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engine_place.cc 4.6 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/partition/engine_place.h"
  17. #include <climits>
  18. #include <memory>
  19. #include <string>
  20. #include <utility>
  21. #include <mutex>
  22. #include "common/op/ge_op_utils.h"
  23. #include "common/util/error_manager/error_manager.h"
  24. #include "graph/utils/graph_utils.h"
  25. #include "graph/utils/op_desc_utils.h"
  26. #include "init/gelib.h"
  27. #include "opskernel_manager/ops_kernel_manager.h"
  28. #include "analyzer/analyzer.h"
  29. namespace ge {
  30. namespace {
  31. std::mutex check_support_cost_mutex;
  32. }
  33. Status EnginePlacer::Check() const {
  34. if (compute_graph_ == nullptr) {
  35. GELOGE(GE_GRAPH_NULL_INPUT, "compute_graph_ is null.");
  36. return FAILED;
  37. }
  38. std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
  39. if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
  40. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Run enginePlacer failed");
  41. return FAILED;
  42. }
  43. return SUCCESS;
  44. }
  45. Status EnginePlacer::Run() {
  46. std::lock_guard<std::mutex> lock(check_support_cost_mutex);
  47. GELOGD("Engine placer starts.");
  48. if (Check() != SUCCESS) {
  49. return FAILED;
  50. }
  51. bool is_check_support_success = true;
  52. // Assign engine for each node in the graph
  53. ge::GELib::GetInstance()->DNNEngineManagerObj().InitPerformanceStaistic();
  54. for (const auto &node_ptr : compute_graph_->GetDirectNode()) {
  55. GE_CHECK_NOTNULL(node_ptr);
  56. auto op_desc = node_ptr->GetOpDesc();
  57. GE_CHECK_NOTNULL(op_desc);
  58. std::string engine_name;
  59. std::string kernel_name;
  60. // Check if this node has assigned engine
  61. bool has_engine_attr =
  62. AttrUtils::GetStr(op_desc, ATTR_NAME_ENGINE_NAME_FOR_LX, engine_name) && !engine_name.empty();
  63. bool has_kernel_attr =
  64. AttrUtils::GetStr(op_desc, ATTR_NAME_KKERNEL_LIB_NAME_FOR_LX, kernel_name) && !kernel_name.empty();
  65. bool use_exist_engine_name = !op_desc->GetOpKernelLibName().empty() || (has_kernel_attr && has_engine_attr);
  66. if (use_exist_engine_name) {
  67. if (op_desc->GetOpEngineName().empty()) {
  68. GELOGI("Op %s set engine_name %s engine_name %s from attrs",
  69. op_desc->GetName().c_str(),
  70. engine_name.c_str(),
  71. kernel_name.c_str());
  72. op_desc->SetOpEngineName(engine_name);
  73. op_desc->SetOpKernelLibName(kernel_name);
  74. }
  75. engine_name = op_desc->GetOpEngineName();
  76. } else {
  77. // Call placer cost model to get the "best" engine for this node
  78. engine_name = ge::GELib::GetInstance()->DNNEngineManagerObj().GetDNNEngineName(node_ptr);
  79. // If can't get op's engine name, keep check support finish and return failed
  80. if (engine_name.empty()) {
  81. is_check_support_success = false;
  82. ErrorManager::GetInstance().ATCReportErrMessage(
  83. "E13003", {"opname", "optype"}, {op_desc->GetName(), op_desc->GetType()});
  84. GELOGE(GE_CLI_GE_NOT_INITIALIZED, "Can not find engine of op type %s",
  85. node_ptr->GetOpDesc()->GetType().c_str());
  86. continue;
  87. }
  88. }
  89. if (AssignEngineAndLog(node_ptr, engine_name) != SUCCESS) {
  90. GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "[GraphPartitioner]: AssignEngineAndLog FAILED");
  91. return FAILED;
  92. }
  93. }
  94. for (auto &it : ge::GELib::GetInstance()->DNNEngineManagerObj().GetCheckSupportCost()) {
  95. GEEVENT("The time cost of %s::CheckSupported is [%lu] micro second.", it.first.c_str(), it.second);
  96. }
  97. GELOGD("Engine placer ends.");
  98. return is_check_support_success ? SUCCESS : FAILED;
  99. }
  100. Status EnginePlacer::AssignEngineAndLog(ge::ConstNodePtr node_ptr, const std::string &engine_name) {
  101. if ((node_ptr == nullptr) || (node_ptr->GetOpDesc() == nullptr)) {
  102. GELOGE(FAILED, "node_ptr is null.");
  103. return FAILED;
  104. }
  105. // private function, promise node_ptr->GetOpDesc() not null
  106. GELOGD("Assigning DNNEngine %s to node %s, op type %s", engine_name.c_str(), node_ptr->GetName().c_str(),
  107. node_ptr->GetOpDesc()->GetType().c_str());
  108. // Record the node assigned engine name
  109. node_engine_map_.insert(std::make_pair(node_ptr, engine_name));
  110. return SUCCESS;
  111. }
  112. } // 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