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SpatialDropoutLayer

Struct SpatialDropoutLayer 

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pub struct SpatialDropoutLayer { /* private fields */ }
Expand description

Spatial dropout for convolutional layers

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impl SpatialDropoutLayer

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pub fn new(dropout_rate: f32) -> Result<Self>

Create a new spatial dropout layer

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impl Debug for SpatialDropoutLayer

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

Formats the value using the given formatter. Read more
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impl Display for SpatialDropoutLayer

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

Formats the value using the given formatter. Read more
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impl Layer for SpatialDropoutLayer

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fn forward(&mut self, input: &Tensor, training: TrainingMode) -> Result<Tensor>

Forward pass through the layer
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fn backward(&mut self, grad_output: &Tensor) -> Result<Tensor>

Backward pass through the layer
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fn parameters(&self) -> Vec<&Tensor>

Get layer parameters (weights, biases, etc.)
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fn parameters_mut(&mut self) -> Vec<&mut Tensor>

Get mutable layer parameters for optimization
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fn gradients(&self) -> Vec<&Tensor>

Get layer gradients
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fn gradients_mut(&mut self) -> Vec<&mut Tensor>

Get mutable layer gradients
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fn zero_grad(&mut self)

Zero gradients
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fn name(&self) -> &str

Get layer name/type
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fn output_shape(&self, input_shape: &[usize]) -> Result<Vec<usize>>

Get output shape for given input shape
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fn set_training(&mut self, training: bool)

Set training mode
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fn training(&self) -> bool

Check if layer is in training mode
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fn to_device(&mut self, _device: Device) -> Result<()>

Move layer to device
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fn clone_layer(&self) -> Result<Box<dyn Layer>>

Clone layer (for model copying)
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fn num_parameters(&self) -> usize

Get number of parameters

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

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where T: ?Sized,

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fn borrow(&self) -> &T

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fn borrow_mut(&mut self) -> &mut T

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impl<T> From<T> for T

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fn from(t: T) -> T

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

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unsafe fn deref<'a>(ptr: usize) -> &'a T

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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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fn to_string(&self) -> String

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type Error = Infallible

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type Error = <U as TryFrom<T>>::Error

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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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fn vzip(self) -> V