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same_transdata_breadth_fusion_pass.cc 36 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 "graph/passes/same_transdata_breadth_fusion_pass.h"
  17. #include <memory>
  18. #include <sstream>
  19. #include <string>
  20. #include <utility>
  21. #include <vector>
  22. #include "common/ge_inner_error_codes.h"
  23. #include "common/types.h"
  24. #include "graph/debug/ge_attr_define.h"
  25. #include "graph/utils/graph_utils.h"
  26. #include "graph/utils/op_desc_utils.h"
  27. #include "init/gelib.h"
  28. namespace {
  29. const char *const kRemainNode = "node_remain";
  30. const int kNoTransOp = 1;
  31. } // namespace
  32. namespace ge {
  33. void SameTransdataBreadthFusionPass::GetSubGraphNodesInfo() {
  34. vector<vector<NodePtr>> before_transdata_nodes(sub_graph_anchors_.size());
  35. vector<pair<int, InDataAnchorPtr>> all_transdata_nodes;
  36. for (size_t i = 0; i < sub_graph_anchors_.size(); ++i) {
  37. auto nodes_anchor = sub_graph_anchors_[i];
  38. auto iter = nodes_anchor.begin();
  39. auto first_out_anchor = iter->first;
  40. GE_CHECK_NOTNULL_JUST_RETURN(first_out_anchor);
  41. before_transdata_nodes[i].push_back(first_out_anchor->GetOwnerNode());
  42. GELOGD("index:%zu, node:%s, type:%s", i, first_out_anchor->GetOwnerNode()->GetName().c_str(),
  43. first_out_anchor->GetOwnerNode()->GetType().c_str());
  44. while (iter != nodes_anchor.end()) {
  45. auto in_anchor = iter->second;
  46. GE_CHECK_NOTNULL_JUST_RETURN(in_anchor);
  47. auto in_node = in_anchor->GetOwnerNode();
  48. GELOGD("index:%zu, node:%s, type:%s", i, first_out_anchor->GetOwnerNode()->GetName().c_str(),
  49. first_out_anchor->GetOwnerNode()->GetType().c_str());
  50. if (in_node->GetType() == TRANSDATA) {
  51. all_transdata_nodes.emplace_back(i, in_anchor);
  52. } else {
  53. before_transdata_nodes[i].push_back(in_node);
  54. }
  55. ++iter;
  56. }
  57. GELOGD("index:%zu, before trandata node size:%zu", i, before_transdata_nodes[i].size());
  58. }
  59. before_transdata_nodes_.swap(before_transdata_nodes);
  60. all_transdata_nodes_.swap(all_transdata_nodes);
  61. }
  62. OpDescPtr SameTransdataBreadthFusionPass::GetCastOp(const GeTensorDesc &in_desc, const GeTensorDesc &out_desc) {
  63. static std::atomic_long atomic_fusion_cast_op_count(1);
  64. auto fusion_cast_op_count = atomic_fusion_cast_op_count.fetch_add(1);
  65. std::stringstream cast_op_name;
  66. cast_op_name << "fusion_cast_" << fusion_cast_op_count;
  67. auto node_op = ge::OperatorFactory::CreateOperator(cast_op_name.str(), CAST);
  68. auto cast_op = ge::OpDescUtils::GetOpDescFromOperator(node_op);
  69. node_op.BreakConnect();
  70. if (cast_op == nullptr) {
  71. GELOGE(INTERNAL_ERROR, "new fusion cast op failed!");
  72. return nullptr;
  73. }
  74. const int default_output_index = 0;
  75. const int default_input_index = 0;
  76. if (cast_op->GetInputsSize() == 0) {
  77. if (cast_op->AddInputDesc(in_desc) != GRAPH_SUCCESS) {
  78. GELOGW("AddInputDesc fail.");
  79. }
  80. } else {
  81. if (cast_op->UpdateInputDesc(default_input_index, in_desc) != GRAPH_SUCCESS) {
  82. GELOGW("UpdateInputDesc fail");
  83. }
  84. }
  85. if (cast_op->GetOutputsSize() == 0) {
  86. if (cast_op->AddOutputDesc(out_desc) != GRAPH_SUCCESS) {
  87. GELOGW("AddOutputDesc fail.");
  88. }
  89. } else {
  90. if (cast_op->UpdateOutputDesc(default_output_index, out_desc) != GRAPH_SUCCESS) {
  91. GELOGW("UpdateOutputDesc fail");
  92. }
  93. }
  94. if (!AttrUtils::SetInt(cast_op, CAST_ATTR_DST_TYPE, static_cast<int64_t>(out_desc.GetDataType()))) {
  95. GELOGE(INTERNAL_ERROR, "set dst_type attr failed");
  96. return nullptr;
  97. }
  98. return cast_op;
  99. }
  100. void SameTransdataBreadthFusionPass::InsertSameTransdataNodeIndex(int anchors_index,
  101. vector<int> &same_transdata_nodes) {
  102. auto same_iter = same_transdata_nodes.begin();
  103. while (same_iter != same_transdata_nodes.end()) {
  104. if (before_transdata_nodes_[anchors_index].size() <= before_transdata_nodes_[*same_iter].size()) {
  105. same_transdata_nodes.insert(same_iter, anchors_index);
  106. return;
  107. }
  108. ++same_iter;
  109. }
  110. same_transdata_nodes.push_back(anchors_index);
  111. }
  112. std::set<std::string> SameTransdataBreadthFusionPass::GetInControlIdentityNodes(const NodePtr &node,
  113. int subgraph_index) {
  114. std::set<std::string> in_node_names;
  115. for (const auto &in_node : node->GetInControlNodes()) {
  116. if (in_node->GetType() == IDENTITY) {
  117. in_node_names.insert(in_node->GetName());
  118. }
  119. }
  120. for (const auto &subgraph_node : before_transdata_nodes_[subgraph_index]) {
  121. for (const auto &in_node : subgraph_node->GetInControlNodes()) {
  122. if (in_node->GetType() == IDENTITY) {
  123. in_node_names.insert(in_node->GetName());
  124. }
  125. }
  126. }
  127. GELOGD("control in nodes for %s(%d): %zu", node->GetName().c_str(), subgraph_index, in_node_names.size());
  128. return in_node_names;
  129. }
  130. void SameTransdataBreadthFusionPass::GetSameTransdataNode(vector<int> &same_transdata_nodes) {
  131. auto iter = all_transdata_nodes_.begin();
  132. same_transdata_nodes.push_back(iter->first);
  133. auto node_for_compare_in_anchor = iter->second;
  134. GE_CHECK_NOTNULL_JUST_RETURN(node_for_compare_in_anchor);
  135. auto node_for_compare = node_for_compare_in_anchor->GetOwnerNode();
  136. // Get op-desc, input/output desc, in-control-edges-from-identity, as the compare-key
  137. auto op_desc_for_compare = node_for_compare->GetOpDesc();
  138. GE_CHECK_NOTNULL_JUST_RETURN(op_desc_for_compare);
  139. string op_compare_stream_label;
  140. (void)AttrUtils::GetStr(op_desc_for_compare, ATTR_NAME_STREAM_LABEL, op_compare_stream_label);
  141. auto op_compare_in_ctrl_nodes = GetInControlIdentityNodes(node_for_compare, iter->first);
  142. auto input_desc_for_compare = op_desc_for_compare->GetInputDescPtr(node_for_compare_in_anchor->GetIdx());
  143. GE_CHECK_NOTNULL_JUST_RETURN(input_desc_for_compare);
  144. auto output_desc_for_compare = op_desc_for_compare->GetOutputDescPtr(0);
  145. GE_CHECK_NOTNULL_JUST_RETURN(output_desc_for_compare);
  146. iter = all_transdata_nodes_.erase(iter);
  147. while (iter != all_transdata_nodes_.end()) {
  148. auto in_anchor = iter->second;
  149. if (in_anchor == nullptr) {
  150. continue;
  151. }
  152. auto node_tmp = in_anchor->GetOwnerNode();
  153. if (node_tmp == node_for_compare) {
  154. ++iter;
  155. continue;
  156. }
  157. GE_CHECK_NOTNULL_JUST_RETURN(node_tmp);
  158. auto op_desc_tmp = node_tmp->GetOpDesc();
  159. GE_CHECK_NOTNULL_JUST_RETURN(op_desc_tmp);
  160. auto input_desc_tmp = op_desc_tmp->GetInputDescPtr(in_anchor->GetIdx());
  161. auto output_desc_tmp = op_desc_tmp->GetOutputDescPtr(0);
  162. string op_tmp_stream_label;
  163. (void)AttrUtils::GetStr(op_desc_tmp, ATTR_NAME_STREAM_LABEL, op_tmp_stream_label);
  164. auto op_tmp_in_ctrl_nodes = GetInControlIdentityNodes(node_tmp, iter->first);
  165. GE_CHECK_NOTNULL_JUST_RETURN(input_desc_tmp);
  166. GE_CHECK_NOTNULL_JUST_RETURN(output_desc_tmp);
  167. if ((op_compare_stream_label == op_tmp_stream_label) &&
  168. (input_desc_tmp->GetFormat() == input_desc_for_compare->GetFormat()) &&
  169. (output_desc_tmp->GetFormat() == output_desc_for_compare->GetFormat()) &&
  170. (op_compare_in_ctrl_nodes == op_tmp_in_ctrl_nodes)) {
  171. GELOGD("same transdata node:%s, src node:%s", node_tmp->GetName().c_str(), node_for_compare->GetName().c_str());
  172. InsertSameTransdataNodeIndex(iter->first, same_transdata_nodes);
  173. iter = all_transdata_nodes_.erase(iter);
  174. } else {
  175. ++iter;
  176. }
  177. }
  178. }
  179. graphStatus SameTransdataBreadthFusionPass::ReLinkDataOutput2PreNode(const NodePtr &transdata_node,
  180. const OutDataAnchorPtr &pre_out_anchor,
  181. const NodePtr &relink_node) {
  182. GE_CHECK_NOTNULL(pre_out_anchor);
  183. GE_CHECK_NOTNULL(transdata_node);
  184. auto transdata_peer_out_control_anchor = pre_out_anchor->GetOwnerNode()->GetOutControlAnchor();
  185. for (auto &out_anchor : transdata_node->GetAllOutDataAnchors()) {
  186. // relink data edge
  187. for (auto &transdata_peer_in_anchor : out_anchor->GetPeerInDataAnchors()) {
  188. if (transdata_peer_in_anchor->GetOwnerNode() == relink_node) {
  189. continue;
  190. }
  191. GELOGI("remove edge.src:%s, dst:%s", out_anchor->GetOwnerNode()->GetName().c_str(),
  192. transdata_peer_in_anchor->GetOwnerNode()->GetName().c_str());
  193. if (GraphUtils::RemoveEdge(out_anchor, transdata_peer_in_anchor) != GRAPH_SUCCESS) {
  194. GELOGE(GRAPH_FAILED, "remove edge failed!src node:%s, dst node:%s", transdata_node->GetName().c_str(),
  195. transdata_peer_in_anchor->GetOwnerNode()->GetName().c_str());
  196. return GRAPH_FAILED;
  197. }
  198. GELOGI("add edge.src:%s, dst:%s", pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  199. transdata_peer_in_anchor->GetOwnerNode()->GetName().c_str());
  200. if (GraphUtils::AddEdge(pre_out_anchor, transdata_peer_in_anchor) != GRAPH_SUCCESS) {
  201. GELOGE(GRAPH_FAILED, "add edge failed!src node:%s, dst node:%s",
  202. pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  203. transdata_peer_in_anchor->GetOwnerNode()->GetName().c_str());
  204. return GRAPH_FAILED;
  205. }
  206. }
  207. }
  208. return GRAPH_SUCCESS;
  209. }
  210. graphStatus SameTransdataBreadthFusionPass::ReLinkOutDataPeerInControlNodes2PreNode(
  211. const NodePtr &transdata_node, const OutDataAnchorPtr &pre_out_anchor) {
  212. GE_CHECK_NOTNULL(pre_out_anchor);
  213. GE_CHECK_NOTNULL(transdata_node);
  214. auto transdata_peer_out_control_anchor = pre_out_anchor->GetOwnerNode()->GetOutControlAnchor();
  215. for (auto &out_anchor : transdata_node->GetAllOutDataAnchors()) {
  216. for (auto &transdata_peer_in_control_anchor : out_anchor->GetPeerInControlAnchors()) {
  217. GELOGD("remove edge.src:%s, dst:%s", out_anchor->GetOwnerNode()->GetName().c_str(),
  218. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  219. if (GraphUtils::RemoveEdge(out_anchor, transdata_peer_in_control_anchor) != GRAPH_SUCCESS) {
  220. GELOGE(GRAPH_FAILED, "remove edge failed!src node:%s, dst node:%s", transdata_node->GetName().c_str(),
  221. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  222. return GRAPH_FAILED;
  223. }
  224. if (transdata_peer_out_control_anchor == nullptr) {
  225. GELOGD("add edge.src:%s, dst:%s", pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  226. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  227. if (GraphUtils::AddEdge(pre_out_anchor, transdata_peer_in_control_anchor) != GRAPH_SUCCESS) {
  228. GELOGE(GRAPH_FAILED, "add edge failed!src node:%s, dst node:%s",
  229. pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  230. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  231. return GRAPH_FAILED;
  232. }
  233. } else {
  234. GELOGD("add edge.src node:%s, dst node:%s", pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  235. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  236. if (GraphUtils::AddEdge(transdata_peer_out_control_anchor, transdata_peer_in_control_anchor) != GRAPH_SUCCESS) {
  237. GELOGE(GRAPH_FAILED, "add edge failed!src node:%s, dst node:%s",
  238. pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  239. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  240. return GRAPH_FAILED;
  241. }
  242. }
  243. }
  244. }
  245. return GRAPH_SUCCESS;
  246. }
  247. graphStatus SameTransdataBreadthFusionPass::ReLinkTransdataOutput2PreNode(const NodePtr &transdata_node,
  248. const OutDataAnchorPtr &pre_out_anchor,
  249. const NodePtr &relink_node) {
  250. GE_CHECK_NOTNULL(pre_out_anchor);
  251. if (ReLinkDataOutput2PreNode(transdata_node, pre_out_anchor, relink_node) != GRAPH_SUCCESS) {
  252. return GRAPH_FAILED;
  253. }
  254. if (ReLinkOutDataPeerInControlNodes2PreNode(transdata_node, pre_out_anchor) != GRAPH_SUCCESS) {
  255. return GRAPH_FAILED;
  256. }
  257. auto transdata_peer_out_control_anchor = pre_out_anchor->GetOwnerNode()->GetOutControlAnchor();
  258. return ReLinkTransdataControlOutput2PreNode(transdata_node, pre_out_anchor, transdata_peer_out_control_anchor);
  259. }
  260. graphStatus SameTransdataBreadthFusionPass::ReLinkOutControlPeerInControlAnchors(
  261. const NodePtr &transdata_node_keep, const OutDataAnchorPtr &pre_out_anchor,
  262. const OutControlAnchorPtr &transdata_peer_out_control_anchor) {
  263. GE_CHECK_NOTNULL(transdata_node_keep);
  264. GE_CHECK_NOTNULL(pre_out_anchor);
  265. auto out_control_anchor = transdata_node_keep->GetOutControlAnchor();
  266. if (out_control_anchor == nullptr) {
  267. return GRAPH_SUCCESS;
  268. }
  269. for (auto &transdata_peer_in_control_anchor : out_control_anchor->GetPeerInControlAnchors()) {
  270. GELOGD("remove edge.src:%s, dst:%s", transdata_node_keep->GetName().c_str(),
  271. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  272. if (GraphUtils::RemoveEdge(out_control_anchor, transdata_peer_in_control_anchor) != GRAPH_SUCCESS) {
  273. GELOGE(GRAPH_FAILED, "remove transdata control edge failed!");
  274. return GRAPH_FAILED;
  275. }
  276. if (transdata_peer_out_control_anchor == nullptr) {
  277. GELOGD("add edge.src:%s, dst:%s", pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  278. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  279. if (GraphUtils::AddEdge(pre_out_anchor, transdata_peer_in_control_anchor) != GRAPH_SUCCESS) {
  280. GELOGE(GRAPH_FAILED, "add control edge failed!");
  281. return GRAPH_FAILED;
  282. }
  283. } else {
  284. GELOGD("add edge.src:%s, dst:%s", transdata_peer_out_control_anchor->GetOwnerNode()->GetName().c_str(),
  285. transdata_peer_in_control_anchor->GetOwnerNode()->GetName().c_str());
  286. if (GraphUtils::AddEdge(transdata_peer_out_control_anchor, transdata_peer_in_control_anchor) != GRAPH_SUCCESS) {
  287. GELOGE(GRAPH_FAILED, "add control edge failed!");
  288. return GRAPH_FAILED;
  289. }
  290. }
  291. }
  292. return GRAPH_SUCCESS;
  293. }
  294. graphStatus SameTransdataBreadthFusionPass::ReLinkOutControlPeerInDataAnchors(
  295. const NodePtr &transdata_node_keep, const OutDataAnchorPtr &pre_out_anchor,
  296. const OutControlAnchorPtr &transdata_peer_out_control_anchor) {
  297. GE_CHECK_NOTNULL(transdata_node_keep);
  298. GE_CHECK_NOTNULL(pre_out_anchor);
  299. auto out_control_anchor = transdata_node_keep->GetOutControlAnchor();
  300. if (out_control_anchor == nullptr) {
  301. return GRAPH_SUCCESS;
  302. }
  303. for (auto &transdata_peer_in_data_anchor : out_control_anchor->GetPeerInDataAnchors()) {
  304. if (transdata_peer_in_data_anchor == nullptr || transdata_peer_in_data_anchor->GetOwnerNode() == nullptr) {
  305. continue;
  306. }
  307. GELOGD("remove edge.src:%s, dst:%s", transdata_node_keep->GetName().c_str(),
  308. transdata_peer_in_data_anchor->GetOwnerNode()->GetName().c_str());
  309. if (GraphUtils::RemoveEdge(out_control_anchor, transdata_peer_in_data_anchor) != GRAPH_SUCCESS) {
  310. GELOGE(GRAPH_FAILED, "remove transdata control edge failed!");
  311. return GRAPH_FAILED;
  312. }
  313. if (transdata_peer_out_control_anchor == nullptr) {
  314. GELOGD("add edge.src:%s, dst:%s", pre_out_anchor->GetOwnerNode()->GetName().c_str(),
  315. transdata_peer_in_data_anchor->GetOwnerNode()->GetName().c_str());
  316. if (GraphUtils::AddEdge(pre_out_anchor, transdata_peer_in_data_anchor) != GRAPH_SUCCESS) {
  317. GELOGE(GRAPH_FAILED, "add control edge failed!");
  318. return GRAPH_FAILED;
  319. }
  320. } else {
  321. GELOGD("add edge.src:%s, dst:%s", transdata_peer_out_control_anchor->GetOwnerNode()->GetName().c_str(),
  322. transdata_peer_in_data_anchor->GetOwnerNode()->GetName().c_str());
  323. if (GraphUtils::AddEdge(transdata_peer_out_control_anchor, transdata_peer_in_data_anchor) != GRAPH_SUCCESS) {
  324. GELOGE(GRAPH_FAILED, "add control edge failed!");
  325. return GRAPH_FAILED;
  326. }
  327. }
  328. }
  329. return GRAPH_SUCCESS;
  330. }
  331. graphStatus SameTransdataBreadthFusionPass::ReLinkTransdataControlOutput2PreNode(
  332. const NodePtr &transdata_node_keep, const OutDataAnchorPtr &pre_out_anchor,
  333. const OutControlAnchorPtr &transdata_peer_out_control_anchor) {
  334. if (ReLinkOutControlPeerInControlAnchors(transdata_node_keep, pre_out_anchor, transdata_peer_out_control_anchor) !=
  335. GRAPH_SUCCESS) {
  336. return GRAPH_FAILED;
  337. }
  338. return ReLinkOutControlPeerInDataAnchors(transdata_node_keep, pre_out_anchor, transdata_peer_out_control_anchor);
  339. }
  340. graphStatus SameTransdataBreadthFusionPass::Run(ComputeGraphPtr graph) {
  341. GELOGI("[SameTransdataBreadthFusionPass]: optimize begin.");
  342. if (graph == nullptr) {
  343. return GRAPH_SUCCESS;
  344. }
  345. for (auto &node : graph->GetDirectNode()) {
  346. if (IsTransOp(node) || node->GetOutDataNodesSize() <= 1) {
  347. continue;
  348. }
  349. GELOGD("Current normal node name: %s, type: %s.", node->GetName().c_str(), node->GetType().c_str());
  350. for (auto &out_anchor : node->GetAllOutDataAnchors()) {
  351. vector<std::vector<pair<OutDataAnchorPtr, InDataAnchorPtr>>> sub_graph_anchors;
  352. std::vector<pair<OutDataAnchorPtr, InDataAnchorPtr>> nodes_list;
  353. if (GetSubGraphsBetweenNormalAndTransdataNode(out_anchor, sub_graph_anchors, nodes_list) != GRAPH_SUCCESS) {
  354. GELOGW("get transop failed!");
  355. continue;
  356. }
  357. if (sub_graph_anchors.size() <= 1) {
  358. continue;
  359. }
  360. sub_graph_anchors_.swap(sub_graph_anchors);
  361. // check reshape node
  362. GetSubGraphNodesInfo();
  363. GELOGD("all trandata node size:%zu", all_transdata_nodes_.size());
  364. if (ExtractTransNode(graph) != GRAPH_SUCCESS) {
  365. return GRAPH_FAILED;
  366. }
  367. }
  368. }
  369. GELOGI("[SameTransdataBreadthFusionPass]: Optimize success.");
  370. return GRAPH_SUCCESS;
  371. }
  372. graphStatus SameTransdataBreadthFusionPass::ExtractTransNode(const ComputeGraphPtr &graph) {
  373. while (all_transdata_nodes_.size() > 1) {
  374. vector<int> same_transdata_nodes;
  375. GetSameTransdataNode(same_transdata_nodes);
  376. GELOGD("same transdata node size:%zu", same_transdata_nodes.size());
  377. // reuse transdata ,new cast
  378. if (same_transdata_nodes.size() <= 1) {
  379. continue;
  380. }
  381. int anchors_index = same_transdata_nodes[0];
  382. auto transdata_in_anchor = sub_graph_anchors_[anchors_index].back().second;
  383. GE_CHECK_NOTNULL(transdata_in_anchor);
  384. auto transdata_node_keep = transdata_in_anchor->GetOwnerNode();
  385. auto transdata_out_anchor = transdata_node_keep->GetOutDataAnchor(0);
  386. GELOGD("anchor index %d, before transdata node size:%zu", anchors_index,
  387. before_transdata_nodes_[anchors_index].size());
  388. if (before_transdata_nodes_[anchors_index].size() > 1) {
  389. if (RelinkRemainTransdata(graph, same_transdata_nodes) != GRAPH_SUCCESS) {
  390. return GRAPH_FAILED;
  391. }
  392. }
  393. if (LinkNewCastNode2RemainTransdata(graph, same_transdata_nodes, transdata_out_anchor, transdata_node_keep) !=
  394. GRAPH_SUCCESS) {
  395. return GRAPH_FAILED;
  396. }
  397. }
  398. return GRAPH_SUCCESS;
  399. }
  400. graphStatus SameTransdataBreadthFusionPass::RelinkRemainTransdata(const ComputeGraphPtr &graph,
  401. const vector<int> &same_transdata_nodes) {
  402. int anchors_index = same_transdata_nodes[0];
  403. auto head_node_anchor = sub_graph_anchors_[anchors_index][0].first;
  404. GE_CHECK_NOTNULL(head_node_anchor);
  405. auto head_node = head_node_anchor->GetOwnerNode();
  406. GE_CHECK_NOTNULL(head_node->GetOpDesc());
  407. auto head_output_desc = head_node->GetOpDesc()->GetOutputDescPtr(head_node_anchor->GetIdx());
  408. auto transdata_in_anchor = sub_graph_anchors_[anchors_index].back().second;
  409. GE_CHECK_NOTNULL(transdata_in_anchor);
  410. auto transdata_node_keep = transdata_in_anchor->GetOwnerNode();
  411. GE_CHECK_NOTNULL(transdata_node_keep->GetOpDesc());
  412. auto transdata_out_anchor = transdata_node_keep->GetOutDataAnchor(0);
  413. GELOGD("head node:%s, transdata node keep:%s", head_node->GetName().c_str(), transdata_node_keep->GetName().c_str());
  414. bool reuse_nodes = AllNodeBeforeTransdataHasOneDataOut(anchors_index);
  415. UpdateTransdataDesc(transdata_in_anchor, transdata_node_keep->GetOpDesc(), head_output_desc);
  416. auto transdata_peer_out_anchor = sub_graph_anchors_[anchors_index].back().first;
  417. GE_CHECK_NOTNULL(transdata_peer_out_anchor);
  418. auto transdata_peer_out_node = transdata_peer_out_anchor->GetOwnerNode();
  419. GELOGI("remove edge.src:%s, dst:%s", transdata_peer_out_node->GetName().c_str(),
  420. transdata_node_keep->GetName().c_str());
  421. if (GraphUtils::RemoveEdge(transdata_peer_out_anchor, transdata_in_anchor) != GRAPH_SUCCESS) {
  422. GELOGW("remove edge failed!out node %s, in node %s", transdata_peer_out_node->GetName().c_str(),
  423. transdata_node_keep->GetName().c_str());
  424. }
  425. GELOGI("add edge.out node %s, in node %s", head_node->GetName().c_str(), transdata_node_keep->GetName().c_str());
  426. if (GraphUtils::AddEdge(head_node_anchor, transdata_in_anchor) != GRAPH_SUCCESS) {
  427. GELOGE(GRAPH_FAILED, "add edge failed!out node %s, in node %s", head_node->GetName().c_str(),
  428. transdata_node_keep->GetName().c_str());
  429. return GRAPH_FAILED;
  430. }
  431. NodePtr relink_node;
  432. // relink to transdata output nodes
  433. if (reuse_nodes) {
  434. if (ReuseNodesBeforeTransdata(anchors_index, transdata_out_anchor, relink_node) != GRAPH_SUCCESS) {
  435. return GRAPH_FAILED;
  436. }
  437. if (ReLinkTransdataOutput2PreNode(transdata_node_keep, transdata_peer_out_anchor, relink_node) != GRAPH_SUCCESS) {
  438. return GRAPH_FAILED;
  439. }
  440. } else {
  441. OutDataAnchorPtr pre_out_anchor = transdata_out_anchor;
  442. if (AddCastNode(graph, same_transdata_nodes[0], pre_out_anchor, relink_node) != GRAPH_SUCCESS) {
  443. return GRAPH_FAILED;
  444. }
  445. if (ReLinkTransdataOutput2PreNode(transdata_node_keep, pre_out_anchor, relink_node) != GRAPH_SUCCESS) {
  446. return GRAPH_FAILED;
  447. }
  448. }
  449. return GRAPH_SUCCESS;
  450. }
  451. void SameTransdataBreadthFusionPass::UpdateTransdataDesc(const InDataAnchorPtr &transdata_in_anchor,
  452. const OpDescPtr &transdata_op_desc,
  453. const ConstGeTensorDescPtr &head_output_desc) {
  454. if (transdata_op_desc == nullptr || transdata_in_anchor == nullptr || head_output_desc == nullptr) {
  455. return;
  456. }
  457. auto mutable_input_desc = transdata_op_desc->MutableInputDesc(transdata_in_anchor->GetIdx());
  458. GE_CHECK_NOTNULL_JUST_RETURN(mutable_input_desc);
  459. mutable_input_desc->SetDataType(head_output_desc->GetDataType());
  460. mutable_input_desc->SetOriginDataType(head_output_desc->GetOriginDataType());
  461. auto mutable_output_desc = transdata_op_desc->MutableOutputDesc(0);
  462. GE_CHECK_NOTNULL_JUST_RETURN(mutable_output_desc);
  463. mutable_output_desc->SetDataType(head_output_desc->GetDataType());
  464. mutable_output_desc->SetOriginDataType(head_output_desc->GetOriginDataType());
  465. // maybe need to check support
  466. }
  467. bool SameTransdataBreadthFusionPass::AllNodeBeforeTransdataHasOneDataOut(int anchors_index) {
  468. for (size_t i = 1; i < before_transdata_nodes_[anchors_index].size(); ++i) {
  469. auto node = before_transdata_nodes_[anchors_index][i];
  470. if (node == nullptr) {
  471. return false;
  472. }
  473. if (node->GetOutDataNodes().size() > 1 || node->GetInDataNodes().size() > 1) {
  474. return false;
  475. }
  476. }
  477. return true;
  478. }
  479. graphStatus SameTransdataBreadthFusionPass::ReuseNodesBeforeTransdata(int anchors_index,
  480. const OutDataAnchorPtr &transdata_out_anchor,
  481. NodePtr &relink_node) {
  482. auto head_node_anchor = sub_graph_anchors_[anchors_index][0].first;
  483. auto head_node_peer_anchor = sub_graph_anchors_[anchors_index][0].second;
  484. GE_CHECK_NOTNULL(head_node_anchor);
  485. GE_CHECK_NOTNULL(head_node_peer_anchor);
  486. GE_CHECK_NOTNULL(transdata_out_anchor);
  487. GELOGI("remove edge.src:%s, dst:%s", head_node_anchor->GetOwnerNode()->GetName().c_str(),
  488. head_node_peer_anchor->GetOwnerNode()->GetName().c_str());
  489. if (head_node_anchor->IsLinkedWith(head_node_peer_anchor)) {
  490. if (GraphUtils::RemoveEdge(head_node_anchor, head_node_peer_anchor) != GRAPH_SUCCESS) {
  491. GELOGW("remove edge failed!src:%s, dst:%s", head_node_anchor->GetOwnerNode()->GetName().c_str(),
  492. head_node_peer_anchor->GetOwnerNode()->GetName().c_str());
  493. }
  494. } else {
  495. GELOGW("edge not link now. src:%s, dst:%s", head_node_anchor->GetOwnerNode()->GetName().c_str(),
  496. head_node_peer_anchor->GetOwnerNode()->GetName().c_str());
  497. }
  498. NodePtr transdata_node_keep = transdata_out_anchor->GetOwnerNode();
  499. if (before_transdata_nodes_[anchors_index].size() == kNoTransOp) {
  500. return GRAPH_SUCCESS;
  501. }
  502. GELOGI("add edge.src:%s, dst:%s", transdata_node_keep->GetName().c_str(),
  503. head_node_peer_anchor->GetOwnerNode()->GetName().c_str());
  504. if (GraphUtils::AddEdge(transdata_out_anchor, head_node_peer_anchor) != GRAPH_SUCCESS) {
  505. GELOGE(GRAPH_FAILED, "add edge.src:%s, dst:%s", transdata_node_keep->GetName().c_str(),
  506. head_node_peer_anchor->GetOwnerNode()->GetName().c_str());
  507. return GRAPH_FAILED;
  508. }
  509. relink_node = head_node_peer_anchor->GetOwnerNode();
  510. GE_CHECK_NOTNULL(transdata_node_keep->GetOpDesc());
  511. auto transdata_output_desc = transdata_node_keep->GetOpDesc()->GetOutputDescPtr(0);
  512. GE_CHECK_NOTNULL(transdata_output_desc);
  513. for (size_t i = 0; i < sub_graph_anchors_[anchors_index].size() - 1; ++i) {
  514. auto in_data_anchor = sub_graph_anchors_[anchors_index][i].second;
  515. GE_CHECK_NOTNULL(in_data_anchor);
  516. auto in_owner_node = in_data_anchor->GetOwnerNode();
  517. auto in_op_desc = in_owner_node->GetOpDesc();
  518. GE_CHECK_NOTNULL(in_op_desc);
  519. auto input_desc = in_op_desc->GetInputDesc(in_data_anchor->GetIdx());
  520. CopyTensorDesc(transdata_output_desc, input_desc);
  521. if (in_op_desc->UpdateInputDesc(in_data_anchor->GetIdx(), input_desc) != GRAPH_SUCCESS) {
  522. GELOGE(FAILED, "UpdateInputDesc fail.");
  523. return FAILED;
  524. }
  525. int output_idx = sub_graph_anchors_[anchors_index][i + 1].first->GetIdx();
  526. auto output_desc = in_op_desc->GetOutputDesc(output_idx);
  527. CopyTensorDesc(transdata_output_desc, output_desc);
  528. GE_IF_BOOL_EXEC(in_op_desc->UpdateOutputDesc(output_idx, output_desc) != GRAPH_SUCCESS,
  529. GELOGE(GRAPH_FAILED, "update input desc failed");
  530. return GRAPH_FAILED);
  531. // relink control edge
  532. if (RelinkInControlEdge(in_owner_node, transdata_node_keep) != GRAPH_SUCCESS) {
  533. return GRAPH_FAILED;
  534. }
  535. }
  536. return GRAPH_SUCCESS;
  537. }
  538. void SameTransdataBreadthFusionPass::CopyTensorDesc(const ConstGeTensorDescPtr &src_desc, GeTensorDesc &dst_desc) {
  539. if (src_desc == nullptr) {
  540. return;
  541. }
  542. dst_desc.SetFormat(src_desc->GetFormat());
  543. dst_desc.SetOriginFormat(src_desc->GetOriginFormat());
  544. dst_desc.SetShape(src_desc->GetShape());
  545. dst_desc.SetOriginShape(src_desc->GetOriginShape());
  546. uint32_t real_dim = 0;
  547. if (TensorUtils::GetRealDimCnt(*src_desc, real_dim) == GRAPH_SUCCESS) {
  548. TensorUtils::SetRealDimCnt(dst_desc, real_dim);
  549. }
  550. }
  551. graphStatus SameTransdataBreadthFusionPass::LinkNewCastNode2RemainTransdata(
  552. const ComputeGraphPtr &graph, const vector<int> &same_transdata_nodes, const OutDataAnchorPtr &transdata_out_anchor,
  553. const NodePtr &transdata_node_keep) {
  554. for (size_t i = 1; i < same_transdata_nodes.size(); ++i) {
  555. int anchors_index = same_transdata_nodes[i];
  556. bool reuse_nodes = AllNodeBeforeTransdataHasOneDataOut(anchors_index);
  557. auto transdata_peer_out_anchor = sub_graph_anchors_[anchors_index].back().first;
  558. GE_CHECK_NOTNULL(transdata_peer_out_anchor);
  559. auto transdata_remove_in_anchor = sub_graph_anchors_[anchors_index].back().second;
  560. GE_CHECK_NOTNULL(transdata_remove_in_anchor);
  561. auto transdata_node_remove = transdata_remove_in_anchor->GetOwnerNode();
  562. if (transdata_node_remove->GetInDataNodes().size() > 1) {
  563. continue;
  564. }
  565. GELOGI("remove edge.src:%s, dst:%s", transdata_peer_out_anchor->GetOwnerNode()->GetName().c_str(),
  566. transdata_remove_in_anchor->GetOwnerNode()->GetName().c_str());
  567. if (GraphUtils::RemoveEdge(transdata_peer_out_anchor, transdata_remove_in_anchor) != GRAPH_SUCCESS) {
  568. return GRAPH_FAILED;
  569. }
  570. OutDataAnchorPtr pre_out_anchor = nullptr;
  571. NodePtr relink_node = nullptr;
  572. if (reuse_nodes) {
  573. // reuse nodes before transdata
  574. if (ReuseNodesBeforeTransdata(anchors_index, transdata_out_anchor, relink_node) != GRAPH_SUCCESS) {
  575. return GRAPH_FAILED;
  576. }
  577. if (before_transdata_nodes_[anchors_index].size() > kNoTransOp) {
  578. pre_out_anchor = transdata_peer_out_anchor;
  579. } else {
  580. pre_out_anchor = transdata_out_anchor;
  581. }
  582. } else {
  583. // miss cast control edge
  584. pre_out_anchor = transdata_out_anchor;
  585. if (AddCastNode(graph, same_transdata_nodes[i], pre_out_anchor, relink_node) != GRAPH_SUCCESS) {
  586. return GRAPH_FAILED;
  587. }
  588. }
  589. if (ReLinkTransdataOutput2PreNode(transdata_node_remove, pre_out_anchor, relink_node) != GRAPH_SUCCESS) {
  590. return GRAPH_FAILED;
  591. }
  592. if (RelinkInControlEdge(transdata_node_remove, transdata_node_keep) != GRAPH_SUCCESS) {
  593. return GRAPH_FAILED;
  594. }
  595. if (graph->RemoveNode(transdata_node_remove) != GRAPH_SUCCESS) {
  596. GELOGE(GRAPH_FAILED, "remove node %s failed!", transdata_node_remove->GetName().c_str());
  597. return GRAPH_FAILED;
  598. }
  599. }
  600. return GRAPH_SUCCESS;
  601. }
  602. graphStatus SameTransdataBreadthFusionPass::RelinkInControlEdge(const NodePtr &node_src, const NodePtr &node_dst) {
  603. GE_CHECK_NOTNULL(node_dst);
  604. GE_CHECK_NOTNULL(node_src);
  605. if (node_src->GetInControlNodes().empty()) {
  606. return GRAPH_SUCCESS;
  607. }
  608. GE_CHECK_NOTNULL(node_src->GetInControlAnchor());
  609. for (auto &peer_out_control_anchor : node_src->GetInControlAnchor()->GetPeerOutControlAnchors()) {
  610. GELOGD("remove edge.src:%s, dst:%s", peer_out_control_anchor->GetOwnerNode()->GetName().c_str(),
  611. node_src->GetName().c_str());
  612. if (GraphUtils::RemoveEdge(peer_out_control_anchor, node_src->GetInControlAnchor()) != GRAPH_SUCCESS) {
  613. GELOGE(GRAPH_FAILED, "remove edge faliled!src:%s, dst:%s",
  614. peer_out_control_anchor->GetOwnerNode()->GetName().c_str(), node_src->GetName().c_str());
  615. return GRAPH_FAILED;
  616. }
  617. GELOGD("add edge.src:%s, dst:%s", peer_out_control_anchor->GetOwnerNode()->GetName().c_str(),
  618. node_dst->GetName().c_str());
  619. if (GraphUtils::AddEdge(peer_out_control_anchor, node_dst->GetInControlAnchor()) != GRAPH_SUCCESS) {
  620. GELOGE(GRAPH_FAILED, "add edge failed!src:%s, dst:%s", peer_out_control_anchor->GetOwnerNode()->GetName().c_str(),
  621. node_dst->GetName().c_str());
  622. return GRAPH_FAILED;
  623. }
  624. }
  625. return GRAPH_SUCCESS;
  626. }
  627. graphStatus SameTransdataBreadthFusionPass::AddCastNode(const ComputeGraphPtr &graph, int anchors_index,
  628. OutDataAnchorPtr &pre_out_anchor, NodePtr &first_link_node) {
  629. GE_CHECK_NOTNULL(pre_out_anchor);
  630. GE_CHECK_NOTNULL(graph);
  631. auto pre_node = pre_out_anchor->GetOwnerNode();
  632. GE_CHECK_NOTNULL(pre_node->GetOpDesc());
  633. auto pre_output_desc = pre_node->GetOpDesc()->GetOutputDescPtr(pre_out_anchor->GetIdx());
  634. GE_CHECK_NOTNULL(pre_output_desc);
  635. for (size_t i = 0; i < sub_graph_anchors_[anchors_index].size() - 1; ++i) {
  636. auto in_data_anchor = sub_graph_anchors_[anchors_index][i].second;
  637. GE_CHECK_NOTNULL(in_data_anchor);
  638. auto in_owner_node = in_data_anchor->GetOwnerNode();
  639. auto in_op_desc = in_owner_node->GetOpDesc();
  640. GE_CHECK_NOTNULL(in_op_desc);
  641. auto input_desc = in_op_desc->GetInputDesc(in_data_anchor->GetIdx());
  642. input_desc.SetFormat(pre_output_desc->GetFormat());
  643. input_desc.SetOriginFormat(pre_output_desc->GetOriginFormat());
  644. input_desc.SetShape(pre_output_desc->GetShape());
  645. input_desc.SetOriginShape(pre_output_desc->GetOriginShape());
  646. uint32_t real_dim = 0;
  647. if (TensorUtils::GetRealDimCnt(*pre_output_desc, real_dim) != GRAPH_SUCCESS) {
  648. GELOGW("get %s real dim cnt failed!", pre_node->GetName().c_str());
  649. }
  650. TensorUtils::SetRealDimCnt(input_desc, real_dim);
  651. auto output_desc = in_op_desc->GetOutputDesc(sub_graph_anchors_[anchors_index][i + 1].first->GetIdx());
  652. output_desc.SetFormat(pre_output_desc->GetFormat());
  653. output_desc.SetOriginFormat(pre_output_desc->GetOriginFormat());
  654. output_desc.SetShape(pre_output_desc->GetShape());
  655. output_desc.SetOriginShape(pre_output_desc->GetOriginShape());
  656. TensorUtils::SetRealDimCnt(output_desc, real_dim);
  657. auto cast_op_desc = GetCastOp(input_desc, output_desc);
  658. if (cast_op_desc == nullptr) {
  659. return GRAPH_FAILED;
  660. }
  661. auto cast_node = graph->AddNode(cast_op_desc);
  662. if (cast_node == nullptr) {
  663. return GRAPH_FAILED;
  664. }
  665. GELOGD("add edge.src:%s, dst:%s", pre_out_anchor->GetOwnerNode()->GetName().c_str(), cast_node->GetName().c_str());
  666. if (GraphUtils::AddEdge(pre_out_anchor, cast_node->GetInDataAnchor(0)) != GRAPH_SUCCESS) {
  667. return GRAPH_FAILED;
  668. }
  669. if (i == 0) {
  670. first_link_node = cast_node;
  671. }
  672. if (!AttrUtils::SetBool(cast_op_desc, ATTR_NEED_COMPILE, true)) {
  673. GELOGE(FAILED, "SetExtAttr fail.");
  674. return FAILED;
  675. }
  676. pre_out_anchor = cast_node->GetOutDataAnchor(0);
  677. }
  678. return GRAPH_SUCCESS;
  679. }
  680. graphStatus SameTransdataBreadthFusionPass::GetSubGraphsBetweenNormalAndTransdataNode(
  681. OutDataAnchorPtr &out_anchor,
  682. std::vector<std::vector<std::pair<OutDataAnchorPtr, InDataAnchorPtr>>> &sub_graphs_out,
  683. std::vector<std::pair<OutDataAnchorPtr, InDataAnchorPtr>> &nodes_list) {
  684. graphStatus ret = GRAPH_SUCCESS;
  685. if (out_anchor == nullptr) {
  686. GELOGE(GRAPH_FAILED, "out data anchor is null!This should not happen!");
  687. return GRAPH_FAILED;
  688. }
  689. for (auto &peer_in_anchor : out_anchor->GetPeerInDataAnchors()) {
  690. if (peer_in_anchor == nullptr || peer_in_anchor->GetOwnerNode() == nullptr ||
  691. peer_in_anchor->GetOwnerNode()->GetOpDesc() == nullptr) {
  692. continue;
  693. }
  694. nodes_list.push_back(make_pair(out_anchor, peer_in_anchor));
  695. auto peer_in_node = peer_in_anchor->GetOwnerNode();
  696. if ((peer_in_node->GetType() == TRANSDATA && peer_in_node->GetOutDataNodes().size() > 0) ||
  697. !IsHandleOp(peer_in_node)) {
  698. sub_graphs_out.push_back(nodes_list);
  699. nodes_list.pop_back();
  700. } else {
  701. if (peer_in_node->GetType() == TRANSDATA) {
  702. if (peer_in_node->GetOutDataNodes().size() == 0) {
  703. nodes_list.pop_back();
  704. continue;
  705. }
  706. }
  707. for (auto &peer_out_anchor : peer_in_node->GetAllOutDataAnchors()) {
  708. ret = GetSubGraphsBetweenNormalAndTransdataNode(peer_out_anchor, sub_graphs_out, nodes_list);
  709. if (ret != GRAPH_SUCCESS) {
  710. GELOGE(GRAPH_FAILED, "get all transop between normal node failed!node:%s", peer_in_node->GetName().c_str());
  711. return GRAPH_FAILED;
  712. }
  713. }
  714. nodes_list.pop_back();
  715. }
  716. }
  717. return GRAPH_SUCCESS;
  718. }
  719. bool SameTransdataBreadthFusionPass::IsTransOp(const NodePtr &node) {
  720. if (node == nullptr) {
  721. return false;
  722. }
  723. return node->GetType() == CAST || node->GetType() == TRANSPOSE || node->GetType() == TRANSPOSED ||
  724. node->GetType() == RESHAPE || node->GetType() == TRANSDATA;
  725. }
  726. bool SameTransdataBreadthFusionPass::IsHandleOp(const NodePtr &node) {
  727. if (node == nullptr) {
  728. return false;
  729. }
  730. return node->GetType() == CAST || node->GetType() == TRANSDATA;
  731. }
  732. } // 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