCCESS) {
  392. GELOGE(INTERNAL_ERROR, "[Save][AllModelPartition]Failed, model name %s, cur_index %zu",
  393. model_name.c_str(), cur_index);
  394. REPORT_CALL_ERROR("E19999", "Save all model %s partition failed, cur_index %zu",
  395. model_name.c_str(), cur_index);
  396. return INTERNAL_ERROR;
  397. }
  398. }
  399. auto ret = SaveModelHeader(om_file_save_helper, first_ge_model, model_names.size());
  400. if (ret != SUCCESS) {
  401. GELOGE(INTERNAL_ERROR, "[Save][ModelHeader]Failed, model name %s",
  402. first_ge_model->GetName().c_str());
  403. REPORT_CALL_ERROR("E19999", "Save model %s header failed", first_ge_model->GetName().c_str());
  404. return INTERNAL_ERROR;
  405. }
  406. ret = om_file_save_helper->SaveRootModel(save_param, output_file.c_str(), model, is_offline_);
  407. if (ret != SUCCESS) {
  408. GELOGE(FAILED, "[Save][Model]OmFileSaveHelper save model eturn fail, output_file %s",
  409. output_file.c_str());
  410. REPORT_CALL_ERROR("E19999", "OmFileSaveHelper save model return fail, output_file %s",
  411. output_file.c_str());
  412. return FAILED;
  413. }
  414. return SUCCESS;
  415. }
  416. Status ModelHelper::SaveOriginalGraphToOmModel(const ge::Graph &graph, const std::string &output_file) {
  417. if (output_file.empty()) {
  418. GELOGE(FAILED, "[Save][Model]Received invalid file name prefix, output_file %s", output_file.c_str());
  419. REPORT_INNER_ERROR("E19999", "Save model received invalid file name prefix, output_file %s", output_file.c_str());
  420. return FAILED;
  421. }
  422. // Get computegraph from graph
  423. auto compute_graph = ge::GraphUtils::GetComputeGraph(graph);
  424. if (compute_graph == nullptr) {
  425. GELOGE(FAILED, "[Save][Model]Failed for compute_graph null");
  426. REPORT_INNER_ERROR("E19999", "Save model failed for compute_graph null");
  427. return FAILED;
  428. }
  429. GE_DUMP(compute_graph, "OriginalGraph");
  430. // Model
  431. ModelPtr model_ptr = ge::MakeShared<ge::Model>();
  432. GE_CHECK_NOTNULL_EXEC(model_ptr, return MEMALLOC_FAILED);
  433. std::string original_model_name = compute_graph->GetName() + "_original";
  434. model_ptr->SetName(original_model_name);
  435. model_ptr->SetGraph(graph);
  436. model_ptr->SetVersion(static_cast<uint32_t>(OM_PROTO_VERSION));
  437. string framework_version;
  438. Status frame_rt = PlatformVersionManager::GetPlatformVersion(framework_version);
  439. if (frame_rt == SUCCESS) {
  440. uint32_t counter = 0;
  441. string model_framework_version = framework_version + "." + std::to_string(counter);
  442. model_ptr->SetPlatformVersion(model_framework_version);
  443. }
  444. // Model def
  445. ge::Buffer model_buffer;
  446. ge::graphStatus status = model_ptr->Save(model_buffer);
  447. if (status != ge::GRAPH_SUCCESS) {
  448. GELOGE(FAILED, "[Save][Model]Failed for save buffer fail, model %s",
  449. model_ptr->GetName().c_str());
  450. REPORT_CALL_ERROR("E19999", "Save model %s failed for save buffer fail",
  451. model_ptr->GetName().c_str());
  452. return FAILED;
  453. }
  454. std::shared_ptr<OmFileSaveHelper> om_file_save_helper = ge::MakeShared<OmFileSaveHelper>();
  455. GE_CHECK_NOTNULL_EXEC(om_file_save_helper, return MEMALLOC_FAILED);
  456. ModelPartition partition_model;
  457. partition_model.data = model_buffer.GetData();
  458. partition_model.size = static_cast<uint32_t>(model_buffer.GetSize());
  459. partition_model.type = ModelPartitionType::MODEL_DEF;
  460. GELOGI("Original Model type[%u],size[%u]", partition_model.type, partition_model.size);
  461. if (partition_model.data != nullptr && partition_model.size > 0) {
  462. (void)om_file_save_helper->AddPartition(partition_model);
  463. // Condition of AddPartition is established, no need to check value
  464. }
  465. // Save target/version to model_header
  466. ModelFileHeader &model_header = om_file_save_helper->GetModelFileHeader();
  467. model_header.om_ir_version = model_ptr->GetVersion();
  468. model_header.headsize = MODEL_FILE_HEAD_LEN;
  469. std::string platform_version = model_ptr->GetPlatformVersion();
  470. errno_t err = memcpy_s(model_header.platform_version, PLATFORM_VERSION_LEN, platform_version.c_str(),
  471. platform_version.size() + 1);
  472. if (err != EOK) {
  473. GELOGE(FAILED, "[Save][Model]Failed for platform_version %s, model %s, errno %d",
  474. platform_version.c_str(), model_ptr->GetName().c_str(), err);
  475. REPORT_CALL_ERROR("E19999", "Save model %s failed for platform_version %s, errno %d",
  476. model_ptr->GetName().c_str(), platform_version.c_str(), err);
  477. return FAILED;
  478. }
  479. size_t name_size = model_ptr->GetName().size();
  480. name_size = name_size > (MODEL_NAME_LENGTH - 1) ? (MODEL_NAME_LENGTH - 1) : name_size;
  481. err = memcpy_s(model_header.name, MODEL_NAME_LENGTH, model_ptr->GetName().c_str(), name_size);
  482. if (err != EOK) {
  483. GELOGE(FAILED, "[Save][Model]Failed for memory copy %s failed, errno %d",
  484. model_ptr->GetName().c_str(), err);
  485. REPORT_CALL_ERROR("E19999", "Save model failed for memory copy %s failed, errno %d",
  486. model_ptr->GetName().c_str(), err);
  487. return FAILED;
  488. }
  489. ModelBufferData model;
  490. Status ret = om_file_save_helper->SaveModelToFile(output_file.c_str(), model, is_offline_);
  491. return (ret == SUCCESS ? SUCCESS : FAILED);
  492. }
  493. Status ModelHelper::LoadModel(const ge::ModelData &model_data) {
  494. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  495. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID,
  496. "[Load][Model]Model_data is nullptr or model_data_size is 0");
  497. REPORT_INNER_ERROR("E19999", "Load model failed, "
  498. "Model_data is nullptr or model_data_size is 0");
  499. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  500. }
  501. if (is_assign_model_) {
  502. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED, "[Load][Model]Model helper has already loaded!");
  503. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  504. }
  505. if (ReleaseLocalModelData() != SUCCESS) {
  506. GELOGE(ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA, "[Release][ModelData]Failed.");
  507. return ACL_ERROR_GE_EXEC_RELEASE_MODEL_DATA;
  508. }
  509. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  510. if (status != SUCCESS) {
  511. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][ModelContent]Failed!");
  512. return ACL_ERROR_GE_PARAM_INVALID;
  513. }
  514. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  515. OmFileLoadHelper om_load_helper;
  516. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  517. if (status != SUCCESS) {
  518. GELOGE(status, "[Init][OmLoadHelper]Failed");
  519. model_addr_tmp_ = nullptr;
  520. return status;
  521. }
  522. auto partition_table = reinterpret_cast<ModelPartitionTable *>(model_addr_tmp_);
  523. if (partition_table->num == kOriginalOmPartitionNum) {
  524. model_addr_tmp_ = nullptr;
  525. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][OmModel]Error, please use executable om model");
  526. return ACL_ERROR_GE_PARAM_INVALID;
  527. }
  528. // Encrypt model need to del temp model/no encrypt model don't need to del model
  529. model_addr_tmp_ = nullptr;
  530. status = GenerateGeModel(om_load_helper);
  531. if (status != SUCCESS) {
  532. GELOGE(status, "[Generate][GEModel]Failed");
  533. return status;
  534. }
  535. GELOGD("in ModelHelper::LoadModel, is_assign_model_ is setted to true!");
  536. is_assign_model_ = true;
  537. return SUCCESS;
  538. }
  539. Status ModelHelper::LoadRootModel(const ge::ModelData &model_data) {
  540. if (model_data.model_data == nullptr || model_data.model_len == 0) {
  541. GELOGE(ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID, "[Load][RootModel] "
  542. "Model_data is nullptr or model data is empty.");
  543. REPORT_INNER_ERROR("E19999", "Load root model failed, model_data is nullptr or its size is 0");
  544. return ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID;
  545. }
  546. if (is_assign_model_) {
  547. GELOGE(ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED,
  548. "[Load][RootModel]Model helper has already loaded!");
  549. return ACL_ERROR_GE_EXEC_LOAD_MODEL_REPEATED;
  550. }
  551. if (ReleaseLocalModelData() != SUCCESS) {
  552. GELOGE(INTERNAL_ERROR, "[Release][ModelData]Failed.");
  553. return INTERNAL_ERROR;
  554. }
  555. Status status = ModelParserBase::ParseModelContent(model_data, model_addr_tmp_, model_len_tmp_);
  556. if (status != SUCCESS) {
  557. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Parse][RootModelContent]Failed!");
  558. return ACL_ERROR_GE_PARAM_INVALID;
  559. }
  560. file_header_ = reinterpret_cast<ModelFileHeader *>(model_data.model_data);
  561. //model verison 1.0 file header does not have model_num member
  562. is_unknown_shape_model_ = file_header_->version >= ge::MODEL_VERSION &&
  563. file_header_->model_num > kStatiOmFileModelNum;
  564. GELOGD("Cur om model is ge root model or no %d, model version %u", is_unknown_shape_model_, file_header_->version);
  565. OmFileLoadHelper om_load_helper;
  566. if (is_unknown_shape_model_) {
  567. auto model_num = file_header_->model_num;
  568. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_, model_num);
  569. } else {
  570. status = om_load_helper.Init(model_addr_tmp_, model_len_tmp_);
  571. }
  572. if (status != SUCCESS) {
  573. GELOGE(status, "[Init][OmLoadHelper]Failed");
  574. model_addr_tmp_ = nullptr;
  575. return status;
  576. }
  577. // Encrypt model need to del temp model/no encrypt model don't need to del model
  578. model_addr_tmp_ = nullptr;
  579. status = GenerateGeRootModel(om_load_helper);
  580. if (status != SUCCESS) {
  581. GELOGE(status, "[Generate][GERootModel]Failed");
  582. return status;
  583. }
  584. GELOGD("In ModelHelper::LoadRootModel, is_assign_model_ is setted to true!");
  585. is_assign_model_ = true;
  586. return SUCCESS;
  587. }
  588. Status ModelHelper::GenerateGeModel(OmFileLoadHelper &om_load_helper) {
  589. model_ = ge::MakeShared<ge::GeModel>();
  590. GE_CHECK_NOTNULL(model_);
  591. Status ret = LoadModelData(om_load_helper);
  592. if (ret != SUCCESS) {
  593. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  594. }
  595. ret = LoadWeights(om_load_helper);
  596. if (ret != SUCCESS) {
  597. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  598. }
  599. ret = LoadTask(om_load_helper);
  600. if (ret != SUCCESS) {
  601. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  602. }
  603. ret = LoadTBEKernelStore(om_load_helper);
  604. if (ret != SUCCESS) {
  605. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  606. }
  607. ret = LoadCustAICPUKernelStore(om_load_helper);
  608. if (ret != SUCCESS) {
  609. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  610. }
  611. return SUCCESS;
  612. }
  613. Status ModelHelper::GenerateGeRootModel(OmFileLoadHelper &om_load_helper) {
  614. GELOGD("Begin to generate ge root model");
  615. root_model_ = ge::MakeShared<ge::GeRootModel>();
  616. GE_CHECK_NOTNULL(root_model_);
  617. if (!is_unknown_shape_model_) {
  618. if (GenerateGeModel(om_load_helper) != SUCCESS) {
  619. GELOGE(FAILED, "[Generate][GERootModel]Failed");
  620. REPORT_CALL_ERROR("E19999", "Generate GE root model failed");
  621. return FAILED;
  622. }
  623. GE_CHECK_NOTNULL(model_);
  624. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(model_->GetGraph()));
  625. return SUCCESS;
  626. }
  627. bool is_first_model = true;
  628. for (size_t mode_index = 0; mode_index < file_header_->model_num; ++mode_index) {
  629. GeModelPtr cur_model = ge::MakeShared<ge::GeModel>();
  630. Status ret = LoadModelData(om_load_helper, cur_model, mode_index);
  631. if (ret != SUCCESS) {
  632. return ACL_ERROR_GE_EXEC_LOAD_MODEL_PARTITION_FAILED;
  633. }
  634. if (is_first_model) {
  635. is_first_model = false;
  636. root_model_->SetRootGraph(GraphUtils::GetComputeGraph(cur_model->GetGraph()));
  637. root_model_->SetModelId(cur_model->GetModelId());
  638. root_model_->SetModelName(cur_model->GetName());
  639. model_ = cur_model;
  640. continue;
  641. }
  642. ret = LoadWeights(om_load_helper, cur_model, mode_index);
  643. if (ret != SUCCESS) {
  644. return ACL_ERROR_GE_EXEC_LOAD_WEIGHT_PARTITION_FAILED;
  645. }
  646. ret = LoadTBEKernelStore(om_load_helper, cur_model, mode_index);
  647. if (ret != SUCCESS) {
  648. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  649. }
  650. ret = LoadCustAICPUKernelStore(om_load_helper, cur_model, mode_index);
  651. if (ret != SUCCESS) {
  652. return ACL_ERROR_GE_EXEC_LOAD_KERNEL_PARTITION_FAILED;
  653. }
  654. ret = LoadTask(om_load_helper, cur_model, mode_index);
  655. if (ret != SUCCESS) {
  656. return ACL_ERROR_GE_EXEC_LOAD_TASK_PARTITION_FAILED;
  657. }
  658. root_model_->SetSubgraphInstanceNameToModel(cur_model->GetName(), cur_model);
  659. }
  660. return SUCCESS;
  661. }
  662. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper) {
  663. ModelPartition partition_model_def;
  664. // no need to check value, DATA->NetOutput
  665. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def);
  666. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  667. ge::Model model;
  668. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  669. GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u",
  670. partition_model_def.data, partition_model_def.size);
  671. REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u",
  672. partition_model_def.data, partition_model_def.size);
  673. return INTERNAL_ERROR;
  674. }
  675. SetModelToGeModel(model_, model);
  676. return SUCCESS;
  677. }
  678. void ModelHelper::SetModelToGeModel(GeModelPtr &ge_model, Model &model) {
  679. ge_model->SetGraph(model.GetGraph());
  680. ge_model->SetName(model.GetName());
  681. ge_model->SetVersion(model.GetVersion());
  682. ge_model->SetPlatformVersion(model.GetPlatformVersion());
  683. ge_model->SetAttr(model.MutableAttrMap());
  684. }
  685. Status ModelHelper::LoadModelData(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  686. ModelPartition partition_model_def;
  687. // no need to check value, DATA->NetOutput
  688. om_load_helper.GetModelPartition(ModelPartitionType::MODEL_DEF, partition_model_def, mode_index);
  689. GELOGD("Model_def partition addr:%p,size:%u", partition_model_def.data, partition_model_def.size);
  690. ge::Model model;
  691. if (ge::Model::Load(partition_model_def.data, partition_model_def.size, model) != SUCCESS) {
  692. GELOGE(INTERNAL_ERROR, "[Load][Model]Failed, model_def partition addr:%p, size:%u",
  693. partition_model_def.data, partition_model_def.size);
  694. REPORT_CALL_ERROR("E19999", "Load model failed, model_def partition addr:%p, size:%u",
  695. partition_model_def.data, partition_model_def.size);
  696. return INTERNAL_ERROR;
  697. }
  698. SetModelToGeModel(cur_model, model);
  699. return SUCCESS;
  700. }
  701. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper) {
  702. ModelPartition partition;
  703. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition) != SUCCESS) {
  704. GELOGE(FAILED, "[Get][ModelWeightPartition]Failed, GetWeight size:%u", partition.size);
  705. REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u",
  706. partition.size);
  707. return FAILED;
  708. }
  709. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  710. model_->SetWeight(weight);
  711. GELOGD("GetWeight size:%u", partition.size);
  712. return SUCCESS;
  713. }
  714. Status ModelHelper::LoadWeights(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  715. ModelPartition partition;
  716. if (om_load_helper.GetModelPartition(ModelPartitionType::WEIGHTS_DATA, partition, mode_index) != SUCCESS) {
  717. GELOGE(FAILED, "[Get][ModelPartition]Failed, GetWeight size:%u", partition.size);
  718. REPORT_CALL_ERROR("E19999", "[Get][ModelPartition]Failed, GetWeight size:%u",
  719. partition.size);
  720. return FAILED;
  721. }
  722. ge::Buffer weight = ge::Buffer::CopyFrom(partition.data, partition.size);
  723. cur_model->SetWeight(weight);
  724. GELOGD("GetWeight size:%u", partition.size);
  725. return SUCCESS;
  726. }
  727. Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper) {
  728. ModelPartition task_partition;
  729. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition) != SUCCESS) {
  730. GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size:%u", task_partition.size);
  731. REPORT_CALL_ERROR("E19999", "Get model task partition failed, task_partition size %u",
  732. task_partition.size);
  733. return FAILED;
  734. }
  735. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  736. GE_CHECK_NOTNULL(task);
  737. if (task_partition.size != 0) {
  738. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  739. GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u",
  740. task_partition.size);
  741. REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u",
  742. task_partition.size);
  743. return INTERNAL_ERROR;
  744. }
  745. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  746. }
  747. model_->SetModelTaskDef(task);
  748. return SUCCESS;
  749. }
  750. Status ModelHelper::LoadTask(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  751. ModelPartition task_partition;
  752. if (om_load_helper.GetModelPartition(ModelPartitionType::TASK_INFO, task_partition, mode_index) != SUCCESS) {
  753. GELOGE(FAILED, "Get task model partition failed.");
  754. GELOGE(FAILED, "[Get][ModelTaskPartition]Failed, task_partition size %u, mode_index %zu",
  755. task_partition.size, mode_index);
  756. REPORT_CALL_ERROR("E19999", "Get model task partition failed, "
  757. "task_partition size %u, mode_index %zu", task_partition.size, mode_index);
  758. return FAILED;
  759. }
  760. std::shared_ptr<ModelTaskDef> task = ge::MakeShared<ModelTaskDef>();
  761. GE_CHECK_NOTNULL(task);
  762. if (task_partition.size != 0) {
  763. if (!ReadProtoFromArray(task_partition.data, task_partition.size, task.get())) {
  764. GELOGE(INTERNAL_ERROR, "[Read][ProtoFromArray]Failed, task_partition size %u",
  765. task_partition.size);
  766. REPORT_CALL_ERROR("E19999", "Read proto from array failed, task_partition size %u",
  767. task_partition.size);
  768. return INTERNAL_ERROR;
  769. }
  770. GELOGD("TASK_INFO op_size:%d, stream_num:%u", task->op().size(), task->stream_num());
  771. }
  772. cur_model->SetModelTaskDef(task);
  773. return SUCCESS;
  774. }
  775. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper) {
  776. // Load tbe kernels
  777. ModelPartition partition_kernel_def;
  778. TBEKernelStore kernel_store;
  779. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def) == SUCCESS) {
  780. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  781. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  782. GELOGD("Load tbe kernels success");
  783. } else {
  784. GELOGW("Load tbe kernels failed");
  785. }
  786. }
  787. model_->SetTBEKernelStore(kernel_store);
  788. return SUCCESS;
  789. }
  790. Status ModelHelper::LoadTBEKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model, size_t mode_index) {
  791. // Load tbe kernels
  792. ModelPartition partition_kernel_def;
  793. TBEKernelStore kernel_store;
  794. if (om_load_helper.GetModelPartition(ModelPartitionType::TBE_KERNELS, partition_kernel_def, mode_index) ==
  795. SUCCESS) {
  796. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  797. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  798. GELOGD("Load tbe kernels success");
  799. } else {
  800. GELOGW("Load tbe kernels failed");
  801. }
  802. }
  803. cur_model->SetTBEKernelStore(kernel_store);
  804. return SUCCESS;
  805. }
  806. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper) {
  807. // Load cust aicpu kernels
  808. ModelPartition partition_kernel_def;
  809. CustAICPUKernelStore kernel_store;
  810. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def) == SUCCESS) {
  811. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  812. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  813. GELOGD("Load cust aicpu kernels success");
  814. } else {
  815. GELOGW("Load cust aicpu kernels failed");
  816. }
  817. }
  818. model_->SetCustAICPUKernelStore(kernel_store);
  819. return SUCCESS;
  820. }
  821. Status ModelHelper::LoadCustAICPUKernelStore(OmFileLoadHelper &om_load_helper, GeModelPtr &cur_model,
  822. size_t mode_index) {
  823. // Load cust aicpu kernels
  824. ModelPartition partition_kernel_def;
  825. CustAICPUKernelStore kernel_store;
  826. if (om_load_helper.GetModelPartition(ModelPartitionType::CUST_AICPU_KERNELS, partition_kernel_def, mode_index)
  827. == SUCCESS) {
  828. GELOGD("Kernels partition size:%u", partition_kernel_def.size);
  829. if (kernel_store.Load(partition_kernel_def.data, partition_kernel_def.size)) {
  830. GELOGD("Load cust aicpu kernels success");
  831. } else {
  832. GELOGW("Load cust aicpu kernels failed");
  833. }
  834. }
  835. cur_model->SetCustAICPUKernelStore(kernel_store);
  836. return SUCCESS;
  837. }
  838. GeModelPtr ModelHelper::GetGeModel() {
  839. if (model_ != nullptr) {
  840. return model_;
  841. }
  842. GELOGD("Model has not been loaded!");
  843. std::shared_ptr<ge::GeModel> out_model = ge::MakeShared<ge::GeModel>();
  844. if (out_model == nullptr) {
  845. return nullptr;
  846. }
  847. return out_model;
  848. }
  849. GeRootModelPtr ModelHelper::GetGeRootModel() {
  850. if (root_model_ != nullptr) {
  851. return root_model_;
  852. }
  853. GELOGD("Model has not been loaded!");
  854. std::shared_ptr<ge::GeRootModel> out_model = ge::MakeShared<ge::GeRootModel>();
  855. if (out_model == nullptr) {
  856. return nullptr;
  857. }
  858. return out_model;
  859. }
  860. Status ModelHelper::ReleaseLocalModelData() noexcept {
  861. Status result = SUCCESS;
  862. if (model_addr_tmp_ != nullptr) {
  863. errno_t ret = memset_s(static_cast<void *>(model_addr_tmp_), model_len_tmp_, 0, model_len_tmp_);
  864. if (ret != EOK) {
  865. GELOGE(FAILED, "[Memset][Memory]Failed, error-code %d", ret);
  866. REPORT_CALL_ERROR("E19999", "Failed to memset memory, error-code %d", ret);
  867. result = FAILED;
  868. }
  869. delete[] model_addr_tmp_;
  870. model_addr_tmp_ = nullptr;
  871. model_len_tmp_ = 0;
  872. }
  873. return result;
  874. }
  875. Status ModelHelper::GetBaseNameFromFileName(const string &file_name, string &base_name) {
  876. GELOGD("Get base_name from file, file_name:%s", file_name.c_str());
  877. GE_CHK_BOOL_EXEC_WARN(!file_name.empty(), return FAILED, "File path may not valid, check params --output");
  878. size_t start_position = 0;
  879. // using output as base_name (ignore ".om")
  880. size_t filename_suffixes = 3;
  881. if (file_name.find_last_of('/') != string::npos) {
  882. start_position = file_name.find_last_of('/') + 1;
  883. }
  884. size_t end_position = file_name.length() - filename_suffixes;
  885. base_name = file_name.substr(start_position, end_position - start_position);
  886. GE_CHK_BOOL_EXEC_WARN(!base_name.empty(), return FAILED, "Get base_name failed, check params --output");
  887. return SUCCESS;
  888. }
  889. Status ModelHelper::GetModelNameFromMergedGraphName(const string &graph_name, string &model_name) {
  890. GELOGD("Get model_name from graph_name, graph_name:%s", graph_name.c_str());
  891. // this can only be used after merged graph(graph name will be append with "_x", x is index);
  892. GE_CHK_BOOL_EXEC_WARN(!graph_name.empty(), return FAILED, "File path may not valid, check params --output");
  893. size_t start_position = 0;
  894. size_t end_position = graph_name.length();
  895. // using graph as model_name (ignore "_x", x is the index of graph)
  896. if (graph_name.find_last_of('_') != string::npos) {
  897. end_position = graph_name.find_last_of('_');
  898. }
  899. model_name = graph_name.substr(start_position, end_position);
  900. GE_CHK_BOOL_EXEC_WARN(!model_name.empty(), return FAILED, "Get model_name failed, check params --output");
  901. return SUCCESS;
  902. }
  903. Status ModelTool::GetModelInfoFromOm(const char *model_file, ge::proto::ModelDef &model_def, uint32_t &modeldef_size) {
  904. GE_CHECK_NOTNULL(model_file);
  905. ge::ModelData model;
  906. int32_t priority = 0;
  907. Status ret = ModelParserBase::LoadFromFile(model_file, priority, model);
  908. if (ret != SUCCESS) {
  909. GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret);
  910. REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u",
  911. model_file, ret);
  912. return ret;
  913. }
  914. std::function<void()> callback = [&]() {
  915. if (model.model_data != nullptr) {
  916. delete[] reinterpret_cast<char *>(model.model_data);
  917. model.model_data = nullptr;
  918. }
  919. };
  920. GE_MAKE_GUARD(release, callback);
  921. uint8_t *model_data = nullptr;
  922. uint32_t model_len = 0;
  923. ret = ModelParserBase::ParseModelContent(model, model_data, model_len);
  924. if (ret != SUCCESS) {
  925. ErrorManager::GetInstance().ATCReportErrMessage("E10003",
  926. {"parameter", "value", "reason"}, {"om", model_file, "invalid om file, can't be parsed"});
  927. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  928. "[Parse][ModelContent]Failed because of invalid om file %s, please check om param", model_file);
  929. return ret;
  930. }
  931. OmFileLoadHelper om_load_helper;
  932. ret = om_load_helper.Init(model_data, model_len);
  933. if (ret != SUCCESS) {
  934. REPORT_INNER_ERROR("E19999", "Init om file %s failed", model_file);
  935. GELOGE(ge::FAILED, "[Init][OmFile]Failed, model_file %s", model_file);
  936. return ret;
  937. }
  938. ModelPartition ir_part;
  939. ret = om_load_helper.GetModelPartition(MODEL_DEF, ir_part);
  940. if (ret != SUCCESS) {
  941. REPORT_INNER_ERROR("E19999", "Get model partition failed, model_file %s", model_file);
  942. GELOGE(ge::FAILED, "[Get][ModelPart]Failed, model_file %s", model_file);
  943. return ret;
  944. }
  945. bool flag = ReadProtoFromArray(ir_part.data, ir_part.size, &model_def);
  946. if (!flag) {
  947. ret = INTERNAL_ERROR;
  948. REPORT_INNER_ERROR("E19999", "Read proto from array failed, model_file %s", model_file);
  949. GELOGE(ret, "[Read][ProtoFromArray]Failed, model_file %s", model_file);
  950. return ret;
  951. }
  952. modeldef_size = ir_part.size;
  953. return ret;
  954. }
  955. Status ModelTool::GetModelInfoFromPbtxt(const char *model_file, ge::proto::ModelDef &model_def) {
  956. GE_CHECK_NOTNULL(model_file);
  957. ge::ModelData model;
  958. int32_t priority = 0;
  959. Status ret = ModelParserBase::LoadFromFile(model_file, priority, model);
  960. auto free_model_data = [](void **ptr) -> void {
  961. if (ptr != nullptr && *ptr != nullptr) {
  962. delete[] reinterpret_cast<char *>(*ptr);
  963. *ptr = nullptr;
  964. }
  965. };
  966. if (ret != SUCCESS) {
  967. free_model_data(&model.model_data);
  968. GELOGE(ret, "[Load][ModelInfo]Failed from file %s, error_code %u", model_file, ret);
  969. REPORT_CALL_ERROR("E19999", "Load model info failed from file %s, error_code %u",
  970. model_file, ret);
  971. return ret;
  972. }
  973. try {
  974. bool flag = google::protobuf::TextFormat::ParseFromString(reinterpret_cast<char *>(model.model_data), &model_def);
  975. if (!flag) {
  976. free_model_data(&model.model_data);
  977. REPORT_INNER_ERROR("E19999", "Parse model info failed from string, model_file %s", model_file);
  978. GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, model_file %s", model_file);
  979. return FAILED;
  980. }
  981. free_model_data(&model.model_data);
  982. return SUCCESS;
  983. } catch (google::protobuf::FatalException &e) {
  984. free_model_data(&model.model_data);
  985. REPORT_INNER_ERROR("E19999", "Parse model info failed from string, exception message %s, model_file %s",
  986. e.what(), model_file);
  987. GELOGE(FAILED, "[Parse][ModelInfo]Failed from string, exception message %s, model_file %s",
  988. e.what(), model_file);
  989. return FAILED;
  990. }
  991. }
  992. } // 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