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test_framework_dummy.cc 6.2 kB

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4 years ago
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4 years ago
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4 years ago
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4 years ago
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4 years ago
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4 years ago
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4 years ago
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4 years ago
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new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.h new file: tests/st/framework/utils/assertion/graph_assertion.cc new file: tests/st/framework/utils/assertion/graph_assertion.h new file: tests/st/framework/utils/builder/graph_builder_utils.cc new file: tests/st/framework/utils/builder/graph_builder_utils.h new file: tests/st/framework/utils/builder/tensor_builder_utils.cc new file: tests/st/framework/utils/builder/tensor_builder_utils.h new file: tests/st/framework/utils/stub_injection/mock_utils.cc new file: tests/st/framework/utils/stub_injection/mock_utils.h new file: tests/st/testcase/CMakeLists.txt new file: tests/st/testcase/test_framework_dummy.cc modified: CMakeLists.txt modified: build.sh modified: ge/ge_runtime/runtime_model.cc modified: ge/ge_runtime/task/aicpu_task.cc modified: ge/ge_runtime/task/hccl_task.cc modified: ge/ge_runtime/task/label_goto_task.cc modified: ge/ge_runtime/task/label_switch_task.cc new file: tests/st/CMakeLists.txt new file: tests/st/cmake/graphengine.cmake new file: tests/st/framework/CMakeLists.txt new file: tests/st/framework/framework.cc new file: tests/st/framework/framework.h new file: tests/st/framework/inc/st_types.h new file: tests/st/framework/stub_engine/engine/stub_engine.cc new file: tests/st/framework/stub_engine/engine/stub_engine.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/host_op.cc new file: tests/st/framework/stub_engine/ops_kernel_store/op/host_op.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/op.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/stub_op_factory.cc new file: tests/st/framework/stub_engine/ops_kernel_store/op/stub_op_factory.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.h new file: tests/st/framework/utils/assertion/graph_assertion.cc new file: tests/st/framework/utils/assertion/graph_assertion.h new file: tests/st/framework/utils/builder/graph_builder_utils.cc new file: tests/st/framework/utils/builder/graph_builder_utils.h new file: tests/st/framework/utils/builder/tensor_builder_utils.cc new file: tests/st/framework/utils/builder/tensor_builder_utils.h new file: tests/st/framework/utils/stub_injection/mock_utils.cc new file: tests/st/framework/utils/stub_injection/mock_utils.h new file: tests/st/testcase/CMakeLists.txt new file: tests/st/testcase/test_framework_dummy.cc modified: CMakeLists.txt modified: build.sh modified: ge/ge_runtime/runtime_model.cc modified: ge/ge_runtime/task/aicpu_task.cc modified: ge/ge_runtime/task/hccl_task.cc modified: ge/ge_runtime/task/label_goto_task.cc modified: ge/ge_runtime/task/label_switch_task.cc new file: tests/st/CMakeLists.txt new file: tests/st/cmake/graphengine.cmake new file: tests/st/framework/CMakeLists.txt new file: tests/st/framework/framework.cc new file: tests/st/framework/framework.h new file: tests/st/framework/inc/st_types.h new file: tests/st/framework/stub_engine/engine/stub_engine.cc new file: tests/st/framework/stub_engine/engine/stub_engine.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/host_op.cc new file: tests/st/framework/stub_engine/ops_kernel_store/op/host_op.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/op.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/stub_op_factory.cc new file: tests/st/framework/stub_engine/ops_kernel_store/op/stub_op_factory.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.h new file: tests/st/framework/utils/assertion/graph_assertion.cc new file: tests/st/framework/utils/assertion/graph_assertion.h new file: tests/st/framework/utils/builder/graph_builder_utils.cc new file: tests/st/framework/utils/builder/graph_builder_utils.h new file: tests/st/framework/utils/builder/tensor_builder_utils.cc new file: tests/st/framework/utils/builder/tensor_builder_utils.h new file: tests/st/framework/utils/stub_injection/mock_utils.cc new file: tests/st/framework/utils/stub_injection/mock_utils.h new file: tests/st/testcase/CMakeLists.txt new file: tests/st/testcase/test_framework_dummy.cc modified: CMakeLists.txt modified: build.sh modified: ge/ge_runtime/runtime_model.cc modified: ge/ge_runtime/task/aicpu_task.cc modified: ge/ge_runtime/task/hccl_task.cc modified: ge/ge_runtime/task/label_goto_task.cc modified: ge/ge_runtime/task/label_switch_task.cc new file: tests/st/CMakeLists.txt new file: tests/st/cmake/graphengine.cmake new file: tests/st/framework/CMakeLists.txt new file: tests/st/framework/framework.cc new file: tests/st/framework/framework.h new file: tests/st/framework/inc/st_types.h new file: tests/st/framework/stub_engine/engine/stub_engine.cc new file: tests/st/framework/stub_engine/engine/stub_engine.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/host_op.cc new file: tests/st/framework/stub_engine/ops_kernel_store/op/host_op.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/op.h new file: tests/st/framework/stub_engine/ops_kernel_store/op/stub_op_factory.cc new file: tests/st/framework/stub_engine/ops_kernel_store/op/stub_op_factory.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_builder.h new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.cc new file: tests/st/framework/stub_engine/ops_kernel_store/stub_ops_kernel_store.h new file: tests/st/framework/utils/assertion/graph_assertion.cc new file: tests/st/framework/utils/assertion/graph_assertion.h new file: tests/st/framework/utils/builder/graph_builder_utils.cc new file: tests/st/framework/utils/builder/graph_builder_utils.h new file: tests/st/framework/utils/builder/tensor_builder_utils.cc new file: tests/st/framework/utils/builder/tensor_builder_utils.h new file: tests/st/testcase/CMakeLists.txt new file: tests/st/testcase/test_framework_dummy.cc
4 years ago
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  1. /**
  2. * Copyright 2021 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. #include "external/ge/ge_api.h"
  18. #include "graph/debug/ge_attr_define.h"
  19. #include "framework/common/types.h"
  20. #include "ge_running_env/ge_running_env_faker.h"
  21. #include "easy_graph/layout/graph_layout.h"
  22. #include "easy_graph/layout/engines/graph_easy/graph_easy_option.h"
  23. #include "easy_graph/layout/engines/graph_easy/graph_easy_executor.h"
  24. #include "ge_graph_dsl/graph_dsl.h"
  25. #include "ge_graph_dsl/assert/graph_assert.h"
  26. using namespace std;
  27. using namespace ge;
  28. namespace {
  29. /** data a = 2;
  30. * for(int i =0; i<5; ++i){
  31. * a=a * 2;
  32. * }
  33. * return a;
  34. * ----------------------------------------------|
  35. * | const(5) exit const(1) |
  36. * | \ / \ |
  37. * data(i)--Enter--merge--less--loopcond--switch-----add-----nextiteration
  38. * \________________\___/
  39. * ------\------------------------|
  40. * | \ const(2) |
  41. * | \ \ |
  42. * data(a)--Enter--merge--switch------mul-----nextiteration
  43. * \
  44. * exit
  45. * \
  46. * netoutput
  47. *
  48. **/
  49. Graph BuildV1ControlFlowGraph() {
  50. int64_t dims_size = 1;
  51. vector<int64_t> data_vec = {5};
  52. for_each(data_vec.begin(), data_vec.end(), [&](int64_t &data) { dims_size *= data; });
  53. vector<int32_t> data_value_vec(dims_size, 1);
  54. GeTensorDesc data_tensor_desc(GeShape(data_vec), FORMAT_NCHW, DT_INT32);
  55. GeTensorPtr data_tensor = make_shared<GeTensor>(data_tensor_desc, (uint8_t *)data_value_vec.data(),
  56. data_value_vec.size() * sizeof(int32_t));
  57. auto enter = OP_CFG(ENTER).Attr(ENTER_ATTR_FRAME_NAME, "1");
  58. auto const_op = OP_CFG(CONSTANT).Weight(data_tensor);
  59. DEF_GRAPH(g1) {
  60. CHAIN(NODE("data_i", DATA)
  61. ->NODE("enter_i", enter)
  62. ->EDGE(0, 0)
  63. ->NODE("merge_i", MERGE)
  64. ->NODE("less", LESS)
  65. ->NODE("loopcond", LOOPCOND));
  66. CHAIN(NODE("const_1", const_op)
  67. ->EDGE(0, 1)
  68. ->NODE("add", ADD)
  69. ->NODE("iteration_i", NEXTITERATION)
  70. ->EDGE(0, 1)
  71. ->NODE("merge_i"));
  72. CHAIN(NODE("const_5", const_op)->EDGE(0, 1)->NODE("less"));
  73. CHAIN(NODE("loopcond")
  74. ->EDGE(0, 1)
  75. ->NODE("switch_i", SWITCH)
  76. ->EDGE(0, 0)
  77. ->NODE("exit_i", EXIT)
  78. ->EDGE(0, 1)
  79. ->NODE("netoutput", NETOUTPUT));
  80. CHAIN(NODE("merge_i")->EDGE(0, 0)->NODE("switch_i")->EDGE(1, 0)->NODE("add"));
  81. CHAIN(NODE("data_a", DATA)
  82. ->NODE("enter_a", enter)
  83. ->NODE("merge_a", MERGE)
  84. ->NODE("switch_a", SWITCH)
  85. ->NODE("exit_a", EXIT)
  86. ->EDGE(0, 0)
  87. ->NODE("netoutput"));
  88. CHAIN(NODE("iteration_a", NEXTITERATION)->EDGE(0, 1)->NODE("merge_a"));
  89. CHAIN(NODE("loopcond")->EDGE(0, 1)->NODE("switch_a")->EDGE(1, 0)->NODE("mul", MUL));
  90. CHAIN(NODE("const_2", const_op)->EDGE(0, 1)->NODE("mul")->EDGE(0, 0)->NODE("iteration_a"));
  91. };
  92. return ToGeGraph(g1);
  93. }
  94. } // namespace
  95. class FrameworkTest : public testing::Test {
  96. EG_NS::GraphEasyExecutor executor;
  97. protected:
  98. GeRunningEnvFaker ge_env;
  99. void SetUp() {
  100. ge_env.InstallDefault();
  101. EG_NS::GraphLayout::GetInstance().Config(executor, nullptr);
  102. }
  103. void TearDown() {}
  104. };
  105. /// data data
  106. /// \ /
  107. /// add
  108. TEST_F(FrameworkTest, test_framework_add) {
  109. DEF_GRAPH(g1) {
  110. CHAIN(NODE("data1", DATA)->NODE("add", ADD));
  111. CHAIN(NODE("data2", DATA)->NODE("add"));
  112. };
  113. map<AscendString, AscendString> options;
  114. Session session(options);
  115. session.AddGraph(1, ToGeGraph(g1), options);
  116. std::vector<InputTensorInfo> inputs;
  117. auto ret = session.BuildGraph(1, inputs);
  118. EXPECT_EQ(ret, SUCCESS);
  119. CHECK_GRAPH(PreRunAfterBuild) {
  120. ASSERT_EQ(graph->GetName(), "g1_1");
  121. ASSERT_EQ(graph->GetAllNodesSize(), 4);
  122. };
  123. }
  124. /** data a = 2;
  125. * for(int i =0; i<5; ++i){
  126. * a=a * 2;
  127. * }
  128. * return a;
  129. * ----------------------------------------------|
  130. * | const(5) exit const(1) |
  131. * | \ / \ |
  132. * data(i)--Enter--merge--less--loopcond--switch-----add-----nextiteration
  133. * \________________\___/
  134. * ------\------------------------|
  135. * | \ const(2) |
  136. * | \ \ |
  137. * data(a)--Enter--merge--switch------mul-----nextiteration
  138. * \
  139. * exit
  140. * \
  141. * netoutput
  142. *
  143. **/
  144. TEST_F(FrameworkTest, test_framework_v1_control_flow) {
  145. // build graph
  146. Graph graph = BuildV1ControlFlowGraph();
  147. // new session & add graph
  148. map<AscendString, AscendString> options;
  149. Session session(options);
  150. auto ret = session.AddGraph(2, graph, options);
  151. EXPECT_EQ(ret, SUCCESS);
  152. // build input tensor
  153. std::vector<InputTensorInfo> inputs;
  154. // build_graph through session
  155. ret = session.BuildGraph(2, inputs);
  156. EXPECT_EQ(ret, SUCCESS);
  157. // check result
  158. }

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