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