123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293 |
- // ======================================================================== //
- // Copyright 2009-2019 Intel Corporation //
- // //
- // 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 "node.h"
- namespace oidn {
- // 2x2 nearest-neighbor upsampling node
- template<int K>
- class UpsampleNode : public Node
- {
- private:
- std::shared_ptr<memory> src;
- std::shared_ptr<memory> dst;
- public:
- UpsampleNode(const std::shared_ptr<memory>& src,
- const std::shared_ptr<memory>& dst)
- : src(src),
- dst(dst)
- {
- const mkldnn_memory_desc_t& srcDesc = src->get_desc().data;
- const mkldnn_memory_desc_t& dstDesc = dst->get_desc().data;
- MAYBE_UNUSED(srcDesc);
- MAYBE_UNUSED(dstDesc);
- assert(memory_desc_matches_tag(srcDesc, mkldnn_format_tag_t(BlockedFormat<K>::nChwKc)));
- assert(memory_desc_matches_tag(dstDesc, mkldnn_format_tag_t(BlockedFormat<K>::nChwKc)));
- assert(srcDesc.ndims == 4);
- assert(dstDesc.ndims == 4);
- assert(srcDesc.data_type == memory::data_type::f32);
- assert(dstDesc.data_type == memory::data_type::f32);
- assert(srcDesc.dims[0] == 1);
- assert(dstDesc.dims[0] == 1);
- // 2x2 upsampling
- assert(dstDesc.dims[2] == srcDesc.dims[2] * 2);
- assert(dstDesc.dims[3] == srcDesc.dims[3] * 2);
- }
- void execute(stream& sm) override
- {
- const mkldnn_memory_desc_t& srcDesc = src->get_desc().data;
- const float* srcPtr = (float*)src->get_data_handle();
- float* dstPtr = (float*)dst->get_data_handle();
- const int C = srcDesc.dims[1];
- const int H = srcDesc.dims[2];
- const int W = srcDesc.dims[3];
- const int CK = C / K;
- parallel_nd(CK, H, [&](int ck, int h)
- {
- const size_t offset = ck*H*W*K + h*W*K;
- const float* srcPtr_line = srcPtr + offset;
- float* dstPtr_line0 = dstPtr + offset * 4;
- float* dstPtr_line1 = dstPtr_line0 + W*2*K; // next line
- for (int w = 0; w < W; ++w)
- {
- #pragma unroll
- for (int k = 0; k < K; k += 4)
- {
- const __m128 m = _mm_load_ps(&srcPtr_line[w*K + k]);
- _mm_stream_ps(&dstPtr_line0[w*2*K + k], m);
- _mm_stream_ps(&dstPtr_line0[w*2*K+K + k], m);
- _mm_stream_ps(&dstPtr_line1[w*2*K + k], m);
- _mm_stream_ps(&dstPtr_line1[w*2*K+K + k], m);
- }
- }
- });
- }
- std::shared_ptr<memory> getDst() const override { return dst; }
- };
- } // namespace oidn
|