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hcom_util.cc 19 kB

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  1. /**
  2. * Copyright 2019-2020 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 "graph/manager/util/hcom_util.h"
  17. #include "framework/common/debug/log.h"
  18. #include "common/math/math_util.h"
  19. #include "framework/common/op/attr_value_util.h"
  20. #include "framework/common/op/ge_op_utils.h"
  21. #include "graph/utils/tensor_utils.h"
  22. #include "graph/utils/type_utils.h"
  23. namespace ge {
  24. Status HcomOmeUtil::GetHcclDataType(const ge::ConstOpDescPtr &op_desc,
  25. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  26. GE_CHECK_NOTNULL(op_desc);
  27. if (CheckKernelHcclInfo(op_desc, kernel_hccl_infos) != SUCCESS) {
  28. GELOGE(PARAM_INVALID, "[Check][KernelHcclInfo] failed, op:%s(%s).",
  29. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  30. return PARAM_INVALID;
  31. }
  32. GELOGI("GetHcclDataType start, node[%s], opType[%s].", op_desc->GetName().c_str(), op_desc->GetType().c_str());
  33. if (op_desc->GetType() == HVDWAIT) {
  34. return SUCCESS;
  35. }
  36. ge::DataType src_data_type = ge::DT_FLOAT;
  37. for (size_t i = 0; i < kernel_hccl_infos.size(); i++) {
  38. if (op_desc->GetType() == HCOMRECEIVE) {
  39. bool ret = ge::AttrUtils::GetDataType(op_desc, HCOM_ATTR_DATA_TYPE, src_data_type);
  40. if (ret == false) {
  41. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail", HCOM_ATTR_DATA_TYPE.c_str(),
  42. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  43. GELOGE(PARAM_INVALID, "[Get][Attr] %s in op:%s(%s) fail", HCOM_ATTR_DATA_TYPE.c_str(),
  44. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  45. return PARAM_INVALID;
  46. }
  47. } else {
  48. auto input_desc_ptr = op_desc->GetInputDescPtr(i);
  49. GE_CHECK_NOTNULL(input_desc_ptr);
  50. src_data_type = input_desc_ptr->GetDataType();
  51. }
  52. auto iter = kConstOpHcclDataType.find(static_cast<int64_t>(src_data_type));
  53. if (iter == kConstOpHcclDataType.end()) {
  54. REPORT_INNER_ERROR("E19999", "Attr:%s in op:%s(%s), value data_type:%s, not support in kConstOpHcclDataType now, "
  55. "check invalid", HCOM_ATTR_DATA_TYPE.c_str(), op_desc->GetName().c_str(),
  56. op_desc->GetType().c_str(), ge::TypeUtils::DataTypeToSerialString(src_data_type).c_str());
  57. GELOGE(PARAM_INVALID, "[Check][Param] Attr:%s in op:%s(%s), value data_type:%s, "
  58. "not support in kConstOpHcclDataType now", HCOM_ATTR_DATA_TYPE.c_str(), op_desc->GetName().c_str(),
  59. op_desc->GetType().c_str(), ge::TypeUtils::DataTypeToSerialString(src_data_type).c_str());
  60. return PARAM_INVALID;
  61. }
  62. kernel_hccl_infos[i].dataType = iter->second;
  63. }
  64. return SUCCESS;
  65. }
  66. Status HcomOmeUtil::GetHcclTypeSize(HcclDataType data_type, int32_t &size) {
  67. auto iter = kConstOpHcclDataTypeSize.find(data_type);
  68. GE_CHK_BOOL_EXEC(iter != kConstOpHcclDataTypeSize.end(), return PARAM_INVALID,
  69. "[Check][Param] param data_type:%d not find", data_type);
  70. size = iter->second;
  71. return SUCCESS;
  72. }
  73. Status HcomOmeUtil::GetHcomCount(const ge::ConstOpDescPtr &op_desc, HcclDataType data_type, bool is_allgather,
  74. int &count) {
  75. GE_CHECK_NOTNULL(op_desc);
  76. if (!IsHCOMOp(op_desc->GetType())) {
  77. REPORT_INNER_ERROR("E19999", "Op:%s(%s) is not hcom op, check invalid", op_desc->GetName().c_str(),
  78. op_desc->GetType().c_str());
  79. GELOGE(PARAM_INVALID, "[Check][Param] Op:%s(%s) is not hcom op", op_desc->GetName().c_str(),
  80. op_desc->GetType().c_str());
  81. return PARAM_INVALID;
  82. }
  83. int64_t total_size = 0;
  84. int64_t align_size = 512;
  85. int32_t size = 0;
  86. GE_CHK_STATUS_RET(HcomOmeUtil::GetHcclTypeSize(data_type, size), "[Get][HcclTypeSize] fail, datatype:%d", data_type);
  87. if (op_desc->GetType() == HCOMRECEIVE) {
  88. for (size_t i = 0; i < op_desc->GetOutputsSize(); ++i) {
  89. int64_t output_size = 0;
  90. GE_CHECK_NOTNULL(op_desc->GetOutputDescPtr(i));
  91. GE_CHK_STATUS_RET(ge::TensorUtils::GetSize(*op_desc->GetOutputDescPtr(i), output_size),
  92. "[Get][Size] from TensorDesc failed, op:%s, output index:%zu.", op_desc->GetName().c_str(), i);
  93. output_size = (output_size + align_size - 1) / align_size * align_size;
  94. total_size += output_size;
  95. }
  96. } else {
  97. for (size_t i = 0; i < op_desc->GetInputsSize(); i++) {
  98. int64_t input_size = 0;
  99. int64_t block_size = 0;
  100. GE_CHECK_NOTNULL(op_desc->GetInputDescPtr(i));
  101. GE_CHK_STATUS_RET(ge::TensorUtils::GetSize(*op_desc->GetInputDescPtr(i), input_size),
  102. "[Get][Size] from TensorDesc failed, op:%s, input index:%zu", op_desc->GetName().c_str(), i);
  103. // dynamic shape hccl op get size from output tensor desc
  104. if (op_desc->HasAttr(ATTR_NAME_IS_UNKNOWN_SHAPE) && (op_desc->GetOutputDescPtr(i) != nullptr)) {
  105. GE_CHK_STATUS_RET(ge::TensorUtils::GetSize(*op_desc->GetOutputDescPtr(i), input_size),
  106. "[Get][Size] from TensorDesc failed, op:%s, input index:%zu", op_desc->GetName().c_str(), i);
  107. }
  108. GE_IF_BOOL_EXEC(
  109. op_desc->GetType() == HCOMREDUCESCATTER, int32_t rank_size = 0;
  110. GE_CHK_BOOL_RET_STATUS(ge::AttrUtils::GetInt(op_desc, HCOM_ATTR_RANK_SIZE, rank_size), PARAM_INVALID,
  111. "[Get][Attr] %s in op:%s(%s) failed", HCOM_ATTR_RANK_SIZE.c_str(),
  112. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  113. GE_CHK_BOOL_RET_STATUS(rank_size != 0, PARAM_INVALID, "[Check][Param] rank size is zero");
  114. int64_t shape_size = op_desc->GetInputDescPtr(i)->GetShape().GetShapeSize();
  115. GE_CHK_STATUS_RET(ge::CheckInt64Uint32MulOverflow(shape_size, size),
  116. "[Check][Param] Product of shape size:%ld and size:%d beyond INT64_MAX, op:%s(%s)",
  117. shape_size, size, op_desc->GetName().c_str(), op_desc->GetType().c_str());
  118. block_size = (shape_size * size) / rank_size;
  119. GE_CHK_STATUS_RET(ge::CheckInt64AddOverflow(total_size, block_size),
  120. "[Check][Param] Total size:%ld is beyond the INT64_MAX, op:%s(%s)",
  121. total_size, op_desc->GetName().c_str(), op_desc->GetType().c_str());
  122. total_size = total_size + block_size; continue;);
  123. int64_t shape_size = op_desc->GetInputDescPtr(i)->GetShape().GetShapeSize();
  124. GELOGD("hcom util node %s inputsize %ld, shapesize %ld, datasize %d.",
  125. op_desc->GetName().c_str(), input_size, shape_size, size);
  126. GE_CHK_STATUS_RET(ge::CheckInt64Int32MulOverflow(shape_size, size),
  127. "[Check][Param] Product of shape size:%ld and size:%d beyond INT64_MAX", shape_size, size);
  128. GE_IF_BOOL_EXEC(is_allgather, block_size = shape_size * size;);
  129. GE_IF_BOOL_EXEC(!is_allgather, block_size = (input_size + align_size - 1) / align_size * align_size;);
  130. GE_CHK_STATUS_RET(ge::CheckInt64AddOverflow(total_size, block_size),
  131. "[Check][Param] Total size:%ld is beyond the INT64_MAX", total_size);
  132. total_size = total_size + block_size;
  133. }
  134. }
  135. GE_CHK_BOOL_RET_STATUS(size != 0, PARAM_INVALID, "[Check][Param] Size is zero");
  136. count = static_cast<int>(total_size / size);
  137. GE_CHK_BOOL_EXEC(total_size % size == 0, return PARAM_INVALID,
  138. "[Check][Param] total_size:%ld is not divisiable by size:%d.", total_size, size);
  139. return SUCCESS;
  140. }
  141. Status HcomOmeUtil::GetHorovodCount(const ge::ConstOpDescPtr &op_desc,
  142. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  143. GE_CHECK_NOTNULL(op_desc);
  144. if (!IsHorovodOp(op_desc->GetType())) {
  145. REPORT_INNER_ERROR("E19999", "Op:%s(%s) is not horovod op, check invalid",
  146. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  147. GELOGE(PARAM_INVALID, "[Call][IsHorovodOp] failed, Op:%s(%s) is not horovod op",
  148. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  149. return PARAM_INVALID;
  150. }
  151. int64_t align_size = 512;
  152. int32_t size = 0;
  153. for (size_t i = 0; i < op_desc->GetInputsSize(); i++) {
  154. GE_CHK_STATUS_RET(HcomOmeUtil::GetHcclTypeSize(static_cast<HcclDataType>(kernel_hccl_infos[i].dataType), size),
  155. "[Call][GetHcclTypeSize] fail, op:%s(%s)",
  156. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  157. int64_t input_size = 0;
  158. int64_t block_size = 0;
  159. GE_CHECK_NOTNULL(op_desc->GetInputDescPtr(i));
  160. GE_CHK_STATUS_RET(ge::TensorUtils::GetSize(*op_desc->GetInputDescPtr(i), input_size),
  161. "[Get][Size] from TensorDesc failed, op:%s, input index:%zu", op_desc->GetName().c_str(), i);
  162. int64_t shape_size = op_desc->GetInputDescPtr(i)->GetShape().GetShapeSize();
  163. GE_CHK_STATUS_RET(ge::CheckInt64Int32MulOverflow(shape_size, size),
  164. "[Check][Param] Product of shape size:%ld and size:%d beyond INT64_MAX", shape_size, size);
  165. if (kernel_hccl_infos[0].hccl_type == HVDCALLBACKALLGATHER) {
  166. block_size = shape_size * size;
  167. } else {
  168. block_size = (input_size + align_size - 1) / align_size * align_size;
  169. }
  170. GE_CHK_BOOL_RET_STATUS(size != 0, PARAM_INVALID, "[Check][Param] Size is zero");
  171. GE_CHK_BOOL_EXEC(block_size % size == 0, return PARAM_INVALID,
  172. "[Check][Param] block_size:%ld is not divisiable by size:%d.", block_size, size);
  173. kernel_hccl_infos[i].count = static_cast<int>(block_size / size);
  174. }
  175. return SUCCESS;
  176. }
  177. Status HcomOmeUtil::GetHcclCount(const ge::ConstOpDescPtr &op_desc,
  178. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  179. GE_CHECK_NOTNULL(op_desc);
  180. Status ret;
  181. ret = CheckKernelHcclInfo(op_desc, kernel_hccl_infos);
  182. if (ret != SUCCESS) {
  183. GELOGE(PARAM_INVALID, "[Check][KernelHcclInfo] failed, the number of GETaskKernelHcclInfo is invalid, op:%s(%s).",
  184. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  185. return PARAM_INVALID;
  186. }
  187. GELOGI("GetHcclCount start, node[%s], opType[%s].", op_desc->GetName().c_str(), op_desc->GetType().c_str());
  188. if (IsHCOMOp(op_desc->GetType())) {
  189. int32_t count = 0;
  190. ret = GetHcomCount(op_desc, static_cast<HcclDataType>(kernel_hccl_infos[0].dataType),
  191. kernel_hccl_infos[0].hccl_type == HCOMALLGATHER, count);
  192. if (ret != SUCCESS) {
  193. GELOGE(ret, "[Call][GetHcomCount] Node:%s Optype:%s get the Hcom operator hccl count fail.",
  194. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  195. return PARAM_INVALID;
  196. }
  197. kernel_hccl_infos[0].count = count;
  198. }
  199. if (IsHorovodOp(op_desc->GetType())) {
  200. ret = GetHorovodCount(op_desc, kernel_hccl_infos);
  201. if (ret != SUCCESS) {
  202. GELOGE(PARAM_INVALID, "[Call][GetHorovodCount] Node:%s Optype:%s get the Horovod hccl operator count fail.",
  203. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  204. return PARAM_INVALID;
  205. }
  206. }
  207. return SUCCESS;
  208. }
  209. Status HcomOmeUtil::GetHcclOperationType(const ge::ConstOpDescPtr &op_desc, HcclReduceOp &op_type) {
  210. GE_CHECK_NOTNULL(op_desc);
  211. if (IsHCOMOp(op_desc->GetType())) {
  212. std::string hcom_op_type;
  213. GE_CHK_BOOL_EXEC(ge::AttrUtils::GetStr(op_desc, HCOM_ATTR_REDUCE_TYPE, hcom_op_type),
  214. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail", HCOM_ATTR_REDUCE_TYPE.c_str(),
  215. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  216. return PARAM_INVALID,
  217. "[Get][Attr] %s in op:%s(%s) fail", HCOM_ATTR_REDUCE_TYPE.c_str(),
  218. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  219. if (hcom_op_type == "min") {
  220. op_type = HCCL_REDUCE_MIN;
  221. } else if (hcom_op_type == "max") {
  222. op_type = HCCL_REDUCE_MAX;
  223. } else if (hcom_op_type == "prod") {
  224. op_type = HCCL_REDUCE_PROD;
  225. } else if (hcom_op_type == "sum") {
  226. op_type = HCCL_REDUCE_SUM;
  227. } else {
  228. REPORT_INNER_ERROR("E19999", "Attr:%s in Op:%s(%s), hcom_op_type value:%s is not support now, "
  229. "check invalid", HCOM_ATTR_REDUCE_TYPE.c_str(),
  230. op_desc->GetName().c_str(), op_desc->GetType().c_str(), hcom_op_type.c_str());
  231. GELOGE(PARAM_INVALID, "[Check][Param] Attr:%s in Op:%s(%s), hcom_op_type value:%s is not support now",
  232. HCOM_ATTR_REDUCE_TYPE.c_str(), op_desc->GetName().c_str(),
  233. op_desc->GetType().c_str(), hcom_op_type.c_str());
  234. return PARAM_INVALID;
  235. }
  236. }
  237. if (IsHorovodOp(op_desc->GetType())) {
  238. int64_t horovod_op_type;
  239. GE_CHK_BOOL_EXEC(ge::AttrUtils::GetInt(op_desc, ATTR_HOROVOD_ATTR_REDUCE_TYPE, horovod_op_type),
  240. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail",
  241. ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(),
  242. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  243. return PARAM_INVALID,
  244. "[Get][Attr] %s in op:%s(%s) fail", ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(),
  245. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  246. auto iter = kHorovodRedOpToHcclRedOp.find(static_cast<HorovodReduceOp>(horovod_op_type));
  247. if (iter == kHorovodRedOpToHcclRedOp.end()) {
  248. REPORT_INNER_ERROR("E19999", "Attr:%s in Op:%s(%s), horovod_op_type value:%ld is not support now, "
  249. "check invalid", ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(),
  250. op_desc->GetName().c_str(), op_desc->GetType().c_str(), horovod_op_type);
  251. GELOGE(PARAM_INVALID, "[Check][Param] Attr:%s in Op:%s(%s), horovod_op_type value:%ld is not support now",
  252. ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(), op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  253. horovod_op_type);
  254. return PARAM_INVALID;
  255. }
  256. op_type = iter->second;
  257. }
  258. return SUCCESS;
  259. }
  260. Status HcomOmeUtil::GetHcclRootId(const ge::ConstOpDescPtr &op_desc, int64_t &root_id) {
  261. GE_CHECK_NOTNULL(op_desc);
  262. GE_CHK_BOOL_EXEC(ge::AttrUtils::GetInt(op_desc, HCOM_ATTR_ROOT_RANK, root_id),
  263. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail",
  264. HCOM_ATTR_ROOT_RANK.c_str(),
  265. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  266. return PARAM_INVALID,
  267. "[Get][Attr] %s in op:%s(%s) fail", HCOM_ATTR_ROOT_RANK.c_str(),
  268. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  269. return SUCCESS;
  270. }
  271. Status HcomOmeUtil::GetAllRootId(const ge::ConstOpDescPtr &op_desc,
  272. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  273. GE_CHECK_NOTNULL(op_desc);
  274. if (op_desc->GetType() == HCOMBROADCAST ||
  275. op_desc->GetType() == HVDCALLBACKBROADCAST || op_desc->GetType() == HCOMREDUCE) {
  276. GELOGI("GetAllRootId Node[%s] opType[%s] get hccl rootId.", op_desc->GetName().c_str(), op_desc->GetType().c_str());
  277. int64_t root_id = 0;
  278. Status dmrt = GetHcclRootId(op_desc, root_id);
  279. if (dmrt != SUCCESS) {
  280. GELOGE(FAILED, "[Get][HcclRootId] fail! domi error: %u", dmrt);
  281. return FAILED;
  282. }
  283. for (size_t i = 0; i < kernel_hccl_infos.size(); i++) {
  284. kernel_hccl_infos[i].rootId = root_id;
  285. }
  286. }
  287. return SUCCESS;
  288. }
  289. bool HcomOmeUtil::IsHCOMOp(const string &op_type) {
  290. return (op_type == HCOMALLREDUCE) || (op_type == HCOMALLGATHER) || (op_type == HCOMBROADCAST) ||
  291. (op_type == HCOMSEND) || (op_type == HCOMRECEIVE) || (op_type == HCOMREDUCESCATTER) || (op_type == HCOMREDUCE);
  292. }
  293. bool HcomOmeUtil::IsHorovodOp(const string &op_type) {
  294. return (op_type == HVDCALLBACKALLREDUCE) || (op_type == HVDCALLBACKALLGATHER) || (op_type == HVDCALLBACKBROADCAST) ||
  295. (op_type == HVDWAIT);
  296. }
  297. Status HcomOmeUtil::CheckKernelHcclInfo(const ge::ConstOpDescPtr &op_desc,
  298. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  299. GE_CHECK_NOTNULL(op_desc);
  300. if (IsHCOMOp(op_desc->GetType()) && kernel_hccl_infos.size() != 1) {
  301. REPORT_INNER_ERROR("E19999", "Op:%s(%s) is not hcom op or param kernel_hccl_infos.size:%zu != 1, "
  302. "check invalid",
  303. op_desc->GetName().c_str(), op_desc->GetType().c_str(), kernel_hccl_infos.size());
  304. GELOGE(PARAM_INVALID, "[Check][Param] Op:%s(%s) is not hcom op or param kernel_hccl_infos.size:%zu != 1",
  305. op_desc->GetName().c_str(), op_desc->GetType().c_str(), kernel_hccl_infos.size());
  306. return PARAM_INVALID;
  307. }
  308. if (IsHorovodOp(op_desc->GetType())) {
  309. if (op_desc->GetType() == HVDWAIT) {
  310. return SUCCESS;
  311. }
  312. if (kernel_hccl_infos.empty() || op_desc->GetInputsSize() != kernel_hccl_infos.size()) {
  313. REPORT_INNER_ERROR("E19999", "Param kernel_hccl_infos.size:%zu is empty or not equal to input_desc size:%zu "
  314. "in op:%s(%s), check invalid",
  315. kernel_hccl_infos.size(), op_desc->GetInputsSize(),
  316. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  317. GELOGE(PARAM_INVALID, "Param kernel_hccl_infos.size:%zu is empty or not equal to "
  318. "input_desc size:%zu in op:%s(%s)", kernel_hccl_infos.size(), op_desc->GetInputsSize(),
  319. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  320. return PARAM_INVALID;
  321. }
  322. }
  323. return SUCCESS;
  324. }
  325. void HcomOmeUtil::GetHcclType(const domi::TaskDef &task_def, std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  326. auto hccl_def = task_def.kernel_hccl();
  327. std::string hccl_type = hccl_def.hccl_type();
  328. for (size_t i = 0; i < kernel_hccl_infos.size(); i++) {
  329. kernel_hccl_infos[i].hccl_type = hccl_type;
  330. }
  331. }
  332. Status HcomOmeUtil::GetHorovodInputs(const ge::ConstOpDescPtr &op_desc,
  333. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  334. GE_CHECK_NOTNULL(op_desc);
  335. if (!IsHorovodOp(op_desc->GetType())) {
  336. return SUCCESS;
  337. }
  338. if (CheckKernelHcclInfo(op_desc, kernel_hccl_infos) != SUCCESS) {
  339. GELOGE(PARAM_INVALID, "[Check][KernelHcclInfo] Node:%s Optype:%s the number of GETaskKernelHcclInfo is invalid.",
  340. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  341. return PARAM_INVALID;
  342. }
  343. if (op_desc->GetType() == HVDWAIT) {
  344. return SUCCESS;
  345. }
  346. for (size_t i = 0; i < op_desc->GetInputsSize(); i++) {
  347. ConstGeTensorDescPtr input_desc = op_desc->GetInputDescPtr(i);
  348. GETaskKernelHcclInfo &kernel_hccl_info = kernel_hccl_infos.at(i);
  349. kernel_hccl_info.input_name = op_desc->GetInputNameByIndex(i);
  350. kernel_hccl_info.dims = input_desc->GetShape().GetDims();
  351. }
  352. return SUCCESS;
  353. }
  354. } // 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