/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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. */ /*! * \brief Mapping op constructions * \file nn/mapping.h */ #ifndef TVM_TOPI_NN_MAPPING_H_ #define TVM_TOPI_NN_MAPPING_H_ #include #include #include namespace tvm { namespace topi { namespace nn { using namespace tvm::te; /*! * \brief Scale and shift with NCHW order * * \param x The input tensor. * \param scale Scale tensor, 1-D of size channel * \param shift Shift tensor, 1-D of size channel * \param name The name of the operation * \param tag The tag to mark the operation * * \return A Tensor whose op member is the scale shift operation */ inline Tensor scale_shift_nchw(const Tensor& x, const Tensor& scale, const Tensor& shift, std::string name = "ScaleShift", std::string tag = kBroadcast) { return tvm::te::compute( x->shape, [&](PrimVar b, PrimVar c, PrimVar h, PrimVar w) { return x(b, c, h, w) * scale(c) + shift(c); }, name, tag); } /*! * \brief Scale and shift with NHWC order * * \param x The input tensor. * \param scale Scale tensor, 1-D of size channel * \param shift Shift tensor, 1-D of size channel * \param name The name of the operation * \param tag The tag to mark the operation * * \return A Tensor whose op member is the scale shift operation */ inline Tensor scale_shift_nhwc(const Tensor& x, const Tensor& scale, const Tensor& shift, std::string name = "ScaleShift", std::string tag = kBroadcast) { return tvm::te::compute( x->shape, [&](PrimVar b, PrimVar h, PrimVar w, PrimVar c) { return x(b, h, w, c) * scale(c) + shift(c); }, name, tag); } } // namespace nn } // namespace topi } // namespace tvm #endif // TVM_TOPI_NN_MAPPING_H_