// Copyright (c) 2023 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 "paddle/fluid/framework/ir/graph_helper.h" #include "paddle/fluid/framework/ir/pass.h" namespace paddle { namespace framework { namespace ir { void SaveQuantInfoInTheGraph( ir::Graph* graph, const std::string& flag, const std::string& key_suffix, const std::unordered_map>& info_map); std::unordered_map> GetQuantInfoFromTheGraph( ir::Graph* graph, const std::string& flag, const std::string& key_suffix); bool AreScalesPresentForNodes( std::unordered_map>* var_quant_scales, std::initializer_list nodes); float GetScaleValueForNode( std::unordered_map>* var_quant_scales, Node* node); std::vector GetScaleVecValueForNode( std::unordered_map>* var_quant_scales, Node* node); template inline std::string Vec2Str(const std::vector& vec) { std::ostringstream os; if (vec.empty()) { os << "()"; return os.str(); } os << "("; for (size_t i = 0; i < vec.size() - 1; ++i) { os << vec[i] << ","; } os << vec[vec.size() - 1] << ")"; return os.str(); } } // namespace ir } // namespace framework } // namespace paddle