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NFC.
Depth parameter is not coming from ONNX or Caffe2 proto. We set it ourselves, then assert it, verify it, then don't use it in backends. It's essentially odim.c (or filterDims[0] or biasDims[0])

ShapeNHWC odim(getResult().getType()->dims());
auto outSz = calculateConvOutputDims(idim.h, idim.w, getKernel(), getStride(),
getPad());
ShapeNHWC exp(idim.n, outSz.first, outSz.second, getDepth());

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