124 lines
4.4 KiB
C++
124 lines
4.4 KiB
C++
// Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <string>
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#include "glog/logging.h"
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#include "paddle/fluid/framework/ir/fuse_pass_base.h"
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#include "paddle/fluid/framework/ir/graph_pattern_detector.h"
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#include "paddle/fluid/framework/ir/pass.h"
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#include "paddle/fluid/framework/ir/sigmoid_elementmul_fuse_pass.h"
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#include "paddle/fluid/framework/op_version_registry.h"
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#include "paddle/fluid/platform/enforce.h"
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namespace paddle::framework::ir::patterns {
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struct SigmoidElementmulFusePattern : public PatternBase {
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SigmoidElementmulFusePattern(PDPattern* pattern,
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const std::string& name_scope);
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// declare operator node's name
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PATTERN_DECL_NODE(sigmoid);
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PATTERN_DECL_NODE(elementwise_mul);
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// declare variable node's name
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PATTERN_DECL_NODE(sigmoid_x);
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PATTERN_DECL_NODE(sigmoid_out);
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PATTERN_DECL_NODE(elemul_out);
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};
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SigmoidElementmulFusePattern::SigmoidElementmulFusePattern(
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PDPattern* pattern, const std::string& name_scope)
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: PatternBase(pattern, name_scope, name_scope) {
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auto* sigmoid_x = pattern->NewNode(sigmoid_x_repr())
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->assert_is_op_input("sigmoid", "X")
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->assert_var_not_persistable();
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auto* sigmoid_op = pattern->NewNode(sigmoid_repr())->assert_is_op("sigmoid");
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auto* sigmoid_out = pattern->NewNode(sigmoid_out_repr())
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->assert_is_op_output("sigmoid", "Out")
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->assert_var_not_persistable();
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auto* elemul_op =
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pattern->NewNode(elementwise_mul_repr())->assert_is_op("elementwise_mul");
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auto* elemul_out = pattern->NewNode(elemul_out_repr())
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->assert_is_op_output("elementwise_mul", "Out")
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->assert_var_not_persistable();
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sigmoid_op->LinksFrom({sigmoid_x}).LinksTo({sigmoid_out});
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elemul_op->LinksFrom({sigmoid_x, sigmoid_out}).LinksTo({elemul_out});
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}
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} // namespace paddle::framework::ir::patterns
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namespace paddle::framework::ir {
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SigmoidElementmulFusePass::SigmoidElementmulFusePass() = default;
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void SigmoidElementmulFusePass::ApplyImpl(ir::Graph* graph) const {
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PADDLE_ENFORCE_NOT_NULL(
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graph, common::errors::PreconditionNotMet("graph should not be null."));
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Init(name_scope_, graph);
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GraphPatternDetector gpd;
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patterns::SigmoidElementmulFusePattern pattern(gpd.mutable_pattern(),
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name_scope_);
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int found_subgraph_count = 0;
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auto handler = [&](const GraphPatternDetector::subgraph_t& subgraph,
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Graph* graph) {
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VLOG(4) << "handle SigmoidElementmulFusePass fuse";
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#define GET_IR_NODE(node_) GET_IR_NODE_FROM_SUBGRAPH(node_, node_, pattern)
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GET_IR_NODE(sigmoid_x);
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GET_IR_NODE(sigmoid);
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GET_IR_NODE(sigmoid_out);
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GET_IR_NODE(elementwise_mul);
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GET_IR_NODE(elemul_out);
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#undef GET_IR_NODE
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auto* block = sigmoid->Op()->Block();
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std::string elemul_out_name = elemul_out->Name();
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// Generate swish op
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framework::OpDesc swish_op_desc(block);
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swish_op_desc.SetType("swish");
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swish_op_desc.SetInput("X", {sigmoid_x->Name()});
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swish_op_desc.SetAttr("beta", 1.f);
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swish_op_desc.SetOutput("Out", {elemul_out_name});
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auto* swish = graph->CreateOpNode(&swish_op_desc);
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IR_NODE_LINK_TO(sigmoid_x, swish);
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IR_NODE_LINK_TO(swish, elemul_out);
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// delete useless node
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std::unordered_set<const Node*> delete_nodes;
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delete_nodes = {sigmoid, sigmoid_out, elementwise_mul};
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GraphSafeRemoveNodes(graph, delete_nodes);
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found_subgraph_count++;
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};
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gpd(graph, handler);
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AddStatis(found_subgraph_count);
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}
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} // namespace paddle::framework::ir
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REGISTER_PASS(sigmoid_elementmul_fuse_pass,
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paddle::framework::ir::SigmoidElementmulFusePass);
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REGISTER_PASS_CAPABILITY(sigmoid_elementmul_fuse_pass)
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.AddCombination(
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paddle::framework::compatible::OpVersionComparatorCombination().EQ(
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"swish", 0));
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