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paddlepaddle--paddle/paddle/fluid/framework/ir/sigmoid_elementmul_fuse_pass.cc
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2026-07-13 12:40:42 +08:00

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// Copyright (c) 2023 PaddlePaddle 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 <string>
#include "glog/logging.h"
#include "paddle/fluid/framework/ir/fuse_pass_base.h"
#include "paddle/fluid/framework/ir/graph_pattern_detector.h"
#include "paddle/fluid/framework/ir/pass.h"
#include "paddle/fluid/framework/ir/sigmoid_elementmul_fuse_pass.h"
#include "paddle/fluid/framework/op_version_registry.h"
#include "paddle/fluid/platform/enforce.h"
namespace paddle::framework::ir::patterns {
struct SigmoidElementmulFusePattern : public PatternBase {
SigmoidElementmulFusePattern(PDPattern* pattern,
const std::string& name_scope);
// declare operator node's name
PATTERN_DECL_NODE(sigmoid);
PATTERN_DECL_NODE(elementwise_mul);
// declare variable node's name
PATTERN_DECL_NODE(sigmoid_x);
PATTERN_DECL_NODE(sigmoid_out);
PATTERN_DECL_NODE(elemul_out);
};
SigmoidElementmulFusePattern::SigmoidElementmulFusePattern(
PDPattern* pattern, const std::string& name_scope)
: PatternBase(pattern, name_scope, name_scope) {
auto* sigmoid_x = pattern->NewNode(sigmoid_x_repr())
->assert_is_op_input("sigmoid", "X")
->assert_var_not_persistable();
auto* sigmoid_op = pattern->NewNode(sigmoid_repr())->assert_is_op("sigmoid");
auto* sigmoid_out = pattern->NewNode(sigmoid_out_repr())
->assert_is_op_output("sigmoid", "Out")
->assert_var_not_persistable();
auto* elemul_op =
pattern->NewNode(elementwise_mul_repr())->assert_is_op("elementwise_mul");
auto* elemul_out = pattern->NewNode(elemul_out_repr())
->assert_is_op_output("elementwise_mul", "Out")
->assert_var_not_persistable();
sigmoid_op->LinksFrom({sigmoid_x}).LinksTo({sigmoid_out});
elemul_op->LinksFrom({sigmoid_x, sigmoid_out}).LinksTo({elemul_out});
}
} // namespace paddle::framework::ir::patterns
namespace paddle::framework::ir {
SigmoidElementmulFusePass::SigmoidElementmulFusePass() = default;
void SigmoidElementmulFusePass::ApplyImpl(ir::Graph* graph) const {
PADDLE_ENFORCE_NOT_NULL(
graph, common::errors::PreconditionNotMet("graph should not be null."));
Init(name_scope_, graph);
GraphPatternDetector gpd;
patterns::SigmoidElementmulFusePattern pattern(gpd.mutable_pattern(),
name_scope_);
int found_subgraph_count = 0;
auto handler = [&](const GraphPatternDetector::subgraph_t& subgraph,
Graph* graph) {
VLOG(4) << "handle SigmoidElementmulFusePass fuse";
#define GET_IR_NODE(node_) GET_IR_NODE_FROM_SUBGRAPH(node_, node_, pattern)
GET_IR_NODE(sigmoid_x);
GET_IR_NODE(sigmoid);
GET_IR_NODE(sigmoid_out);
GET_IR_NODE(elementwise_mul);
GET_IR_NODE(elemul_out);
#undef GET_IR_NODE
auto* block = sigmoid->Op()->Block();
std::string elemul_out_name = elemul_out->Name();
// Generate swish op
framework::OpDesc swish_op_desc(block);
swish_op_desc.SetType("swish");
swish_op_desc.SetInput("X", {sigmoid_x->Name()});
swish_op_desc.SetAttr("beta", 1.f);
swish_op_desc.SetOutput("Out", {elemul_out_name});
auto* swish = graph->CreateOpNode(&swish_op_desc);
IR_NODE_LINK_TO(sigmoid_x, swish);
IR_NODE_LINK_TO(swish, elemul_out);
// delete useless node
std::unordered_set<const Node*> delete_nodes;
delete_nodes = {sigmoid, sigmoid_out, elementwise_mul};
GraphSafeRemoveNodes(graph, delete_nodes);
found_subgraph_count++;
};
gpd(graph, handler);
AddStatis(found_subgraph_count);
}
} // namespace paddle::framework::ir
REGISTER_PASS(sigmoid_elementmul_fuse_pass,
paddle::framework::ir::SigmoidElementmulFusePass);
REGISTER_PASS_CAPABILITY(sigmoid_elementmul_fuse_pass)
.AddCombination(
paddle::framework::compatible::OpVersionComparatorCombination().EQ(
"swish", 0));