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assert_pass_unittest.cc 7.3 kB

5 years ago
5 years ago
5 years ago
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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 <gtest/gtest.h>
  17. #define protected public
  18. #define private public
  19. #include "graph/passes/assert_pass.h"
  20. #include "common/op/ge_op_utils.h"
  21. #include "common/types.h"
  22. #include "graph/anchor.h"
  23. #include "graph/attr_value.h"
  24. #include "graph/compute_graph.h"
  25. #include "graph/op_desc.h"
  26. #include "graph/utils/attr_utils.h"
  27. #include "graph/utils/graph_utils.h"
  28. #include "graph/utils/op_desc_utils.h"
  29. #include "graph/utils/tensor_utils.h"
  30. #include "inc/pass_manager.h"
  31. #undef protected
  32. #undef private
  33. using namespace testing;
  34. namespace ge {
  35. class UtestGraphPassesAssertPass : public Test {
  36. protected:
  37. NodePtr AddNode(ComputeGraphPtr graph, const string &name, const string &type, int32_t in_anchors_num = 1,
  38. int32_t out_anchors_num = 1) {
  39. GeTensorDesc tensor_desc;
  40. OpDescPtr op_desc = make_shared<OpDesc>(name, type);
  41. for (int32_t i = 0; i < in_anchors_num; i++) {
  42. op_desc->AddInputDesc(tensor_desc);
  43. }
  44. for (int32_t i = 0; i < out_anchors_num; i++) {
  45. op_desc->AddOutputDesc(tensor_desc);
  46. }
  47. NodePtr node = graph->AddNode(op_desc);
  48. return node;
  49. }
  50. };
  51. /// D E
  52. /// | \ | \.
  53. /// F C G
  54. /// : | :
  55. /// H A I
  56. /// :
  57. /// B
  58. TEST_F(UtestGraphPassesAssertPass, assert_pass_test1) {
  59. ComputeGraphPtr graph = std::make_shared<ComputeGraph>("test1");
  60. NodePtr node_a = AddNode(graph, "A", ge::ASSERT, 1, 0);
  61. NodePtr node_b = AddNode(graph, "B", "B", 1, 1);
  62. NodePtr node_c = AddNode(graph, "C", "C", 2, 1);
  63. NodePtr node_d = AddNode(graph, "D", "D", 1, 2);
  64. NodePtr node_e = AddNode(graph, "E", "E", 1, 2);
  65. NodePtr node_f = AddNode(graph, "F", "F", 1, 1);
  66. NodePtr node_g = AddNode(graph, "G", "G", 1, 1);
  67. NodePtr node_h = AddNode(graph, "H", "H", 1, 1);
  68. NodePtr node_i = AddNode(graph, "I", "I", 1, 1);
  69. GraphUtils::AddEdge(node_a->GetOutControlAnchor(), node_b->GetInControlAnchor());
  70. GraphUtils::AddEdge(node_c->GetOutDataAnchor(0), node_a->GetInDataAnchor(0));
  71. GraphUtils::AddEdge(node_c->GetOutControlAnchor(), node_h->GetInControlAnchor());
  72. GraphUtils::AddEdge(node_c->GetOutControlAnchor(), node_i->GetInControlAnchor());
  73. GraphUtils::AddEdge(node_d->GetOutDataAnchor(0), node_c->GetInDataAnchor(0));
  74. GraphUtils::AddEdge(node_d->GetOutDataAnchor(1), node_f->GetInDataAnchor(0));
  75. GraphUtils::AddEdge(node_e->GetOutDataAnchor(0), node_c->GetInDataAnchor(1));
  76. GraphUtils::AddEdge(node_e->GetOutDataAnchor(1), node_g->GetInDataAnchor(0));
  77. AssertPass assert_pass;
  78. Status status = assert_pass.Run(node_a);
  79. EXPECT_EQ(SUCCESS, status);
  80. EXPECT_EQ(node_d->GetOutControlNodes().size(), 3);
  81. EXPECT_EQ(node_e->GetOutControlNodes().size(), 3);
  82. EXPECT_EQ(node_h->GetInControlNodes().size(), 2);
  83. EXPECT_EQ(node_b->GetInControlNodes().size(), 2);
  84. EXPECT_EQ(node_i->GetInControlNodes().size(), 2);
  85. EXPECT_EQ(graph->FindNode("A"), nullptr);
  86. EXPECT_EQ(graph->FindNode("C"), nullptr);
  87. }
  88. /// G E
  89. /// | \ :
  90. /// C G D
  91. /// : | :
  92. /// A F
  93. /// :
  94. /// B
  95. TEST_F(UtestGraphPassesAssertPass, assert_pass_test2) {
  96. ComputeGraphPtr graph = std::make_shared<ComputeGraph>("test2");
  97. NodePtr node_a = AddNode(graph, "A", ge::ASSERT, 1, 0);
  98. NodePtr node_b = AddNode(graph, "B", "B", 1, 1);
  99. NodePtr node_c = AddNode(graph, "C", "C", 1, 1);
  100. NodePtr node_d = AddNode(graph, "D", "D", 1, 1);
  101. NodePtr node_e = AddNode(graph, "E", "E", 1, 1);
  102. NodePtr node_f = AddNode(graph, "F", "F", 1, 1);
  103. NodePtr node_g = AddNode(graph, "G", "G", 1, 2);
  104. NodePtr node_h = AddNode(graph, "H", "H", 1, 1);
  105. GraphUtils::AddEdge(node_a->GetOutControlAnchor(), node_b->GetInControlAnchor());
  106. GraphUtils::AddEdge(node_c->GetOutControlAnchor(), node_a->GetInControlAnchor());
  107. GraphUtils::AddEdge(node_d->GetOutDataAnchor(0), node_a->GetInDataAnchor(0));
  108. GraphUtils::AddEdge(node_d->GetOutControlAnchor(), node_f->GetInControlAnchor());
  109. GraphUtils::AddEdge(node_g->GetOutDataAnchor(0), node_d->GetInDataAnchor(0));
  110. GraphUtils::AddEdge(node_g->GetOutDataAnchor(1), node_h->GetInDataAnchor(0));
  111. GraphUtils::AddEdge(node_e->GetOutControlAnchor(), node_d->GetInControlAnchor());
  112. AssertPass assert_pass;
  113. Status status = assert_pass.Run(node_a);
  114. EXPECT_EQ(SUCCESS, status);
  115. EXPECT_EQ(node_g->GetOutControlNodes().size(), 2);
  116. EXPECT_EQ(node_c->GetOutControlAnchor()->GetPeerInControlAnchors().size(), 1);
  117. EXPECT_EQ(node_c->GetOutControlAnchor()->GetPeerInControlAnchors().at(0), node_b->GetInControlAnchor());
  118. EXPECT_EQ(node_e->GetOutControlNodes().size(), 2);
  119. EXPECT_EQ(graph->FindNode("A"), nullptr);
  120. EXPECT_EQ(graph->FindNode("D"), nullptr);
  121. }
  122. /// E F
  123. /// | \ | \.
  124. /// H C -> D G
  125. /// \ | :
  126. /// A I
  127. /// :
  128. /// B
  129. TEST_F(UtestGraphPassesAssertPass, assert_pass_test3) {
  130. ComputeGraphPtr graph = std::make_shared<ComputeGraph>("test1");
  131. NodePtr node_a = AddNode(graph, "A", ge::ASSERT, 2, 0);
  132. NodePtr node_b = AddNode(graph, "B", "B", 1, 1);
  133. NodePtr node_c = AddNode(graph, "C", "C", 1, 2);
  134. NodePtr node_d = AddNode(graph, "D", "D", 2, 1);
  135. NodePtr node_e = AddNode(graph, "E", "E", 1, 2);
  136. NodePtr node_f = AddNode(graph, "F", "F", 1, 2);
  137. NodePtr node_g = AddNode(graph, "G", "G", 1, 1);
  138. NodePtr node_h = AddNode(graph, "H", "H", 1, 1);
  139. NodePtr node_i = AddNode(graph, "I", "I", 1, 1);
  140. GraphUtils::AddEdge(node_a->GetOutControlAnchor(), node_b->GetInControlAnchor());
  141. GraphUtils::AddEdge(node_c->GetOutDataAnchor(0), node_a->GetInDataAnchor(0));
  142. GraphUtils::AddEdge(node_c->GetOutDataAnchor(1), node_d->GetInDataAnchor(0));
  143. GraphUtils::AddEdge(node_d->GetOutDataAnchor(0), node_a->GetInDataAnchor(1));
  144. GraphUtils::AddEdge(node_d->GetOutControlAnchor(), node_i->GetInControlAnchor());
  145. GraphUtils::AddEdge(node_e->GetOutDataAnchor(0), node_c->GetInDataAnchor(0));
  146. GraphUtils::AddEdge(node_e->GetOutDataAnchor(1), node_h->GetInDataAnchor(0));
  147. GraphUtils::AddEdge(node_f->GetOutDataAnchor(0), node_d->GetInDataAnchor(1));
  148. GraphUtils::AddEdge(node_f->GetOutDataAnchor(1), node_g->GetInDataAnchor(0));
  149. AssertPass assert_pass;
  150. Status status = assert_pass.Run(node_a);
  151. EXPECT_EQ(SUCCESS, status);
  152. EXPECT_EQ(node_e->GetOutControlNodes().size(), 2);
  153. EXPECT_EQ(node_f->GetOutControlNodes().size(), 2);
  154. EXPECT_EQ(node_b->GetInControlNodes().size(), 2);
  155. EXPECT_EQ(node_i->GetInControlNodes().size(), 2);
  156. EXPECT_EQ(graph->FindNode("A"), nullptr);
  157. EXPECT_EQ(graph->FindNode("C"), nullptr);
  158. EXPECT_EQ(graph->FindNode("D"), nullptr);
  159. }
  160. } // 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