// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2022 THL A29 Limited, a Tencent company. All rights reserved. // // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except // in compliance with the License. You may obtain a copy of the License at // // https://opensource.org/licenses/BSD-3-Clause // // 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 "fuse_adjacent_reshape.h" #include #include "pass_level2.h" namespace pnnx { void fuse_adjacent_reshape(Graph& graph) { while (1) { bool matched = false; for (int i = (int)graph.ops.size() - 1; i > 0; i--) { Operator* op = graph.ops[i]; // look for Tensor.view / Tensor.reshape / torch.squeeze / torch.unsqueeze chain if (op->type != "Tensor.view" && op->type != "Tensor.reshape" && op->type != "torch.squeeze" && op->type != "torch.unsqueeze") continue; if ((op->type == "torch.squeeze" || op->type == "torch.unsqueeze") && op->outputs[0]->shape.empty()) continue; std::vector reshapes_to_delete; const Operand* in0 = op->inputs[0]; while (in0->consumers.size() == 1 && (in0->producer->type == "Tensor.view" || in0->producer->type == "Tensor.reshape" || in0->producer->type == "torch.squeeze" || in0->producer->type == "torch.unsqueeze")) { reshapes_to_delete.push_back(in0->producer); in0 = in0->producer->inputs[0]; } if (reshapes_to_delete.empty()) continue; // keep the last reshape only matched = true; op->type = "Tensor.reshape"; if (!op->outputs[0]->shape.empty()) { op->params.clear(); op->params["shape"] = op->outputs[0]->shape; } for (auto& op0 : reshapes_to_delete) { for (auto& x : op0->inputs) { x->remove_consumer(op0); } Operand* op0_in = op0->inputs[0]; Operand* op0_out = op0->outputs[0]; for (auto& x : op0_out->consumers) { for (size_t j = 0; j < x->inputs.size(); j++) { if (x->inputs[j] == op0_out) x->inputs[j] = op0_in; } op0_in->consumers.push_back(x); } op0_in->name = op0_out->name; op0_out->producer = 0; op0_out->consumers.clear(); graph.operands.erase(std::find(graph.operands.begin(), graph.operands.end(), op0_out)); delete op0_out; op0->inputs.clear(); op0->outputs.clear(); graph.ops.erase(std::find(graph.ops.begin(), graph.ops.end(), op0)); delete op0; } break; } if (!matched) break; } } } // namespace pnnx