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PruningMask

Struct PruningMask 

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pub struct PruningMask {
    pub mask: Vec<bool>,
    pub shape: Vec<usize>,
    pub name: Option<String>,
}
Expand description

Pruning mask indicating which weights are kept or pruned

The mask uses true to indicate weights that should be KEPT, and false for weights that should be PRUNED (zeroed).

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§mask: Vec<bool>

Boolean mask (true = keep, false = prune)

§shape: Vec<usize>

Shape of the mask (same as weight tensor)

§name: Option<String>

Optional layer name

Implementations§

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impl PruningMask

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pub fn new(mask: Vec<bool>, shape: Vec<usize>) -> Self

Creates a new pruning mask

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pub fn with_name(mask: Vec<bool>, shape: Vec<usize>, name: String) -> Self

Creates a new pruning mask with a name

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pub fn ones(shape: &[usize]) -> Self

Creates an all-ones mask (keep everything)

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pub fn zeros(shape: &[usize]) -> Self

Creates an all-zeros mask (prune everything)

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pub fn numel(&self) -> usize

Returns the number of elements in the mask

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pub fn num_kept(&self) -> usize

Returns the number of weights kept (not pruned)

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pub fn num_pruned(&self) -> usize

Returns the number of weights pruned

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pub fn sparsity(&self) -> f32

Returns the sparsity (fraction of pruned weights)

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pub fn and(&self, other: &PruningMask) -> Result<PruningMask>

Combines two masks with logical AND (both must keep)

§Errors

Returns an error if mask sizes don’t match

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pub fn or(&self, other: &PruningMask) -> Result<PruningMask>

Combines two masks with logical OR (either keeps)

§Errors

Returns an error if mask sizes don’t match

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pub fn invert(&self) -> PruningMask

Inverts the mask

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pub fn apply(&self, weights: &WeightTensor) -> Result<WeightTensor>

Applies the mask to a weight tensor, zeroing pruned weights

§Errors

Returns an error if sizes don’t match

Trait Implementations§

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impl Clone for PruningMask

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fn clone(&self) -> PruningMask

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

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

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

Formats the value using the given formatter. Read more

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