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variable_accelerate_ctrl.cc 3.1 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/variable_accelerate_ctrl.h"
  17. #include "framework/common/debug/ge_log.h"
  18. #include "framework/common/ge_inner_error_codes.h"
  19. #include "framework/common/types.h"
  20. namespace ge {
  21. namespace {
  22. inline bool IsVariable(const std::string &node_type) {
  23. return node_type == VARIABLE || node_type == VARIABLEV2 || node_type == VARHANDLEOP;
  24. }
  25. } // namespace
  26. bool VarAccelerateCtrl::IsVarPermitToChangeFormats(const std::string &var_name) {
  27. auto iter = var_names_to_change_times_.find(var_name);
  28. if (iter == var_names_to_change_times_.end()) {
  29. return true;
  30. }
  31. return iter->second < kMaxVarChangeTimes_;
  32. }
  33. void VarAccelerateCtrl::SetVarChanged(const std::string &var_name) {
  34. auto times = ++var_names_to_change_times_[var_name];
  35. for (auto &graph_id_to_var_names : graph_ids_to_var_names_) {
  36. if (graph_id_to_var_names.second.count(var_name) > 0) {
  37. GELOGI(
  38. "The format of var %s has been changed, total changed times %d, "
  39. "the graph %u contains which should be re-build before next run",
  40. var_name.c_str(), times, graph_id_to_var_names.first);
  41. /// The graph being compiled right now is also added to the rebuild-list
  42. /// and can be deleted by calling `SetGraphBuildEnd` at the end of compilation.
  43. graph_ids_need_rebuild_.insert(graph_id_to_var_names.first);
  44. }
  45. }
  46. }
  47. void VarAccelerateCtrl::AddGraph(uint32_t graph_id, const ComputeGraphPtr &compute_graph) {
  48. if (compute_graph == nullptr) {
  49. GELOGE(PARAM_INVALID, "Failed to add graph %u, the compute graph is null", graph_id);
  50. return;
  51. }
  52. auto &var_names = graph_ids_to_var_names_[graph_id];
  53. for (auto &node : compute_graph->GetAllNodes()) {
  54. auto node_type = node->GetType();
  55. if (IsVariable(node_type)) {
  56. GELOGD("Add graph %u contains variable %s", graph_id, node->GetName().c_str());
  57. var_names.insert(node->GetName());
  58. }
  59. }
  60. GELOGD("Add graph %u, var count %zu", graph_id, var_names.size());
  61. }
  62. void VarAccelerateCtrl::RemoveGraph(uint32_t graph_id) {
  63. GELOGD("Remove graph %u", graph_id);
  64. graph_ids_to_var_names_.erase(graph_id);
  65. graph_ids_need_rebuild_.erase(graph_id);
  66. }
  67. bool VarAccelerateCtrl::IsGraphNeedRebuild(uint32_t graph_id) const {
  68. return graph_ids_need_rebuild_.count(graph_id) > 0;
  69. }
  70. void VarAccelerateCtrl::SetGraphBuildEnd(uint32_t graph_id) {
  71. graph_ids_need_rebuild_.erase(graph_id);
  72. GELOGD("The graph %u has built end, remove it from the rebuild-set", graph_id);
  73. }
  74. } // 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