// This file is part of OpenCV project. // It is subject to the license terms in the LICENSE file found in the top-level directory // of this distribution and at http://opencv.org/license.html. // Copyright (C) 2016, Intel Corporation, all rights reserved. // Third party copyrights are property of their respective owners. /* Implementation of shift layer, which adds up const values to blob. */ #include "../precomp.hpp" #include namespace cv { namespace dnn { class ShiftLayerImpl : public ShiftLayer { public: ShiftLayerImpl(const LayerParams ¶ms) { setParamsFrom(params); CV_Assert(blobs.size() == 1); } bool getMemoryShapes(const std::vector &inputs, const int requiredOutputs, std::vector &outputs, std::vector &internals) const { Layer::getMemoryShapes(inputs, requiredOutputs, outputs, internals); internals.assign(1, shape(1, total(inputs[0], 2))); return true; } virtual void forward(std::vector &inputs, std::vector &outputs, std::vector &internals) { CV_Assert(inputs.size() > 0); CV_Assert(blobs.size() > 0); if(inputs[0]->dims == blobs[0].dims) { for (size_t ii = 0; ii < outputs.size(); ii++) { Mat &inpBlob = *inputs[ii]; Mat &outBlob = outputs[ii]; outBlob = inpBlob + blobs[0]; } } else { Mat biasOnesMat = internals[0]; biasOnesMat.setTo(1); for (size_t ii = 0; ii < outputs.size(); ii++) { Mat &inpBlob = *inputs[ii]; Mat &outBlob = outputs[ii]; inpBlob.copyTo(outBlob); for (int n = 0; n < inpBlob.size[0]; n++) { Mat dstMat(inpBlob.size[1], inpBlob.size[2] * inpBlob.size[3], outBlob.type(), outBlob.ptr(n)); gemm(blobs[0], biasOnesMat, 1, dstMat, 1, dstMat); //TODO: gemv } } } } virtual int64 getFLOPS(const std::vector &inputs, const std::vector &outputs) const { (void)outputs; // suppress unused variable warning long flops = 0; for(int i= 0; i < inputs.size(); i++) { flops += total(inputs[i]); } return flops; } }; Ptr ShiftLayer::create(const LayerParams& params) { return Ptr(new ShiftLayerImpl(params)); } } }