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ge_executor.cc 51 kB

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  1. /**
  2. * Copyright 2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #include "framework/executor/ge_executor.h"
  17. #include <cce/cce.h>
  18. #include <ctime>
  19. #include <iostream>
  20. #include "framework/common/debug/log.h"
  21. #include "common/ge/ge_util.h"
  22. #include "framework/common/helper/model_helper.h"
  23. #include "common/profiling/profiling_manager.h"
  24. #include "common/dump/dump_manager.h"
  25. #include "graph/execute/graph_execute.h"
  26. #include "graph/load/graph_loader.h"
  27. #include "graph/load/model_manager/model_manager.h"
  28. #include "graph/manager/graph_mem_manager.h"
  29. #include "graph/manager/graph_var_manager.h"
  30. #include "single_op/single_op_manager.h"
  31. #include "graph/load/model_manager/davinci_model.h"
  32. #include "opskernel_manager/ops_kernel_builder_manager.h"
  33. #include "graph/opsproto_manager.h"
  34. #include "ge_local_engine/engine/host_cpu_engine.h"
  35. using std::string;
  36. using std::vector;
  37. namespace {
  38. const size_t kDynamicBatchSizeVecSize = 1;
  39. const size_t kStaticBatchInfoSize = 1;
  40. const size_t kDynamicImageSizeVecSize = 2;
  41. const size_t kDynamicImageSizeInputSize = 2;
  42. const char *const kBatchLabel = "Batch_";
  43. void GetGeTensorDescFromDomiInfo(std::vector<ge::TensorDesc> &ge_descs,
  44. const std::vector<ge::InputOutputDescInfo> &domi_descs,
  45. const std::vector<uint32_t> &formats) {
  46. uint32_t idx = 0;
  47. for (auto desc_item : domi_descs) {
  48. ge::TensorDesc ge_desc;
  49. ge_desc.SetName(desc_item.name.c_str());
  50. ge_desc.SetDataType(static_cast<ge::DataType>(desc_item.data_type));
  51. ge_desc.SetFormat(static_cast<ge::Format>(formats[idx]));
  52. std::vector<int64_t> shape_dims;
  53. for (auto dim : desc_item.shape_info.dims) {
  54. shape_dims.push_back(dim);
  55. }
  56. ge::Shape ge_shape(shape_dims);
  57. ge_desc.SetShape(ge_shape);
  58. ge_desc.SetSize(desc_item.size);
  59. ge_desc.SetShapeRange(desc_item.shape_info.shape_ranges);
  60. ge_descs.emplace_back(ge_desc);
  61. ++idx;
  62. }
  63. }
  64. void GetDomiInputData(const ge::RunModelData &input_data, ge::InputData &inputs) {
  65. inputs.index = input_data.index;
  66. inputs.model_id = input_data.modelId;
  67. inputs.timestamp = input_data.timestamp;
  68. inputs.timeout = input_data.timeout;
  69. inputs.request_id = input_data.request_id;
  70. for (const auto &data_item : input_data.blobs) {
  71. ge::DataBuffer dataBuf{data_item.data, data_item.length, data_item.isDataSupportMemShare};
  72. inputs.blobs.emplace_back(dataBuf);
  73. }
  74. }
  75. void GetDomiOutputData(const ge::RunModelData &output_data, ge::OutputData &outputs) {
  76. outputs.index = output_data.index;
  77. outputs.model_id = output_data.modelId;
  78. for (const auto &data_item : output_data.blobs) {
  79. ge::DataBuffer dataBuf(data_item.data, data_item.length, data_item.isDataSupportMemShare);
  80. outputs.blobs.emplace_back(dataBuf);
  81. }
  82. }
  83. void SetDynamicInputDataFlag(const ge::RunModelData &input_data, const std::vector<std::vector<int64_t>> batch_info,
  84. ge::InputData &inputs) {
  85. inputs.is_dynamic_batch = true;
  86. std::string batch_label;
  87. size_t match_idx = 0;
  88. for (size_t i = 0; i < batch_info.size(); ++i) {
  89. // dynamic_dims
  90. if (input_data.dynamic_dims.size() != 0) {
  91. bool is_match = true;
  92. for (size_t j = 0; j < static_cast<size_t>(input_data.dynamic_dims.size()); ++j) {
  93. if (static_cast<uint64_t>(batch_info[i][j]) != input_data.dynamic_dims[j]) {
  94. is_match = false;
  95. break;
  96. }
  97. }
  98. if (is_match) {
  99. match_idx = i;
  100. break;
  101. }
  102. // dynamic_batch_size
  103. } else if (batch_info[i].size() == kDynamicBatchSizeVecSize &&
  104. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_batch_size)) {
  105. match_idx = i;
  106. break;
  107. // dynamic_image_size
  108. } else if (batch_info[i].size() == kDynamicImageSizeVecSize &&
  109. batch_info[i][0] == static_cast<int64_t>(input_data.dynamic_image_height) &&
  110. batch_info[i][1] == static_cast<int64_t>(input_data.dynamic_image_width)) {
  111. match_idx = i;
  112. break;
  113. }
  114. }
  115. batch_label = kBatchLabel + std::to_string(match_idx);
  116. inputs.batch_label = batch_label;
  117. GELOGI("current batch label:%s", batch_label.c_str());
  118. }
  119. bool IsDynamicBatchSizeMatchModel(uint64_t batch_size, const vector<std::vector<int64_t>> &batch_info) {
  120. if (batch_info.empty()) {
  121. REPORT_INNER_ERROR("E19999", "param Dynamic batch info is empty, check invalid.");
  122. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch info is empty.");
  123. return false;
  124. }
  125. for (auto batch : batch_info) {
  126. if (batch.size() != kDynamicBatchSizeVecSize) {
  127. REPORT_INNER_ERROR("E19999", "Dynamic batch param num is %zu, current batch size is %zu.",
  128. kDynamicBatchSizeVecSize, batch.size());
  129. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch param num is %zu, current batch size is %zu.",
  130. kDynamicBatchSizeVecSize, batch.size());
  131. return false;
  132. }
  133. if (batch[0] == static_cast<int64_t>(batch_size)) {
  134. return true;
  135. }
  136. }
  137. REPORT_INNER_ERROR("E19999", "Dynamic batch %lu can not match the gear of model.", batch_size);
  138. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch %lu can not match the gear of model.", batch_size);
  139. return false;
  140. }
  141. bool IsDynamicImageSizeMatchModel(uint64_t image_height, uint64_t image_width,
  142. const vector<std::vector<int64_t>> &batch_info) {
  143. if (batch_info.empty()) {
  144. REPORT_INNER_ERROR("E19999", "ParamDynamic batch info is empty. check invalid");
  145. GELOGE(ge::FAILED, "[Check][Param] Dynamic batch info is empty.");
  146. return false;
  147. }
  148. for (auto resolution : batch_info) {
  149. if (resolution.size() != kDynamicImageSizeVecSize) {
  150. REPORT_INNER_ERROR("E19999", "Dynamic resolution param num is %zu, current resolution size is %zu.",
  151. kDynamicImageSizeVecSize, resolution.size());
  152. GELOGE(ge::FAILED, "[Check][Param] Dynamic resolution param num is %zu, current resolution size is %zu.",
  153. kDynamicImageSizeVecSize, resolution.size());
  154. return false;
  155. }
  156. if (resolution[0] == static_cast<int64_t>(image_height) && resolution[1] == static_cast<int64_t>(image_width)) {
  157. return true;
  158. }
  159. }
  160. REPORT_INNER_ERROR("E19999", "Dynamic resolution (%lu,%lu) can not match the gear of model.",
  161. image_height, image_width);
  162. GELOGE(ge::FAILED, "[Check][Param]Dynamic resolution (%lu,%lu) can not match the gear of model.",
  163. image_height, image_width);
  164. return false;
  165. }
  166. bool IsDynmaicDimsSizeMatchModel(const vector<uint64_t> cur_dynamic_dims,
  167. const vector<vector<int64_t>> &batch_info) {
  168. if (batch_info.empty()) {
  169. REPORT_INNER_ERROR("E19999", "param batch_info is empty, check invalid");
  170. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][Param] Dynamic batch info is empty.");
  171. return false;
  172. }
  173. bool find_match = false;
  174. for (auto resolution : batch_info) {
  175. if (cur_dynamic_dims.size() != resolution.size()) {
  176. REPORT_INNER_ERROR("E19999", "Cur dynamic dims param num is %zu, current resolution size is %zu.",
  177. cur_dynamic_dims.size(), resolution.size());
  178. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  179. "[Check][Param] Cur dynamic dims param num is %zu, current resolution size is %zu.",
  180. cur_dynamic_dims.size(), resolution.size());
  181. return false;
  182. }
  183. bool flag = true;
  184. for (std::size_t i = 0; i < resolution.size(); ++i) {
  185. if (cur_dynamic_dims[i] != static_cast<uint64_t>(resolution[i])) {
  186. flag = false;
  187. break;
  188. }
  189. }
  190. if (flag) {
  191. find_match = true;
  192. break;
  193. }
  194. }
  195. if (!find_match) {
  196. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "[Check][Param] choose dynamic dims can not match the gear of model.");
  197. }
  198. return find_match;
  199. }
  200. } // namespace
  201. namespace ge {
  202. bool GeExecutor::isInit_ = false;
  203. static void InitOpsProtoManager() {
  204. string opsproto_path;
  205. const char *path_env = std::getenv("ASCEND_OPP_PATH");
  206. if (path_env != nullptr) {
  207. string path = path_env;
  208. string file_path = RealPath(path.c_str());
  209. if (file_path.empty()) {
  210. GELOGE(FAILED, "[Check][EnvPath]ASCEND_OPP_PATH path [%s] is invalid.", path.c_str());
  211. REPORT_INPUT_ERROR("E68016", {"ASCEND_OPP_PATH", path});
  212. return;
  213. }
  214. opsproto_path = (path + "/op_proto/custom/" + ":") + (path + "/op_proto/built-in/");
  215. GELOGI("Get opsproto so path from env : %s", path.c_str());
  216. } else {
  217. string path_base = PluginManager::GetPath();
  218. GELOGI("path_base is %s", path_base.c_str());
  219. path_base = path_base.substr(0, path_base.rfind('/'));
  220. path_base = path_base.substr(0, path_base.rfind('/') + 1);
  221. opsproto_path = (path_base + "ops/op_proto/custom/" + ":") + (path_base + "ops/op_proto/built-in/");
  222. }
  223. GELOGI("Get opsproto path is %s", opsproto_path.c_str());
  224. OpsProtoManager *manager = OpsProtoManager::Instance();
  225. map<string, string> option_tmp;
  226. option_tmp.emplace(std::pair<string, string>(string("ge.opsProtoLibPath"), opsproto_path));
  227. (void)manager->Initialize(option_tmp);
  228. }
  229. GeExecutor::GeExecutor() {}
  230. Status GeExecutor::Initialize() {
  231. GELOGI("Init GeExecutor begin.");
  232. if (isInit_) {
  233. GELOGW("Already initialized, no need to be initialized again.");
  234. return ge::SUCCESS;
  235. }
  236. OpTilingManager::GetInstance().LoadSo();
  237. Status init_hostcpu_engine_status = HostCpuEngine::GetInstance().Initialize();
  238. if (init_hostcpu_engine_status != SUCCESS) {
  239. GELOGE(init_hostcpu_engine_status, "[initialize][HostCpuEngine] failed");
  240. return init_hostcpu_engine_status;
  241. }
  242. InitOpsProtoManager();
  243. std::vector<rtMemType_t> mem_type(1, RT_MEMORY_HBM);
  244. mem_type.push_back(RT_MEMORY_P2P_DDR);
  245. auto ret = MemManager::Instance().Initialize(mem_type);
  246. if (ret != SUCCESS) {
  247. GELOGE(ret, "[Initialize][MemManager] failed.");
  248. return ret;
  249. }
  250. GE_CHK_STATUS_RET(OpsKernelBuilderManager::Instance().Initialize({}, false),
  251. "[Initialize][OpsKernelBuilderManager] failed.");
  252. // Start profiling
  253. Options profiling_options;
  254. profiling_options.device_id = 0;
  255. // job id need to be set, the value is meaningless;
  256. profiling_options.job_id = "1";
  257. isInit_ = true;
  258. GELOGI("Init GeExecutor over.");
  259. return ge::SUCCESS;
  260. }
  261. Status GeExecutor::Finalize() {
  262. GELOGI("Uninit GeExecutor begin.");
  263. if (isInit_ == false) {
  264. GELOGW("GeExecutor has not been initialized.");
  265. return ge::SUCCESS;
  266. }
  267. (void) OpsKernelBuilderManager::Instance().Finalize();
  268. // Stop profiling
  269. if (ProfilingManager::Instance().ProfilingOn()) {
  270. ProfilingManager::Instance().PluginUnInit();
  271. }
  272. GELOGI("Uninit GeExecutor over.");
  273. return ge::SUCCESS;
  274. }
  275. Status GeExecutor::SetDynamicBatchSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  276. uint64_t batch_size) {
  277. if (dynamic_input_addr == nullptr) {
  278. REPORT_INNER_ERROR("E19999", "param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  279. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  280. "[Check][Param] Dynamic input addr is nullptr, model id:%u", model_id);
  281. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  282. }
  283. uint64_t size = sizeof(uint32_t);
  284. if (length < size) {
  285. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is less than [%lu], check invalid, model id:%u",
  286. length, size, model_id);
  287. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  288. "[Check][Param] Dynamic input size [%lu] is less than [%lu], model id:%u", length, size, model_id);
  289. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  290. }
  291. if (length >= sizeof(uint64_t)) {
  292. size = sizeof(uint64_t);
  293. }
  294. // Verify whether the input dynamic batch matches the model gear
  295. std::vector<std::vector<int64_t>> batch_info;
  296. std::vector<uint64_t> batch_num{batch_size};
  297. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  298. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  299. if (ret != SUCCESS) {
  300. REPORT_CALL_ERROR("E19999", "get dynamic batch info failed, model id:%u", model_id);
  301. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  302. return ret;
  303. }
  304. if (!IsDynamicBatchSizeMatchModel(batch_size, batch_info)) {
  305. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  306. "[Check][Param] The current dynamic input does not match the gear of the model(id:%u).", model_id);
  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. REPORT_CALL_ERROR("E19999", "set dynamic size failed, model id:%u, dynamic_type:1", model_id);
  312. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u, dynamic_type:1", model_id);
  313. return ret;
  314. }
  315. // memcpy dynamic_batch_size from host to device
  316. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &batch_size, size, RT_MEMCPY_HOST_TO_DEVICE);
  317. if (rt_ret != RT_ERROR_NONE) {
  318. REPORT_CALL_ERROR("E19999", "Call rtMemcpy, size:%lu ret:0x%X", length, rt_ret);
  319. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic batch input data failed! size:%lu ret:0x%X", length, rt_ret);
  320. return RT_ERROR_TO_GE_STATUS(rt_ret);
  321. }
  322. return SUCCESS;
  323. }
  324. Status GeExecutor::SetDynamicImageSize(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  325. uint64_t image_height, uint64_t image_width) {
  326. if (dynamic_input_addr == nullptr) {
  327. REPORT_INNER_ERROR("E19999", "param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  328. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  329. "[Check][Param] Dynamic input addr is nullptr, model id:%u", model_id);
  330. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  331. }
  332. uint64_t dynamic_input_size = kDynamicImageSizeInputSize * sizeof(uint32_t);
  333. if (length < dynamic_input_size) {
  334. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is less than [%lu], check invalid, model id:%u",
  335. length, dynamic_input_size, model_id);
  336. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  337. "[Check][Param] Dynamic input size [%lu] is less than [%lu], model id:%u",
  338. length, dynamic_input_size, model_id);
  339. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  340. }
  341. uint64_t size = sizeof(uint32_t);
  342. if (length >= kDynamicImageSizeInputSize * sizeof(uint64_t)) {
  343. size = sizeof(uint64_t);
  344. }
  345. // Verify whether the input dynamic resolution matches the model gear
  346. std::vector<std::vector<int64_t>> batch_info;
  347. std::vector<uint64_t> batch_num{image_height, image_width};
  348. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  349. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  350. if (ret != SUCCESS) {
  351. REPORT_CALL_ERROR("E19999", "Get dynamic input info failed, model id:%u.", model_id);
  352. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  353. return ret;
  354. }
  355. if (!IsDynamicImageSizeMatchModel(image_height, image_width, batch_info)) {
  356. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  357. "[Check][Param] The current dynamic input does not match the gear of the model, "
  358. "image_height:%lu, image_width:%lu.", image_height, image_width);
  359. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  360. }
  361. ret = GraphExecutor::SetDynamicSize(model_id, batch_num, static_cast<int32_t>(DYNAMIC_IMAGE));
  362. if (ret != SUCCESS) {
  363. REPORT_CALL_ERROR("E19999", "Set dynamic size failed, model id:%u,", model_id);
  364. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  365. return ret;
  366. }
  367. // Memcpy dynamic resolution height from host to device
  368. rtError_t rt_ret =
  369. rtMemcpy(dynamic_input_addr, size, &image_height, size, RT_MEMCPY_HOST_TO_DEVICE);
  370. if (rt_ret != RT_ERROR_NONE) {
  371. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed! size:%lu, ret:0x%X, model id:%u", size, rt_ret, model_id);
  372. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X, model id:%u",
  373. size, rt_ret, model_id);
  374. return RT_ERROR_TO_GE_STATUS(rt_ret);
  375. }
  376. uint64_t remain_size = length - size;
  377. // Memcpy dynamic resolution width from host to device
  378. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size),
  379. remain_size, &image_width, size, RT_MEMCPY_HOST_TO_DEVICE);
  380. if (rt_ret != RT_ERROR_NONE) {
  381. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed! size:%lu, ret:0x%X, model id:%u",
  382. remain_size, rt_ret, model_id);
  383. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X, model id:%u",
  384. remain_size, rt_ret, model_id);
  385. return RT_ERROR_TO_GE_STATUS(rt_ret);
  386. }
  387. return SUCCESS;
  388. }
  389. Status GeExecutor::SetDynamicDims(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  390. const vector<uint64_t> &dynamic_dims) {
  391. if (dynamic_input_addr == nullptr) {
  392. REPORT_INNER_ERROR("E19999", "Param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  393. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  394. "[Check][Param] Dynamic input addr is nullptr, model id:%u", model_id);
  395. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  396. }
  397. vector<uint64_t> cur_dynamic_dims;
  398. Status ret = GetCurDynamicDims(model_id, dynamic_dims, cur_dynamic_dims);
  399. if (ret != SUCCESS) {
  400. GELOGE(ret, "[Get][CurDynamicDims] failed, model id:%u", model_id);
  401. return ret;
  402. }
  403. std::vector<std::vector<int64_t>> batch_info;
  404. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  405. ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  406. if (ret != SUCCESS) {
  407. REPORT_CALL_ERROR("E19999", "Get dynamic input info failed, model id:%u.", model_id);
  408. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  409. return ret;
  410. }
  411. if (!IsDynmaicDimsSizeMatchModel(cur_dynamic_dims, batch_info)) {
  412. GELOGE(ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID,
  413. "[Check][Param] The current dynamic input does not match the gear of the model, id:%u.", model_id);
  414. return ACL_ERROR_GE_DYNAMIC_BATCH_SIZE_INVALID;
  415. }
  416. ret = GraphExecutor::SetDynamicSize(model_id, cur_dynamic_dims, static_cast<int32_t>(DYNAMIC_DIMS));
  417. if (ret != SUCCESS) {
  418. REPORT_CALL_ERROR("E19999", "Set dynamic size failed, model id:%u", model_id);
  419. GELOGE(ret, "[Set][DynamicSize] failed, model id:%u", model_id);
  420. return ret;
  421. }
  422. size_t dynamic_dim_num = cur_dynamic_dims.size();
  423. uint64_t dynamic_input_size = static_cast<uint64_t>(dynamic_dim_num * sizeof(uint32_t));
  424. if (length < dynamic_input_size) {
  425. REPORT_INNER_ERROR("E19999", "input dynamic size [%lu] is less than [%lu], model id:%u",
  426. length, dynamic_input_size, model_id);
  427. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  428. "[Check][Param] Dynamic input size [%lu] is less than [%lu], model id:%u",
  429. length, dynamic_input_size, model_id);
  430. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  431. }
  432. uint64_t size = sizeof(uint32_t);
  433. if (length >= dynamic_dim_num * sizeof(uint64_t)) {
  434. size = sizeof(uint64_t);
  435. }
  436. rtError_t rt_ret;
  437. for (uint32_t i = 0; i < dynamic_dim_num; ++i) {
  438. // Memcpy dynamic dim[i] from host to device
  439. rt_ret = rtMemcpy(reinterpret_cast<void *>(reinterpret_cast<uint8_t *>(dynamic_input_addr) + size * i),
  440. length - size * i, &cur_dynamic_dims[i], size, RT_MEMCPY_HOST_TO_DEVICE);
  441. if (rt_ret != RT_ERROR_NONE) {
  442. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed, size:%lu, ret:0x%X", (length - size * i), rt_ret);
  443. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy dynamic resolution input data failed! size:%lu, ret:0x%X",
  444. length - size * i, rt_ret);
  445. return RT_ERROR_TO_GE_STATUS(rt_ret);
  446. }
  447. }
  448. return SUCCESS;
  449. }
  450. Status GeExecutor::GetCurDynamicDims(uint32_t model_id, const vector<uint64_t> &dynamic_dims,
  451. vector<uint64_t> &cur_dynamic_dims) {
  452. cur_dynamic_dims.clear();
  453. vector<ge::TensorDesc> input_desc;
  454. vector<ge::TensorDesc> output_desc;
  455. auto ret = GetModelDescInfo(model_id, input_desc, output_desc);
  456. if (ret != ge::SUCCESS) {
  457. GELOGE(ret, "[Get][ModelDescInfo] failed, model id:%u.", model_id);
  458. return ret;
  459. }
  460. vector<string> user_designate_shape_order;
  461. vector<int64_t> all_data_dims;
  462. ret = GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  463. if (ret != ge::SUCCESS) {
  464. GELOGE(ret, "[Call][GetUserDesignateShapeOrder] failed, model id:%u.", model_id);
  465. return ret;
  466. }
  467. for (auto &data_name : user_designate_shape_order) {
  468. for (auto &desc : input_desc) {
  469. if (desc.GetName() == data_name) {
  470. for (auto dim : desc.GetShape().GetDims()) {
  471. all_data_dims.push_back(dim);
  472. }
  473. break;
  474. }
  475. }
  476. }
  477. if (dynamic_dims.size() != all_data_dims.size()){
  478. REPORT_INNER_ERROR("E19999", "Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  479. dynamic_dims.size(), all_data_dims.size());
  480. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  481. "[Check][Param] Dynamic input size [%lu] is not equal with all data dims size [%lu]!",
  482. dynamic_dims.size(), all_data_dims.size());
  483. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  484. }
  485. for (std::size_t i = 0; i < all_data_dims.size(); ++i) {
  486. if (all_data_dims[i] < 0) {
  487. cur_dynamic_dims.push_back(dynamic_dims[i]);
  488. } else if (static_cast<uint64_t>(all_data_dims[i]) != dynamic_dims[i]) {
  489. REPORT_INNER_ERROR("E19999", "Static dims should be same, index:%zu value:%lu should be %ld",
  490. i, dynamic_dims[i], all_data_dims[i]);
  491. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  492. "[Check][Param] Static dims should be same, index:%zu value:%lu should be %ld",
  493. i, dynamic_dims[i], all_data_dims[i]);
  494. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  495. }
  496. }
  497. return SUCCESS;
  498. }
  499. Status GeExecutor::GetCurShape(const uint32_t model_id, std::vector<int64_t> &batch_info, int32_t &dynamic_type) {
  500. GELOGI("Begin to get current shape");
  501. if (!isInit_) {
  502. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized, model id:%u", model_id);
  503. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized, model id:%u", model_id);
  504. return ACL_ERROR_GE_EXEC_NOT_INIT;
  505. }
  506. Status ret = GraphExecutor::GetCurShape(model_id, batch_info, dynamic_type);
  507. if (ret != SUCCESS) {
  508. REPORT_CALL_ERROR("E19999", "Get Cur Shape failed, model id:%u", model_id);
  509. GELOGE(ret, "[Get][CurShape] failed, model id:%u", model_id);
  510. return ret;
  511. }
  512. return SUCCESS;
  513. }
  514. Status GeExecutor::SetDynamicAippData(uint32_t model_id, void *dynamic_input_addr, uint64_t length,
  515. const std::vector<kAippDynamicBatchPara> &aippBatchPara,
  516. const kAippDynamicPara &aippParms) {
  517. GELOGI("Enter to SetDynamicAippData.");
  518. if (dynamic_input_addr == nullptr) {
  519. REPORT_INNER_ERROR("E19999", "Param dynamic_input_addr is nullptr, check invalid, model id:%u", model_id);
  520. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID,
  521. "[Check][Param] Dynamic aipp input addr is nullptr, model id:%u", model_id);
  522. return ACL_ERROR_GE_DYNAMIC_INPUT_ADDR_INVALID;
  523. }
  524. if (aippBatchPara.empty()) {
  525. REPORT_INNER_ERROR("E19999", "Param aippBatchPara is empty, check invalid, model id:%u", model_id);
  526. GELOGE(ACL_ERROR_GE_AIPP_BATCH_EMPTY, "[Check][Param] aippBatchPara is empty, model id:%u", model_id);
  527. return ACL_ERROR_GE_AIPP_BATCH_EMPTY;
  528. }
  529. uint64_t batch_num = aippBatchPara.size();
  530. uint64_t real_aippParms_size = sizeof(kAippDynamicPara) - sizeof(kAippDynamicBatchPara);
  531. uint64_t struct_len = batch_num * sizeof(kAippDynamicBatchPara) + real_aippParms_size;
  532. GELOGI(
  533. "Get acl input dynamic aipp data, model_id is %u, length is %lu,"
  534. "batch num is %lu, struct_len is %lu",
  535. model_id, length, batch_num, struct_len);
  536. if (struct_len > length) {
  537. REPORT_INNER_ERROR("E19999", "input dynamic aipp param len:%lu is larger than aipp_data size:%lu",
  538. struct_len, length);
  539. GELOGE(ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID,
  540. "[Check][Param] input dynamic aipp param len [%lu] is larger than aipp_data size [%lu]",
  541. struct_len, length);
  542. return ACL_ERROR_GE_DYNAMIC_INPUT_LENGTH_INVALID;
  543. }
  544. // Memcpy real kAippDynamicBatchPara from host to device
  545. rtError_t rt_ret = rtMemcpy(dynamic_input_addr, length, &aippParms, real_aippParms_size, RT_MEMCPY_HOST_TO_DEVICE);
  546. if (rt_ret != RT_ERROR_NONE) {
  547. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed, size:%lu, ret:0x%X", length, rt_ret);
  548. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy aippParms failed! size:%lu, ret:0x%X", length, rt_ret);
  549. return RT_ERROR_TO_GE_STATUS(rt_ret);
  550. }
  551. uint64_t remain_len = length - real_aippParms_size;
  552. uint8_t *aipp_batch_para_dev = reinterpret_cast<uint8_t *>(dynamic_input_addr) + real_aippParms_size;
  553. for (uint64_t i = 0; i < batch_num; ++i) {
  554. rt_ret = rtMemcpy(reinterpret_cast<void *>(aipp_batch_para_dev + i * sizeof(kAippDynamicBatchPara)),
  555. (remain_len - i * sizeof(kAippDynamicBatchPara)), &(aippBatchPara[i]),
  556. sizeof(kAippDynamicBatchPara), RT_MEMCPY_HOST_TO_DEVICE);
  557. if (rt_ret != RT_ERROR_NONE) {
  558. REPORT_CALL_ERROR("E19999", "Call rtMemcpy failed, ret:0x%X", rt_ret);
  559. GELOGE(rt_ret, "[Call][RtMemcpy] memcpy kAippDynamicBatchPara input data failed! ret:0x%X", rt_ret);
  560. return RT_ERROR_TO_GE_STATUS(rt_ret);
  561. }
  562. }
  563. return SUCCESS;
  564. }
  565. Status GeExecutor::UnloadModel(uint32_t model_id) {
  566. GELOGD("unload model %u begin.", model_id);
  567. if (!isInit_) {
  568. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized");
  569. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  570. return ACL_ERROR_GE_EXEC_NOT_INIT;
  571. }
  572. Status ret = GraphLoader::DestroyAicpuSessionForInfer(model_id);
  573. if (ret != SUCCESS) {
  574. REPORT_CALL_ERROR("E19999", "Destroy Aicpu Session For Infer failed, model id:%u", model_id);
  575. GELOGE(ret, "[Destroy][AicpuSession] For Infer failed. model id:%u", model_id);
  576. return ret;
  577. }
  578. std::shared_ptr<hybrid::HybridDavinciModel> hybrid_davinci_model =
  579. ModelManager::GetInstance()->GetHybridModel(model_id);
  580. if (hybrid_davinci_model != nullptr) {
  581. uint64_t session_id = hybrid_davinci_model->GetSessionId();
  582. VarManagerPool::Instance().RemoveVarManager(session_id);
  583. } else {
  584. std::shared_ptr<DavinciModel> davinci_model = ModelManager::GetInstance()->GetModel(model_id);
  585. if (davinci_model != nullptr) {
  586. uint64_t session_id = davinci_model->GetSessionId();
  587. VarManagerPool::Instance().RemoveVarManager(session_id);
  588. }
  589. }
  590. ret = GraphLoader::UnloadModel(model_id);
  591. if (ret != SUCCESS) {
  592. REPORT_CALL_ERROR("E19999", "unload model failed, model id:%u", model_id);
  593. GELOGE(ret, "[Unload][Model] failed. model id:%u", model_id);
  594. return ret;
  595. }
  596. return SUCCESS;
  597. }
  598. // Get input and output descriptor
  599. Status GeExecutor::GetModelDescInfo(uint32_t model_id, std::vector<ge::TensorDesc> &input_desc,
  600. std::vector<ge::TensorDesc> &output_desc, bool new_model_desc) {
  601. if (!isInit_) {
  602. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized, model id:%u", model_id);
  603. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized, model id:%u", model_id);
  604. return ACL_ERROR_GE_EXEC_NOT_INIT;
  605. }
  606. std::vector<InputOutputDescInfo> input_desc_infos;
  607. std::vector<InputOutputDescInfo> output_desc_infos;
  608. std::vector<uint32_t> input_formats;
  609. std::vector<uint32_t> output_formats;
  610. Status ret = GraphExecutor::GetInputOutputDescInfo(model_id, input_desc_infos, output_desc_infos, input_formats,
  611. output_formats, new_model_desc);
  612. if (ret != domi::SUCCESS) {
  613. REPORT_CALL_ERROR("E19999", "get input output desc info failed, ret = %u, model id:%u", ret, model_id);
  614. GELOGE(ret, "[Get][InputOutputDescInfo] failed. ret = %u, model id:%u", ret, model_id);
  615. return ACL_ERROR_GE_GET_TENSOR_INFO;
  616. }
  617. if (input_formats.size() != input_desc_infos.size()) {
  618. REPORT_INNER_ERROR("E19999", "input_formats size %zu is not equal to input_desc_infos size %zu, model id:%u.",
  619. input_formats.size(), input_desc_infos.size(), model_id);
  620. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  621. "[Check][Param] input_formats size %zu is not equal to input_desc_infos size %zu, model id:%u.",
  622. input_formats.size(), input_desc_infos.size(), model_id);
  623. return ACL_ERROR_GE_PARAM_INVALID;
  624. }
  625. if (output_formats.size() != output_desc_infos.size()) {
  626. REPORT_INNER_ERROR("E19999", "output_formats size %zu is not equal to output_desc_infos size %zu, model id:%u.",
  627. output_formats.size(), output_desc_infos.size(), model_id);
  628. GELOGE(ACL_ERROR_GE_PARAM_INVALID,
  629. "[Check][Param] output_formats size %zu is not equal to output_desc_infos size %zu, model id:%u.",
  630. output_formats.size(), output_desc_infos.size(), model_id);
  631. return ACL_ERROR_GE_PARAM_INVALID;
  632. }
  633. // Transfer data to TensorDesc
  634. GetGeTensorDescFromDomiInfo(input_desc, input_desc_infos, input_formats);
  635. GetGeTensorDescFromDomiInfo(output_desc, output_desc_infos, output_formats);
  636. return ge::SUCCESS;
  637. }
  638. ///
  639. /// @ingroup ge
  640. /// @brief Get dynamic batch_info
  641. /// @param [in] model_id
  642. /// @param [out] batch_info
  643. /// @param [out] dynamic_type
  644. /// @return execute result
  645. ///
  646. Status GeExecutor::GetDynamicBatchInfo(uint32_t model_id, std::vector<std::vector<int64_t>> &batch_info,
  647. int32_t &dynamic_type) {
  648. if (!isInit_) {
  649. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  650. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  651. return ACL_ERROR_GE_EXEC_NOT_INIT;
  652. }
  653. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  654. if (ret != SUCCESS) {
  655. REPORT_CALL_ERROR("E19999", "Get Dynamic BatchInfo failed, model id:%u.", model_id);
  656. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  657. return ret;
  658. }
  659. return SUCCESS;
  660. }
  661. ///
  662. /// @ingroup ge
  663. /// @brief Get combined dynamic dims info
  664. /// @param [in] model_id
  665. /// @param [out] batch_info
  666. /// @return execute result
  667. ///
  668. Status GeExecutor::GetCombinedDynamicDims(uint32_t model_id, vector<vector<int64_t>> &batch_info) {
  669. GELOGI("Begin to get combined dynamic dims info.");
  670. if (!isInit_) {
  671. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  672. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  673. return ACL_ERROR_GE_EXEC_NOT_INIT;
  674. }
  675. Status ret = GraphExecutor::GetCombinedDynamicDims(model_id, batch_info);
  676. if (ret != SUCCESS) {
  677. REPORT_CALL_ERROR("E19999", "Get Combined DynamicDims failed, model id:%u.", model_id);
  678. GELOGE(ret, "[Get][CombinedDynamicDims] failed, model id:%u.", model_id);
  679. return ret;
  680. }
  681. GELOGI("Get combined dynamic dims succ.");
  682. return SUCCESS;
  683. }
  684. ///
  685. /// @ingroup ge
  686. /// @brief Get user designeate shape order
  687. /// @param [in] model_id
  688. /// @param [out] user_designate_shape_order
  689. /// @return execute result
  690. ///
  691. Status GeExecutor::GetUserDesignateShapeOrder(uint32_t model_id, vector<string> &user_designate_shape_order) {
  692. if (!isInit_) {
  693. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  694. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  695. return ACL_ERROR_GE_EXEC_NOT_INIT;
  696. }
  697. Status ret = GraphExecutor::GetUserDesignateShapeOrder(model_id, user_designate_shape_order);
  698. if (ret != SUCCESS) {
  699. REPORT_CALL_ERROR("E19999", "GetUserDesignateShapeOrder failed, model id:%u.", model_id);
  700. GELOGE(ret, "[Call][GetUserDesignateShapeOrder] failed, model id:%u.", model_id);
  701. return ret;
  702. }
  703. return SUCCESS;
  704. }
  705. ///
  706. /// @ingroup ge
  707. /// @brief Get AIPP input format
  708. /// @param [in] model_id
  709. /// @param [in] index
  710. /// @param [out] input_format
  711. /// @return execute result
  712. ///
  713. Status GeExecutor::GetAIPPInfo(uint32_t model_id, uint32_t index, AippConfigInfo &aipp_info) {
  714. GELOGI("Begin to GetAIPPInfo.");
  715. if (!isInit_) {
  716. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  717. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor not inited yet!");
  718. return ACL_ERROR_GE_EXEC_NOT_INIT;
  719. }
  720. Status ret = GraphExecutor::GetAippInfo(model_id, index, aipp_info);
  721. if (ret != SUCCESS) {
  722. GELOGW("GetAIPPInfo is not success.");
  723. return ret;
  724. }
  725. GELOGI("GetAIPPInfo succ.");
  726. return SUCCESS;
  727. }
  728. Status GeExecutor::GetAippType(uint32_t model_id, uint32_t index, InputAippType &type, size_t &aipp_index) {
  729. GELOGI("Begin to get aipp type.");
  730. if (!isInit_) {
  731. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  732. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "GeExecutor has 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::GetOpAttr(uint32_t model_id, const std::string &op_name, const std::string &attr_name,
  744. std::string &attr_value) {
  745. GELOGI("Begin to get op attr.");
  746. if (!isInit_) {
  747. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Init][GeExecutor]Ge executor not inited yet!");
  748. REPORT_INNER_ERROR("E19999", "Ge executor not inited yet!");
  749. return ACL_ERROR_GE_EXEC_NOT_INIT;
  750. }
  751. Status ret = GraphExecutor::GetOpAttr(model_id, op_name, attr_name, attr_value);
  752. if (ret != SUCCESS) {
  753. GELOGE(ret, "[Get][OpAttr]Get op:%s attr:%s failed, model id:%u.",
  754. op_name.c_str(), attr_name.c_str(), model_id);
  755. REPORT_CALL_ERROR("E19999", "Get op:%s attr:%s failed, model id:%u",
  756. op_name.c_str(), attr_name.c_str(), model_id);
  757. return ret;
  758. }
  759. return SUCCESS;
  760. }
  761. Status GeExecutor::GetModelAttr(uint32_t model_id, std::vector<std::string> &dynamic_output_shape_info) {
  762. if (!isInit_) {
  763. REPORT_INNER_ERROR("E19999", "GeExecutor has not inited yet!");
  764. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not inited yet!");
  765. return ACL_ERROR_GE_EXEC_NOT_INIT;
  766. }
  767. Status ret = GraphExecutor::GetModelAttr(model_id, dynamic_output_shape_info);
  768. if (ret != SUCCESS) {
  769. REPORT_CALL_ERROR("E19999", "Get Model Attr failed, model id:%u.", model_id);
  770. GELOGE(ret, "[Get][ModelAttr] failed, model id:%u.", model_id);
  771. return ret;
  772. }
  773. return SUCCESS;
  774. }
  775. Status GeExecutor::CommandHandle(const Command &command) {
  776. Status ret = GraphLoader::CommandHandle(command);
  777. if (ret != SUCCESS) {
  778. REPORT_CALL_ERROR("E19999", "call CommandHandle failed, ret:%u", ret);
  779. GELOGE(ACL_ERROR_GE_COMMAND_HANDLE, "[Call][CommandHandle] failed, ret:%u", ret);
  780. return ACL_ERROR_GE_COMMAND_HANDLE;
  781. }
  782. return SUCCESS;
  783. }
  784. Status GeExecutor::GetMaxUsedMemory(uint32_t model_id, uint32_t &max_size) {
  785. GELOGI("Get max used memory begin.");
  786. if (!isInit_) {
  787. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  788. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  789. return ACL_ERROR_GE_EXEC_NOT_INIT;
  790. }
  791. uint64_t max_mem_size = 0;
  792. Status ret = GraphLoader::GetMaxUsedMemory(model_id, max_mem_size);
  793. max_size = static_cast<uint32_t>(max_mem_size);
  794. return ret;
  795. }
  796. /**
  797. * @ingroup ge
  798. * @brief Load data from model file to memory
  799. * @param [in] const std::string &path: Offline model file path
  800. * @param [out] domi::ModelData &model_data: Offline model memory data
  801. * @return SUCCESS handle successfully / others handle failed
  802. */
  803. Status GeExecutor::LoadDataFromFile(const std::string &path, ModelData &model_data) {
  804. GELOGI("Load data from file begin.");
  805. if (!isInit_) {
  806. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  807. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  808. return ACL_ERROR_GE_EXEC_NOT_INIT;
  809. }
  810. string filePath = RealPath(path.c_str());
  811. if (filePath.empty()) {
  812. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID,
  813. "[Call][RealPath] File path is invalid. please check your text file '%s'.", path.c_str());
  814. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  815. }
  816. GELOGI("load modelData from file: %s.", path.c_str());
  817. int32_t priority = 0;
  818. Status ret = GraphLoader::LoadDataFromFile(path, priority, model_data);
  819. if (ret != SUCCESS) {
  820. if (model_data.model_data != nullptr) {
  821. delete[] static_cast<char *>(model_data.model_data);
  822. model_data.model_data = nullptr;
  823. }
  824. }
  825. return ret;
  826. }
  827. /**
  828. * @ingroup ge
  829. * @brief Load model from offline model memory data
  830. * @param [in] domi::ModelData &model_data: Offline model data
  831. void *dev_ptr: Input/Output memory start address
  832. size_t memsize: Input/Output memory length
  833. void *weight_ptr: Weight memory start address
  834. size_t weightsize: Weight memory length
  835. * @param [out] uint32_t &model_id: identification after model loading
  836. * @return SUCCESS handle successfully / others handle failed
  837. */
  838. Status GeExecutor::LoadModelFromData(uint32_t &model_id, const ModelData &model_data, void *dev_ptr, size_t mem_size,
  839. void *weight_ptr, size_t weight_size) {
  840. if (!isInit_) {
  841. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  842. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not inited yet!");
  843. return ACL_ERROR_GE_EXEC_NOT_INIT;
  844. }
  845. return GraphLoader::LoadModelFromData(model_id, model_data, dev_ptr, mem_size, weight_ptr, weight_size);
  846. }
  847. /**
  848. * @ingroup ge
  849. * @brief Load task list from ModelData with queue.
  850. * @param [out] model_id: model id allocate from manager.
  851. * @param [in] ge_model_data: Model data load from offline model.
  852. * @param [in] input_queue_ids: input queue ids create from user.
  853. * @param [in] output_queue_ids: input queue ids create from user.
  854. * @return: 0 for success / others for fail
  855. */
  856. Status GeExecutor::LoadModelWithQ(uint32_t &model_id, const ModelData &model_data,
  857. const std::vector<uint32_t> &input_queue_ids,
  858. const std::vector<uint32_t> &output_queue_ids) {
  859. GELOGI("Load model with queue begin.");
  860. if (!isInit_) {
  861. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  862. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  863. return ACL_ERROR_GE_EXEC_NOT_INIT;
  864. }
  865. return GraphLoader::LoadModelWithQ(model_id, model_data, input_queue_ids, output_queue_ids);
  866. }
  867. /**
  868. * @ingroup ge
  869. * @brief Synchronous execution of offline model(Do not create thread)
  870. * @param [in] uint32_t model_id: Model ID to execute
  871. void* stream: stream to execute
  872. const domi::InputData *input_data: Model input data
  873. bool async_mode: is asynchronize mode.
  874. * @param [out] domi::OutputData *output_data: Model output data
  875. * @return SUCCESS handle successfully / others handle failed
  876. */
  877. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  878. ge::RunModelData &run_output_data, bool async_mode) {
  879. std::vector<GeTensorDesc> input_desc = {};
  880. std::vector<GeTensorDesc> output_desc = {};
  881. return ExecModel(model_id, stream, run_input_data, input_desc, run_output_data, output_desc, async_mode);
  882. }
  883. /**
  884. * @ingroup ge
  885. * @brief Synchronous execution of offline model(Do not create thread)
  886. * @param [in] uint32_t model_id: Model ID to execute
  887. void* stream: stream to execute
  888. const domi::InputData *input_data: Model input data
  889. const std::vector<GeTensorDesc> &input_desc: Description of model input data
  890. bool async_mode: is asynchronize mode
  891. * @param [out] domi::OutputData *output_data: Model output data
  892. * @param [out] std::vector<GeTensorDesc> &output_desc: Description of model output data
  893. * @return SUCCESS handle successfully / others handle failed
  894. */
  895. Status GeExecutor::ExecModel(uint32_t model_id, void *stream, const ge::RunModelData &run_input_data,
  896. const std::vector<GeTensorDesc> &input_desc, ge::RunModelData &run_output_data,
  897. std::vector<GeTensorDesc> &output_desc, bool async_mode) {
  898. if (!isInit_) {
  899. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  900. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  901. return ACL_ERROR_GE_EXEC_NOT_INIT;
  902. }
  903. InputData input_data;
  904. OutputData output_data;
  905. GetDomiInputData(run_input_data, input_data);
  906. GetDomiOutputData(run_output_data, output_data);
  907. if ((run_input_data.dynamic_batch_size != 0) || (run_input_data.dynamic_image_width != 0) ||
  908. (run_input_data.dynamic_image_height != 0) || (run_input_data.dynamic_dims.size() != 0)) {
  909. std::vector<std::vector<int64_t>> batch_info;
  910. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  911. Status ret = GraphExecutor::GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  912. if (ret != SUCCESS) {
  913. REPORT_CALL_ERROR("E19999", "get dynamic batch info failed, model id:%u.", model_id);
  914. GELOGE(ret, "[Get][DynamicBatchInfo] failed, model id:%u.", model_id);
  915. return ret;
  916. }
  917. if (!batch_info.empty()) {
  918. SetDynamicInputDataFlag(run_input_data, batch_info, input_data);
  919. }
  920. }
  921. return GraphLoader::ExecuteModel(model_id, stream, async_mode, input_data, input_desc, output_data, output_desc);
  922. }
  923. /**
  924. * @ingroup ge
  925. * @brief Get weight memory size from model file
  926. * @param [in] const std::string &path: Offline model file path
  927. * @param [out] size_t &mem_size Execution memory size
  928. size_t &weight_size Weight memory space size
  929. * @return SUCCESS handle successfully / others handle failed
  930. */
  931. Status GeExecutor::GetMemAndWeightSize(const std::string &path, size_t &mem_size, size_t &weight_size) {
  932. GELOGI("Get memory and weight size from file begin.");
  933. if (!isInit_) {
  934. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  935. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  936. return ACL_ERROR_GE_EXEC_NOT_INIT;
  937. }
  938. ModelData model;
  939. Status ret = ge::GraphLoader::LoadDataFromFile(path, 0, model);
  940. if ((ret != SUCCESS) || (model.model_data == nullptr)) {
  941. REPORT_CALL_ERROR("E19999", "load data from file failed, ret = %d", ret);
  942. GELOGE(ret, "[Load][Data] from file failed. ret = %d", ret);
  943. return ret;
  944. }
  945. ret = ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  946. delete[] static_cast<char *>(model.model_data);
  947. model.model_data = nullptr;
  948. return ret;
  949. }
  950. /**
  951. * @ingroup ge
  952. * @brief Get weight memory size from model file
  953. * @param [in] const void *model_data Offline model buffer
  954. size_t model_size Offline model buffer length
  955. * @param [out] size_t &mem_size Execution memory size
  956. size_t &weight_size Weight memory space size
  957. * @return SUCCESS handle successfully / others handle failed
  958. */
  959. Status GeExecutor::GetMemAndWeightSize(const void *model_data, size_t model_size, size_t &mem_size,
  960. size_t &weight_size) {
  961. GELOGI("Get memory and weight size from data begin.");
  962. if (!isInit_) {
  963. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  964. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  965. return ACL_ERROR_GE_EXEC_NOT_INIT;
  966. }
  967. if (model_data == nullptr) {
  968. REPORT_INNER_ERROR("E19999", "param model_data is nullptr, check invalid!");
  969. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID, "[Check][Param] invalid model data!");
  970. return ACL_ERROR_GE_EXEC_MODEL_ADDR_INVALID;
  971. }
  972. ModelData model;
  973. model.model_data = const_cast<void *>(model_data);
  974. model.model_len = static_cast<uint32_t>(model_size);
  975. return ge::ModelManager::GetModelMemAndWeightSize(model, mem_size, weight_size);
  976. }
  977. Status GeExecutor::LoadSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  978. SingleOp **single_op) {
  979. return LoadSingleOpV2(model_name, modelData, stream, single_op, 0);
  980. }
  981. Status GeExecutor::LoadSingleOpV2(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  982. SingleOp **single_op, const uint64_t model_id) {
  983. return SingleOpManager::GetInstance().GetOpFromModel(model_name, modelData, stream, single_op, model_id);
  984. }
  985. Status GeExecutor::LoadDynamicSingleOp(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  986. DynamicSingleOp **single_op) {
  987. return LoadDynamicSingleOpV2(model_name, modelData, stream, single_op, 0);
  988. }
  989. Status GeExecutor::LoadDynamicSingleOpV2(const std::string &model_name, const ge::ModelData &modelData, void *stream,
  990. DynamicSingleOp **single_op, const uint64_t model_id) {
  991. return SingleOpManager::GetInstance().GetDynamicOpFromModel(model_name, modelData, stream, single_op, model_id);
  992. }
  993. Status GeExecutor::ExecuteAsync(SingleOp *executor, const std::vector<DataBuffer> &inputs,
  994. std::vector<DataBuffer> &outputs) {
  995. if (executor == nullptr) {
  996. REPORT_INNER_ERROR("E19999", "Param executor is nullptr, check invalid");
  997. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] param executor is nullptr");
  998. return ACL_ERROR_GE_EXEC_NOT_INIT;
  999. }
  1000. return executor->ExecuteAsync(inputs, outputs);
  1001. }
  1002. ge::Status GeExecutor::ExecuteAsync(DynamicSingleOp *executor, const vector<GeTensorDesc> &input_desc,
  1003. const vector<DataBuffer> &inputs, vector<GeTensorDesc> &output_desc,
  1004. vector<DataBuffer> &outputs) {
  1005. GE_CHECK_NOTNULL(executor);
  1006. return executor->ExecuteAsync(input_desc, inputs, output_desc, outputs);
  1007. }
  1008. Status GeExecutor::ReleaseSingleOpResource(void *stream) {
  1009. ModelManager::GetInstance()->ClearAicpuSo();
  1010. return SingleOpManager::GetInstance().ReleaseResource(stream);
  1011. }
  1012. Status GeExecutor::GetDeviceIdByModelId(uint32_t model_id, uint32_t &device_id) {
  1013. auto model_manager = ModelManager::GetInstance();
  1014. GE_CHECK_NOTNULL(model_manager);
  1015. auto davinci_model = model_manager->GetModel(model_id);
  1016. if (davinci_model == nullptr) {
  1017. GELOGE(ACL_ERROR_GE_EXEC_MODEL_ID_INVALID,
  1018. "[Get][Model] failed, Model id:%u is invaild or model is not loaded.", model_id);
  1019. return ACL_ERROR_GE_EXEC_MODEL_ID_INVALID;
  1020. }
  1021. device_id = davinci_model->GetDeviceId();
  1022. return SUCCESS;
  1023. }
  1024. Status GeExecutor::GetBatchInfoSize(uint32_t model_id, size_t &shape_count) {
  1025. std::vector<std::vector<int64_t>> batch_info;
  1026. int32_t dynamic_type = static_cast<int32_t>(FIXED);
  1027. Status ret = GetDynamicBatchInfo(model_id, batch_info, dynamic_type);
  1028. if (ret != SUCCESS) {
  1029. GELOGE(ret, "[Get][DynamicBatchInfo] failed. ret = %d, model id:%u", ret, model_id);
  1030. return ret;
  1031. }
  1032. if (batch_info.empty()) {
  1033. shape_count = kStaticBatchInfoSize;
  1034. } else {
  1035. shape_count = batch_info.size();
  1036. }
  1037. return SUCCESS;
  1038. }
  1039. Status GeExecutor::GetOrigInputInfo(uint32_t model_id, uint32_t index, OriginInputInfo &orig_input_info) {
  1040. GELOGI("Begin to GetOrigInputInfo.");
  1041. if (!isInit_) {
  1042. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  1043. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  1044. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1045. }
  1046. Status ret = GraphExecutor::GetOrigInputInfo(model_id, index, orig_input_info);
  1047. if (ret != SUCCESS) {
  1048. REPORT_CALL_ERROR("E19999", "Get Orig Input Info failed, model id:%u.", model_id);
  1049. GELOGE(ret, "[Get][OrigInputInfo] failed, model id:%u.", model_id);
  1050. return ret;
  1051. }
  1052. GELOGI("GetOrigInputInfo succ.");
  1053. return SUCCESS;
  1054. }
  1055. Status GeExecutor::GetAllAippInputOutputDims(uint32_t model_id, uint32_t index,
  1056. std::vector<InputOutputDims> &input_dims,
  1057. std::vector<InputOutputDims> &output_dims) {
  1058. GELOGI("Begin to GetAllAippInputOutputDims.");
  1059. if (!isInit_) {
  1060. REPORT_INNER_ERROR("E19999", "GeExecutor has not been initialized!");
  1061. GELOGE(ACL_ERROR_GE_EXEC_NOT_INIT, "[Check][Param] GeExecutor has not been initialized!");
  1062. return ACL_ERROR_GE_EXEC_NOT_INIT;
  1063. }
  1064. Status ret = GraphExecutor::GetAllAippInputOutputDims(model_id, index, input_dims, output_dims);
  1065. if (ret != SUCCESS) {
  1066. REPORT_CALL_ERROR("E19999", "Get All Aipp Input Output Dims failed, model id:%u.", model_id);
  1067. GELOGE(ret, "[Get][AllAippInputOutputDims] failed, model id:%u.", model_id);
  1068. return ret;
  1069. }
  1070. GELOGI("GetAllAippInputOutputDims succ.");
  1071. return SUCCESS;
  1072. }
  1073. Status GeExecutor::GetOpDescInfo(uint32_t device_id, uint32_t stream_id, uint32_t task_id, OpDescInfo &op_desc_info) {
  1074. GELOGI("Begin to GetOpDescInfo.");
  1075. Status ret = GraphExecutor::GetOpDescInfo(device_id, stream_id, task_id, op_desc_info);
  1076. if (ret != SUCCESS) {
  1077. REPORT_CALL_ERROR("E19999", "get opdesc info failed, device_id:%u, stream_id:%u, task_id:%u.",
  1078. device_id, stream_id, task_id);
  1079. GELOGE(ret, "[Get][OpDescInfo] failed, device_id:%u, stream_id:%u, task_id:%u.",
  1080. device_id, stream_id, task_id);
  1081. return ret;
  1082. }
  1083. GELOGI("GetOpDescInfo succ.");
  1084. return SUCCESS;
  1085. }
  1086. Status GeExecutor::SetDump(const DumpConfig &dump_config) {
  1087. GELOGI("Start to set dump config");
  1088. auto ret = DumpManager::GetInstance().SetDumpConf(dump_config);
  1089. if (ret != SUCCESS) {
  1090. GELOGE(ret, "[Set][DumpConf] failed, ret:%d", ret);
  1091. return ret;
  1092. }
  1093. GELOGI("Set dump config successfully");
  1094. return SUCCESS;
  1095. }
  1096. } // 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