/** * 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 "graph/passes/unused_op_remove_pass.h" #include #include "graph/passes/isolated_op_remove_pass.h" #include "pass_manager.h" using namespace ge; class UtestGraphPassesUnusedAndIsolatedOpRemovePass : public testing::Test { protected: void SetUp() {} void TearDown() {} NodePtr AddNode(ComputeGraphPtr graph, const string &name, const string &type, int32_t in_anchors_num = 1, int32_t out_anchors_num = 1) { GeTensorDesc tensor_desc; OpDescPtr op_desc = make_shared(name, type); for (int32_t i = 0; i < in_anchors_num; i++) { op_desc->AddInputDesc(tensor_desc); } for (int32_t i = 0; i < out_anchors_num; i++) { op_desc->AddOutputDesc(tensor_desc); } NodePtr node = graph->AddNode(op_desc); return node; } }; TEST_F(UtestGraphPassesUnusedAndIsolatedOpRemovePass, transpose_and_reshape) { ComputeGraphPtr graph = std::make_shared("test"); NodePtr data_node = AddNode(graph, "DATA", DATA); NodePtr transpose_node = AddNode(graph, "transpose1", PERMUTE); NodePtr reshape_node = AddNode(graph, "reshape1", RESHAPE); GraphUtils::AddEdge(data_node->GetOutDataAnchor(0), transpose_node->GetInDataAnchor(0)); GraphUtils::AddEdge(transpose_node->GetOutDataAnchor(0), reshape_node->GetInDataAnchor(0)); ge::UnusedOpRemovePass unused_pass(FMK_TYPE_T); ge::IsolatedOpRemovePass isolate_pass; vector passes = {&unused_pass, &isolate_pass}; Status status = PassManager::Run(graph, passes); EXPECT_EQ(SUCCESS, status); NodePtr found_node = graph->FindNode("transpose1"); EXPECT_EQ(transpose_node, found_node); } TEST_F(UtestGraphPassesUnusedAndIsolatedOpRemovePass, transpose_and_squeeze) { ComputeGraphPtr graph = std::make_shared("test"); NodePtr data_node = AddNode(graph, "DATA", DATA); NodePtr transpose_node = AddNode(graph, "transpose1", PERMUTE); NodePtr squeeze_node = AddNode(graph, "squeeze1", SQUEEZE); GraphUtils::AddEdge(data_node->GetOutDataAnchor(0), transpose_node->GetInDataAnchor(0)); GraphUtils::AddEdge(transpose_node->GetOutDataAnchor(0), squeeze_node->GetInDataAnchor(0)); ge::UnusedOpRemovePass unused_pass(FMK_TYPE_T); ge::IsolatedOpRemovePass isolate_pass; vector passes = {&unused_pass, &isolate_pass}; Status status = PassManager::Run(graph, passes); EXPECT_EQ(SUCCESS, status); NodePtr found_node = graph->FindNode("transpose1"); EXPECT_EQ(transpose_node, found_node); } TEST_F(UtestGraphPassesUnusedAndIsolatedOpRemovePass, transpose_and_conv) { ComputeGraphPtr graph = std::make_shared("test"); NodePtr data_node = AddNode(graph, "DATA", DATA); NodePtr transpose_node = AddNode(graph, "transpose1", PERMUTE); vector order_list = {0, 2, 3, 1}; AttrUtils::SetListInt(transpose_node->GetOpDesc(), PERMUTE_ATTR_ORDER, order_list); AttrUtils::SetInt(transpose_node->GetOpDesc(), ATTR_NAME_FORMAT, (int64_t)DT_FLOAT); NodePtr conv_node = AddNode(graph, "conv1", CONVOLUTION); GraphUtils::AddEdge(data_node->GetOutDataAnchor(0), transpose_node->GetInDataAnchor(0)); GraphUtils::AddEdge(transpose_node->GetOutDataAnchor(0), conv_node->GetInDataAnchor(0)); NodePtr conv2_node = AddNode(graph, "conv2", CONVOLUTION); GraphUtils::AddEdge(conv_node->GetOutDataAnchor(0), conv2_node->GetInDataAnchor(0)); ge::UnusedOpRemovePass unused_pass(FMK_TYPE_T); ge::IsolatedOpRemovePass isolate_pass; vector passes = {&unused_pass, &isolate_pass}; Status status = PassManager::Run(graph, passes); EXPECT_EQ(SUCCESS, status); NodePtr found_node0 = graph->FindNode("transpose1"); // EXPECT_EQ(nullptr, found_node0); NodePtr found_node = graph->FindNode("conv1"); EXPECT_EQ(conv_node, found_node); } TEST_F(UtestGraphPassesUnusedAndIsolatedOpRemovePass, transpose_and_conv3) { ComputeGraphPtr graph = std::make_shared("test"); NodePtr data_node = AddNode(graph, "DATA", DATA); NodePtr transpose_node = AddNode(graph, "transpose1", PERMUTE); vector order_list = {0, 1, 3, 2}; AttrUtils::SetListInt(transpose_node->GetOpDesc(), PERMUTE_ATTR_ORDER, order_list); AttrUtils::SetInt(transpose_node->GetOpDesc(), ATTR_NAME_FORMAT, (int64_t)DT_FLOAT); NodePtr conv_node = AddNode(graph, "conv1", CONVOLUTION); GraphUtils::AddEdge(data_node->GetOutDataAnchor(0), transpose_node->GetInDataAnchor(0)); GraphUtils::AddEdge(transpose_node->GetOutDataAnchor(0), conv_node->GetInDataAnchor(0)); NodePtr conv2_node = AddNode(graph, "conv2", CONVOLUTION); GraphUtils::AddEdge(conv_node->GetOutDataAnchor(0), conv2_node->GetInDataAnchor(0)); ge::UnusedOpRemovePass unused_pass(FMK_TYPE_T); ge::IsolatedOpRemovePass isolate_pass; vector passes = {&unused_pass, &isolate_pass}; Status status = PassManager::Run(graph, passes); EXPECT_EQ(SUCCESS, status); NodePtr found_node0 = graph->FindNode("transpose1"); EXPECT_EQ(transpose_node, found_node0); NodePtr found_node = graph->FindNode("conv1"); EXPECT_EQ(conv_node, found_node); } TEST_F(UtestGraphPassesUnusedAndIsolatedOpRemovePass, cast_and_cast) { ComputeGraphPtr graph = std::make_shared("test"); NodePtr data_node = AddNode(graph, "DATA", DATA); NodePtr conv3_node = AddNode(graph, "cast3", CAST); NodePtr transpose_node = AddNode(graph, "cast1", CAST); NodePtr transpose_node_1 = AddNode(graph, "cast2", CAST); GraphUtils::AddEdge(data_node->GetOutDataAnchor(0), conv3_node->GetInDataAnchor(0)); GraphUtils::AddEdge(conv3_node->GetOutDataAnchor(0), transpose_node->GetInDataAnchor(0)); GraphUtils::AddEdge(transpose_node->GetOutDataAnchor(0), transpose_node_1->GetInDataAnchor(0)); ge::UnusedOpRemovePass unused_pass(FMK_TYPE_T); ge::IsolatedOpRemovePass isolate_pass; vector passes = {&unused_pass, &isolate_pass}; Status status = PassManager::Run(graph, passes); EXPECT_EQ(SUCCESS, status); } TEST_F(UtestGraphPassesUnusedAndIsolatedOpRemovePass, remove_parent_node) { ComputeGraphPtr graph = std::make_shared("test"); vector node_vec; NodePtr data_node = AddNode(graph, "DATA", DATA); NodePtr conv3_node = AddNode(graph, "cast3", CAST); NodePtr transpose_node = AddNode(graph, "cast1", CAST); NodePtr transpose_node_1 = AddNode(graph, "cast2", CAST); GraphUtils::AddEdge(data_node->GetOutDataAnchor(0), conv3_node->GetInDataAnchor(0)); GraphUtils::AddEdge(conv3_node->GetOutDataAnchor(0), transpose_node->GetInDataAnchor(0)); GraphUtils::AddEdge(transpose_node->GetOutDataAnchor(0), transpose_node_1->GetInDataAnchor(0)); ge::UnusedOpRemovePass unused_pass(FMK_TYPE_T); ge::IsolatedOpRemovePass isolate_pass; vector passes = {&unused_pass, &isolate_pass}; Status status = PassManager::Run(graph, passes); EXPECT_EQ(SUCCESS, status); }