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.

ge_executor.cc 45 kB

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
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
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
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
4 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
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
5 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
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
4 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
4 years ago
5 years ago
5 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
5 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
5 years ago
4 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
5 years ago
1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881891901911921931941951961971981992002012022032042052062072082092102112122132142152162172182192202212222232242252262272282292302312322332342352362372382392402412422432442452462472482492502512522532542552562572582592602612622632642652662672682692702712722732742752762772782792802812822832842852862872882892902912922932942952962972982993003013023033043053063073083093103113123133143153163173183193203213223233243253263273283293303313323333343353363373383393403413423433443453463473483493503513523533543553563573583593603613623633643653663673683693703713723733743753763773783793803813823833843853863873883893903913923933943953963973983994004014024034044054064074084094104114124134144154164174184194204214224234244254264274284294304314324334344354364374384394404414424434444454464474484494504514524534544554564574584594604614624634644654664674684694704714724734744754764774784794804814824834844854864874884894904914924934944954964974984995005015025035045055065075085095105115125135145155165175185195205215225235245255265275285295305315325335345355365375385395405415425435445455465475485495505515525535545555565575585595605615625635645655665675685695705715725735745755765775785795805815825835845855865875885895905915925935945955965975985996006016026036046056066076086096106116126136146156166176186196206216226236246256266276286296306316326336346356366376386396406416426436446456466476486496506516526536546556566576586596606616626636646656666676686696706716726736746756766776786796806816826836846856866876886896906916926936946956966976986997007017027037047057067077087097107117127137147157167177187197207217227237247257267277287297307317327337347357367377387397407417427437447457467477487497507517527537547557567577587597607617627637647657667677687697707717727737747757767777787797807817827837847857867877887897907917927937947957967977987998008018028038048058068078088098108118128138148158168178188198208218228238248258268278288298308318328338348358368378388398408418428438448458468478488498508518528538548558568578588598608618628638648658668678688698708718728738748758768778788798808818828838848858868878888898908918928938948958968978988999009019029039049059069079089099109119129139149159169179189199209219229239249259269279289299309319329339349359369379389399409419429439449459469479489499509519529539549559569579589599609619629639649659669679689699709719729739749759769779789799809819829839849859869879889899909919929939949959969979989991000100110021003100410051006100710081009101010111012101310141015101610171018101910201021102210231024102510261027102810291030103110321033103410351036103710381039104010411042104310441045104610471048104910501051105210531054105510561057105810591060106110621063106410651066106710681069107010711072107310741075107610771078107910801081108210831084108510861087108810891090109110921093109410951096109710981099110011011102110311041105110611071108110911101111111211131114111511161117111811191120112111221123112411251126112711281129113011311132113311341135113611371138113911401141114211431144114511461147114811491150115111521153115411551156115711581159116011611162116311641165116611671168116911701171117211731174117511761177117811791180118111821183118411851186118711881189119011911192119311941195119611971198119912001201120212031204120512061207
  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 "executor/ge_executor.h"
  17. #include <cce/cce.h>
  18. #include <cce/compiler_stub.h>
  19. #include <ctime>
  20. #include <iostream>
  21. #include "common/debug/log.h"
  22. #include "common/ge/ge_util.h"
  23. #include "common/helper/model_helper.h"
  24. #include "common/profiling/profiling_manager.h"
  25. #include "common/dump/dump_manager.h"
  26. #include "common/util.h"
  27. #include "framework/common/debug/ge_log.h"
  28. #include "framework/common/util.h"
  29. #include "graph/execute/graph_execute.h"
  30. #include "graph/load/graph_loader.h"
  31. #include "graph/load/new_model_manager/davinci_model_parser.h"
  32. #include "graph/load/new_model_manager/model_manager.h"
  33. #include "graph/manager/graph_mem_allocator.h"
  34. #include "graph/model.h"
  35. #include "graph/utils/graph_utils.h"
  36. #include "mmpa/mmpa_api.h"
  37. #include "single_op/single_op_manager.h"
  38. #include "graph/manager/graph_var_manager.h"
  39. #include "graph/load/new_model_manager/davinci_model.h"
  40. #include "opskernel_manager/ops_kernel_builder_manager.h"
  41. #include "graph/opsproto_manager.h"
  42. #include "ge_local_engine/engine/host_cpu_engine.h"
  43. using std::string;
  44. using std::vector;
  45. namespace {
  46. const size_t kDynamicBatchSizeVecSize = 1;
  47. const size_t kStaticBatchInfoSize = 1;
  48. const size_t kDynamicImageSizeVecSize = 2;
  49. const size_t kDynamicImageSizeInputSize = 2;
  50. const char *const kBatchLabel = "Batch_";
  51. void GetGeTensorDescFromDomiInfo(std::vector<ge::TensorDesc> &ge_descs,
  52. const std::vector<ge::InputOutputDescInfo> &domi_descs,
  53. const std::vector<uint32_t> &formats) {
  54. uint32_t idx = 0;
  55. for (auto desc_item : domi_descs) {
  56. ge::TensorDesc ge_desc;
  57. ge_desc.SetName(desc_item.name);
  58. ge_desc.SetDataType(static_cast<ge::DataType>(desc_item.data_type));
  59. ge_desc.SetFormat(static_cast<ge::Format>(formats[idx]));
  60. std::vector<int64_t> shape_dims;
  61. for (auto dim : desc_item.shape_info.dims) {
  62. shape_dims.push_back(dim);
  63. }
  64. ge::Shape ge_shape(shape_dims);
  65. ge_desc.SetShape(ge_shape);
  66. ge_desc.SetSize(desc_item.size);
  67. ge_desc.SetShapeRange(desc_item.shape_info.shape_ranges);
  68. ge_descs.emplace_back(ge_desc);
  69. ++idx;
  70. }
  71. }
  72. void GetDomiInputData(const ge::RunModelData &input_data, ge::InputData &inputs) {
  73. inputs.index = input_data.index;
  74. inputs.model_id = input_data.modelId;
  75. inputs.timestamp = input_data.timestamp;
  76. inputs.timeout = input_data.timeout;
  77. inputs.request_id = input_data.request_id;
  78. for (const auto &data_item : input_data.blobs) {
  79. ge::DataBuffer dataBuf{data_item.data, data_item.length, data_item.isDataSupportMemShare};
  80. inputs.blobs.emplace_back(dataBuf);
  81. }
  82. }
  83. void GetDomiOutputData(const ge::RunModelData &output_data, ge::OutputData &outputs) {
  84. outputs.index = output_data.index;
  85. outputs.model_id = output_data.modelId;
  86. for (const auto &data_item : output_data.blobs) {
  87. ge::DataBuffer dataBuf(data_item.data, data_item.length, data_item.isDataSupportMemShare);
  88. outputs.blobs.emplace_back(dataBuf);
  89. }
  90. }
  91. void SetDynamicInputDataFlag(const ge::RunModelData &input_data, const std::vector<std::vector<int64_t>> batch_info,
  92. ge::InputData &inputs) {
  93. inputs.is_dynamic_batch = true;
  94. std::string batch_label;
  95. size_t match_idx = 0;
  96. for (size_t i = 0; i < batch_info.size(); ++i) {
  97. // dynamic_dims
  98. if (input_data.dynamic_dims.size() != 0) {
  99. bool is_match = true;
  100. for (size_t j = 0; j < static_cast<size_t>(input_data.dynamic_dims.size()); ++j) {
  101. if (static_cast<uint64_t>(batch_info[i][j]) != input_data.dynamic_dims[j]) {
  102. is_match = false;
  103. break;
  104. }
  105. }
  106. if (is_match) {
  107. match_idx = i;
  108. break;
  109. }
  110. // dynamic_batch_size
  111. } else if (batch_info[i].size() == kDynamicBatchSizeVecSize &&
  112. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_batch_size)) {
  113. match_idx = i;
  114. break;
  115. // dynamic_image_size
  116. } else if (batch_info[i].size() == kDynamicImageSizeVecSize &&
  117. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_image_height) &&
  118. batch_info[i][1] == static_cast<int64_t>(input_data.dynamic_image_width)) {
  119. match_idx = i;
  120. break;
  121. }
  122. }
  123. batch_label = kBatchLabel + std::to_string(match_idx);
  124. inputs.batch_label = batch_label;
  125. GELOGI("current batch label:%s", batch_label.c_str());
  126. }
  127. bool IsDynamicBatchSizeMatchModel(uint64_t batch_size, const vector<std::vector<int64_t>> &batch_info) {
  128. if (batch_info.empty()) {
  129. GELOGE(ge::FAILED, "Dynamic batch info is empty.");
  130. return false;
  131. }
  132. for (auto batch : batch_info) {
  133. if (batch.size() != kDynamicBatchSizeVecSize) {
  134. GELOGE(ge::FAILED, "Dynamic batch param num is %zu, current batch size is %zu.", kDynamicBatchSizeVecSize,
  135. batch.size());
  136. return false;
  137. }
  138. if (batch[0] == static_cast<int64_t>(batch_size)) {
  139. return true;
  140. }
  141. }
  142. GELOGE(ge::FAILED, "Dynamic batch %lu can not match the gear of model.", batch_size);
  143. return false;
  144. }
  145. bool IsDynamicImageSizeMatchModel(uint64_t image_height, uint64_t image_width,
  146. const vector<std::vector<int64_t>> &batch_info) {
  147. if (batch_info.empty()) {
  148. GELOGE(ge::FAILED, "Dynamic batch info is empty.");
  149. return false;
  150. }
  151. for (auto resolution : batch_info) {
  152. if (resolution.size() != kDynamicImageSizeVecSize) {
  153. GELOGE(ge::FAILED, "Dynamic resolution param num is %zu, current resolution size is %zu.",
  154. kDynamicImageSizeVecSize, resolution.size());
  155. return false;
  156. }
  157. if (resolution[0] == static_cast<int64_t>(image_height) && resolution[1] == static_cast<int64_t>(image_width)) {
  158. return true;
  159. }
  160. }
  161. GELOGE(ge::FAILED, "Dynamic resolution (%lu,%lu) can not match the gear of model.", image_height, image_width);
  162. return false;
  163. }
  164. bool IsDynmaicDimsSizeMatchModel(const vector<uint64_t> cur_dynamic_dims,
  165. const vector<vector<int64_t>> &batch_info) {
  166. if (batch_info.empty()) {
  167. GELOGE(ge::FAILED, "Dynamic batch info is empty.");
  168. return false;
  169. }
  170. bool find_match = false;
  171. for (auto resolution : batch_info) {
  172. if (cur_dynamic_dims.size() != resolution.size()) {
  173. GELOGE(ge::FAILED, "Cur dynamic dims param num is %zu, current resolution size is %zu.",
  174. cur_dynamic_dims.size(), resolution.size());
  175. return false;
  176. }
  177. bool flag = true;
  178. for (std::size_t i = 0; i < resolution.size(); ++i) {
  179. if (cur_dynamic_dims[i] != static_cast<uint64_t>(resolution[i])) {
  180. flag = false;
  181. break;
  182. }
  183. }
  184. if (flag) {
  185. find_match = true;
  186. break;
  187. }
  188. }
  189. if (!find_match) {
  190. GELOGE(ge::FAILED, "choose dynamic dims can not match the gear of model.");
  191. }
  192. return find_match;
  193. }
  194. } // namespace
  195. namespace ge {
  196. bool GeExecutor::isInit_ = false;
  197. class ModelListenerAdapter : public ModelListener {
  198. public:
  199. domi::Status OnComputeDone(uint32_t model_id, uint32_t dataIndex, uint32_t resultCode,
  200. std::vector<ge::OutputTensorInfo> &outputs) {
  201. if (listener == nullptr) {
  202. GELOGE(ge::FAILED, "listener is null.");
  203. return FAILED;
  204. }
  205. return listener->OnComputeDone(model_id, dataIndex, resultCode, outputs);
  206. }
  207. std::shared_ptr<ge::ModelListener> listener;
  208. };
  209. static void InitOpsProtoManger() {
  210. string opsproto_path;
  211. const char *path_env = std::getenv("ASCEND_OPP_PATH");
  212. if (path_env != nullptr) {
  213. string path = path_env;
  214. string file_path = RealPath(path.c_str());
  215. if (file_path.empty()) {
  216. GELOGE(FAILED, "File path %s is invalid.", path.c_str());
  217. return;
  218. }
  219. opsproto_path = (path + "/op_proto/custom/" + ":") + (path + "/op_proto/built-in/");
  220. GELOGI("Get opsproto so path from env : %s", path.c_str());
  221. } else {
  222. string path_base = PluginManager::GetPath();
  223. GELOGI("path_base is %s", path_base.c_str());
  224. path_base = path_base.substr(0, path_base.rfind('/'));
  225. path_base = path_base.substr(0, path_base.rfind('/') + 1);
  226. opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
  227. }
  228. GELOGI("Get opsproto path is %s", opsproto_path.c_str());
  229. OpsProtoManager *manager = OpsProtoManager::Instance();
  230. map<string, string> option_tmp;
  231. option_tmp.emplace(std::pair<string, string>(string("ge.opsProtoLibPath"), opsproto_path));
  232. (void)manager->Initialize(option_tmp);
  233. }
  234. GeExecutor::GeExecutor() {}
  235. Status GeExecutor::Initialize() {
  236. GELOGI("Init GeExecutor begin.");
  237. if (isInit_) {
  238. GELOGW("Already initialized, no need to be initialized again.");
  239. return ge::SUCCESS;
  240. }
  241. OpTilingManager::GetInstance().LoadSo();
  242. Status initHostCpuEngineStatus = HostCpuEngine::GetInstance().Initialize();
  243. if (initHostCpuEngineStatus != SUCCESS) {
  244. GELOGE(initHostCpuEngineStatus, "Failed to initialize HostCpuEngine");
  245. return initHostCpuEngineStatus;
  246. }
  247. InitOpsProtoManger();
  248. std::vector<rtMemType_t> mem_type(1, RT_MEMORY_HBM);
  249. mem_type.push_back(RT_MEMORY_P2P_DDR);
  250. auto ret = MemManager::Instance().Initialize(mem_type);
  251. if (ret != SUCCESS) {
  252. GELOGE(ret, "Memory Manager init failed.");
  253. return ret;
  254. }
  255. GE_CHK_STATUS_RET(OpsKernelBuilderManager::Instance().Initialize({}, false),
  256. "Failed to initialize OpsKernelBuilders");
  257. // Start profiling
  258. Options profiling_options;
  259. profiling_options.device_id = 0;
  260. // job id need to be set, the value is meaningless;
  261. profiling_options.job_id = "1";
  262. ProfilingManager::Instance().Init(profiling_options);
  263. isInit_ = true;
  264. GELOGI("Init GeExecutor over.");
  265. return ge::SUCCESS;
  266. }
  267. Status GeExecutor::Finalize() {
  268. GELOGI("Uninit GeExecutor begin.");
  269. if (isInit_ == false) {
  270. GELOGW("GeExecutor has not been initialized.");
  271. return ge::SUCCESS;
  272. }
  273. (void) OpsKernelBuilderManager::Instance().Finalize();
  274. // Stop profiling
  275. if (ProfilingManager::Instance().ProfilingOn()) {
  276. ProfilingManager::Instance().StopProfiling();
  277. ProfilingManager::Instance().PluginUnInit();
  278. }
  279. GELOGI("Uninit GeExecutor over.");
  280. return ge::SUCCESS;
  281. }
  282. Status GeExecutor::SetDynamicBatchSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  283. uint64_t batch_size) {
  284. if (dynamic_input_addr == nullptr) {
  285. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic input addr is nullptr!");
  286. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  287. }
  288. uint64_t size = sizeof(uint32_t);
  289. if (length < size) {
  290. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID, "Dynamic input size [%lu] is less than [%lu]!", length, size);
  291. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  292. }
  293. if (length >= sizeof(uint64_t)) {
  294. size = sizeof(uint64_t);
  295. }
  296. // Verify whether the input dynamic batch matches the model gear
  297. std::vector<std::vector<int64_t>> batch_info;
  298. std::vector<uint64_t> batch_num{batch_size};
  299. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  300. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  301. if (ret != SUCCESS) {
  302. GELOGE(ret, "Get dynamic input info failed.");
  303. return ret;
  304. }
  305. if (!IsDynamicBatchSizeMatchModel(batch_size, batch_info)) {
  306. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID, "The current dynamic input does not match the gear of the model.");
  307. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  308. }
  309. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_BATCH));
  310. if (ret != SUCCESS) {
  311. GELOGE(ret, "Set dynamic size failed");
  312. return ret;
  313. }
  314. // memcpy dynamic_batch_size from host to device
  315. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &batch_size, size, RT_MEMCPY_HOST_TO_DEVICE);
  316. if (rt_ret != RT_ERROR_NONE) {
  317. GELOGE(rt_ret, "memcpy dynamic batch input data failed! ret: 0x%X", rt_ret);
  318. return RT_ERROR_TO_GE_STATUS(rt_ret);
  319. }
  320. return SUCCESS;
  321. }
  322. Status GeExecutor::SetDynamicImageSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  323. uint64_t image_height, uint64_t image_width) {
  324. if (dynamic_input_addr == nullptr) {
  325. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic input addr is nullptr!");
  326. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  327. }
  328. uint64_t dynamic_input_size = kDynamicImageSizeInputSize * sizeof(uint32_t);
  329. if (length < dynamic_input_size) {
  330. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  331. "Dynamic input size [%lu] is less than [%lu]!", length, dynamic_input_size);
  332. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  333. }
  334. uint64_t size = sizeof(uint32_t);
  335. if (length >= kDynamicImageSizeInputSize * sizeof(uint64_t)) {
  336. size = sizeof(uint64_t);
  337. }
  338. // Verify whether the input dynamic resolution matches the model gear
  339. std::vector<std::vector<int64_t>> batch_info;
  340. std::vector<uint64_t> batch_num{image_height, image_width};
  341. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  342. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  343. if (ret != SUCCESS) {
  344. GELOGE(ret, "Get dynamic input info failed.");
  345. return ret;
  346. }
  347. if (!IsDynamicImageSizeMatchModel(image_height, image_width, batch_info)) {
  348. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID, "The current dynamic input does not match the gear of the model.");
  349. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  350. }
  351. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_IMAGE));
  352. if (ret != SUCCESS) {
  353. GELOGE(ret, "Set dynamic size failed");
  354. return ret;
  355. }
  356. // Memcpy dynamic resolution height from host to device
  357. rtError_t rt_ret =
  358. rtMemcpy(dynamic_input_addr, size, &image_height, size, RT_MEMCPY_HOST_TO_DEVICE);
  359. if (rt_ret != RT_ERROR_NONE) {
  360. GELOGE(rt_ret, "memcpy dynamic resolution input data failed! ret: 0x%X", rt_ret);
  361. return RT_ERROR_TO_GE_STATUS(rt_ret);
  362. }
  363. uint64_t remain_size = length - size;
  364. // Memcpy dynamic resolution width from host to device
  365. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size),
  366. remain_size, &image_width, size, RT_MEMCPY_HOST_TO_DEVICE);
  367. if (rt_ret != RT_ERROR_NONE) {
  368. GELOGE(rt_ret, "memcpy dynamic resolution input data failed!");
  369. return RT_ERROR_TO_GE_STATUS(rt_ret);
  370. }
  371. return SUCCESS;
  372. }
  373. Status GeExecutor::SetDynamicDims(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  374. const vector<uint64_t> &dynamic_dims) {
  375. if (dynamic_input_addr == nullptr) {
  376. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic input addr is nullptr!");
  377. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  378. }
  379. vector<uint64_t> cur_dynamic_dims;
  380. Status ret = GetCurDynamicDims(model_id, dynamic_dims, cur_dynamic_dims);
  381. if (ret != SUCCESS) {
  382. GELOGE(ret, "Set cur gear dynamic dims failed");
  383. return ret;
  384. }
  385. std::vector<std::vector<int64_t>> batch_info;
  386. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  387. ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  388. if (ret != SUCCESS) {
  389. GELOGE(ret, "Get dynamic input info failed.");
  390. return ret;
  391. }
  392. if (!IsDynmaicDimsSizeMatchModel(cur_dynamic_dims, batch_info)) {
  393. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID, "The current dynamic input does not match the gear of the model.");
  394. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  395. }
  396. ret = GraphExecutor::SetDynamicSize(model_id, cur_dynamic_dims, static_cast<int32_t>(DYNAMIC_DIMS));
  397. if (ret != SUCCESS) {
  398. GELOGE(ret, "Set dynamic size failed");
  399. return ret;
  400. }
  401. size_t dynamic_dim_num = cur_dynamic_dims.size();
  402. uint64_t dynamic_input_size = static_cast<uint64_t>(dynamic_dim_num * sizeof(uint32_t));
  403. if (length < dynamic_input_size) {
  404. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  405. "Dynamic input size [%lu] is less than [%lu]!", length, dynamic_input_size);
  406. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  407. }
  408. uint64_t size = sizeof(uint32_t);
  409. if (length >= dynamic_dim_num * sizeof(uint64_t)) {
  410. size = sizeof(uint64_t);
  411. }
  412. rtError_t rt_ret;
  413. for (uint32_t i = 0; i < dynamic_dim_num; ++i) {
  414. // Memcpy dynamic dim[i] from host to device
  415. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size * i),
  416. length - size * i, &cur_dynamic_dims[i], size, RT_MEMCPY_HOST_TO_DEVICE);
  417. if (rt_ret != RT_ERROR_NONE) {
  418. GELOGE(rt_ret, "memcpy dynamic resolution input data failed!");
  419. return RT_ERROR_TO_GE_STATUS(rt_ret);
  420. }
  421. }
  422. return SUCCESS;
  423. }
  424. Status GeExecutor::GetCurDynamicDims(uint32_t model_id, const vector<uint64_t> &dynamic_dims,
  425. vector<uint64_t> &cur_dynamic_dims) {
  426. cur_dynamic_dims.clear();
  427. vector<ge::TensorDesc> input_desc;
  428. vector<ge::TensorDesc> output_desc;
  429. auto ret = GetModelDescInfo(model_id, input_desc, output_desc);
  430. if (ret != ge::SUCCESS) {
  431. GELOGE(ret, "GetModelDescInfo failed.");
  432. return ret;
  433. }
  434. vector<string> user_designate_shape_order;
  435. vector<int64_t> all_data_dims;
  436. ret = GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  437. if (ret != ge::SUCCESS) {
  438. GELOGE(ret, "GetUserDesignateShapeOrder failed.");
  439. return ret;
  440. }
  441. for (auto &data_name : user_designate_shape_order) {
  442. for (auto &desc : input_desc) {
  443. if (desc.GetName() == data_name) {
  444. for (auto dim : desc.GetShape().GetDims()) {
  445. all_data_dims.push_back(dim);
  446. }
  447. break;
  448. }
  449. }
  450. }
  451. if (dynamic_dims.size() != all_data_dims.size()){
  452. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  453. "Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  454. dynamic_dims.size(), all_data_dims.size());
  455. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  456. }
  457. for (std::size_t i = 0; i < all_data_dims.size(); ++i) {
  458. if (all_data_dims[i] < 0) {
  459. cur_dynamic_dims.push_back(dynamic_dims[i]);
  460. } else if (static_cast<uint64_t>(all_data_dims[i]) != dynamic_dims[i]) {
  461. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID, "Static dims should be same, index: %zu value: %d should be %d",
  462. i, dynamic_dims[i], all_data_dims[i]);
  463. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  464. }
  465. }
  466. return SUCCESS;
  467. }
  468. Status GeExecutor::GetCurShape(const uint32_t model_id, std::vector<int64_t> &batch_info, int32_t &dynamic_type) {
  469. GELOGI("Begin to get current shape");
  470. if (!isInit_) {
  471. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  472. return ACL_ERROR_GE_EXEC_NOT_INIT;
  473. }
  474. Status ret = GraphExecutor::GetCurShape(model_id, batch_info, dynamic_type);
  475. if (ret != SUCCESS) {
  476. GELOGE(ret, "Get current shape failed");
  477. return ret;
  478. }
  479. return SUCCESS;
  480. }
  481. Status GeExecutor::SetDynamicAippData(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  482. const std::vector<kAippDynamicBatchPara> &aippBatchPara,
  483. const kAippDynamicPara &aippParms) {
  484. GELOGI("Enter to SetDynamicAippData.");
  485. if (dynamic_input_addr == nullptr) {
  486. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID, "Dynamic aipp input addr is nullptr!");
  487. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  488. }
  489. if (aippBatchPara.empty()) {
  490. GELOGE(ACL_ERROR_GE_AIPP_BATCH_EMPTY, "aippBatchPara is empty.");
  491. return ACL_ERROR_GE_AIPP_BATCH_EMPTY;
  492. }
  493. uint64_t batch_num = aippBatchPara.size();
  494. uint64_t real_aippParms_size = sizeof(kAippDynamicPara) - sizeof(kAippDynamicBatchPara);
  495. uint64_t struct_len = batch_num * sizeof(kAippDynamicBatchPara) + real_aippParms_size;
  496. GELOGI(
  497. "Get acl input dynamic aipp data, model_id is %u, length is %lu,"
  498. "batch num is %lu, struct_len is %lu",
  499. model_id, length, batch_num, struct_len);
  500. if (struct_len > length) {
  501. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  502. "input dynamic aipp param len [%lu] is larger than aipp_data size [%lu]", struct_len, length);
  503. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  504. }
  505. // Memcpy real kAippDynamicBatchPara from host to device
  506. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &aippParms, real_aippParms_size, RT_MEMCPY_HOST_TO_DEVICE);
  507. if (rt_ret != RT_ERROR_NONE) {
  508. GELOGE(rt_ret, "memcpy real_aippParms_size failed! ret: 0x%X", rt_ret);
  509. return RT_ERROR_TO_GE_STATUS(rt_ret);
  510. }
  511. uint64_t remain_len = length - real_aippParms_size;
  512. uint8_t *aipp_batch_para_dev = reinterpret_cast<uint8_t *>(dynamic_input_addr) + real_aippParms_size;
  513. for (uint64_t i = 0; i < batch_num; ++i) {
  514. rt_ret = rtMemcpy(reinterpret_cast<void *>(aipp_batch_para_dev + i * sizeof(kAippDynamicBatchPara)),
  515. (remain_len - i * sizeof(kAippDynamicBatchPara)), &(aippBatchPara[i]),
  516. sizeof(kAippDynamicBatchPara), RT_MEMCPY_HOST_TO_DEVICE);
  517. if (rt_ret != RT_ERROR_NONE) {
  518. GELOGE(rt_ret, "memcpy kAippDynamicBatchPara input data failed! ret: 0x%X", rt_ret);
  519. return RT_ERROR_TO_GE_STATUS(rt_ret);
  520. }
  521. }
  522. return SUCCESS;
  523. }
  524. // Load model
  525. Status GeExecutor::LoadModelOffline(uint32_t &model_id, const std::string &path, const std::string &key,
  526. int32_t priority, std::shared_ptr<ge::ModelListener> listener) {
  527. GELOGI("load model offline begin.");
  528. if (!isInit_) {
  529. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  530. return ACL_ERROR_GE_EXEC_NOT_INIT;
  531. }
  532. string filePath = RealPath(path.c_str());
  533. if (filePath.empty()) {
  534. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  535. "File path is invalid. please check your text file '%s'.", path.c_str());
  536. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  537. }
  538. std::shared_ptr<ModelListenerAdapter> listener_adapter = MakeShared<ModelListenerAdapter>();
  539. if (listener_adapter == nullptr) {
  540. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "ModelListenerAdapter make shared failed!");
  541. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  542. }
  543. listener_adapter->listener = listener;
  544. Status ret = GraphLoader::LoadModelFromFile(path, key, priority, listener_adapter, model_id);
  545. if (ret != SUCCESS) {
  546. GELOGE(ret, "[GeExecutor] LoadModelFromFile failed");
  547. return ACL_ERROR_GE_LOAD_MODEL;
  548. }
  549. return SUCCESS;
  550. }
  551. Status GeExecutor::LoadModel(uint32_t &model_id, const ModelData &model_data,
  552. std::shared_ptr<ge::ModelListener> listener) {
  553. GELOGI("Load model begin.");
  554. if (!isInit_) {
  555. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  556. return ACL_ERROR_GE_EXEC_NOT_INIT;
  557. }
  558. std::shared_ptr<ModelListenerAdapter> listener_adapter = MakeShared<ModelListenerAdapter>();
  559. if (listener_adapter == nullptr) {
  560. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "ModelListenerAdapter make shared failed!");
  561. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  562. }
  563. listener_adapter->listener = listener;
  564. Status ret = GraphLoader::LoadModel(model_data, listener_adapter, model_id);
  565. if (ret != SUCCESS) {
  566. GELOGE(ret, "[GeExecutor] LoadModel failed.");
  567. return ACL_ERROR_GE_LOAD_MODEL;
  568. }
  569. return ret;
  570. }
  571. Status GeExecutor::UnloadModel(uint32_t model_id) {
  572. GELOGD("unload model %u begin.", model_id);
  573. if (!isInit_) {
  574. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  575. return ACL_ERROR_GE_EXEC_NOT_INIT;
  576. }
  577. Status ret = GraphLoader::DestroyAicpuSessionForInfer(model_id);
  578. if (ret != SUCCESS) {
  579. GELOGE(ret, "[GraphLoader] DestroyAicpuSessionForInfer failed. model id: %u", model_id);
  580. return ACL_ERROR_GE_INTERNAL_ERROR;
  581. }
  582. std::shared_ptr<hybrid::HybridDavinciModel> hybrid_davinci_model =
  583. ModelManager::GetInstance()->GetHybridModel(model_id);
  584. if (hybrid_davinci_model != nullptr) {
  585. uint64_t session_id = hybrid_davinci_model->GetSessionId();
  586. VarManagerPool::Instance().RemoveVarManager(session_id);
  587. } else {
  588. std::shared_ptr<DavinciModel> davinci_model = ModelManager::GetInstance()->GetModel(model_id);
  589. if (davinci_model != nullptr) {
  590. uint64_t session_id = davinci_model->GetSessionId();
  591. VarManagerPool::Instance().RemoveVarManager(session_id);
  592. }
  593. }
  594. ret = GraphLoader::UnloadModel(model_id);
  595. if (ret != SUCCESS) {
  596. GELOGE(ret, "[GraphLoader] DestroyAicpuSessionForInfer failed. model id: %u", model_id);
  597. return ACL_ERROR_GE_UNLOAD_MODEL;
  598. }
  599. return SUCCESS;
  600. }
  601. Status GeExecutor::RunModel(const ge::RunModelData &input_data, ge::RunModelData &output_data) {
  602. GELOGI("run model begin.");
  603. if (!isInit_) {
  604. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  605. return ACL_ERROR_GE_EXEC_NOT_INIT;
  606. }
  607. InputData inputs;
  608. GetDomiInputData(input_data, inputs);
  609. OutputData outputs;
  610. GetDomiOutputData(output_data, outputs);
  611. return GraphExecutor::DataInput(inputs, outputs);
  612. }
  613. // Get input and output descriptor
  614. Status GeExecutor::GetModelDescInfo(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  615. std::vector<ge::TensorDesc> &output_desc, bool new_model_desc) {
  616. if (!isInit_) {
  617. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  618. return ACL_ERROR_GE_EXEC_NOT_INIT;
  619. }
  620. std::vector<InputOutputDescInfo> input_desc_infos;
  621. std::vector<InputOutputDescInfo> output_desc_infos;
  622. std::vector<uint32_t> input_formats;
  623. std::vector<uint32_t> output_formats;
  624. Status ret = GraphExecutor::GetInputOutputDescInfo(model_id, input_desc_infos, output_desc_infos, input_formats,
  625. output_formats, new_model_desc);
  626. if (ret != domi::SUCCESS) {
  627. GELOGE(ret, "GetInputOutputDescInfo failed. ret = %u", ret);
  628. return ACL_ERROR_GE_GET_TENSOR_INFO;
  629. }
  630. if (input_formats.size() != input_desc_infos.size()) {
  631. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  632. "input_formats size %zu is not equal to input_desc_infos size %zu.",
  633. input_formats.size(), input_desc_infos.size());
  634. return ACL_ERROR_GE_PARAM_INVALID;
  635. }
  636. if (output_formats.size() != output_desc_infos.size()) {
  637. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "output_formats size %zu is not equal to output_desc_infos size %zu.",
  638. output_formats.size(), output_desc_infos.size());
  639. return ACL_ERROR_GE_PARAM_INVALID;
  640. }
  641. // Transfer data to TensorDesc
  642. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  643. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  644. return ge::SUCCESS;
  645. }
  646. ///
  647. /// @ingroup ge
  648. /// @brief Get dynamic batch_info
  649. /// @param [in] model_id
  650. /// @param [out] batch_info
  651. /// @param [out] dynamic_type
  652. /// @return execute result
  653. ///
  654. Status GeExecutor::GetDynamicBatchInfo(uint32_t model_id, std::vector<std::vector<int64_t>> &batch_info,
  655. int32_t &dynamic_type) {
  656. if (!isInit_) {
  657. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  658. return ACL_ERROR_GE_EXEC_NOT_INIT;
  659. }
  660. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  661. if (ret != SUCCESS) {
  662. GELOGE(ret, "GetDynamicBatchInfo failed.");
  663. return ret;
  664. }
  665. return SUCCESS;
  666. }
  667. ///
  668. /// @ingroup ge
  669. /// @brief Get combined dynamic dims info
  670. /// @param [in] model_id
  671. /// @param [out] batch_info
  672. /// @return execute result
  673. ///
  674. Status GeExecutor::GetCombinedDynamicDims(uint32_t model_id, vector<vector<int64_t>> &batch_info) {
  675. GELOGI("Begin to get combined dynamic dims info.");
  676. if (!isInit_) {
  677. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  678. return ACL_ERROR_GE_EXEC_NOT_INIT;
  679. }
  680. Status ret = GraphExecutor::GetCombinedDynamicDims(model_id, batch_info);
  681. if (ret != SUCCESS) {
  682. GELOGE(ret, "GetCombinedDynamicDims failed.");
  683. return ret;
  684. }
  685. GELOGI("Get combined dynamic dims succ.");
  686. return SUCCESS;
  687. }
  688. ///
  689. /// @ingroup ge
  690. /// @brief Get user designeate shape order
  691. /// @param [in] model_id
  692. /// @param [out] user_designate_shape_order
  693. /// @return execute result
  694. ///
  695. Status GeExecutor::GetUserDesignateShapeOrder(uint32_t model_id, vector<string> &user_designate_shape_order) {
  696. if (!isInit_) {
  697. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  698. return ACL_ERROR_GE_EXEC_NOT_INIT;
  699. }
  700. Status ret = GraphExecutor::GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  701. if (ret != SUCCESS) {
  702. GELOGE(ret, "GetUserDesignateShapeOrder failed.");
  703. return ret;
  704. }
  705. return SUCCESS;
  706. }
  707. ///
  708. /// @ingroup ge
  709. /// @brief Get AIPP input format
  710. /// @param [in] model_id
  711. /// @param [in] index
  712. /// @param [out] input_format
  713. /// @return execute result
  714. ///
  715. Status GeExecutor::GetAIPPInfo(uint32_t model_id, uint32_t index, AippConfigInfo &aipp_info) {
  716. GELOGI("Begin to GetAIPPInfo.");
  717. if (!isInit_) {
  718. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  719. return ACL_ERROR_GE_EXEC_NOT_INIT;
  720. }
  721. Status ret = GraphExecutor::GetAIPPInfo(model_id, index, aipp_info);
  722. if (ret != SUCCESS) {
  723. GELOGW("GetAIPPInfo is not success.");
  724. return ret;
  725. }
  726. GELOGI("GetAIPPInfo succ.");
  727. return SUCCESS;
  728. }
  729. Status GeExecutor::GetAippType(uint32_t model_id, uint32_t index, InputAippType &type, size_t &aipp_index) {
  730. GELOGI("Begin to get aipp type.");
  731. if (!isInit_) {
  732. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  733. return ACL_ERROR_GE_EXEC_NOT_INIT;
  734. }
  735. Status ret = GraphExecutor::GetAippType(model_id, index, type, aipp_index);
  736. if (ret != SUCCESS) {
  737. GELOGW("Get aipp type is not success.");
  738. return ret;
  739. }
  740. GELOGI("Get aipp type success.");
  741. return SUCCESS;
  742. }
  743. Status GeExecutor::GetModelAttr(uint32_t model_id, std::vector<std::string> &dynamic_output_shape_info) {
  744. if (!isInit_) {
  745. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  746. return ACL_ERROR_GE_EXEC_NOT_INIT;
  747. }
  748. Status ret = GraphExecutor::GetModelAttr(model_id, dynamic_output_shape_info);
  749. if (ret != SUCCESS) {
  750. GELOGE(ret, "Get dynamic batch output shape info failed.");
  751. return ret;
  752. }
  753. return SUCCESS;
  754. }
  755. Status GeExecutor::GetModelDescInfoForZeroCopy(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  756. std::vector<TensorDesc> &output_desc) {
  757. GELOGI("get model desc info for zero copy begin.");
  758. if (!isInit_) {
  759. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  760. return ACL_ERROR_GE_EXEC_NOT_INIT;
  761. }
  762. std::vector<InputOutputDescInfo> input_desc_infos;
  763. std::vector<InputOutputDescInfo> output_desc_infos;
  764. std::vector<uint32_t> input_formats;
  765. std::vector<uint32_t> output_formats;
  766. Status ret = GraphExecutor::GetInputOutputDescInfoForZeroCopy(model_id, input_desc_infos, output_desc_infos,
  767. input_formats, output_formats);
  768. if (ret != domi::SUCCESS) {
  769. GELOGE(ret, "Get DescInfo from zero copy failed. ret = %u", ret);
  770. return ACL_ERROR_GE_GET_TENSOR_INFO;
  771. }
  772. if (input_formats.size() != input_desc_infos.size()) {
  773. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "input_formats.size() != input_desc_infos.size().");
  774. return ACL_ERROR_GE_PARAM_INVALID;
  775. }
  776. if (output_formats.size() != output_desc_infos.size()) {
  777. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "output_formats.size() != output_desc_infos.size().");
  778. return ACL_ERROR_GE_PARAM_INVALID;
  779. }
  780. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  781. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  782. GELOGI("get model desc info from zero copy end.");
  783. return ge::SUCCESS;
  784. }
  785. Status GeExecutor::CommandHandle(const Command &command) {
  786. Status ret = GraphLoader::CommandHandle(command);
  787. if (ret != SUCCESS) {
  788. GELOGE(ACL_ERROR_GE_COMMAND_HANDLE, "CommandHandle: Command Handle failed.");
  789. return ACL_ERROR_GE_COMMAND_HANDLE;
  790. }
  791. return SUCCESS;
  792. }
  793. Status GeExecutor::GetMaxUsedMemory(uint32_t model_id, uint32_t &max_size) {
  794. GELOGI("Get max used memory begin.");
  795. if (!isInit_) {
  796. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  797. return ACL_ERROR_GE_EXEC_NOT_INIT;
  798. }
  799. uint64_t max_mem_size = 0;
  800. Status ret = GraphLoader::GetMaxUsedMemory(model_id, max_mem_size);
  801. max_size = static_cast<uint32_t>(max_mem_size);
  802. return ret;
  803. }
  804. /**
  805. * @ingroup ge
  806. * @brief Load data from model file to memory
  807. * @param [in] const std::string &path: Offline model file path
  808. * @param [out] domi::ModelData &model_data: Offline model memory data
  809. * @return SUCCESS handle successfully / others handle failed
  810. */
  811. Status GeExecutor::LoadDataFromFile(const std::string &path, ModelData &model_data) {
  812. GELOGI("Load data from file begin.");
  813. if (!isInit_) {
  814. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  815. return ACL_ERROR_GE_EXEC_NOT_INIT;
  816. }
  817. string filePath = RealPath(path.c_str());
  818. if (filePath.empty()) {
  819. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  820. "File path is invalid. please check your text file '%s'.", path.c_str());
  821. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  822. }
  823. GELOGI("load modelData from file: %s.", path.c_str());
  824. std::string key_path;
  825. int32_t priority = 0;
  826. Status ret = GraphLoader::LoadDataFromFile(path, key_path, priority, model_data);
  827. if (ret != SUCCESS) {
  828. if (model_data.model_data != nullptr) {
  829. delete[] static_cast<char *>(model_data.model_data);
  830. model_data.model_data = nullptr;
  831. }
  832. }
  833. return ret;
  834. }
  835. /**
  836. * @ingroup ge
  837. * @brief Load model from offline model memory data
  838. * @param [in] domi::ModelData &model_data: Offline model data
  839. void *dev_ptr: Input/Output memory start address
  840. size_t memsize: Input/Output memory length
  841. void *weight_ptr: Weight memory start address
  842. size_t weightsize: Weight memory length
  843. * @param [out] uint32_t &model_id: identification after model loading
  844. * @return SUCCESS handle successfully / others handle failed
  845. */
  846. Status GeExecutor::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr, size_t mem_size,
  847. void *weight_ptr, size_t weight_size) {
  848. if (!isInit_) {
  849. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  850. return ACL_ERROR_GE_EXEC_NOT_INIT;
  851. }
  852. return GraphLoader::LoadModelFromData(model_id, model_data, dev_ptr, mem_size, weight_ptr, weight_size);
  853. }
  854. /**
  855. * @ingroup ge
  856. * @brief Load task list from ModelData with queue.
  857. * @param [out] model_id: model id allocate from manager.
  858. * @param [in] ge_model_data: Model data load from offline model.
  859. * @param [in] input_queue_ids: input queue ids create from user.
  860. * @param [in] output_queue_ids: input queue ids create from user.
  861. * @return: 0 for success / others for fail
  862. */
  863. Status GeExecutor::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
  864. const std::vector<uint32_t> &input_queue_ids,
  865. const std::vector<uint32_t> &output_queue_ids) {
  866. GELOGI("Load model with queue begin.");
  867. if (!isInit_) {
  868. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  869. return ACL_ERROR_GE_EXEC_NOT_INIT;
  870. }
  871. return GraphLoader::LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
  872. }
  873. /**
  874. * @ingroup ge
  875. * @brief Synchronous execution of offline model(Do not create thread)
  876. * @param [in] uint32_t model_id: Model ID to execute
  877. void* stream: stream to execute
  878. const domi::InputData *input_data: Model input data
  879. bool async_mode: is asynchronize mode.
  880. * @param [out] domi::OutputData *output_data: Model output data
  881. * @return SUCCESS handle successfully / others handle failed
  882. */
  883. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  884. ge::RunModelData &run_output_data, bool async_mode) {
  885. std::vector<GeTensorDesc> input_desc = {};
  886. std::vector<GeTensorDesc> output_desc = {};
  887. return ExecModel(model_id, stream, run_input_data, input_desc, run_output_data, output_desc, async_mode);
  888. }
  889. /**
  890. * @ingroup ge
  891. * @brief Synchronous execution of offline model(Do not create thread)
  892. * @param [in] uint32_t model_id: Model ID to execute
  893. void* stream: stream to execute
  894. const domi::InputData *input_data: Model input data
  895. const std::vector<GeTensorDesc> &input_desc: Description of model input data
  896. bool async_mode: is asynchronize mode
  897. * @param [out] domi::OutputData *output_data: Model output data
  898. * @param [out] std::vector<GeTensorDesc> &output_desc: Description of model output data
  899. * @return SUCCESS handle successfully / others handle failed
  900. */
  901. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  902. const std::vector<GeTensorDesc> &input_desc, ge::RunModelData &run_output_data,
  903. std::vector<GeTensorDesc> &output_desc, bool async_mode) {
  904. if (!isInit_) {
  905. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  906. return ACL_ERROR_GE_EXEC_NOT_INIT;
  907. }
  908. InputData input_data;
  909. OutputData output_data;
  910. GetDomiInputData(run_input_data, input_data);
  911. GetDomiOutputData(run_output_data, output_data);
  912. if ((run_input_data.dynamic_batch_size != 0) || (run_input_data.dynamic_image_width != 0) ||
  913. (run_input_data.dynamic_image_height != 0) || (run_input_data.dynamic_dims.size() != 0)) {
  914. std::vector<std::vector<int64_t>> batch_info;
  915. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  916. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  917. if (ret != SUCCESS) {
  918. GELOGE(ret, "Get dynamic input info failed.");
  919. return ret;
  920. }
  921. if (!batch_info.empty()) {
  922. SetDynamicInputDataFlag(run_input_data, batch_info, input_data);
  923. }
  924. }
  925. return GraphLoader::ExecuteModel(model_id, stream, async_mode, input_data, input_desc, output_data, output_desc);
  926. }
  927. /**
  928. * @ingroup ge
  929. * @brief Get weight memory size from model file
  930. * @param [in] const std::string &path: Offline model file path
  931. * @param [out] size_t &mem_size Execution memory size
  932. size_t &weight_size Weight memory space size
  933. * @return SUCCESS handle successfully / others handle failed
  934. */
  935. Status GeExecutor::GetMemAndWeightSize(const std::string &path, size_t &mem_size, size_t &weight_size) {
  936. GELOGI("Get memory and weight size from file begin.");
  937. if (!isInit_) {
  938. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  939. return ACL_ERROR_GE_EXEC_NOT_INIT;
  940. }
  941. ModelData model;
  942. std::string key;
  943. Status ret = ge::GraphLoader::LoadDataFromFile(path, key, 0, model);
  944. if ((ret != SUCCESS) || (model.model_data == nullptr)) {
  945. GELOGE(ret, "Load data from file failed. ret = %d", ret);
  946. return ret;
  947. }
  948. ret = ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  949. delete[] static_cast<char *>(model.model_data);
  950. model.model_data = nullptr;
  951. return ret;
  952. }
  953. /**
  954. * @ingroup ge
  955. * @brief Get weight memory size from model file
  956. * @param [in] const void *model_data Offline model buffer
  957. size_t model_size Offline model buffer length
  958. * @param [out] size_t &mem_size Execution memory size
  959. size_t &weight_size Weight memory space size
  960. * @return SUCCESS handle successfully / others handle failed
  961. */
  962. Status GeExecutor::GetMemAndWeightSize(const void *model_data, size_t model_size, size_t &mem_size,
  963. size_t &weight_size) {
  964. GELOGI("Get memory and weight size from data begin.");
  965. if (!isInit_) {
  966. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has not been initialized!");
  967. return ACL_ERROR_GE_EXEC_NOT_INIT;
  968. }
  969. if (model_data == nullptr) {
  970. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID, "invalid model data!");
  971. return ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID;
  972. }
  973. ModelData model;
  974. model.model_data = const_cast<void *>(model_data);
  975. model.model_len = static_cast<uint32_t>(model_size);
  976. return ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  977. }
  978. Status GeExecutor::LoadSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  979. SingleOp **single_op) {
  980. return SingleOpManager::GetInstance().GetOpFromModel(model_name, modelData, stream, single_op);
  981. }
  982. Status GeExecutor::LoadDynamicSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  983. DynamicSingleOp **single_op) {
  984. return SingleOpManager::GetInstance().GetDynamicOpFromModel(model_name, modelData, stream, single_op);
  985. }
  986. Status GeExecutor::ExecuteAsync(SingleOp *executor, const std::vector<DataBuffer> &inputs,
  987. std::vector<DataBuffer> &outputs) {
  988. if (executor == nullptr) {
  989. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "param is NULL");
  990. return ACL_ERROR_GE_EXEC_NOT_INIT;
  991. }
  992. return executor->ExecuteAsync(inputs, outputs);
  993. }
  994. ge::Status GeExecutor::ExecuteAsync(DynamicSingleOp *executor, const vector<GeTensorDesc> &input_desc,
  995. const vector<DataBuffer> &inputs, vector<GeTensorDesc> &output_desc,
  996. vector<DataBuffer> &outputs) {
  997. GE_CHECK_NOTNULL(executor);
  998. return executor->ExecuteAsync(input_desc, inputs, output_desc, outputs);
  999. }
  1000. Status GeExecutor::ReleaseSingleOpResource(void *stream) {
  1001. ModelManager::GetInstance()->ClearAicpuSo();
  1002. return SingleOpManager::GetInstance().ReleaseResource(stream);
  1003. }
  1004. Status GeExecutor::GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id) {
  1005. auto model_manager = ModelManager::GetInstance();
  1006. GE_CHECK_NOTNULL(model_manager);
  1007. auto davinci_model = model_manager->GetModel(model_id);
  1008. if (davinci_model == nullptr) {
  1009. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ID_INVALID, "Model id: %d is invaild or model is not loaded.", model_id);
  1010. return ACL_ERROR_GE_EXEC_MODEL_ID_INVALID;
  1011. }
  1012. device_id = davinci_model->GetDeviceId();
  1013. return SUCCESS;
  1014. }
  1015. Status GeExecutor::GetBatchInfoSize(uint32_t model_id, size_t &shape_count) {
  1016. std::vector<std::vector<int64_t>> batch_info;
  1017. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  1018. Status ret = GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  1019. if (ret != SUCCESS) {
  1020. GELOGE(ret, "Calc batch info size failed. ret = %d", ret);
  1021. return ret;
  1022. }
  1023. if (batch_info.empty()) {
  1024. shape_count = kStaticBatchInfoSize;
  1025. } else {
  1026. shape_count = batch_info.size();
  1027. }
  1028. return SUCCESS;
  1029. }
  1030. Status GeExecutor::GetOrigInputInfo(uint32_t model_id, uint32_t index, OriginInputInfo &orig_input_info) {
  1031. GELOGI("Begin to GetOrigInputInfo.");
  1032. if (!isInit_) {
  1033. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  1034. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1035. }
  1036. Status ret = GraphExecutor::GetOrigInputInfo(model_id, index, orig_input_info);
  1037. if (ret != SUCCESS) {
  1038. GELOGE(ret, "GetOrigInputInfo failed.");
  1039. return ret;
  1040. }
  1041. GELOGI("GetOrigInputInfo succ.");
  1042. return SUCCESS;
  1043. }
  1044. Status GeExecutor::GetAllAippInputOutputDims(uint32_t model_id, uint32_t index,
  1045. std::vector<InputOutputDims> &input_dims,
  1046. std::vector<InputOutputDims> &output_dims) {
  1047. GELOGI("Begin to GetAllAippInputOutputDims.");
  1048. if (!isInit_) {
  1049. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "not inited yet!");
  1050. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1051. }
  1052. Status ret = GraphExecutor::GetAllAippInputOutputDims(model_id, index, input_dims, output_dims);
  1053. if (ret != SUCCESS) {
  1054. GELOGE(ret, "GetAllAippInputOutputDims failed.");
  1055. return ret;
  1056. }
  1057. GELOGI("GetAllAippInputOutputDims succ.");
  1058. return SUCCESS;
  1059. }
  1060. Status GeExecutor::GetOpDescInfo(uint32_t device_id, uint32_t stream_id, uint32_t task_id, OpDescInfo &op_desc_info) {
  1061. GELOGI("Begin to GetOpDescInfo.");
  1062. Status ret = GraphExecutor::GetOpDescInfo(device_id, stream_id, task_id, op_desc_info);
  1063. if (ret != SUCCESS) {
  1064. GELOGE(ret, "GetOpDescInfo failed.");
  1065. return ret;
  1066. }
  1067. GELOGI("GetOpDescInfo succ.");
  1068. return SUCCESS;
  1069. }
  1070. Status GeExecutor::SetDump(const DumpConfig &dump_config) {
  1071. GELOGI("Start to set dump config");
  1072. auto ret = DumpManager::GetInstance().SetDumpConf(dump_config);
  1073. if (ret != SUCCESS) {
  1074. GELOGE(ret, "Set dump conf failed");
  1075. return ret;
  1076. }
  1077. GELOGI("Set dump config successfully");
  1078. return SUCCESS;
  1079. }
  1080. } // 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