// Copyright (c) 2019 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 #include "lite/backends/arm/math/conv_impl.h" #include "lite/core/context.h" #include "lite/core/target_wrapper.h" namespace paddle { namespace lite { namespace arm { namespace math { template class GemmLikeConv : public ImplBase { public: typedef void (*conv_im2col_gemm_impl)(const float* din, float* dout, int num, int chout, int hout, int wout, int chin, int hin, int win, const float* weights, const float* bias, const operators::ConvParam& param, ARMContext* ctx, const int* idx_ptr); GemmLikeConv() = default; ~GemmLikeConv() {} virtual bool init(const operators::ConvParam& param, ARMContext* ctx) { LOG(FATAL) << "GemmLikeConv::init() not implemented."; } virtual bool create(const operators::ConvParam& param, ARMContext* ctx) { LOG(FATAL) << "GemmLikeConv::create() not implemented."; } virtual bool run(const operators::ConvParam& param) { LOG(FATAL) << "GemmLikeConv::run() not implemented."; } protected: bool is_weights_transed_{false}; Tensor idx_data_; Tensor weights_trans_; private: conv_im2col_gemm_impl impl_{nullptr}; }; template class GemmLikeConvInt8 : public GemmLikeConv { public: typedef void (*conv_im2col_gemm_int8_impl)(const int8_t* din, int32_t* dout, int num, int chout, int hout, int wout, int chin, int hin, int win, const int8_t* weights, const int32_t* bias, const operators::ConvParam& param, ARMContext* ctx, PrecisionType out_type, const float* scale, const int* idx_ptr); GemmLikeConvInt8() = default; ~GemmLikeConvInt8() {} virtual bool init(const operators::ConvParam& param, ARMContext* ctx); virtual bool create(const operators::ConvParam& param, ARMContext* ctx); virtual bool run(const operators::ConvParam& param); private: conv_im2col_gemm_int8_impl impl_int8_{nullptr}; std::vector w_scale_; }; } // namespace math } // namespace arm } // namespace lite } // namespace paddle