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@ -35,11 +35,35 @@ void SetOp(ProgramDesc* prog, const std::string& type,
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op->SetInput("X", inputs);
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op->SetAttr("axis", 1);
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op->SetOutput("Out", {outputs[0]});
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} else {
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op->SetInput("X", inputs);
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op->SetOutput("Out", outputs);
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}
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op->SetAttr(OpProtoAndCheckerMaker::OpRoleAttrName(),
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static_cast<int>(OpRole::kForward));
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}
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int CountOpType(const ir::Graph* graph,
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const std::string& op_type = "fusion_seqpool_concat") {
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int count = 0;
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for (auto* node : graph->Nodes()) {
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if (node->IsOp() && node->Op()->Type() == op_type) {
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++count;
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}
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}
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return count;
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}
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std::unique_ptr<ir::Graph> GetNumNodesOfBeforeAfter(
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std::unique_ptr<ir::Graph> graph, int* before, int* after,
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const std::string& pass_type = "seqpool_concat_fuse_pass") {
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auto pass = PassRegistry::Instance().Get(pass_type);
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*before = graph->Nodes().size();
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graph = pass->Apply(std::move(graph));
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*after = graph->Nodes().size();
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return graph;
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}
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/*
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* Before fuse:
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* a b c
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@ -51,15 +75,16 @@ void SetOp(ProgramDesc* prog, const std::string& type,
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* concat
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* |
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* j
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* Type of op1, op2 and op3 are sequence_pool, with "SUM" pooltype attr
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*
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* After fuse:
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* a b c
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* \ | /
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* fusion_seqpool_concat
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* |
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* j
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* unused nodes: d, f, h
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*/
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ProgramDesc BuildProgramDesc() {
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TEST(SeqPoolConcatFusePass, basic) {
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ProgramDesc prog;
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for (auto& v : std::vector<std::string>(
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{"a", "b", "c", "d", "e", "f", "g", "h", "i", "j"})) {
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@ -76,35 +101,94 @@ ProgramDesc BuildProgramDesc() {
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SetOp(&prog, "concat", std::vector<std::string>({"e", "g", "i"}),
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std::vector<std::string>({"j"}));
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return prog;
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}
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TEST(SeqPoolConcatFusePass, basic) {
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auto prog = BuildProgramDesc();
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std::unique_ptr<ir::Graph> graph(new ir::Graph(prog));
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int before, after;
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graph = GetNumNodesOfBeforeAfter(std::move(graph), &before, &after);
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// Remove 10 Nodes: op1, op2, op3, d, e, f, g, h, i, concat_op
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// Add 1 Node: fusion_seqpool_concat
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EXPECT_EQ(after, before - 9);
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EXPECT_EQ(CountOpType(graph.get()), 1);
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}
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auto pass = PassRegistry::Instance().Get("seqpool_concat_fuse_pass");
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int pre_nodes = graph->Nodes().size();
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graph = pass->Apply(std::move(graph));
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/*
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* Before fuse:
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* a b
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* | / \
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* op1 op2 op3
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* / \ / \ \
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* c d e f g
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* \ /
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* concat
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* |
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* h
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* Type of op1 and op2 are sequence_pool, with "SUM" pooltype attr
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*
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* After fuse:
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* a b
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* \ / \
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* fusion_seqpool_concat op3
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* | |
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* h g
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*/
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TEST(SeqPoolConcatFusePass, advanced) {
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ProgramDesc prog;
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for (auto& v :
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std::vector<std::string>({"a", "b", "c", "d", "e", "f", "g", "h"})) {
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auto* var = prog.MutableBlock(0)->Var(v);
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var->SetType(proto::VarType::LOD_TENSOR);
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}
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int after_nodes = graph->Nodes().size();
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SetOp(&prog, "sequence_pool", std::vector<std::string>({"a"}),
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std::vector<std::string>({"c", "d"}));
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SetOp(&prog, "sequence_pool", std::vector<std::string>({"b"}),
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std::vector<std::string>({"e", "f"}));
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SetOp(&prog, "op3", std::vector<std::string>({"b"}),
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std::vector<std::string>({"g"}));
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SetOp(&prog, "concat", std::vector<std::string>({"d", "f"}),
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std::vector<std::string>({"h"}));
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// Remove 7 Nodes: op1, op2, op3, e, g, i, concat_op
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std::unique_ptr<ir::Graph> graph(new ir::Graph(prog));
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int before, after;
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graph = GetNumNodesOfBeforeAfter(std::move(graph), &before, &after);
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// Remove 7 Nodes: op1, op2, c, d, e, f concat_op
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// Add 1 Node: fusion_seqpool_concat
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EXPECT_EQ(pre_nodes - 6, after_nodes);
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EXPECT_EQ(after, before - 6);
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EXPECT_EQ(CountOpType(graph.get()), 1);
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}
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// Assert new op in newly generated graph
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int count = 0;
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ProgramDesc BuildProgramDesc(int num_inputs_of_concat) {
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ProgramDesc prog;
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auto new_var = [&](const std::string& name) {
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auto* var = prog.MutableBlock(0)->Var(name);
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var->SetType(proto::VarType::LOD_TENSOR);
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};
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std::vector<std::string> concat_inputs;
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for (int i = 0; i < num_inputs_of_concat; ++i) {
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std::string prefix = "seqpool_op_" + i;
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new_var(prefix + "in");
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new_var(prefix + "out");
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new_var(prefix + "out_unused");
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SetOp(&prog, "sequence_pool", std::vector<std::string>({prefix + "in"}),
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std::vector<std::string>({prefix + "out", prefix + "out_unused"}));
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concat_inputs.push_back(prefix + "out");
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}
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SetOp(&prog, "concat", concat_inputs,
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std::vector<std::string>({"concat_out"}));
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return prog;
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}
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for (auto* node : graph->Nodes()) {
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if (node->IsOp() && node->Op()->Type() == "fusion_seqpool_concat") {
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++count;
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}
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// test more inputs of concat
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TEST(SeqPoolConcatFusePass, more_inputs) {
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for (int num : {1, 2, 10}) {
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ProgramDesc prog = BuildProgramDesc(num);
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std::unique_ptr<ir::Graph> graph(new ir::Graph(prog));
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int before, after;
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graph = GetNumNodesOfBeforeAfter(std::move(graph), &before, &after);
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// Remove Nodes: n * (seqpool_op, out, out_unused), and concat_op
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// Add Node: fusion_seqpool_concat op
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EXPECT_EQ(after, before - num * 3);
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EXPECT_EQ(CountOpType(graph.get()), 1);
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}
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EXPECT_EQ(count, 1);
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}
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} // namespace ir
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