/** * Copyright 2019-2020 Huawei Technologies Co., Ltd * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include #include #include #include #include #include "gtest/gtest.h" #define protected public #include "graph/passes/base_pass.h" #undef protected #include "external/graph/ge_error_codes.h" #include "framework/common/ge_inner_error_codes.h" #include "framework/common/types.h" #include "graph/node.h" #include "graph/utils/graph_utils.h" #include "graph_builder_utils.h" template class std::unordered_set; namespace ge { class UtestTestPass : public BaseNodePass { public: UtestTestPass() = default; UtestTestPass(bool dead_loop) : dead_loop_(dead_loop), run_times_(0) {} Status Run(NodePtr &node) override { ++run_times_; iter_nodes_.push_back(node); auto iter = names_to_add_del_.find(node->GetName()); if (iter != names_to_add_del_.end()) { for (const auto &node_name : iter->second) { auto del_node = node->GetOwnerComputeGraph()->FindNode(node_name); GraphUtils::IsolateNode(del_node, {0}); AddNodeDeleted(del_node.get()); } } iter = names_to_add_repass_.find(node->GetName()); if (iter != names_to_add_repass_.end()) { auto all_nodes = node->GetOwnerComputeGraph()->GetAllNodes(); for (const auto &node_name : iter->second) { for (auto &node_re_pass : all_nodes) { if (node_re_pass->GetName() == node_name) { AddRePassNode(node_re_pass); break; } } } if (!dead_loop_) { names_to_add_repass_.erase(iter); } } return SUCCESS; } void clear() { iter_nodes_.clear(); } std::vector GetIterNodes() { return iter_nodes_; } void AddRePassNodeName(const std::string &iter_node, const std::string &re_pass_node) { names_to_add_repass_[iter_node].insert(re_pass_node); } void AddDelNodeName(const std::string &iter_node, const std::string &del_node) { names_to_add_del_[iter_node].insert(del_node); } unsigned int GetRunTimes() { return run_times_; } private: std::vector iter_nodes_; std::map> names_to_add_del_; std::map> names_to_add_repass_; bool dead_loop_; unsigned int run_times_; }; class TestDelPass : public BaseNodePass { public: Status Run(NodePtr &node) override { return SUCCESS; } }; class UTESTGraphPassesBasePass : public testing::Test { protected: UTESTGraphPassesBasePass() { auto p1 = new UtestTestPass; names_to_pass_.push_back(std::make_pair("test1", p1)); } void SetUp() override { for (auto &name_to_pass : names_to_pass_) { dynamic_cast(name_to_pass.second)->clear(); } } ~UTESTGraphPassesBasePass() override { for (auto &name_to_pass : names_to_pass_) { delete name_to_pass.second; } } NamesToPass names_to_pass_; }; /// reshape1 /// | /// add1 /// / \ /// | | /// data1 const1 ComputeGraphPtr BuildGraph1() { auto builder = ut::GraphBuilder("g1"); auto data = builder.AddNode("data1", DATA, 0, 1); auto a1 = builder.AddNode("add1", ADD, 2, 1); auto c1 = builder.AddNode("const1", CONSTANT, 0, 1); auto r1 = builder.AddNode("reshape1", RESHAPE, 1, 1); builder.AddDataEdge(data, 0, a1, 0); builder.AddDataEdge(c1, 0, a1, 1); builder.AddDataEdge(a1, 0, r1, 0); return builder.GetGraph(); } /// sum1 /// / \ /// / \ /// / \ /// reshape1 addn1 /// | c | /// add1 <--- shape1 /// / \ | /// | | | /// data1 const1 const2 ComputeGraphPtr BuildGraph2() { auto builder = ut::GraphBuilder("g1"); auto data1 = builder.AddNode("data1", DATA, 0, 1); auto const1 = builder.AddNode("const1", CONSTANT, 0, 1); auto const2 = builder.AddNode("const2", CONSTANT, 0, 1); auto add1 = builder.AddNode("add1", ADD, 2, 1); auto shape1 = builder.AddNode("shape1", SHAPE, 1, 1); auto reshape1 = builder.AddNode("reshape1", RESHAPE, 1, 1); auto addn1 = builder.AddNode("addn1", ADDN, 1, 1); auto sum1 = builder.AddNode("sum1", SUM, 2, 1); builder.AddDataEdge(data1, 0, add1, 0); builder.AddDataEdge(const1, 0, add1, 1); builder.AddDataEdge(const2, 0, shape1, 0); builder.AddControlEdge(shape1, add1); builder.AddDataEdge(add1, 0, reshape1, 0); builder.AddDataEdge(shape1, 0, addn1, 0); builder.AddDataEdge(reshape1, 0, sum1, 0); builder.AddDataEdge(addn1, 0, sum1, 1); return builder.GetGraph(); } /// rnextiteration /// | | /// merge /// | /// data1 ComputeGraphPtr BuildGraph3() { auto builder = ut::GraphBuilder("g1"); auto data1 = builder.AddNode("data1", DATA, 0, 1); auto merge1 = builder.AddNode("merge1", MERGE, 2, 1); auto next1 = builder.AddNode("next1", NEXTITERATION, 1, 1); builder.AddDataEdge(data1, 0, merge1, 0); builder.AddDataEdge(merge1, 0, next1, 0); builder.AddDataEdge(next1, 0, merge1, 1); builder.AddControlEdge(merge1, next1); builder.AddControlEdge(next1, merge1); return builder.GetGraph(); } void CheckIterOrder(UtestTestPass *pass, std::vector> &nodes_layers) { std::unordered_set layer_nodes; size_t layer_index = 0; for (const auto &node : pass->GetIterNodes()) { layer_nodes.insert(node->GetName()); EXPECT_LT(layer_index, nodes_layers.size()); if (layer_nodes == nodes_layers[layer_index]) { layer_index++; layer_nodes.clear(); } } EXPECT_EQ(layer_index, nodes_layers.size()); } /// Op1 /// | /// Merge /// / \ /// Op2 Op3 TEST_F(UTESTGraphPassesBasePass, del_isolate_fail) { auto builder = ut::GraphBuilder("g1"); auto merge_node = builder.AddNode("Merge", MERGE, 1, 1); auto node1 = builder.AddNode("Op1", RELU, 1, 1); auto node2 = builder.AddNode("Op2", CONVOLUTION, 1, 1); auto node3 = builder.AddNode("Op3", CONVOLUTION, 1, 1); GraphUtils::AddEdge(node1->GetOutDataAnchor(0), merge_node->GetInDataAnchor(0)); GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node2->GetInDataAnchor(0)); GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node3->GetInDataAnchor(0)); EXPECT_EQ(node1->GetOutDataNodes().size(), 1); TestDelPass del_pass; auto ret = del_pass.IsolateAndDeleteNode(merge_node, {0, -1}); EXPECT_EQ(ret, FAILED); OpDescPtr op_desc = std::make_shared("merge", MERGE); NodePtr node = shared_ptr(new (std::nothrow) Node(op_desc, nullptr)); ret = del_pass.IsolateAndDeleteNode(node, {0, -1}); EXPECT_EQ(ret, FAILED); } /// Op1 /// | /// Merge /// / \ /// Op2 Op3 TEST_F(UTESTGraphPassesBasePass, del_isolate_success) { auto builder = ut::GraphBuilder("g1"); auto merge_node = builder.AddNode("Merge", MERGE, 1, 2); auto node1 = builder.AddNode("Op1", RELU, 1, 1); auto node2 = builder.AddNode("Op2", CONVOLUTION, 1, 1); auto node3 = builder.AddNode("Op3", CONVOLUTION, 1, 1); GraphUtils::AddEdge(node1->GetOutDataAnchor(0), merge_node->GetInDataAnchor(0)); GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node2->GetInDataAnchor(0)); GraphUtils::AddEdge(merge_node->GetOutDataAnchor(0), node3->GetInDataAnchor(0)); EXPECT_EQ(node1->GetOutDataNodes().size(), 1); TestDelPass del_pass; auto ret = del_pass.IsolateAndDeleteNode(merge_node, {0, -1}); EXPECT_EQ(ret, SUCCESS); } TEST_F(UTESTGraphPassesBasePass, data_graph) { auto graph = BuildGraph1(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass_), SUCCESS); auto *pass = dynamic_cast(names_to_pass_[0].second); EXPECT_EQ(pass->GetIterNodes().size(), 4); std::vector> layers; layers.push_back({"data1", "const1"}); layers.push_back({"add1"}); layers.push_back({"reshape1"}); CheckIterOrder(pass, layers); } TEST_F(UTESTGraphPassesBasePass, graph_with_control_link) { auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass_), SUCCESS); auto *pass = dynamic_cast(names_to_pass_[0].second); EXPECT_EQ(pass->GetIterNodes().size(), 8); EXPECT_EQ(pass->GetIterNodes().at(3)->GetName(), "shape1"); std::vector> layers; layers.push_back({"data1", "const1", "const2"}); layers.push_back({"shape1"}); layers.push_back({"add1", "addn1", "reshape1"}); layers.push_back({"sum1"}); CheckIterOrder(pass, layers); } TEST_F(UTESTGraphPassesBasePass, re_pass_after) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddRePassNodeName("add1", "sum1"); test_pass.AddRePassNodeName("shape1", "sum1"); test_pass.AddRePassNodeName("shape1", "add1"); test_pass.AddRePassNodeName("data1", "add1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 8); } TEST_F(UTESTGraphPassesBasePass, re_pass_before) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddRePassNodeName("add1", "data1"); auto graph = BuildGraph1(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 5); EXPECT_EQ(test_pass.GetIterNodes().at(2)->GetName(), "add1"); EXPECT_EQ(test_pass.GetIterNodes().at(3)->GetName(), "reshape1"); EXPECT_EQ(test_pass.GetIterNodes().at(4)->GetName(), "data1"); } TEST_F(UTESTGraphPassesBasePass, re_pass_before_multi_times) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddRePassNodeName("add1", "data1"); test_pass.AddRePassNodeName("add1", "const1"); test_pass.AddRePassNodeName("reshape1", "data1"); auto graph = BuildGraph1(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 6); EXPECT_EQ(test_pass.GetIterNodes().at(2)->GetName(), "add1"); EXPECT_EQ(test_pass.GetIterNodes().at(3)->GetName(), "reshape1"); } TEST_F(UTESTGraphPassesBasePass, del_after) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddDelNodeName("add1", "sum1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 7); } TEST_F(UTESTGraphPassesBasePass, del_after_multiple) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddDelNodeName("add1", "sum1"); test_pass.AddDelNodeName("add1", "reshape1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 6); } TEST_F(UTESTGraphPassesBasePass, del_after_break_link) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddDelNodeName("shape1", "add1"); test_pass.AddDelNodeName("shape1", "addn1"); test_pass.AddRePassNodeName("shape1", "shape1"); test_pass.AddRePassNodeName("shape1", "reshape1"); test_pass.AddRePassNodeName("shape1", "sum1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 7); } TEST_F(UTESTGraphPassesBasePass, del_self_and_after) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddDelNodeName("shape1", "add1"); test_pass.AddDelNodeName("shape1", "addn1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 4); } TEST_F(UTESTGraphPassesBasePass, del_before) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddDelNodeName("reshape1", "add1"); test_pass.AddDelNodeName("sum1", "addn1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 8); } TEST_F(UTESTGraphPassesBasePass, re_pass_and_del) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddRePassNodeName("add1", "sum1"); test_pass.AddDelNodeName("reshape1", "sum1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetIterNodes().size(), 7); } TEST_F(UTESTGraphPassesBasePass, dead_loop) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(true); names_to_pass.push_back(std::make_pair("test", &test_pass)); test_pass.AddRePassNodeName("add1", "sum1"); test_pass.AddRePassNodeName("sum1", "add1"); auto graph = BuildGraph2(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); EXPECT_EQ(test_pass.GetRunTimes(), 1007); } TEST_F(UTESTGraphPassesBasePass, while_loop) { NamesToPass names_to_pass; auto test_pass = UtestTestPass(true); names_to_pass.push_back(std::make_pair("test", &test_pass)); auto graph = BuildGraph3(); auto ge_pass = GEPass(graph); EXPECT_EQ(ge_pass.Run(names_to_pass), SUCCESS); } } // namespace ge