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paddlepaddle--paddle/paddle/cinn/operator_fusion/cluster_interface.h
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2026-07-13 12:40:42 +08:00

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// Copyright (c) 2024 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.
#pragma once
#include "paddle/cinn/operator_fusion/pattern.h"
#include "paddle/cinn/operator_fusion/pattern_fuser.h"
#include "paddle/cinn/operator_fusion/pattern_graph.h"
#include "paddle/cinn/operator_fusion/pattern_node.h"
#include "paddle/cinn/operator_fusion/policy/policy_manager.h"
namespace cinn::fusion {
inline std::vector<fusion::PatternNodePtr> ClusterOps(
const std::vector<fusion::PatternContent>& contents) {
std::function<pir::Operation*(fusion::PatternContent)> func =
[](const fusion::PatternContent& content) { return content.op; };
const auto& origin_ops = fusion::MapVector(contents, func);
PADDLE_ENFORCE_GT(origin_ops.size(),
0,
::common::errors::InvalidArgument(
"The size of origin_ops should be greater than 0. "));
VLOG(4) << "Start Cluster Ops!";
VLOG(4) << "Input Group with size " << origin_ops.size() << " :\n"
<< fusion::OpsDebugStr(origin_ops);
const auto& ops = [&] {
std::vector<pir::Operation*> ops;
for (const auto& content : contents) {
if (content.op->name() == "cf.yield") { // just skip cf.yield.
continue;
}
ops.emplace_back(content.op);
}
return ops;
}();
const auto& content_without_yield =
FilterVector(contents, [](const fusion::PatternContent& content) {
return content.op->name() != "cf.yield";
});
pir::Program* program = origin_ops.at(0)->GetParentProgram();
auto* shape_analysis = &pir::ShapeAnalysisManager::Instance().Get(program);
VLOG(4) << "Start Create Policies and PolicyManager!";
const auto& relative_judge_policy =
std::make_shared<fusion::RelativeJudgePolicy>(ops, shape_analysis);
const auto& general_topo_policy =
std::make_shared<fusion::GeneralTopoPolicy>();
fusion::PolicyManager policy_manager;
policy_manager.SetPolicy(relative_judge_policy);
policy_manager.SetPolicy(general_topo_policy);
VLOG(4) << "Start Create PatternGraph";
fusion::PatternGraph graph(content_without_yield, policy_manager);
auto result = graph.ClusterOps();
VLOG(4) << "End Cluster Ops! result size:" << result.size();
for (const auto& node : result) {
VLOG(4) << "\n"
<< node->DebugStr() << "\n"
<< fusion::StmtPatternDebugStr(node->stmt_pattern()) << "\n";
}
return result;
}
} // namespace cinn::fusion