You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

hcom_util.cc 19 kB

5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
5 years ago
5 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
5 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
5 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
5 years ago
123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394
  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 "common/debug/log.h"
  18. #include "common/math/math_util.h"
  19. #include "common/op/attr_value_util.h"
  20. #include "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)) {
  105. GE_CHECK_NOTNULL(op_desc->GetOutputDescPtr(i));
  106. GE_CHK_STATUS_RET(ge::TensorUtils::GetSize(*op_desc->GetOutputDescPtr(i), input_size),
  107. "[Get][Size] from TensorDesc failed, op:%s, input index:%zu", op_desc->GetName().c_str(), i);
  108. }
  109. GE_IF_BOOL_EXEC(
  110. op_desc->GetType() == HCOMREDUCESCATTER, int32_t rank_size = 0;
  111. GE_CHK_BOOL_RET_STATUS(ge::AttrUtils::GetInt(op_desc, HCOM_ATTR_RANK_SIZE, rank_size), PARAM_INVALID,
  112. "[Get][Attr] %s in op:%s(%s) failed", HCOM_ATTR_RANK_SIZE.c_str(),
  113. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  114. GE_CHK_BOOL_RET_STATUS(rank_size != 0, PARAM_INVALID, "[Check][Param] rank size is zero");
  115. int64_t shape_size = op_desc->GetInputDescPtr(i)->GetShape().GetShapeSize();
  116. GE_CHK_STATUS_RET(ge::CheckInt64Uint32MulOverflow(shape_size, size),
  117. "[Check][Param] Product of shape size:%ld and size:%d beyond INT64_MAX, op:%s(%s)",
  118. shape_size, size, op_desc->GetName().c_str(), op_desc->GetType().c_str());
  119. block_size = (shape_size * size) / rank_size;
  120. GE_CHK_STATUS_RET(ge::CheckInt64AddOverflow(total_size, block_size),
  121. "[Check][Param] Total size:%ld is beyond the INT64_MAX, op:%s(%s)",
  122. total_size, op_desc->GetName().c_str(), op_desc->GetType().c_str());
  123. total_size = total_size + block_size; continue;);
  124. int64_t shape_size = op_desc->GetInputDescPtr(i)->GetShape().GetShapeSize();
  125. GELOGD("hcom util node %s inputsize %ld, shapesize %ld, datasize %d.",
  126. op_desc->GetName().c_str(), input_size, shape_size, size);
  127. GE_CHK_STATUS_RET(ge::CheckInt64Int32MulOverflow(shape_size, size),
  128. "[Check][Param] Product of shape size:%ld and size:%d beyond INT64_MAX", shape_size, size);
  129. GE_IF_BOOL_EXEC(is_allgather, block_size = shape_size * size;);
  130. GE_IF_BOOL_EXEC(!is_allgather, block_size = (input_size + align_size - 1) / align_size * align_size;);
  131. GE_CHK_STATUS_RET(ge::CheckInt64AddOverflow(total_size, block_size),
  132. "[Check][Param] Total size:%ld is beyond the INT64_MAX", total_size);
  133. total_size = total_size + block_size;
  134. }
  135. }
  136. GE_CHK_BOOL_RET_STATUS(size != 0, PARAM_INVALID, "[Check][Param] Size is zero");
  137. count = static_cast<int>(total_size / size);
  138. GE_CHK_BOOL_EXEC(total_size % size == 0, return PARAM_INVALID,
  139. "[Check][Param] total_size:%ld is not divisiable by size:%d.", total_size, size);
  140. return SUCCESS;
  141. }
  142. Status HcomOmeUtil::GetHorovodCount(const ge::ConstOpDescPtr &op_desc,
  143. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  144. GE_CHECK_NOTNULL(op_desc);
  145. if (!IsHorovodOp(op_desc->GetType())) {
  146. REPORT_INNER_ERROR("E19999", "Op:%s(%s) is not horovod op, check invalid",
  147. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  148. GELOGE(PARAM_INVALID, "[Call][IsHorovodOp] failed, Op:%s(%s) is not horovod op",
  149. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  150. return PARAM_INVALID;
  151. }
  152. int64_t align_size = 512;
  153. int32_t size = 0;
  154. for (size_t i = 0; i < op_desc->GetInputsSize(); i++) {
  155. GE_CHK_STATUS_RET(HcomOmeUtil::GetHcclTypeSize(static_cast<HcclDataType>(kernel_hccl_infos[i].dataType), size),
  156. "[Call][GetHcclTypeSize] fail, op:%s(%s)",
  157. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  158. int64_t input_size = 0;
  159. int64_t block_size = 0;
  160. GE_CHECK_NOTNULL(op_desc->GetInputDescPtr(i));
  161. GE_CHK_STATUS_RET(ge::TensorUtils::GetSize(*op_desc->GetInputDescPtr(i), input_size),
  162. "[Get][Size] from TensorDesc failed, op:%s, input index:%zu", op_desc->GetName().c_str(), i);
  163. int64_t shape_size = op_desc->GetInputDescPtr(i)->GetShape().GetShapeSize();
  164. GE_CHK_STATUS_RET(ge::CheckInt64Int32MulOverflow(shape_size, size),
  165. "[Check][Param] Product of shape size:%ld and size:%d beyond INT64_MAX", shape_size, size);
  166. if (kernel_hccl_infos[0].hccl_type == HVDCALLBACKALLGATHER) {
  167. block_size = shape_size * size;
  168. } else {
  169. block_size = (input_size + align_size - 1) / align_size * align_size;
  170. }
  171. GE_CHK_BOOL_RET_STATUS(size != 0, PARAM_INVALID, "[Check][Param] Size is zero");
  172. GE_CHK_BOOL_EXEC(block_size % size == 0, return PARAM_INVALID,
  173. "[Check][Param] block_size:%ld is not divisiable by size:%d.", block_size, size);
  174. kernel_hccl_infos[i].count = static_cast<int>(block_size / size);
  175. }
  176. return SUCCESS;
  177. }
  178. Status HcomOmeUtil::GetHcclCount(const ge::ConstOpDescPtr &op_desc,
  179. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  180. GE_CHECK_NOTNULL(op_desc);
  181. Status ret;
  182. ret = CheckKernelHcclInfo(op_desc, kernel_hccl_infos);
  183. if (ret != SUCCESS) {
  184. GELOGE(PARAM_INVALID, "[Check][KernelHcclInfo] failed, the number of GETaskKernelHcclInfo is invalid, op:%s(%s).",
  185. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  186. return PARAM_INVALID;
  187. }
  188. GELOGI("GetHcclCount start, node[%s], opType[%s].", op_desc->GetName().c_str(), op_desc->GetType().c_str());
  189. if (IsHCOMOp(op_desc->GetType())) {
  190. int32_t count = 0;
  191. ret = GetHcomCount(op_desc, static_cast<HcclDataType>(kernel_hccl_infos[0].dataType),
  192. kernel_hccl_infos[0].hccl_type == HCOMALLGATHER, count);
  193. if (ret != SUCCESS) {
  194. GELOGE(ret, "[Call][GetHcomCount] Node:%s Optype:%s get the Hcom operator hccl count fail.",
  195. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  196. return PARAM_INVALID;
  197. }
  198. kernel_hccl_infos[0].count = count;
  199. }
  200. if (IsHorovodOp(op_desc->GetType())) {
  201. ret = GetHorovodCount(op_desc, kernel_hccl_infos);
  202. if (ret != SUCCESS) {
  203. GELOGE(PARAM_INVALID, "[Call][GetHorovodCount] Node:%s Optype:%s get the Horovod hccl operator count fail.",
  204. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  205. return PARAM_INVALID;
  206. }
  207. }
  208. return SUCCESS;
  209. }
  210. Status HcomOmeUtil::GetHcclOperationType(const ge::ConstOpDescPtr &op_desc, HcclReduceOp &op_type) {
  211. GE_CHECK_NOTNULL(op_desc);
  212. if (IsHCOMOp(op_desc->GetType())) {
  213. std::string hcom_op_type;
  214. GE_CHK_BOOL_EXEC(ge::AttrUtils::GetStr(op_desc, HCOM_ATTR_REDUCE_TYPE, hcom_op_type),
  215. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail", HCOM_ATTR_REDUCE_TYPE.c_str(),
  216. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  217. return PARAM_INVALID,
  218. "[Get][Attr] %s in op:%s(%s) fail", HCOM_ATTR_REDUCE_TYPE.c_str(),
  219. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  220. if (hcom_op_type == "min") {
  221. op_type = HCCL_REDUCE_MIN;
  222. } else if (hcom_op_type == "max") {
  223. op_type = HCCL_REDUCE_MAX;
  224. } else if (hcom_op_type == "prod") {
  225. op_type = HCCL_REDUCE_PROD;
  226. } else if (hcom_op_type == "sum") {
  227. op_type = HCCL_REDUCE_SUM;
  228. } else {
  229. REPORT_INNER_ERROR("E19999", "Attr:%s in Op:%s(%s), hcom_op_type value:%s is not support now, "
  230. "check invalid", HCOM_ATTR_REDUCE_TYPE.c_str(),
  231. op_desc->GetName().c_str(), op_desc->GetType().c_str(), hcom_op_type.c_str());
  232. GELOGE(PARAM_INVALID, "[Check][Param] Attr:%s in Op:%s(%s), hcom_op_type value:%s is not support now",
  233. HCOM_ATTR_REDUCE_TYPE.c_str(), op_desc->GetName().c_str(),
  234. op_desc->GetType().c_str(), hcom_op_type.c_str());
  235. return PARAM_INVALID;
  236. }
  237. }
  238. if (IsHorovodOp(op_desc->GetType())) {
  239. int64_t horovod_op_type;
  240. GE_CHK_BOOL_EXEC(ge::AttrUtils::GetInt(op_desc, ATTR_HOROVOD_ATTR_REDUCE_TYPE, horovod_op_type),
  241. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail",
  242. ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(),
  243. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  244. return PARAM_INVALID,
  245. "[Get][Attr] %s in op:%s(%s) fail", ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(),
  246. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  247. auto iter = kHorovodRedOpToHcclRedOp.find(static_cast<HorovodReduceOp>(horovod_op_type));
  248. if (iter == kHorovodRedOpToHcclRedOp.end()) {
  249. REPORT_INNER_ERROR("E19999", "Attr:%s in Op:%s(%s), horovod_op_type value:%ld is not support now, "
  250. "check invalid", ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(),
  251. op_desc->GetName().c_str(), op_desc->GetType().c_str(), horovod_op_type);
  252. GELOGE(PARAM_INVALID, "[Check][Param] Attr:%s in Op:%s(%s), horovod_op_type value:%ld is not support now",
  253. ATTR_HOROVOD_ATTR_REDUCE_TYPE.c_str(), op_desc->GetName().c_str(), op_desc->GetType().c_str(),
  254. horovod_op_type);
  255. return PARAM_INVALID;
  256. }
  257. op_type = iter->second;
  258. }
  259. return SUCCESS;
  260. }
  261. Status HcomOmeUtil::GetHcclRootId(const ge::ConstOpDescPtr &op_desc, int64_t &root_id) {
  262. GE_CHECK_NOTNULL(op_desc);
  263. GE_CHK_BOOL_EXEC(ge::AttrUtils::GetInt(op_desc, HCOM_ATTR_ROOT_RANK, root_id),
  264. REPORT_INNER_ERROR("E19999", "Get Attr:%s in op:%s(%s) fail",
  265. HCOM_ATTR_ROOT_RANK.c_str(),
  266. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  267. return PARAM_INVALID,
  268. "[Get][Attr] %s in op:%s(%s) fail", HCOM_ATTR_ROOT_RANK.c_str(),
  269. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  270. return SUCCESS;
  271. }
  272. Status HcomOmeUtil::GetAllRootId(const ge::ConstOpDescPtr &op_desc,
  273. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  274. GE_CHECK_NOTNULL(op_desc);
  275. if (op_desc->GetType() == HCOMBROADCAST ||
  276. op_desc->GetType() == HVDCALLBACKBROADCAST || op_desc->GetType() == HCOMREDUCE) {
  277. GELOGI("GetAllRootId Node[%s] opType[%s] get hccl rootId.", op_desc->GetName().c_str(), op_desc->GetType().c_str());
  278. int64_t root_id = 0;
  279. Status dmrt = GetHcclRootId(op_desc, root_id);
  280. if (dmrt != SUCCESS) {
  281. GELOGE(FAILED, "[Get][HcclRootId] fail! domi error: %u", dmrt);
  282. return FAILED;
  283. }
  284. for (size_t i = 0; i < kernel_hccl_infos.size(); i++) {
  285. kernel_hccl_infos[i].rootId = root_id;
  286. }
  287. }
  288. return SUCCESS;
  289. }
  290. bool HcomOmeUtil::IsHCOMOp(const string &op_type) {
  291. return (op_type == HCOMALLREDUCE) || (op_type == HCOMALLGATHER) || (op_type == HCOMBROADCAST) ||
  292. (op_type == HCOMSEND) || (op_type == HCOMRECEIVE) || (op_type == HCOMREDUCESCATTER) || (op_type == HCOMREDUCE);
  293. }
  294. bool HcomOmeUtil::IsHorovodOp(const string &op_type) {
  295. return (op_type == HVDCALLBACKALLREDUCE) || (op_type == HVDCALLBACKALLGATHER) || (op_type == HVDCALLBACKBROADCAST) ||
  296. (op_type == HVDWAIT);
  297. }
  298. Status HcomOmeUtil::CheckKernelHcclInfo(const ge::ConstOpDescPtr &op_desc,
  299. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  300. GE_CHECK_NOTNULL(op_desc);
  301. if (IsHCOMOp(op_desc->GetType()) && kernel_hccl_infos.size() != 1) {
  302. REPORT_INNER_ERROR("E19999", "Op:%s(%s) is not hcom op or param kernel_hccl_infos.size:%zu != 1, "
  303. "check invalid",
  304. op_desc->GetName().c_str(), op_desc->GetType().c_str(), kernel_hccl_infos.size());
  305. GELOGE(PARAM_INVALID, "[Check][Param] Op:%s(%s) is not hcom op or param kernel_hccl_infos.size:%zu != 1",
  306. op_desc->GetName().c_str(), op_desc->GetType().c_str(), kernel_hccl_infos.size());
  307. return PARAM_INVALID;
  308. }
  309. if (IsHorovodOp(op_desc->GetType())) {
  310. if (op_desc->GetType() == HVDWAIT) {
  311. return SUCCESS;
  312. }
  313. if (kernel_hccl_infos.empty() || op_desc->GetInputsSize() != kernel_hccl_infos.size()) {
  314. REPORT_INNER_ERROR("E19999", "Param kernel_hccl_infos.size:%zu is empty or not equal to input_desc size:%zu "
  315. "in op:%s(%s), check invalid",
  316. kernel_hccl_infos.size(), op_desc->GetInputsSize(),
  317. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  318. GELOGE(PARAM_INVALID, "Param kernel_hccl_infos.size:%zu is empty or not equal to "
  319. "input_desc size:%zu in op:%s(%s)", kernel_hccl_infos.size(), op_desc->GetInputsSize(),
  320. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  321. return PARAM_INVALID;
  322. }
  323. }
  324. return SUCCESS;
  325. }
  326. void HcomOmeUtil::GetHcclType(const domi::TaskDef &task_def, std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  327. auto hccl_def = task_def.kernel_hccl();
  328. std::string hccl_type = hccl_def.hccl_type();
  329. for (size_t i = 0; i < kernel_hccl_infos.size(); i++) {
  330. kernel_hccl_infos[i].hccl_type = hccl_type;
  331. }
  332. }
  333. Status HcomOmeUtil::GetHorovodInputs(const ge::ConstOpDescPtr &op_desc,
  334. std::vector<GETaskKernelHcclInfo> &kernel_hccl_infos) {
  335. GE_CHECK_NOTNULL(op_desc);
  336. if (!IsHorovodOp(op_desc->GetType())) {
  337. return SUCCESS;
  338. }
  339. if (CheckKernelHcclInfo(op_desc, kernel_hccl_infos) != SUCCESS) {
  340. GELOGE(PARAM_INVALID, "[Check][KernelHcclInfo] Node:%s Optype:%s the number of GETaskKernelHcclInfo is invalid.",
  341. op_desc->GetName().c_str(), op_desc->GetType().c_str());
  342. return PARAM_INVALID;
  343. }
  344. if (op_desc->GetType() == HVDWAIT) {
  345. return SUCCESS;
  346. }
  347. for (size_t i = 0; i < op_desc->GetInputsSize(); i++) {
  348. ConstGeTensorDescPtr input_desc = op_desc->GetInputDescPtr(i);
  349. GETaskKernelHcclInfo &kernel_hccl_info = kernel_hccl_infos.at(i);
  350. kernel_hccl_info.input_name = op_desc->GetInputNameByIndex(i);
  351. kernel_hccl_info.dims = input_desc->GetShape().GetDims();
  352. }
  353. return SUCCESS;
  354. }
  355. } // 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