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assert_pass.cc 3.1 kB

5 years ago
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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/assert_pass.h"
  17. #include <map>
  18. #include <queue>
  19. #include <string>
  20. #include <vector>
  21. #include "framework/common/debug/ge_log.h"
  22. #include "framework/common/ge_inner_error_codes.h"
  23. #include "framework/common/util.h"
  24. namespace ge {
  25. // aicpu not support string type, so current implemention is Upward traversal
  26. Status AssertPass::Run(NodePtr &node) {
  27. GELOGD("AssertPass running");
  28. if (node == nullptr) {
  29. GELOGE(PARAM_INVALID, "param [node] must not be null.");
  30. return PARAM_INVALID;
  31. }
  32. if (node->GetOpDesc() == nullptr) {
  33. GELOGE(PARAM_INVALID, "param [node] [opDesc] must not be null.");
  34. return PARAM_INVALID;
  35. }
  36. std::string op_type = node->GetOpDesc()->GetType();
  37. if (op_type == ASSERT) {
  38. GELOGD("op type is assert.");
  39. std::vector<NodePtr> nodes_unused;
  40. // collect assert and other unused ops
  41. CollectUnusedNode(node, nodes_unused);
  42. // remove unused node
  43. Status status = RemoveUnusedNode(nodes_unused);
  44. if (status != SUCCESS) {
  45. GELOGE(status, "remove unused node failed.");
  46. return status;
  47. }
  48. }
  49. return SUCCESS;
  50. }
  51. void AssertPass::CollectUnusedNode(const NodePtr &assert_node, vector<NodePtr> &nodes_unused) {
  52. std::map<Node *, uint32_t> invalid_outdata_info;
  53. std::queue<NodePtr> node_queue;
  54. node_queue.push(assert_node);
  55. while (!node_queue.empty()) {
  56. NodePtr cur_node = node_queue.front();
  57. if (cur_node == nullptr) {
  58. continue;
  59. }
  60. node_queue.pop();
  61. nodes_unused.push_back(cur_node);
  62. for (const auto &src_node : cur_node->GetInDataNodes()) {
  63. if (src_node != nullptr && src_node->GetOpDesc() != nullptr) {
  64. auto size = ++invalid_outdata_info[src_node.get()];
  65. // src_node need to be deleted
  66. if (src_node->GetOutDataNodesSize() == size && src_node->GetOpDesc()->GetType() != DATA &&
  67. src_node->GetOpDesc()->GetType() != AIPPDATA) {
  68. node_queue.push(src_node);
  69. }
  70. }
  71. }
  72. }
  73. }
  74. Status AssertPass::RemoveUnusedNode(std::vector<NodePtr> &nodes_unused) {
  75. for (NodePtr &node : nodes_unused) {
  76. if (node == nullptr) {
  77. continue;
  78. }
  79. std::vector<int> assert_io_map;
  80. size_t out_nums = node->GetAllOutDataAnchorsSize();
  81. while (out_nums > 0) {
  82. assert_io_map.push_back(-1);
  83. out_nums--;
  84. }
  85. if (IsolateAndDeleteNode(node, assert_io_map) != SUCCESS) {
  86. return FAILED;
  87. }
  88. }
  89. return SUCCESS;
  90. }
  91. } // 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