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graphengine/tests/ut/ge/graph/passes/switch_op_pass_unittest.cc

456 lines
21 KiB

/**
* 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 <gtest/gtest.h>
#include "omg/omg_inner_types.h"
#define protected public
#define private public
#include "common/debug/log.h"
#include "common/debug/memory_dumper.h"
#include "common/op/attr_value_util.h"
#include "common/types.h"
#include "graph/debug/ge_attr_define.h"
#include "graph/graph.h"
#include "inc/pass_manager.h"
#undef protected
#undef private
using namespace testing;
using namespace ge;
class UtestGraphPassesSwitchOpPass : public testing::Test {
protected:
void SetUp() {}
void TearDown() {}
public:
void make_graph(ComputeGraphPtr graph, bool match = true) {
GeTensorDesc bool_tensor_desc(GeShape(), ge::FORMAT_NCHW, ge::DT_BOOL);
GeTensorDesc int_tensor_desc(GeShape(), ge::FORMAT_NCHW, ge::DT_INT32);
GeTensorDesc scalar_tensor_desc(GeShape(), ge::FORMAT_NCHW, ge::DT_FLOAT);
auto xOpDef = std::make_shared<OpDesc>("x", VARIABLEV2);
xOpDef->AddOutputDesc(scalar_tensor_desc);
auto xNode = graph->AddNode(xOpDef);
auto yOpDef = std::make_shared<OpDesc>("y", VARIABLEV2);
yOpDef->AddOutputDesc(scalar_tensor_desc);
auto yNode = graph->AddNode(yOpDef);
auto zOpDef = std::make_shared<OpDesc>("z", VARIABLEV2);
zOpDef->AddOutputDesc(scalar_tensor_desc);
auto zNode = graph->AddNode(zOpDef);
auto condOpDef = std::make_shared<OpDesc>("Less", "Less");
condOpDef->AddInputDesc(scalar_tensor_desc);
condOpDef->AddInputDesc(scalar_tensor_desc);
condOpDef->AddOutputDesc(bool_tensor_desc);
auto condNode = graph->AddNode(condOpDef);
auto switch_op_def1 = std::make_shared<OpDesc>("Add/Switch", SWITCH);
switch_op_def1->AddInputDesc(scalar_tensor_desc);
switch_op_def1->AddInputDesc(bool_tensor_desc);
switch_op_def1->AddOutputDesc(scalar_tensor_desc);
switch_op_def1->AddOutputDesc(scalar_tensor_desc);
auto switch_node1 = graph->AddNode(switch_op_def1);
auto switch_op_def2 = std::make_shared<OpDesc>("Add/Switch_1", SWITCH);
switch_op_def2->AddInputDesc(scalar_tensor_desc);
switch_op_def2->AddInputDesc(bool_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
auto switch_node2 = graph->AddNode(switch_op_def2);
auto switch_op_def3 = std::make_shared<OpDesc>("Square/Switch", SWITCH);
switch_op_def3->AddInputDesc(scalar_tensor_desc);
switch_op_def3->AddInputDesc(bool_tensor_desc);
switch_op_def3->AddOutputDesc(scalar_tensor_desc);
switch_op_def3->AddOutputDesc(scalar_tensor_desc);
auto switch_node3 = graph->AddNode(switch_op_def3);
auto addOpDef = std::make_shared<OpDesc>("Add", "ADD");
addOpDef->AddInputDesc(scalar_tensor_desc);
addOpDef->AddInputDesc(scalar_tensor_desc);
addOpDef->AddOutputDesc(scalar_tensor_desc);
auto addNode = graph->AddNode(addOpDef);
auto mergeOpDef = std::make_shared<OpDesc>("Merge", "Merge");
mergeOpDef->AddInputDesc(scalar_tensor_desc);
mergeOpDef->AddInputDesc(scalar_tensor_desc);
mergeOpDef->AddOutputDesc(scalar_tensor_desc);
mergeOpDef->AddOutputDesc(int_tensor_desc);
auto mergeNode = graph->AddNode(mergeOpDef);
auto output_op_def = std::make_shared<OpDesc>("NetOutput", "NetOutput");
output_op_def->AddInputDesc(scalar_tensor_desc);
output_op_def->AddOutputDesc(scalar_tensor_desc);
auto output_node = graph->AddNode(output_op_def);
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), condNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), condNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(zNode->GetOutDataAnchor(0), switch_node3->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node3->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node1->GetOutDataAnchor(1), addNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node2->GetOutDataAnchor(1), addNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(addNode->GetOutDataAnchor(0), mergeNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node3->GetOutDataAnchor(0), mergeNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(mergeNode->GetOutDataAnchor(0), output_node->GetInDataAnchor(0));
}
void make_graph_const(ComputeGraphPtr graph, bool match = true) {
// resnet50 PolynomialDecay
GeTensorDesc scalar_tensor_desc(GeShape({1, 1, 1, 1}));
GeTensorDesc bool_tensor_desc(GeShape({1, 1, 1, 1}), ge::FORMAT_NCHW, ge::DT_BOOL);
GeTensorDesc int_tensor_desc(GeShape({1, 1, 1, 1}), ge::FORMAT_NCHW, ge::DT_INT32);
auto xOpDef = std::make_shared<OpDesc>("x", VARIABLEV2);
xOpDef->AddOutputDesc(scalar_tensor_desc);
auto xNode = graph->AddNode(xOpDef);
auto yOpDef = std::make_shared<OpDesc>("y", "Const");
yOpDef->AddOutputDesc(scalar_tensor_desc);
auto yNode = graph->AddNode(yOpDef);
auto zOpDef = std::make_shared<OpDesc>("z", VARIABLEV2);
zOpDef->AddOutputDesc(scalar_tensor_desc);
auto zNode = graph->AddNode(zOpDef);
auto constOpDef = std::make_shared<OpDesc>("Const", "Const");
constOpDef->AddOutputDesc(scalar_tensor_desc);
auto constNode = graph->AddNode(constOpDef);
auto condOpDef = std::make_shared<OpDesc>("Equal", "Equal");
condOpDef->AddInputDesc(scalar_tensor_desc);
condOpDef->AddInputDesc(scalar_tensor_desc);
condOpDef->AddOutputDesc(bool_tensor_desc);
auto condNode = graph->AddNode(condOpDef);
auto identityOpDef = std::make_shared<OpDesc>("identity", "Identity");
identityOpDef->AddInputDesc(bool_tensor_desc);
identityOpDef->AddOutputDesc(bool_tensor_desc);
auto identityNode = graph->AddNode(identityOpDef);
auto switch_op_def1 = std::make_shared<OpDesc>("Switch", SWITCH);
switch_op_def1->AddInputDesc(bool_tensor_desc);
switch_op_def1->AddInputDesc(bool_tensor_desc);
switch_op_def1->AddOutputDesc(bool_tensor_desc);
switch_op_def1->AddOutputDesc(bool_tensor_desc);
auto switch_node1 = graph->AddNode(switch_op_def1);
auto tIdentityOpDef = std::make_shared<OpDesc>("switch_t", "Identity");
tIdentityOpDef->AddInputDesc(scalar_tensor_desc);
tIdentityOpDef->AddOutputDesc(scalar_tensor_desc);
auto tIdentityNode = graph->AddNode(tIdentityOpDef);
auto fIdentityOpDef = std::make_shared<OpDesc>("switch_f", "Identity");
fIdentityOpDef->AddInputDesc(scalar_tensor_desc);
fIdentityOpDef->AddOutputDesc(scalar_tensor_desc);
auto fIdentityNode = graph->AddNode(fIdentityOpDef);
auto switch_op_def2 = std::make_shared<OpDesc>("Switch_1", SWITCH);
switch_op_def2->AddInputDesc(scalar_tensor_desc);
switch_op_def2->AddInputDesc(bool_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
auto switch_node2 = graph->AddNode(switch_op_def2);
auto mulOpDef = std::make_shared<OpDesc>("truediv", "Mul");
mulOpDef->AddInputDesc(scalar_tensor_desc);
mulOpDef->AddInputDesc(scalar_tensor_desc);
mulOpDef->AddOutputDesc(scalar_tensor_desc);
auto mulNode = graph->AddNode(mulOpDef);
auto ceilOpDef = std::make_shared<OpDesc>("Ceil", "Ceil");
ceilOpDef->AddInputDesc(scalar_tensor_desc);
ceilOpDef->AddOutputDesc(scalar_tensor_desc);
auto ceilNode = graph->AddNode(ceilOpDef);
auto mergeOpDef = std::make_shared<OpDesc>("Merge", "Merge");
mergeOpDef->AddInputDesc(scalar_tensor_desc);
mergeOpDef->AddInputDesc(scalar_tensor_desc);
mergeOpDef->AddOutputDesc(scalar_tensor_desc);
mergeOpDef->AddOutputDesc(int_tensor_desc);
auto mergeNode = graph->AddNode(mergeOpDef);
auto output_op_def = std::make_shared<OpDesc>("NetOutput", "NetOutput");
output_op_def->AddInputDesc(scalar_tensor_desc);
output_op_def->AddOutputDesc(scalar_tensor_desc);
auto output_node = graph->AddNode(output_op_def);
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), condNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), condNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), identityNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(identityNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(identityNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node1->GetOutDataAnchor(0), fIdentityNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node1->GetOutDataAnchor(1), tIdentityNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(fIdentityNode->GetOutControlAnchor(), zNode->GetInControlAnchor());
(void)GraphUtils::AddEdge(tIdentityNode->GetOutControlAnchor(), constNode->GetInControlAnchor());
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(identityNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(zNode->GetOutDataAnchor(0), mulNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node2->GetOutDataAnchor(0), mulNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(mulNode->GetOutDataAnchor(0), ceilNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(constNode->GetOutDataAnchor(0), mergeNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(ceilNode->GetOutDataAnchor(0), mergeNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(mergeNode->GetOutDataAnchor(0), output_node->GetInDataAnchor(0));
}
void make_graph_cyclic_dependence(ComputeGraphPtr graph, bool match = true) {
GeTensorDesc scalar_tensor_desc(GeShape({1, 1, 1, 1}));
GeTensorDesc bool_tensor_desc(GeShape({1, 1, 1, 1}), ge::FORMAT_NCHW, ge::DT_BOOL);
GeTensorDesc int_tensor_desc(GeShape({1, 1, 1, 1}), ge::FORMAT_NCHW, ge::DT_INT32);
auto xOpDef = std::make_shared<OpDesc>("x", VARIABLEV2);
xOpDef->AddOutputDesc(scalar_tensor_desc);
auto xNode = graph->AddNode(xOpDef);
auto yOpDef = std::make_shared<OpDesc>("y", VARIABLEV2);
yOpDef->AddOutputDesc(scalar_tensor_desc);
auto yNode = graph->AddNode(yOpDef);
auto zOpDef = std::make_shared<OpDesc>("z", VARIABLEV2);
zOpDef->AddOutputDesc(scalar_tensor_desc);
auto zNode = graph->AddNode(zOpDef);
auto condOpDef = std::make_shared<OpDesc>("Less", "Less");
condOpDef->AddInputDesc(scalar_tensor_desc);
condOpDef->AddInputDesc(scalar_tensor_desc);
condOpDef->AddOutputDesc(bool_tensor_desc);
auto condNode = graph->AddNode(condOpDef);
auto switch_op_def1 = std::make_shared<OpDesc>("Switch_f_1", SWITCH);
switch_op_def1->AddInputDesc(scalar_tensor_desc);
switch_op_def1->AddInputDesc(bool_tensor_desc);
switch_op_def1->AddOutputDesc(scalar_tensor_desc);
switch_op_def1->AddOutputDesc(scalar_tensor_desc);
auto switch_node1 = graph->AddNode(switch_op_def1);
auto switch_op_def2 = std::make_shared<OpDesc>("Switch_t_1", SWITCH);
switch_op_def2->AddInputDesc(scalar_tensor_desc);
switch_op_def2->AddInputDesc(bool_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
auto switch_node2 = graph->AddNode(switch_op_def2);
auto switch_op_def3 = std::make_shared<OpDesc>("Switch_f_2", SWITCH);
switch_op_def3->AddInputDesc(scalar_tensor_desc);
switch_op_def3->AddInputDesc(bool_tensor_desc);
switch_op_def3->AddOutputDesc(scalar_tensor_desc);
switch_op_def3->AddOutputDesc(scalar_tensor_desc);
auto switch_node3 = graph->AddNode(switch_op_def3);
auto switch_op_def4 = std::make_shared<OpDesc>("Switch_t_2", SWITCH);
switch_op_def4->AddInputDesc(scalar_tensor_desc);
switch_op_def4->AddInputDesc(bool_tensor_desc);
switch_op_def4->AddOutputDesc(scalar_tensor_desc);
switch_op_def4->AddOutputDesc(scalar_tensor_desc);
auto switch_node4 = graph->AddNode(switch_op_def4);
auto squareOpDef1 = std::make_shared<OpDesc>("Square1", "Square");
squareOpDef1->AddInputDesc(scalar_tensor_desc);
squareOpDef1->AddOutputDesc(scalar_tensor_desc);
auto squareNode1 = graph->AddNode(squareOpDef1);
auto squareOpDef2 = std::make_shared<OpDesc>("Square2", "Square");
squareOpDef2->AddInputDesc(scalar_tensor_desc);
squareOpDef2->AddOutputDesc(scalar_tensor_desc);
auto squareNode2 = graph->AddNode(squareOpDef2);
auto squareOpDef3 = std::make_shared<OpDesc>("Square3", "Square");
squareOpDef3->AddInputDesc(scalar_tensor_desc);
squareOpDef3->AddOutputDesc(scalar_tensor_desc);
auto squareNode3 = graph->AddNode(squareOpDef3);
auto squareOpDef4 = std::make_shared<OpDesc>("Square4", "Square");
squareOpDef4->AddInputDesc(scalar_tensor_desc);
squareOpDef4->AddOutputDesc(scalar_tensor_desc);
auto squareNode4 = graph->AddNode(squareOpDef4);
auto merge_op_def1 = std::make_shared<OpDesc>("Merge1", "Merge");
merge_op_def1->AddInputDesc(scalar_tensor_desc);
merge_op_def1->AddInputDesc(scalar_tensor_desc);
merge_op_def1->AddOutputDesc(scalar_tensor_desc);
merge_op_def1->AddOutputDesc(int_tensor_desc);
auto merge_node1 = graph->AddNode(merge_op_def1);
auto merge_op_def2 = std::make_shared<OpDesc>("Merge2", "Merge");
merge_op_def2->AddInputDesc(scalar_tensor_desc);
merge_op_def2->AddInputDesc(scalar_tensor_desc);
merge_op_def2->AddOutputDesc(scalar_tensor_desc);
merge_op_def2->AddOutputDesc(int_tensor_desc);
auto merge_node2 = graph->AddNode(merge_op_def2);
auto output_op_def = std::make_shared<OpDesc>("NetOutput", "NetOutput");
output_op_def->AddInputDesc(scalar_tensor_desc);
output_op_def->AddOutputDesc(scalar_tensor_desc);
auto output_node = graph->AddNode(output_op_def);
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), condNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), condNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(zNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(zNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node1->GetOutDataAnchor(0), squareNode1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node2->GetOutDataAnchor(1), squareNode2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(squareNode1->GetOutDataAnchor(0), merge_node1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(squareNode2->GetOutDataAnchor(0), merge_node1->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(merge_node1->GetOutDataAnchor(0), switch_node3->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node3->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(zNode->GetOutDataAnchor(0), switch_node4->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(condNode->GetOutDataAnchor(0), switch_node4->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node3->GetOutDataAnchor(0), squareNode3->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node4->GetOutDataAnchor(1), squareNode4->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(squareNode3->GetOutDataAnchor(0), merge_node2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(squareNode4->GetOutDataAnchor(0), merge_node2->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(merge_node2->GetOutDataAnchor(0), output_node->GetInDataAnchor(0));
}
void make_graph_case(ComputeGraphPtr graph, bool match = true) {
GeTensorDesc scalar_tensor_desc(GeShape({1, 1, 1, 1}));
GeTensorDesc bool_tensor_desc(GeShape({1, 1, 1, 1}), ge::FORMAT_NCHW, ge::DT_BOOL);
GeTensorDesc int_tensor_desc(GeShape({1, 1, 1, 1}), ge::FORMAT_NCHW, ge::DT_INT32);
auto xOpDef = std::make_shared<OpDesc>("x", VARIABLEV2);
xOpDef->AddOutputDesc(scalar_tensor_desc);
auto xNode = graph->AddNode(xOpDef);
auto yOpDef = std::make_shared<OpDesc>("y", VARIABLEV2);
yOpDef->AddOutputDesc(scalar_tensor_desc);
auto yNode = graph->AddNode(yOpDef);
auto zOpDef = std::make_shared<OpDesc>("z", VARIABLEV2);
zOpDef->AddOutputDesc(scalar_tensor_desc);
auto zNode = graph->AddNode(zOpDef);
auto greater_op_def = std::make_shared<OpDesc>("Greater", "Greater");
greater_op_def->AddInputDesc(scalar_tensor_desc);
greater_op_def->AddInputDesc(scalar_tensor_desc);
greater_op_def->AddOutputDesc(bool_tensor_desc);
auto greaterNode = graph->AddNode(greater_op_def);
auto less_op_def = std::make_shared<OpDesc>("Less", "Less");
less_op_def->AddInputDesc(scalar_tensor_desc);
less_op_def->AddInputDesc(scalar_tensor_desc);
less_op_def->AddOutputDesc(bool_tensor_desc);
auto less_node = graph->AddNode(less_op_def);
auto switch_op_def1 = std::make_shared<OpDesc>("greater/Switch_t", SWITCH);
switch_op_def1->AddInputDesc(bool_tensor_desc);
switch_op_def1->AddInputDesc(bool_tensor_desc);
switch_op_def1->AddOutputDesc(bool_tensor_desc);
switch_op_def1->AddOutputDesc(bool_tensor_desc);
auto switch_node1 = graph->AddNode(switch_op_def1);
auto switch_op_def2 = std::make_shared<OpDesc>("greater/Switch_f", SWITCH);
switch_op_def2->AddInputDesc(scalar_tensor_desc);
switch_op_def2->AddInputDesc(bool_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
switch_op_def2->AddOutputDesc(scalar_tensor_desc);
auto switch_node2 = graph->AddNode(switch_op_def2);
auto switch_op_def3 = std::make_shared<OpDesc>("less/Switch_t", SWITCH);
switch_op_def3->AddInputDesc(scalar_tensor_desc);
switch_op_def3->AddInputDesc(bool_tensor_desc);
switch_op_def3->AddOutputDesc(scalar_tensor_desc);
switch_op_def3->AddOutputDesc(scalar_tensor_desc);
auto switch_node3 = graph->AddNode(switch_op_def3);
auto switch_op_def4 = std::make_shared<OpDesc>("less/Switch_f", SWITCH);
switch_op_def4->AddInputDesc(scalar_tensor_desc);
switch_op_def4->AddInputDesc(bool_tensor_desc);
switch_op_def4->AddOutputDesc(scalar_tensor_desc);
switch_op_def4->AddOutputDesc(scalar_tensor_desc);
auto switch_node4 = graph->AddNode(switch_op_def4);
auto merge_op_def1 = std::make_shared<OpDesc>("Merge1", "Merge");
merge_op_def1->AddInputDesc(scalar_tensor_desc);
merge_op_def1->AddInputDesc(scalar_tensor_desc);
merge_op_def1->AddOutputDesc(scalar_tensor_desc);
merge_op_def1->AddOutputDesc(int_tensor_desc);
auto merge_node1 = graph->AddNode(merge_op_def1);
auto merge_op_def2 = std::make_shared<OpDesc>("Merge2", "Merge");
merge_op_def2->AddInputDesc(scalar_tensor_desc);
merge_op_def2->AddInputDesc(scalar_tensor_desc);
merge_op_def2->AddOutputDesc(scalar_tensor_desc);
merge_op_def2->AddOutputDesc(int_tensor_desc);
auto merge_node2 = graph->AddNode(merge_op_def2);
auto output_op_def = std::make_shared<OpDesc>("NetOutput", "NetOutput");
output_op_def->AddInputDesc(scalar_tensor_desc);
output_op_def->AddOutputDesc(scalar_tensor_desc);
auto output_node = graph->AddNode(output_op_def);
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), greaterNode->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), greaterNode->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), less_node->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), less_node->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(xNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(greaterNode->GetOutDataAnchor(0), switch_node1->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(less_node->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(greaterNode->GetOutDataAnchor(0), switch_node2->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(yNode->GetOutDataAnchor(0), switch_node3->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node2->GetOutDataAnchor(0), switch_node3->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(zNode->GetOutDataAnchor(0), switch_node4->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node2->GetOutDataAnchor(0), switch_node4->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node3->GetOutDataAnchor(1), merge_node1->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(switch_node4->GetOutDataAnchor(0), merge_node1->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(switch_node1->GetOutDataAnchor(1), merge_node2->GetInDataAnchor(0));
(void)GraphUtils::AddEdge(merge_node1->GetOutDataAnchor(0), merge_node2->GetInDataAnchor(1));
(void)GraphUtils::AddEdge(merge_node2->GetOutDataAnchor(0), output_node->GetInDataAnchor(0));
}
};