slice_layer.cpp

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#include "../precomp.hpp"
#include "layers_common.hpp"
#include "slice_layer.hpp"
#include <opencv2/core/ocl.hpp>
#include <opencv2/dnn/shape_utils.hpp>

namespace cv
{
namespace dnn
{

SliceLayerImpl::SliceLayerImpl(int axis_ /*= 1*/)
{
    axis = axis_;
}

SliceLayerImpl::SliceLayerImpl(int axis_, const std::vector<int> &sliceIndices_)
{
    axis = axis_;
    sliceIndices = sliceIndices_;
}

void SliceLayerImpl::allocate(const std::vector<Blob*> &inputs, std::vector<Blob> &outputs)
{
    CV_Assert(inputs.size() == 1);

    const Blob &inpBlob = *inputs[0];
    useOpenCL = ocl::useOpenCL() && inpBlob.getState() == Blob::HEAD_AT_UMAT;

    axisIdx = inpBlob.canonicalAxis(axis);
    int axisSize = inpBlob.size(axisIdx);
    BlobShape inpShape = inpBlob.shape();
    int allocFlags = useOpenCL ? Blob::ALLOC_UMAT : Blob::ALLOC_MAT;

    if (sliceIndices.size()) //divide blob with respect to passed parameters
    {
        std::vector<int> outAxisSize;
        int prevSlice = 0;

        for (size_t i = 0; i < sliceIndices.size(); i++)
        {
            if (!(prevSlice < sliceIndices[i] && sliceIndices[i] < axisSize))
                CV_Error(Error::StsBadArg, "Slice indices should be positive, increased and don't exceed size of sliced dimension");

            outAxisSize.push_back(sliceIndices[i] - prevSlice);
            prevSlice = sliceIndices[i];
        }
        outAxisSize.push_back(axisSize - prevSlice);

        outputs.resize(outAxisSize.size());
        for (size_t i = 0; i < outAxisSize.size(); i++)
        {
            inpShape[axisIdx] = outAxisSize[i];
            outputs[i].create(inpShape, inpBlob.type(), allocFlags);
        }
    }
    else //divide blob with respect to count of output blobs
    {
        CV_Assert(outputs.size() > 0 && axisSize % outputs.size() == 0);
        int outAxisSize = axisSize / (int)outputs.size();

        for (size_t i = 0; i < outputs.size(); i++)
        {
            inpShape[axisIdx] = outAxisSize;
            outputs[i].create(inpShape, inpBlob.type(), allocFlags);
        }
    }
}

void SliceLayerImpl::forward(std::vector<Blob*> &inputs, std::vector<Blob> &outputs)
{
    #ifdef HAVE_OPENCL
    if (useOpenCL)
        forward_<UMat>(inputs, outputs);
    else
    #endif
        forward_<Mat>(inputs, outputs);
}

template<typename XMat>
void SliceLayerImpl::forward_(std::vector<Blob*> &inputs, std::vector<Blob> &outputs)
{
    const XMat& inpMat = inputs[0]->getRefConst<XMat>();
    std::vector<Range> ranges(inputs[0]->dims(), Range::all());

    ranges[axisIdx].start = 0;
    for (size_t i = 0; i < outputs.size(); i++)
    {
        ranges[axisIdx].end = ranges[axisIdx].start + outputs[i].size(axisIdx);
        inpMat(&ranges[0]).copyTo(outputs[i].getRef<XMat>());
        ranges[axisIdx].start = ranges[axisIdx].end;
    }
}

Ptr<SliceLayer> SliceLayer::create(int axis)
{
    return Ptr<SliceLayer>(new SliceLayerImpl(axis));
}

Ptr<SliceLayer> SliceLayer::create(int axis, const std::vector<int> &sliceIndices)
{
    return Ptr<SliceLayer>(new SliceLayerImpl(axis, sliceIndices));
}

}
}