/* Copyright 2018 The TensorFlow Authors. All Rights Reserved. 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 "tensorflow/core/grappler/optimizers/data/graph_utils.h" #include "tensorflow/core/framework/function_testlib.h" #include "tensorflow/core/graph/node_builder.h" #include "tensorflow/core/lib/core/status_test_util.h" #include "tensorflow/core/platform/test.h" namespace tensorflow { namespace grappler { namespace graph_utils { namespace { TEST(GraphUtilsTest, GetFirstElementIndexWithPredicate) { std::vector vec({1, 2, 3, 4, 5, 6}); auto result = GetFirstElementIndexWithPredicate( [](int elem) { return elem % 3 == 0; }, vec); EXPECT_EQ(result, 2); result = GetFirstElementIndexWithPredicate( [](int elem) { return elem % 7 == 0; }, vec); EXPECT_EQ(result, -1); } TEST(GraphUtilsTest, AddScalarConstNodeBool) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* bool_node = AddScalarConstNode(true, &graph); EXPECT_TRUE(ContainsGraphNodeWithName(bool_node->name(), *graph.GetGraph())); EXPECT_EQ(bool_node->attr().at("value").tensor().bool_val(0), true); } TEST(GraphUtilsTest, AddScalarConstNodeDouble) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* double_node = AddScalarConstNode(3.14, &graph); EXPECT_TRUE( ContainsGraphNodeWithName(double_node->name(), *graph.GetGraph())); EXPECT_FLOAT_EQ(double_node->attr().at("value").tensor().double_val(0), 3.14); } TEST(GraphUtilsTest, AddScalarConstNodeFloat) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* float_node = AddScalarConstNode(3.14, &graph); EXPECT_TRUE(ContainsGraphNodeWithName(float_node->name(), *graph.GetGraph())); EXPECT_FLOAT_EQ(float_node->attr().at("value").tensor().float_val(0), 3.14); } TEST(GraphUtilsTest, AddScalarConstNodeInt) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* int_node = AddScalarConstNode(42, &graph); EXPECT_TRUE(ContainsGraphNodeWithName(int_node->name(), *graph.GetGraph())); EXPECT_EQ(int_node->attr().at("value").tensor().int_val(0), 42); } TEST(GraphUtilsTest, AddScalarConstNodeInt64) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* int64_node = AddScalarConstNode(42, &graph); EXPECT_TRUE(ContainsGraphNodeWithName(int64_node->name(), *graph.GetGraph())); EXPECT_EQ(int64_node->attr().at("value").tensor().int64_val(0), 42); } TEST(GraphUtilsTest, AddScalarConstNodeString) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* string_node = AddScalarConstNode("hello", &graph); EXPECT_TRUE( ContainsGraphNodeWithName(string_node->name(), *graph.GetGraph())); EXPECT_EQ(string_node->attr().at("value").tensor().string_val(0), "hello"); } TEST(GraphUtilsTest, Compare) { GraphDef graph_def_a; MutableGraphView graph_a(&graph_def_a); GraphDef graph_def_b; MutableGraphView graph_b(&graph_def_b); EXPECT_TRUE(Compare(graph_def_a, graph_def_b)); AddNode("A", "OpA", {}, {}, &graph_a); AddNode("B", "OpB", {"A"}, {}, &graph_a); EXPECT_FALSE(Compare(graph_def_a, graph_def_b)); graph_def_b.mutable_node()->CopyFrom(graph_def_a.node()); EXPECT_TRUE(Compare(graph_def_a, graph_def_b)); } TEST(GraphUtilsTest, ContainsGraphNodeWithName) { GraphDef graph_def; MutableGraphView graph(&graph_def); EXPECT_TRUE(!ContainsGraphNodeWithName("A", *graph.GetGraph())); AddNode("A", "OpA", {}, {}, &graph); EXPECT_TRUE(ContainsGraphNodeWithName("A", *graph.GetGraph())); graph.DeleteNodes({"A"}); EXPECT_TRUE(!ContainsGraphNodeWithName("A", *graph.GetGraph())); } TEST(GraphUtilsTest, ContainsGraphFunctionWithName) { FunctionDefLibrary library; EXPECT_FALSE(ContainsGraphFunctionWithName("new_function", library)); FunctionDef* new_function = library.add_function(); SetUniqueGraphFunctionName("new_function", &library, new_function); EXPECT_TRUE( ContainsGraphFunctionWithName(new_function->signature().name(), library)); } TEST(GraphUtilsTest, ContainsNodeWithOp) { GraphDef graph_def; MutableGraphView graph(&graph_def); EXPECT_TRUE(!ContainsNodeWithOp("OpA", *graph.GetGraph())); AddNode("A", "OpA", {}, {}, &graph); EXPECT_TRUE(ContainsNodeWithOp("OpA", *graph.GetGraph())); graph.DeleteNodes({"A"}); EXPECT_TRUE(!ContainsNodeWithOp("OpA", *graph.GetGraph())); } TEST(GraphUtilsTest, FindGraphNodeWithName) { GraphDef graph_def; MutableGraphView graph(&graph_def); EXPECT_EQ(FindGraphNodeWithName("A", *graph.GetGraph()), -1); AddNode("A", "OpA", {}, {}, &graph); EXPECT_NE(FindGraphNodeWithName("A", *graph.GetGraph()), -1); graph.DeleteNodes({"A"}); EXPECT_EQ(FindGraphNodeWithName("A", *graph.GetGraph()), -1); } TEST(GraphUtilsTest, FindGraphFunctionWithName) { FunctionDefLibrary library; EXPECT_EQ(FindGraphFunctionWithName("new_function", library), -1); FunctionDef* new_function = library.add_function(); SetUniqueGraphFunctionName("new_function", &library, new_function); EXPECT_NE( FindGraphFunctionWithName(new_function->signature().name(), library), -1); } TEST(GraphUtilsTest, FindGraphNodeWithOp) { GraphDef graph_def; MutableGraphView graph(&graph_def); EXPECT_EQ(FindGraphNodeWithOp("OpA", *graph.GetGraph()), -1); AddNode("A", "OpA", {}, {}, &graph); AddNode("B", "OpB", {"A"}, {}, &graph); AddNode("A2", "OpA", {"B"}, {}, &graph); EXPECT_EQ(FindGraphNodeWithOp("OpA", *graph.GetGraph()), 0); graph.DeleteNodes({"B"}); EXPECT_EQ(FindGraphNodeWithOp("OpB", *graph.GetGraph()), -1); EXPECT_EQ(FindGraphNodeWithName("A2", *graph.GetGraph()), 1); } TEST(GraphUtilsTest, FindAllGraphNodesWithOp) { GraphDef graph_def; MutableGraphView graph(&graph_def); EXPECT_EQ(FindGraphNodeWithOp("OpA", *graph.GetGraph()), -1); AddNode("A", "OpA", {}, {}, &graph); AddNode("B", "OpB", {"A"}, {}, &graph); AddNode("A2", "OpA", {"B"}, {}, &graph); std::vector result_indices = FindAllGraphNodesWithOp("OpA", *graph.GetGraph()); EXPECT_EQ(result_indices.size(), 2); EXPECT_EQ(result_indices.at(0), 0); EXPECT_EQ(result_indices.at(1), 2); graph.DeleteNodes({"A2"}); std::vector result_indices_new = FindAllGraphNodesWithOp("OpA", *graph.GetGraph()); EXPECT_EQ(result_indices_new.size(), 1); EXPECT_EQ(result_indices_new.at(0), 0); } TEST(GraphUtilsTest, SetUniqueGraphNodeName) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* node1 = AddNode("", "A", {}, {}, &graph); NodeDef* node2 = AddNode("", "A", {}, {}, &graph); EXPECT_NE(node1->name(), node2->name()); graph.DeleteNodes({node1->name()}); NodeDef* node3 = AddNode("", "A", {}, {}, &graph); EXPECT_NE(node2->name(), node3->name()); } TEST(GraphUtilsTest, SetUniqueGraphFunctionName) { FunctionDefLibrary library; FunctionDef* new_function = library.add_function(); SetUniqueGraphFunctionName("new_function", &library, new_function); FunctionDef* other_function = library.add_function(); SetUniqueGraphFunctionName("new_function", &library, other_function); EXPECT_NE(new_function->signature().name(), other_function->signature().name()); } TEST(GraphUtilsTest, GetInputNode) { GraphDef graph_def; MutableGraphView graph(&graph_def); NodeDef* node1 = AddNode("", "A", {}, {}, &graph); NodeDef* node2 = AddNode("", "A", {node1->name()}, {}, &graph); EXPECT_EQ(GetInputNode(*node2, graph), node1); EXPECT_EQ(GetInputNode(*node1, graph), nullptr); } TEST(GraphUtilsTest, EnsureNodeNamesUnique) { Graph g(OpRegistry::Global()); Node *const_0, *const_1, *const_2; // Arbitrary const Tensor tensor(DT_INT32, {}); tensor.scalar()() = 5; for (auto node : {&const_0, &const_1}) { TF_EXPECT_OK(NodeBuilder("Const", "Const") .Attr("value", tensor) .Attr("dtype", DT_INT32) .Finalize(&g, node)); } // Make sure generated name doesn't clash with existing name either TF_EXPECT_OK(NodeBuilder("Const_1", "Const") .Attr("value", tensor) .Attr("dtype", DT_INT32) .Finalize(&g, &const_2)); TF_EXPECT_OK(EnsureNodeNamesUnique(&g)); EXPECT_NE(const_0->name(), const_1->name()); EXPECT_NE(const_1->name(), const_2->name()); EXPECT_NE(const_0->name(), const_2->name()); } } // namespace } // namespace graph_utils } // namespace grappler } // namespace tensorflow