// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2021 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_custom_op.h" #include namespace pnnx { void fuse_custom_op(Graph& graph) { std::set custom_ops; for (;;) { bool need_fuse = false; // fuse in reverse order for (int i = (int)graph.ops.size() - 1; i >= 0; i--) { Operator* op = graph.ops[i]; if (op->type.find("::") == std::string::npos) continue; std::string op_type_namespace = op->type.substr(0, op->type.find_first_of(':')); if (op_type_namespace == "aten" || op_type_namespace == "prim") continue; custom_ops.insert(op->type); std::string op_type_name = op->type.substr(op->type.find_last_of(':') + 1); need_fuse = true; op->type = std::string("pnnx.custom_op.") + op_type_namespace + '.' + op_type_name; std::vector new_inputs; std::vector new_inputnames; for (size_t j = 0; j < op->inputs.size(); j++) { Operator* arg = op->inputs[j]->producer; if (!arg->inputs.empty()) { new_inputs.push_back(op->inputs[j]); new_inputnames.push_back(std::string("arg_") + std::to_string(j)); continue; } if (arg->type == "prim::Constant") { op->params[std::string("arg_") + std::to_string(j)] = arg->params["value"]; op->inputs[j]->remove_consumer(op); } else if (arg->type == "pnnx.Expression") { op->params[std::string("arg_") + std::to_string(j)] = Parameter::parse_from_string(arg->params["expr"].s); op->inputs[j]->remove_consumer(op); } else { new_inputs.push_back(op->inputs[j]); new_inputnames.push_back(std::string("arg_") + std::to_string(j)); } } op->inputs = new_inputs; op->inputnames = new_inputnames; } if (!need_fuse) break; } for (auto x : custom_ops) { fprintf(stderr, "custom op = %s\n", x.c_str()); } } } // namespace pnnx