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kernel_query.cc 5.9 kB

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  1. /**
  2. * Copyright 2019 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 "kernel/kernel_query.h"
  17. #include <memory>
  18. #include <algorithm>
  19. #include "kernel/aicpu/aicpu_kernel_metadata.h"
  20. #include "kernel/rts/rt_kernel_info.h"
  21. #include "kernel/hccl/hccl_kernel_metadata.h"
  22. #include "kernel/tbe/tbe_kernel_select/tbe_kernel_select.h"
  23. #include "session/anf_runtime_algorithm.h"
  24. namespace mindspore {
  25. namespace kernel {
  26. namespace {
  27. void FilterInvalidKernelInfo(const CNodePtr &kernel_node,
  28. std::vector<std::shared_ptr<kernel::KernelBuildInfo>> *kernel_info_list) {
  29. MS_EXCEPTION_IF_NULL(kernel_info_list);
  30. std::vector<std::shared_ptr<kernel::KernelBuildInfo>> filtered_list;
  31. (void)std::copy_if(kernel_info_list->begin(), kernel_info_list->end(), std::back_inserter(filtered_list),
  32. [&](const std::shared_ptr<kernel::KernelBuildInfo> &kernel_build_info) {
  33. return AnfAlgo::GetOutputTensorNum(kernel_node) == kernel_build_info->GetOutputNum() &&
  34. AnfAlgo::GetInputTensorNum(kernel_node) == kernel_build_info->GetInputNum();
  35. });
  36. if (!filtered_list.empty()) {
  37. kernel_info_list->clear();
  38. (void)std::copy(filtered_list.begin(), filtered_list.end(), std::back_inserter(*kernel_info_list));
  39. } else {
  40. MS_LOG(INFO) << "All kernel Info list does not match any kernel info ";
  41. for (size_t index = 0; index < kernel_info_list->size(); ++index) {
  42. std::ostringstream buffer;
  43. MS_EXCEPTION_IF_NULL(kernel_info_list->at(index));
  44. if (AnfAlgo::GetOutputTensorNum(kernel_node) != kernel_info_list->at(index)->GetOutputNum()) {
  45. buffer << "Kernel node's output size [" << AnfAlgo::GetOutputTensorNum(kernel_node) << "]"
  46. << " cannot match the kernel's output size [" << kernel_info_list->at(index)->GetOutputNum() << "]";
  47. } else {
  48. buffer << "Kernel node's output size [" << AnfAlgo::GetInputTensorNum(kernel_node) << "]"
  49. << " cannot match the kernel's output size [" << kernel_info_list->at(index)->GetInputNum() << "]";
  50. }
  51. MS_LOG(INFO) << "kernel [ " << index << " ] :" << kernel_info_list->at(index)->ToString() << buffer.str();
  52. }
  53. kernel_info_list->clear();
  54. MS_LOG(INFO) << "node" << kernel_node->DebugString() << "'s output size : ["
  55. << AnfAlgo::GetOutputTensorNum(kernel_node) << "]"
  56. << "input size : [" << AnfAlgo::GetInputTensorNum(kernel_node) << "] cannot match any kernelInfo !";
  57. }
  58. }
  59. } // namespace
  60. void KernelQuery(const CNodePtr &kernel_node, std::vector<std::shared_ptr<kernel::KernelBuildInfo>> *kernel_info_list) {
  61. MS_EXCEPTION_IF_NULL(kernel_node);
  62. MS_EXCEPTION_IF_NULL(kernel_info_list);
  63. TbeMetadataInfo(kernel_node, kernel_info_list);
  64. if (kernel_info_list->empty()) {
  65. AicpuMetadataInfo(kernel_node, kernel_info_list);
  66. if (!kernel_info_list->empty()) {
  67. MS_LOG(INFO) << "The node [" << kernel_node->DebugString()
  68. << "] cannot find valid TBE kernel info, try to get aicpu kernel info";
  69. AnfAlgo::SetNodeAttr(kAttrIsAICPUKernel, MakeValue(true), kernel_node);
  70. }
  71. }
  72. if (kernel_info_list->empty()) {
  73. GetRtKelInfo(kernel_node, kernel_info_list);
  74. }
  75. if (kernel_info_list->empty()) {
  76. HcclMetadataInfo(kernel_node, kernel_info_list);
  77. }
  78. if (kernel_info_list->empty()) {
  79. MS_LOG(EXCEPTION) << "Op " << kernel_node->DebugString() << "kernel query fail!";
  80. }
  81. FilterInvalidKernelInfo(kernel_node, kernel_info_list);
  82. }
  83. void AICPUQuery(const CNodePtr &kernel_node, std::vector<std::shared_ptr<kernel::KernelBuildInfo>> *kernel_info_list) {
  84. MS_EXCEPTION_IF_NULL(kernel_node);
  85. MS_EXCEPTION_IF_NULL(kernel_info_list);
  86. kernel_info_list->clear();
  87. AicpuMetadataInfo(kernel_node, kernel_info_list);
  88. FilterInvalidKernelInfo(kernel_node, kernel_info_list);
  89. }
  90. bool IsSupportedByAICPU(const AnfNodePtr &kernel_node, const KernelBuildInfoPtr &select_kernel_build_info) {
  91. MS_EXCEPTION_IF_NULL(kernel_node);
  92. MS_EXCEPTION_IF_NULL(select_kernel_build_info);
  93. std::vector<std::shared_ptr<kernel::KernelBuildInfo>> kernel_info_list;
  94. auto cnode = kernel_node->cast<CNodePtr>();
  95. MS_EXCEPTION_IF_NULL(cnode);
  96. AICPUQuery(cnode, &kernel_info_list);
  97. return std::any_of(kernel_info_list.begin(), kernel_info_list.end(),
  98. [&select_kernel_build_info](const kernel::KernelBuildInfoPtr item) {
  99. MS_EXCEPTION_IF_NULL(item);
  100. return *item == *select_kernel_build_info;
  101. });
  102. }
  103. bool IsSupportedByAICore(const AnfNodePtr &kernel_node, const KernelBuildInfoPtr &select_kernel_build_info) {
  104. MS_EXCEPTION_IF_NULL(kernel_node);
  105. MS_EXCEPTION_IF_NULL(select_kernel_build_info);
  106. std::vector<std::shared_ptr<kernel::KernelBuildInfo>> kernel_info_list;
  107. auto cnode = kernel_node->cast<CNodePtr>();
  108. MS_EXCEPTION_IF_NULL(cnode);
  109. TbeMetadataInfo(cnode, &kernel_info_list);
  110. return std::any_of(kernel_info_list.begin(), kernel_info_list.end(),
  111. [&select_kernel_build_info](const kernel::KernelBuildInfoPtr item) {
  112. MS_EXCEPTION_IF_NULL(item);
  113. return *item == *select_kernel_build_info;
  114. });
  115. }
  116. } // namespace kernel
  117. } // namespace mindspore