Struct SeparableConv2dLayer 

pub struct SeparableConv2dLayer { /* private fields */ }

Separable 2D convolution layer (NHWC layout).

Composed of a depthwise convolution followed by a pointwise (1x1) convolution. Depthwise kernel shape: [KH, KW, C_in, 1], pointwise kernel: [1, 1, C_in, C_out].

Implementations

impl SeparableConv2dLayer

pub fn new( in_channels: usize, out_channels: usize, kernel_h: usize, kernel_w: usize, stride_h: usize, stride_w: usize, depthwise_weight: Tensor, pointwise_weight: Tensor, bias: Option<Tensor>, ) -> Result<Self, ModelError>

pub fn zero_init( in_channels: usize, out_channels: usize, kernel_h: usize, kernel_w: usize, stride_h: usize, stride_w: usize, use_bias: bool, ) -> Result<Self, ModelError>

pub fn register_params(&mut self, graph: &mut Graph)

pub fn sync_from_graph(&mut self, graph: &Graph) -> Result<(), ModelError>

pub fn in_channels(&self) -> usize

pub fn out_channels(&self) -> usize

pub fn kernel_h(&self) -> usize

pub fn kernel_w(&self) -> usize

pub fn stride_h(&self) -> usize

pub fn stride_w(&self) -> usize

pub fn depthwise(&self) -> &DepthwiseConv2dLayer

pub fn pointwise(&self) -> &Conv2dLayer

pub fn depthwise_mut(&mut self) -> &mut DepthwiseConv2dLayer

pub fn pointwise_mut(&mut self) -> &mut Conv2dLayer

pub fn forward( &self, graph: &mut Graph, input: NodeId, ) -> Result<NodeId, ModelError>

pub fn forward_inference(&self, input: &Tensor) -> Result<Tensor, ModelError>

Trait Implementations

impl Clone for SeparableConv2dLayer

fn clone(&self) -> SeparableConv2dLayer

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for SeparableConv2dLayer

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

Formats the value using the given formatter.

impl PartialEq for SeparableConv2dLayer

fn eq(&self, other: &SeparableConv2dLayer) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl StructuralPartialEq for SeparableConv2dLayer