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.

infershape_pass.cc 2.4 kB

5 years ago
5 years ago
5 years ago
5 years ago
4 years ago
5 years ago
4 years ago
4 years ago
5 years ago
5 years ago
12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061
  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/infershape_pass.h"
  17. #include "common/util/error_manager/error_manager.h"
  18. #include "framework/common/debug/ge_log.h"
  19. #include "framework/common/ge_inner_error_codes.h"
  20. #include "analyzer/analyzer.h"
  21. #include "framework/common/util.h"
  22. #include "graph/shape_refiner.h"
  23. #include "graph/utils/graph_utils.h"
  24. namespace ge {
  25. Status InferShapePass::Run(NodePtr &node) {
  26. // kOptimizeAfterSubGraph exist means after subgraph
  27. auto ret = ShapeRefiner::InferShapeAndType(node, !OptionExists(kOptimizeAfterSubGraph));
  28. if (ret != GRAPH_SUCCESS) {
  29. // select INFERSHAPE failed info
  30. auto graph = node->GetOwnerComputeGraph();
  31. GE_CHECK_NOTNULL(graph);
  32. auto root_graph = ge::GraphUtils::FindRootGraph(graph);
  33. GE_CHECK_NOTNULL(root_graph);
  34. analyzer::DataInfo analyze_info{root_graph->GetSessionID(), root_graph->GetGraphID(),
  35. analyzer::INFER_SHAPE, node, "InferShapeFailed!"};
  36. (void)Analyzer::GetInstance()->DoAnalyze(analyze_info);
  37. (void)Analyzer::GetInstance()->SaveAnalyzerDataToFile(root_graph->GetSessionID(),
  38. root_graph->GetGraphID());
  39. GELOGE(GE_GRAPH_INFERSHAPE_FAILED, "infershape failed. node: %s", node->GetName().c_str());
  40. return GE_GRAPH_INFERSHAPE_FAILED;
  41. }
  42. bool need_repass = false;
  43. auto has_attr = AttrUtils::GetBool(node->GetOpDesc(), "need_infer_again_", need_repass);
  44. if (has_attr) {
  45. if (!OptionExists(kOptimizeAfterSubGraph)) {
  46. return SUCCESS;
  47. }
  48. if (need_repass) {
  49. AddImmediateRePassNode(node);
  50. GELOGD("Node %s need repass immediately.", node->GetName().c_str());
  51. } else {
  52. // clear attr on while
  53. node->GetOpDesc()->DelAttr("need_infer_again_");
  54. }
  55. }
  56. return SUCCESS;
  57. }
  58. } // 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