timprepscius edited a comment on issue #20639:
URL:
https://github.com/apache/incubator-mxnet/issues/20639#issuecomment-934933419
```
def deconv(attrs, inputs, proto_obj):
"""Computes transposed convolution of the input tensor."""
new_attrs = translation_utils._fix_attribute_names(attrs,
{'kernel_shape' : 'kernel',
'strides' :
'stride',
'pads': 'pad',
'dilations':
'dilate',
'group':
'num_group'})
new_attrs = translation_utils._add_extra_attributes(new_attrs,
{'num_group' : 1})
new_attrs = translation_utils._fix_bias('Deconvolution', new_attrs,
len(inputs))
new_attrs = translation_utils._fix_channels('Deconvolution', new_attrs,
inputs, proto_obj)
kernel = new_attrs['kernel']
stride = new_attrs['stride'] if 'stride' in new_attrs else []
padding = new_attrs['pad'] if 'pad' in new_attrs else []
dilations = new_attrs['dilate'] if 'dilate' in new_attrs else []
num_filter = new_attrs['num_filter']
num_group = new_attrs['num_group']
no_bias = new_attrs['no_bias'] if 'no_bias' in new_attrs else False
bias = None if no_bias is True else inputs[2]
# Unlike ONNX, MXNet's deconvolution operator does not support
asymmetric padding, so we first
# use 'Pad' operator, which supports asymmetric padding. Then use the
deconvolution operator.
pad_width = (0, 0, 0, 0) + translation_utils._pad_sequence_fix(padding,
kernel_dim=len(kernel))
def negate_pad(x):
return tuple([-v for v in x])
# this change in necessary for torch
pad_width = negate_pad(pad_width)
pad_op = symbol.pad(inputs[0], mode='constant', pad_width=pad_width)
deconv_op = symbol.Deconvolution(pad_op, inputs[1], bias,
kernel=kernel, stride=stride,
dilate=dilations,
num_filter=num_filter,
num_group=num_group, no_bias=no_bias)
return deconv_op, new_attrs, inputs
```
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