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base_pass_unittest.cc 14 kB

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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 <iostream>
  17. #include <map>
  18. #include <set>
  19. #include <string>
  20. #include <vector>
  21. #include "gtest/gtest.h"
  22. #define protected public
  23. #include "graph/passes/base_pass.h"
  24. #undef protected
  25. #include "external/graph/ge_error_codes.h"
  26. #include "framework/common/ge_inner_error_codes.h"
  27. #include "framework/common/types.h"
  28. #include "graph/node.h"
  29. #include "graph/utils/graph_utils.h"
  30. #include "graph_builder_utils.h"
  31. template class std::unordered_set<ge::NodePtr>;
  32. namespace ge {
  33. class UtestTestPass : public BaseNodePass {
  34. public:
  35. UtestTestPass() = default;
  36. UtestTestPass(bool dead_loop) : dead_loop_(dead_loop), run_times_(0) {}
  37. Status Run(NodePtr &node) override {
  38. ++run_times_;
  39. iter_nodes_.push_back(node);
  40. auto iter = names_to_add_del_.find(node->GetName());
  41. if (iter != names_to_add_del_.end()) {
  42. for (const auto &node_name : iter->second) {
  43. auto del_node = node->GetOwnerComputeGraph()->FindNode(node_name);
  44. GraphUtils::IsolateNode(del_node, {0});
  45. AddNodeDeleted(del_node);
  46. }
  47. }
  48. iter = names_to_add_repass_.find(node->GetName());
  49. if (iter != names_to_add_repass_.end()) {
  50. auto all_nodes = node->GetOwnerComputeGraph()->GetAllNodes();
  51. for (const auto &node_name : iter->second) {
  52. for (auto &node_re_pass : all_nodes) {
  53. if (node_re_pass->GetName() == node_name) {
  54. AddRePassNode(node_re_pass);
  55. break;
  56. }
  57. }
  58. }
  59. if (!dead_loop_) {
  60. names_to_add_repass_.erase(iter);
  61. }
  62. }
  63. return SUCCESS;
  64. }
  65. void clear() { iter_nodes_.clear(); }
  66. std::vector<NodePtr> GetIterNodes() { return iter_nodes_; }
  67. void AddRePassNodeName(const std::string &iter_node, const std::string &re_pass_node) {
  68. names_to_add_repass_[iter_node].insert(re_pass_node);
  69. }
  70. void AddDelNodeName(const std::string &iter_node, const std::string &del_node) {
  71. names_to_add_del_[iter_node].insert(del_node);
  72. }
  73. unsigned int GetRunTimes() { return run_times_; }
  74. private:
  75. std::vector<NodePtr> iter_nodes_;
  76. std::map<std::string, std::unordered_set<std::string>> names_to_add_del_;
  77. std::map<std::string, std::unordered_set<std::string>> names_to_add_repass_;
  78. bool dead_loop_;
  79. unsigned int run_times_;
  80. };
  81. class TestDelPass : public BaseNodePass {
  82. public:
  83. Status Run(NodePtr &node) override { return SUCCESS; }
  84. };
  85. class UTESTGraphPassesBasePass : public testing::Test {
  86. protected:
  87. UTESTGraphPassesBasePass() {
  88. auto p1 = new UtestTestPass;
  89. names_to_pass_.push_back(std::make_pair("test1", p1));
  90. }
  91. void SetUp() override {
  92. for (auto &name_to_pass : names_to_pass_) {
  93. dynamic_cast<UtestTestPass *>(name_to_pass.second)->clear();
  94. }
  95. }
  96. ~UTESTGraphPassesBasePass() override {
  97. for (auto &name_to_pass : names_to_pass_) {
  98. delete name_to_pass.second;
  99. }
  100. }
  101. NamesToPass names_to_pass_;
  102. };
  103. /// reshape1
  104. /// |
  105. /// add1
  106. /// / \
  107. /// | |
  108. /// data1 const1
  109. ComputeGraphPtr BuildGraph1() {
  110. auto builder = ut::GraphBuilder("g1");
  111. auto data = builder.AddNode("data1", DATA, 0, 1);
  112. auto a1 = builder.AddNode("add1", ADD, 2, 1);
  113. auto c1 = builder.AddNode("const1", CONSTANT, 0, 1);
  114. auto r1 = builder.AddNode("reshape1", RESHAPE, 1, 1);
  115. builder.AddDataEdge(data, 0, a1, 0);
  116. builder.AddDataEdge(c1, 0, a1, 1);
  117. builder.AddDataEdge(a1, 0, r1, 0);
  118. return builder.GetGraph();
  119. }
  120. /// sum1
  121. /// / \
  122. /// / \
  123. /// / \
  124. /// reshape1 addn1
  125. /// | c |
  126. /// add1 <--- shape1
  127. /// / \ |
  128. /// | | |
  129. /// data1 const1 const2
  130. ComputeGraphPtr BuildGraph2() {
  131. auto builder = ut::GraphBuilder("g1");
  132. auto data1 = builder.AddNode("data1", DATA, 0, 1);
  133. auto const1 = builder.AddNode("const1", CONSTANT, 0, 1);
  134. auto const2 = builder.AddNode("const2", CONSTANT, 0, 1);
  135. auto add1 = builder.AddNode("add1", ADD, 2, 1);
  136. auto shape1 = builder.AddNode("shape1", SHAPE, 1, 1);
  137. auto reshape1 = builder.AddNode("reshape1", RESHAPE, 1, 1);
  138. auto addn1 = builder.AddNode("addn1", ADDN, 1, 1);
  139. auto sum1 = builder.AddNode("sum1", SUM, 2, 1);
  140. builder.AddDataEdge(data1, 0, add1, 0);
  141. builder.AddDataEdge(const1, 0, add1, 1);
  142. builder.AddDataEdge(const2, 0, shape1, 0);
  143. builder.AddControlEdge(shape1, add1);
  144. builder.AddDataEdge(add1, 0, reshape1, 0);
  145. builder.AddDataEdge(shape1, 0, addn1, 0);
  146. builder.AddDataEdge(reshape1, 0, sum1, 0);
  147. builder.AddDataEdge(addn1, 0, sum1, 1);
  148. return builder.GetGraph();
  149. }
  150. /// rnextiteration
  151. /// | |
  152. /// merge
  153. /// |
  154. /// data1
  155. ComputeGraphPtr BuildGraph3() {
  156. auto builder = ut::GraphBuilder("g1");
  157. auto data1 = builder.AddNode("data1", DATA, 0, 1);
  158. auto merge1 = builder.AddNode("merge1", MERGE, 2, 1);
  159. auto next1 = builder.AddNode("next1", NEXTITERATION, 1, 1);
  160. builder.AddDataEdge(data1, 0, merge1, 0);
  161. builder.AddDataEdge(merge1, 0, next1, 0);
  162. builder.AddDataEdge(next1, 0, merge1, 1);
  163. builder.AddControlEdge(merge1, next1);
  164. builder.AddControlEdge(next1, merge1);
  165. return builder.GetGraph();
  166. }
  167. void CheckIterOrder(UtestTestPass *pass, std::vector<std::unordered_set<std::string>> &nodes_layers) {
  168. std::unordered_set<std::string> layer_nodes;
  169. size_t layer_index = 0;
  170. for (const auto &node : pass->GetIterNodes()) {
  171. layer_nodes.insert(node->GetName());
  172. EXPECT_LT(layer_index, nodes_layers.size());
  173. if (layer_nodes == nodes_layers[layer_index]) {
  174. layer_index++;
  175. layer_nodes.clear();
  176. }
  177. }
  178. EXPECT_EQ(layer_index, nodes_layers.size());
  179. }
  180. /// Op1
  181. /// |
  182. /// Merge
  183. /// / \
  184. /// Op2 Op3
  185. TEST_F(UTESTGraphPassesBasePass, del_isolate_fail) {
  186. auto builder = ut::GraphBuilder("g1");
  187. auto merge_node = builder.AddNode("Merge", MERGE, 1, 1);
  188. auto node1 = builder.AddNode("Op1", RELU, 1, 1);
  189. auto node2 = builder.AddNode("Op2", CONVOLUTION, 1, 1);
  190. auto node3 = builder.AddNode("Op3", CONVOLUTION, 1, 1);
  191. GraphUtils::AddEdge(node1->GetOutDataAnchor(0), merge_node->GetInDataAnchor(0));
  192. GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node2->GetInDataAnchor(0));
  193. GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node3->GetInDataAnchor(0));
  194. EXPECT_EQ(node1->GetOutDataNodes().size(), 1);
  195. TestDelPass del_pass;
  196. auto ret = del_pass.IsolateAndDeleteNode(merge_node, {0, -1});
  197. EXPECT_EQ(ret, FAILED);
  198. OpDescPtr op_desc = std::make_shared<OpDesc>("merge", MERGE);
  199. NodePtr node = shared_ptr<Node>(new (std::nothrow) Node(op_desc, nullptr));
  200. ret = del_pass.IsolateAndDeleteNode(node, {0, -1});
  201. EXPECT_EQ(ret, FAILED);
  202. }
  203. /// Op1
  204. /// |
  205. /// Merge
  206. /// / \
  207. /// Op2 Op3
  208. TEST_F(UTESTGraphPassesBasePass, del_isolate_success) {
  209. auto builder = ut::GraphBuilder("g1");
  210. auto merge_node = builder.AddNode("Merge", MERGE, 1, 2);
  211. auto node1 = builder.AddNode("Op1", RELU, 1, 1);
  212. auto node2 = builder.AddNode("Op2", CONVOLUTION, 1, 1);
  213. auto node3 = builder.AddNode("Op3", CONVOLUTION, 1, 1);
  214. GraphUtils::AddEdge(node1->GetOutDataAnchor(0), merge_node->GetInDataAnchor(0));
  215. GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node2->GetInDataAnchor(0));
  216. GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node3->GetInDataAnchor(0));
  217. EXPECT_EQ(node1->GetOutDataNodes().size(), 1);
  218. TestDelPass del_pass;
  219. auto ret = del_pass.IsolateAndDeleteNode(merge_node, {0, -1});
  220. EXPECT_EQ(ret, SUCCESS);
  221. }
  222. TEST_F(UTESTGraphPassesBasePass, data_graph) {
  223. auto graph = BuildGraph1();
  224. auto ge_pass = GEPass(graph);
  225. EXPECT_EQ(ge_pass.Run(names_to_pass_), SUCCESS);
  226. auto *pass = dynamic_cast<UtestTestPass *>(names_to_pass_[0].second);
  227. EXPECT_EQ(pass->GetIterNodes().size(), 4);
  228. std::vector<std::unordered_set<std::string>> layers;
  229. layers.push_back({"data1", "const1"});
  230. layers.push_back({"add1"});
  231. layers.push_back({"reshape1"});
  232. CheckIterOrder(pass, layers);
  233. }
  234. TEST_F(UTESTGraphPassesBasePass, graph_with_control_link) {
  235. auto graph = BuildGraph2();
  236. auto ge_pass = GEPass(graph);
  237. EXPECT_EQ(ge_pass.Run(names_to_pass_), SUCCESS);
  238. auto *pass = dynamic_cast<UtestTestPass *>(names_to_pass_[0].second);
  239. EXPECT_EQ(pass->GetIterNodes().size(), 8);
  240. EXPECT_EQ(pass->GetIterNodes().at(3)->GetName(), "shape1");
  241. std::vector<std::unordered_set<std::string>> layers;
  242. layers.push_back({"data1", "const1", "const2"});
  243. layers.push_back({"shape1"});
  244. layers.push_back({"add1", "addn1", "reshape1"});
  245. layers.push_back({"sum1"});
  246. CheckIterOrder(pass, layers);
  247. }
  248. TEST_F(UTESTGraphPassesBasePass, re_pass_after) {
  249. NamesToPass names_to_pass;
  250. auto test_pass = UtestTestPass();
  251. names_to_pass.push_back(std::make_pair("test", &test_pass));
  252. test_pass.AddRePassNodeName("add1", "sum1");
  253. test_pass.AddRePassNodeName("shape1", "sum1");
  254. test_pass.AddRePassNodeName("shape1", "add1");
  255. test_pass.AddRePassNodeName("data1", "add1");
  256. auto graph = BuildGraph2();
  257. auto ge_pass = GEPass(graph);
  258. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  259. EXPECT_EQ(test_pass.GetIterNodes().size(), 8);
  260. }
  261. TEST_F(UTESTGraphPassesBasePass, re_pass_before) {
  262. NamesToPass names_to_pass;
  263. auto test_pass = UtestTestPass();
  264. names_to_pass.push_back(std::make_pair("test", &test_pass));
  265. test_pass.AddRePassNodeName("add1", "data1");
  266. auto graph = BuildGraph1();
  267. auto ge_pass = GEPass(graph);
  268. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  269. EXPECT_EQ(test_pass.GetIterNodes().size(), 5);
  270. EXPECT_EQ(test_pass.GetIterNodes().at(2)->GetName(), "add1");
  271. EXPECT_EQ(test_pass.GetIterNodes().at(3)->GetName(), "reshape1");
  272. EXPECT_EQ(test_pass.GetIterNodes().at(4)->GetName(), "data1");
  273. }
  274. TEST_F(UTESTGraphPassesBasePass, re_pass_before_multi_times) {
  275. NamesToPass names_to_pass;
  276. auto test_pass = UtestTestPass();
  277. names_to_pass.push_back(std::make_pair("test", &test_pass));
  278. test_pass.AddRePassNodeName("add1", "data1");
  279. test_pass.AddRePassNodeName("add1", "const1");
  280. test_pass.AddRePassNodeName("reshape1", "data1");
  281. auto graph = BuildGraph1();
  282. auto ge_pass = GEPass(graph);
  283. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  284. EXPECT_EQ(test_pass.GetIterNodes().size(), 6);
  285. EXPECT_EQ(test_pass.GetIterNodes().at(2)->GetName(), "add1");
  286. EXPECT_EQ(test_pass.GetIterNodes().at(3)->GetName(), "reshape1");
  287. }
  288. TEST_F(UTESTGraphPassesBasePass, del_after) {
  289. NamesToPass names_to_pass;
  290. auto test_pass = UtestTestPass();
  291. names_to_pass.push_back(std::make_pair("test", &test_pass));
  292. test_pass.AddDelNodeName("add1", "sum1");
  293. auto graph = BuildGraph2();
  294. auto ge_pass = GEPass(graph);
  295. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  296. EXPECT_EQ(test_pass.GetIterNodes().size(), 7);
  297. }
  298. TEST_F(UTESTGraphPassesBasePass, del_after_multiple) {
  299. NamesToPass names_to_pass;
  300. auto test_pass = UtestTestPass();
  301. names_to_pass.push_back(std::make_pair("test", &test_pass));
  302. test_pass.AddDelNodeName("add1", "sum1");
  303. test_pass.AddDelNodeName("add1", "reshape1");
  304. auto graph = BuildGraph2();
  305. auto ge_pass = GEPass(graph);
  306. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  307. EXPECT_EQ(test_pass.GetIterNodes().size(), 6);
  308. }
  309. TEST_F(UTESTGraphPassesBasePass, del_after_break_link) {
  310. NamesToPass names_to_pass;
  311. auto test_pass = UtestTestPass();
  312. names_to_pass.push_back(std::make_pair("test", &test_pass));
  313. test_pass.AddDelNodeName("shape1", "add1");
  314. test_pass.AddDelNodeName("shape1", "addn1");
  315. test_pass.AddRePassNodeName("shape1", "shape1");
  316. test_pass.AddRePassNodeName("shape1", "reshape1");
  317. test_pass.AddRePassNodeName("shape1", "sum1");
  318. auto graph = BuildGraph2();
  319. auto ge_pass = GEPass(graph);
  320. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  321. EXPECT_EQ(test_pass.GetIterNodes().size(), 7);
  322. }
  323. TEST_F(UTESTGraphPassesBasePass, del_self_and_after) {
  324. NamesToPass names_to_pass;
  325. auto test_pass = UtestTestPass();
  326. names_to_pass.push_back(std::make_pair("test", &test_pass));
  327. test_pass.AddDelNodeName("shape1", "add1");
  328. test_pass.AddDelNodeName("shape1", "addn1");
  329. auto graph = BuildGraph2();
  330. auto ge_pass = GEPass(graph);
  331. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  332. EXPECT_EQ(test_pass.GetIterNodes().size(), 4);
  333. }
  334. TEST_F(UTESTGraphPassesBasePass, del_before) {
  335. NamesToPass names_to_pass;
  336. auto test_pass = UtestTestPass();
  337. names_to_pass.push_back(std::make_pair("test", &test_pass));
  338. test_pass.AddDelNodeName("reshape1", "add1");
  339. test_pass.AddDelNodeName("sum1", "addn1");
  340. auto graph = BuildGraph2();
  341. auto ge_pass = GEPass(graph);
  342. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  343. EXPECT_EQ(test_pass.GetIterNodes().size(), 8);
  344. }
  345. TEST_F(UTESTGraphPassesBasePass, re_pass_and_del) {
  346. NamesToPass names_to_pass;
  347. auto test_pass = UtestTestPass();
  348. names_to_pass.push_back(std::make_pair("test", &test_pass));
  349. test_pass.AddRePassNodeName("add1", "sum1");
  350. test_pass.AddDelNodeName("reshape1", "sum1");
  351. auto graph = BuildGraph2();
  352. auto ge_pass = GEPass(graph);
  353. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  354. EXPECT_EQ(test_pass.GetIterNodes().size(), 7);
  355. }
  356. /*
  357. TEST_F(UTESTGraphPassesBasePass, dead_loop) {
  358. NamesToPass names_to_pass;
  359. auto test_pass = UtestTestPass(true);
  360. names_to_pass.push_back(std::make_pair("test", &test_pass));
  361. test_pass.AddRePassNodeName("add1", "sum1");
  362. test_pass.AddRePassNodeName("sum1", "add1");
  363. auto graph = BuildGraph2();
  364. auto ge_pass = GEPass(graph);
  365. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  366. EXPECT_EQ(test_pass.GetRunTimes(), 1007);
  367. }
  368. */
  369. TEST_F(UTESTGraphPassesBasePass, while_loop) {
  370. NamesToPass names_to_pass;
  371. auto test_pass = UtestTestPass(true);
  372. names_to_pass.push_back(std::make_pair("test", &test_pass));
  373. auto graph = BuildGraph3();
  374. auto ge_pass = GEPass(graph);
  375. EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS);
  376. }
  377. } // 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