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