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ConvConfig

Struct ConvConfig 

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pub struct ConvConfig {
    pub kernel_size: Vec<usize>,
    pub stride: Vec<usize>,
    pub padding: Vec<usize>,
    pub dilation: Vec<usize>,
    pub groups: usize,
}
Expand description

Convolution configuration specifying kernel size, stride, padding, dilation, and groups.

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§kernel_size: Vec<usize>

Kernel size for each spatial dimension (e.g. [3, 3]).

§stride: Vec<usize>

Stride for each spatial dimension (e.g. [1, 1]).

§padding: Vec<usize>

Zero-padding on each side for each spatial dimension (e.g. [1, 1]).

§dilation: Vec<usize>

Dilation factor for each spatial dimension (e.g. [1, 1]).

§groups: usize

Number of groups for grouped convolution (1 = standard convolution).

Implementations§

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impl ConvConfig

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pub fn new(kernel_size: Vec<usize>) -> Self

Create a new convolution config with the given kernel size. Defaults: stride=1, padding=0, dilation=1, groups=1.

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pub fn with_stride(self, stride: Vec<usize>) -> Self

Set the stride (builder pattern).

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pub fn with_padding(self, padding: Vec<usize>) -> Self

Set the padding (builder pattern).

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pub fn with_dilation(self, dilation: Vec<usize>) -> Self

Set the dilation (builder pattern).

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pub fn with_groups(self, groups: usize) -> Self

Set the number of groups (builder pattern).

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pub fn output_size(&self, input_size: usize, dim: usize) -> usize

Compute the output size for one spatial dimension.

Formula: (input_size + 2*padding - dilation*(kernel-1) - 1) / stride + 1

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pub fn validate(&self) -> Result<(), ConvError>

Validate the configuration, returning an error if any parameter is invalid.

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pub fn num_spatial_dims(&self) -> usize

Number of spatial dimensions (length of kernel_size).

Trait Implementations§

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impl Clone for ConvConfig

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fn clone(&self) -> ConvConfig

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ConvConfig

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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