Skip to main content

ConvNetBlock

Struct ConvNetBlock 

Source
pub struct ConvNetBlock {
    pub conv: Conv1dDyn,
    pub bn: BatchNorm1D,
    pub activation: ActivationType,
    pub state: WaveNetLayerState,
    /* private fields */
}
Expand description

A single ConvNet feed-forward block.

Processing pipeline:

  1. Write input frames into the causal ring buffer
  2. Run causal Conv1D on the ring buffer → scratch buffer
  3. Apply BatchNorm (affine transform) in-place on scratch
  4. Apply activation function in-place on scratch
  5. Copy scratch to output

Fields§

§conv: Conv1dDyn

Causal 1D convolution (runtime dimensions).

§bn: BatchNorm1D

Batch normalization (pre-fused affine transform).

§activation: ActivationType

Activation function applied after batch norm.

§state: WaveNetLayerState

Ring buffer state for causal convolution lookback.

Implementations§

Source§

impl ConvNetBlock

Source

pub fn new( in_ch: usize, out_ch: usize, kernel: usize, dilation: usize, do_bias: bool, activation: ActivationType, alloc_num: usize, ) -> Result<Self>

Creates a new ConvNetBlock with zero-initialized weights.

Weights must be populated via set_conv_weights / set_conv_bias and set_bn_params by the dispatcher.

Source

pub fn receptive_field(&self) -> usize

Returns the receptive field contribution of this block.

Source

pub fn set_conv_weights(&mut self, weights: &[f32])

Loads convolution weights from a flat f32 slice.

Source

pub fn set_conv_bias(&mut self, bias: &[f32])

Loads convolution bias from a flat f32 slice.

Source

pub fn set_bn_params( &mut self, scale: &[f32], offset: &[f32], ) -> Result<(), NamErrorCode>

Loads pre-fused batch norm parameters.

Source

pub unsafe fn process_block( &mut self, input: &[f32], output: &mut [f32], num_frames: usize, )

Public dispatch wrapper that selects the optimal SIMD path.

§Safety

Input and output slices must have sizes compatible with the block dimensions: input.len() == num_frames * in_ch, output.len() == num_frames * out_ch.

Source

pub unsafe fn process_block_internal<M: SimdMath>( &mut self, input: &[f32], output: &mut [f32], num_frames: usize, )

SIMD-dispatched processing kernel.

§Safety

input.len() must equal num_frames * in_ch. output.len() must equal num_frames * out_ch.

Source

pub fn prewarm(&mut self)

Public prewarm wrapper with SIMD dispatch.

Source

pub unsafe fn prewarm_internal<M: SimdMath>(&mut self)

Fills the conv state buffer with a single frame of silence replicated backward to cover the entire receptive field.

§Safety

Must be called via dispatch_simd! macro. The state buffer must be properly allocated and the ring buffer start pointer must be valid.

Trait Implementations§

Source§

impl Clone for ConvNetBlock

Source§

fn clone(&self) -> ConvNetBlock

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

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

Mutably borrows from an owned value. Read more
Source§

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

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

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
Source§

impl<T> Downcast for T
where T: Any,

Source§

fn into_any(self: Box<T>) -> Box<dyn Any>

Convert Box<dyn Trait> (where Trait: Downcast) to Box<dyn Any>. Box<dyn Any> can then be further downcast into Box<ConcreteType> where ConcreteType implements Trait.
Source§

fn into_any_rc(self: Rc<T>) -> Rc<dyn Any>

Convert Rc<Trait> (where Trait: Downcast) to Rc<Any>. Rc<Any> can then be further downcast into Rc<ConcreteType> where ConcreteType implements Trait.
Source§

fn as_any(&self) -> &(dyn Any + 'static)

Convert &Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &Any’s vtable from &Trait’s.
Source§

fn as_any_mut(&mut self) -> &mut (dyn Any + 'static)

Convert &mut Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &mut Any’s vtable from &mut Trait’s.
Source§

impl<T> DowncastSync for T
where T: Any + Send + Sync,

Source§

fn into_any_arc(self: Arc<T>) -> Arc<dyn Any + Sync + Send>

Convert Arc<Trait> (where Trait: Downcast) to Arc<Any>. Arc<Any> can then be further downcast into Arc<ConcreteType> where ConcreteType implements Trait.
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

Source§

impl<T> SerializableAny for T
where T: 'static + Any + Clone + for<'a> Send + Sync,

Source§

impl<T, S> SimdFrom<T, S> for T
where S: Simd,

Source§

fn simd_from(value: T, _simd: S) -> T

Source§

impl<F, T, S> SimdInto<T, S> for F
where T: SimdFrom<F, S>, S: Simd,

Source§

fn simd_into(self, simd: S) -> T

Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

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

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.