// Copyright (c) 2022 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/inference/utils/model_utils.h" #include #include "paddle/fluid/framework/framework.pb.h" #include "paddle/fluid/framework/var_type_inference.h" #include "paddle/phi/common/data_type.h" namespace paddle { namespace inference { using paddle::framework::proto::VarType; // Get all model's weights and return the data_type, e.g., fp16/bf16 or fp32. phi::DataType GetModelPrecision(const framework::ProgramDesc& program) { std::set model_types{ VarType::FP32, VarType::FP16, VarType::BF16, }; phi::DataType ret = phi::DataType::FLOAT32; size_t block_size = program.Size(); for (size_t i = 0; i < block_size; ++i) { const auto& block = program.Block(i); for (auto* var : block.AllVars()) { if (!(var->GetType() == VarType::LOD_TENSOR || var->GetType() == VarType::LOD_TENSOR_ARRAY)) continue; if (!var->Persistable()) continue; auto t = var->GetDataType(); if (!model_types.count(t)) continue; if (t == VarType::FP16) { if (ret != phi::DataType::FLOAT32 && ret != phi::DataType::FLOAT16) { PADDLE_THROW(platform::errors::PreconditionNotMet( "The model's weights already has been set %s type, but also has " "%s type, which is an error, please check the model.", ret, phi::DataType::FLOAT16)); } ret = phi::DataType::FLOAT16; } else if (t == VarType::BF16) { if (ret != phi::DataType::FLOAT32 && ret != phi::DataType::BFLOAT16) { PADDLE_THROW(platform::errors::PreconditionNotMet( "The model's weights already has been set %s type, but also has " "%s type, which is an error, please check the model.", ret, phi::DataType::BFLOAT16)); } ret = phi::DataType::BFLOAT16; } } } return ret; } } // namespace inference } // namespace paddle