// 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. #include "paddle/fluid/framework/ir/fc_fuse_pass.h" #include #include #include "paddle/fluid/platform/enforce.h" namespace paddle { namespace framework { namespace ir { std::unique_ptr FCFusePass::ApplyImpl( std::unique_ptr graph) const { PADDLE_ENFORCE(graph.get()); FusePassBase::Init("fc_fuse", graph.get()); std::unordered_set nodes2delete; GraphPatternDetector gpd; auto* x = gpd.mutable_pattern() ->NewNode("fc_fuse/x") ->AsInput() ->assert_is_op_input("mul", "X"); patterns::FC fc_pattern(gpd.mutable_pattern(), "fc_fuse"); fc_pattern(x, true /*with bias*/); int found_fc_count = 0; auto handler = [&](const GraphPatternDetector::subgraph_t& subgraph, Graph* g) { VLOG(4) << "handle FC fuse"; GET_IR_NODE_FROM_SUBGRAPH(w, w, fc_pattern); GET_IR_NODE_FROM_SUBGRAPH(fc_bias, bias, fc_pattern); GET_IR_NODE_FROM_SUBGRAPH(fc_out, Out, fc_pattern); GET_IR_NODE_FROM_SUBGRAPH(mul, mul, fc_pattern); GET_IR_NODE_FROM_SUBGRAPH(elementwise_add, elementwise_add, fc_pattern); GET_IR_NODE_FROM_SUBGRAPH(mul_out, mul_out, fc_pattern); // Create an FC Node. OpDesc desc; std::string fc_x_in = subgraph.at(x)->Name(); std::string fc_Y_in = w->Name(); std::string fc_bias_in = fc_bias->Name(); std::string fc_out_out = fc_out->Name(); desc.SetInput("Input", std::vector({fc_x_in})); desc.SetInput("W", std::vector({fc_Y_in})); desc.SetInput("Bias", std::vector({fc_bias_in})); desc.SetOutput("Out", std::vector({fc_out_out})); desc.SetType("fc"); auto fc_node = g->CreateOpNode(&desc); // OpDesc will be copied. GraphSafeRemoveNodes(graph.get(), {mul, elementwise_add, mul_out}); PADDLE_ENFORCE(subgraph.count(x)); IR_NODE_LINK_TO(subgraph.at(x), fc_node); IR_NODE_LINK_TO(w, fc_node); IR_NODE_LINK_TO(fc_bias, fc_node); IR_NODE_LINK_TO(fc_node, fc_out); found_fc_count++; }; gpd(graph.get(), handler); AddStatis(found_fc_count); return graph; } } // namespace ir } // namespace framework } // namespace paddle REGISTER_PASS(fc_fuse_pass, paddle::framework::ir::FCFusePass);