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Conv1d

Struct Conv1d 

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pub struct Conv1d<D: Dtype, IT, OT, const RANK: usize> {
    pub in_channels: usize,
    pub out_channels: usize,
    pub kernel_l: usize,
    pub stride: usize,
    pub padding: usize,
    pub has_bias: bool,
    /* private fields */
}
Expand description

1-D convolution layer: output = conv1d(input, weight) [+ b]

Input shape: [N, C_in, L_in ] Output shape: [N, C_out, L_out]

where: L_out = (L_in + 2*padding - kernel_l) / stride + 1

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§in_channels: usize

Number of input channels.

§out_channels: usize

Number of output channels.

§kernel_l: usize

Convolution kernel length.

§stride: usize

Stride.

§padding: usize

Zero-padding applied to both sides of the input.

§has_bias: bool

Whether to add a learned bias.

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impl<D: Dtype, IT, OT, const RANK: usize> Conv1d<D, IT, OT, RANK>

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pub fn new( in_channels: usize, out_channels: usize, kernel_size: usize, stride: usize, padding: usize, has_bias: bool, ) -> Self

Creates a new Conv1d layer.

Trait Implementations§

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impl<D: Dtype, IT: Tensor<D, RANK> + EagerTensor, OT: Tensor<D, RANK>, const RANK: usize> Layer<IT> for Conv1d<D, IT, OT, RANK>

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type Output = OT

This layer’s output type.
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fn call(&self, _input: IT) -> Self::Output

Applies this layer to input.
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impl<D: Dtype, const RANK: usize> Layer<SymTensor> for Conv1d<D, SymTensor, SymTensor, RANK>

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type Output = SymTensor

This layer’s output type.
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fn call(&self, input: SymTensor) -> SymTensor

Applies this layer to input.

Auto Trait Implementations§

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impl<D, IT, OT, const RANK: usize> Freeze for Conv1d<D, IT, OT, RANK>

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impl<D, IT, OT, const RANK: usize> RefUnwindSafe for Conv1d<D, IT, OT, RANK>

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impl<D, IT, OT, const RANK: usize> Send for Conv1d<D, IT, OT, RANK>
where D: Send, IT: Send, OT: Send,

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impl<D, IT, OT, const RANK: usize> Sync for Conv1d<D, IT, OT, RANK>
where D: Sync, IT: Sync, OT: Sync,

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impl<D, IT, OT, const RANK: usize> Unpin for Conv1d<D, IT, OT, RANK>
where D: Unpin, IT: Unpin, OT: Unpin,

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impl<D, IT, OT, const RANK: usize> UnsafeUnpin for Conv1d<D, IT, OT, RANK>

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impl<D, IT, OT, const RANK: usize> UnwindSafe for Conv1d<D, IT, OT, RANK>
where D: UnwindSafe, IT: UnwindSafe, OT: UnwindSafe,

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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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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impl<T> Same for T

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type Output = T

Should always be Self
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.