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diff --git a/thirdparty/oidn/core/upsample.h b/thirdparty/oidn/core/upsample.h
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+// ======================================================================== //
+// 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