tensorflow::
ops::
Conv3DBackpropFilterV2
#include <nn_ops.h>
Computes the gradients of 3-D convolution with respect to the filter.
Summary
Args:
- scope: A Scope object
-
input: Shape
[batch, depth, rows, cols, in_channels]
. -
filter_sizes: An integer vector representing the tensor shape of
filter
, wherefilter
is a 5-D[filter_depth, filter_height, filter_width, in_channels, out_channels]
tensor. -
out_backprop: Backprop signal of shape
[batch, out_depth, out_rows, out_cols, out_channels]
. -
strides: 1-D tensor of length 5. The stride of the sliding window for each dimension of
input
. Must havestrides[0] = strides[4] = 1
. - padding: The type of padding algorithm to use.
Optional attributes (see
Attrs
):
- data_format: The data format of the input and output data. With the default format "NDHWC", the data is stored in the order of: [batch, in_depth, in_height, in_width, in_channels]. Alternatively, the format could be "NCDHW", the data storage order is: [batch, in_channels, in_depth, in_height, in_width].
-
dilations: 1-D tensor of length 5. The dilation factor for each dimension of
input
. If set to k > 1, there will be k-1 skipped cells between each filter element on that dimension. The dimension order is determined by the value ofdata_format
, see above for details. Dilations in the batch and depth dimensions must be 1.
Returns:
-
Output
: The output tensor.
Constructors and Destructors |
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Conv3DBackpropFilterV2
(const ::
tensorflow::Scope
& scope, ::
tensorflow::Input
input, ::
tensorflow::Input
filter_sizes, ::
tensorflow::Input
out_backprop, const gtl::ArraySlice< int > & strides, StringPiece padding)
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Conv3DBackpropFilterV2
(const ::
tensorflow::Scope
& scope, ::
tensorflow::Input
input, ::
tensorflow::Input
filter_sizes, ::
tensorflow::Input
out_backprop, const gtl::ArraySlice< int > & strides, StringPiece padding, const
Conv3DBackpropFilterV2::Attrs
& attrs)
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Public attributes |
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operation
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output
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Public functions |
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node
() const
|
::tensorflow::Node *
|
operator::tensorflow::Input
() const
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operator::tensorflow::Output
() const
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Public static functions |
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DataFormat
(StringPiece x)
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Dilations
(const gtl::ArraySlice< int > & x)
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Structs |
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tensorflow::
|
Optional attribute setters for Conv3DBackpropFilterV2 . |
Public attributes
Public functions
Conv3DBackpropFilterV2
Conv3DBackpropFilterV2( const ::tensorflow::Scope & scope, ::tensorflow::Input input, ::tensorflow::Input filter_sizes, ::tensorflow::Input out_backprop, const gtl::ArraySlice< int > & strides, StringPiece padding )
Conv3DBackpropFilterV2
Conv3DBackpropFilterV2( const ::tensorflow::Scope & scope, ::tensorflow::Input input, ::tensorflow::Input filter_sizes, ::tensorflow::Input out_backprop, const gtl::ArraySlice< int > & strides, StringPiece padding, const Conv3DBackpropFilterV2::Attrs & attrs )
node
::tensorflow::Node * node() const
operator::tensorflow::Input
operator::tensorflow::Input() const
operator::tensorflow::Output
operator::tensorflow::Output() const