// Copyright (c) 2018 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 #include #include #include #include "lite/core/mir/pattern_matcher.h" namespace paddle { namespace lite { namespace mir { namespace xpu { /* * PatternMatcher helps to detect the specific patterns in the graph. * Input a pattern, output a list of the matched subgraphs/nodes. * This helper can be used to support fuse(conv+batchnorm => batchnorm e.g.). * * The algorithm has three phases: * 1. Mark the nodes that match the defined PMNodes in a PMPattern, * 2. Extend a PMNode to subgraphs by deducing the connection relation defined * in PAPattern(the edges), * 3. Get the filtered subgraphs and treat them with a pre-defined handler. * * Usage: * // Create a matcher * PatternMatcher matcher; * // Define the matcher's pattern, by adding PMNode and define the edges. * auto* node0 = matcher.mutable_pattern().AddNode(...) * auto* node1 = matcher.mutable_pattern().AddNode(...) * node0->teller = some lambda. * node1->teller = some lambda. * matcher.mutable_pattern().AddEdge(node0, node1); * // Create an handler, to define the behavior of treating the filtered * // subgraphs that comply with the patterns. * PatternMatcher::handle_t handler = some labmda * // Execute the matcher. * matcher(&graph, handler); */ struct XPUPatternMatcher { using subgraph_t = std::map; // Operate on the detected pattern. using handle_t = std::function; void operator()(SSAGraph* graph, handle_t handler); const PMPattern& pattern() const { return pattern_; } PMPattern* mutable_pattern() { return &pattern_; } // Mark the nodes that fits the pattern. bool MarkPMNodesInGraph(SSAGraph* graph); // Detect all the pattern and output the hit records. std::vector DetectPatterns(); // Remove duplicate patterns. void UniquePatterns(std::vector* subgraphs); // Remove overlapped match subgraphs, when overlapped, keep the previous one. // The intermediate PMNodes will be removed, so can't shared by multiple // patterns. void RemoveOverlappedMatch(std::vector* subgraphs); // Validate whether the intermediate nodes are linked by external nodes. void ValidateByNodeRole(std::vector* subgraphs); using hit_rcd_t = std::pair; PMPattern pattern_; std::map> pmnodes2nodes_; std::vector> extra_input_vars_; }; } // namespace xpu } // namespace mir } // namespace lite } // namespace paddle