// Copyright (c) 2021 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/pten/kernels/funcs/transpose.h" #include "paddle/fluid/framework/ddim.h" #include "paddle/pten/backends/cpu/cpu_context.h" #include "paddle/pten/core/dense_tensor.h" // See Note [ Why still include the fluid headers? ] #include "paddle/fluid/platform/bfloat16.h" #include "paddle/fluid/platform/complex.h" #include "paddle/fluid/platform/float16.h" namespace pten { namespace math { template struct TransposeNormal { // for dims >= 7 situation void operator()(const CPUContext& dev_ctx, const pten::DenseTensor& in, pten::DenseTensor* out, const std::vector& axis) { const int rank = axis.size(); auto in_stride = paddle::framework::stride(in.dims()); auto out_stride = paddle::framework::stride(out->dims()); const T* in_ptr = in.data(); T* out_ptr = out->mutable_data(); auto transpose_helper = [&](int64_t beg, int64_t end) { for (int64_t out_idx = beg; out_idx < end; ++out_idx) { int64_t in_idx = 0; int64_t tmp_idx = out_idx; // calculate the input index for (int i = 0; i < rank; ++i) { const int64_t coordinate = tmp_idx / out_stride[i]; tmp_idx -= coordinate * out_stride[i]; in_idx += coordinate * in_stride[axis[i]]; } out_ptr[out_idx] = in_ptr[in_idx]; } }; transpose_helper(0, out->numel()); } }; // define transpose normal #define DEFINE_CPU_TRANS_NORMAL(TYPE) \ template struct TransposeNormal DEFINE_CPU_TRANS_NORMAL(bool); DEFINE_CPU_TRANS_NORMAL(int8_t); DEFINE_CPU_TRANS_NORMAL(uint8_t); DEFINE_CPU_TRANS_NORMAL(int16_t); DEFINE_CPU_TRANS_NORMAL(uint16_t); DEFINE_CPU_TRANS_NORMAL(int32_t); DEFINE_CPU_TRANS_NORMAL(uint32_t); DEFINE_CPU_TRANS_NORMAL(int64_t); DEFINE_CPU_TRANS_NORMAL(uint64_t); DEFINE_CPU_TRANS_NORMAL(float); DEFINE_CPU_TRANS_NORMAL(double); DEFINE_CPU_TRANS_NORMAL(paddle::platform::float16); DEFINE_CPU_TRANS_NORMAL(paddle::platform::bfloat16); DEFINE_CPU_TRANS_NORMAL(paddle::platform::complex); DEFINE_CPU_TRANS_NORMAL(paddle::platform::complex); } // namespace math } // namespace pten