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Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/47253 The function simply goes over all aten nodes in the graph and concatenates their names, truncating the final name to a given length. Differential Revision: D24698272 Test Plan: Imported from OSS Reviewed By: bertmaher Pulled By: ZolotukhinM fbshipit-source-id: d6e50194ca5faf0cb61f25af83247b5e40f202e4
127 lines
4.1 KiB
C++
127 lines
4.1 KiB
C++
#include <gtest/gtest.h>
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#include "test/cpp/jit/test_utils.h"
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#include "torch/csrc/jit/passes/common_subexpression_elimination.h"
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#include "torch/csrc/jit/passes/utils/subgraph_utils.h"
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namespace torch {
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namespace jit {
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TEST(SubgraphUtilsTest, Basic) {
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auto graph = build_lstm();
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EliminateCommonSubexpression(graph);
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std::vector<Node*> originalNodes(
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graph->nodes().begin(), graph->nodes().end());
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// Merge everything into a single subgraph
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bool first = true;
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Node* subgraph;
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for (auto it = graph->nodes().rbegin(); it != graph->nodes().rend();) {
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if (first) {
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subgraph = SubgraphUtils::createSingletonSubgraph(
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*it, prim::DifferentiableGraph);
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it = ++subgraph->reverseIterator();
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first = false;
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}
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SubgraphUtils::mergeNodeIntoSubgraph(*it, subgraph);
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it = ++subgraph->reverseIterator();
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}
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// Unmerge and compare with original node listing
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SubgraphUtils::unmergeSubgraph(subgraph);
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EliminateCommonSubexpression(graph);
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std::vector<Node*> newNodes(graph->nodes().begin(), graph->nodes().end());
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ASSERT_EQ(originalNodes.size(), newNodes.size());
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}
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TEST(SubgraphUtilsTest, Vmap) {
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auto graph = std::make_shared<Graph>();
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std::unordered_map<std::string, Value*> parse_map;
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parseIR(
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R"IR(
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graph(%a : Tensor, %b : Tensor, %c : Tensor):
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%x : Tensor = aten::tanh(%a)
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%y : Tensor = aten::mul(%a, %b)
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%p : Tensor = aten::div(%c, %b)
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%q : Tensor = aten::mul(%p, %a)
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return (%x, %y, %q))IR",
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&*graph,
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parse_map);
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std::unordered_map<Value*, Value*> vmap1;
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Node* subgraph1 = SubgraphUtils::createSingletonSubgraph(
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parse_map.at("y")->node(), prim::DifferentiableGraph);
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SubgraphUtils::mergeNodeIntoSubgraph(
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parse_map.at("x")->node(), subgraph1, vmap1);
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// vmap should have two entries: a mapping for the '%x' value - the output of
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// the node we merged in, and a mapping for the '%a' value - the input of the
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// node.
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ASSERT_EQ(vmap1.size(), 2);
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// Check that after mergeNodeIntoSubgraph we can still access the node
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// corresponding to the original node "%x = aten::tanh(%a)".
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//
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// Note that parse_map["x"] points to a destroyed Value after the
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// mergeNodeIntoSubgraph call - we cannot access its content anymore, but
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// still can use it as a key in the value map to find the value it was moved
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// to.
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Node* new_tanh = vmap1.at(parse_map.at("x"))->node();
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ASSERT_TRUE(new_tanh->kind() == aten::tanh);
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Node* subgraph2 = SubgraphUtils::createSingletonSubgraph(
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parse_map["q"]->node(), prim::DifferentiableGraph);
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SubgraphUtils::mergeNodeIntoSubgraph(parse_map.at("p")->node(), subgraph2);
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std::unordered_map<Value*, Value*> vmap2;
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Value* new_tanh_out = new_tanh->output();
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SubgraphUtils::mergeNodeIntoSubgraph(subgraph1, subgraph2, vmap2);
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// vmap should have 6 entries, since we moved 4 values into the graph (the
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// values correspond to the original values '%a', '%b', '%x', and '%y').
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// and we map the node outputs for '%x' and '%y'
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ASSERT_EQ(vmap2.size(), 6);
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// Check that after mergeNodeIntoSubgraph we can still access the node
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// corresponding to the original node, even if the toMerge node had a subgraph
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// as well
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ASSERT_TRUE(vmap2.at(new_tanh_out)->node()->kind() == aten::tanh);
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}
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TEST(SubgraphUtilsTest, GraphName) {
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auto graph = std::make_shared<Graph>();
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std::unordered_map<std::string, Value*> parse_map;
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parseIR(
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R"IR(
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graph(%a : Tensor, %b : Tensor, %c : Tensor):
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%x : Tensor = aten::tanh(%a)
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%y : Tensor = aten::mul(%a, %b)
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%p : Tensor = aten::div(%c, %b)
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%q1 : Tensor = aten::mul(%p, %a)
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%q2 : Tensor = aten::tanh(%q1)
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%q3 : Tensor = aten::tanh(%q2)
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%q4 : Tensor = aten::tanh(%q3)
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%q5 : Tensor = aten::tanh(%q4)
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return (%x, %y, %q5))IR",
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&*graph,
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parse_map);
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std::string ref_full_name = "graph_tanh_mul_div_mul_tanh_tanh_tanh_tanh";
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std::string full_name =
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SubgraphUtils::generateNameForGraph(graph, 80, "graph");
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ASSERT_EQ(full_name, ref_full_name);
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std::string truncated_name =
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SubgraphUtils::generateNameForGraph(graph, 10, "graph");
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ASSERT_LE(truncated_name.size(), ref_full_name.size());
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}
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} // namespace jit
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} // namespace torch
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