Struct Conv2dBnSiluForward 

pub struct Conv2dBnSiluForward {

    pub name: &'static str,
    pub id: String,
    pub kh: i32,
    pub kw: i32,
    pub stride_h: i32,
    pub stride_w: i32,
    pub pad_h: i32,
    pub pad_w: i32,
    pub g: i32,
    pub block_ow: i32,
    pub kernel_source: String,
    pub entry_point_source: String,
    pub source: String,
}

Fused Conv2d + BatchNorm2d (inference) + SiLU forward pass.

Epilog fusion: after the conv accumulation loop, applies BN affine and SiLU in registers before the final global store, eliminating 2 intermediate global memory round-trips vs 3 separate kernels.

BN parameters must be precomputed by the caller as: bn_scale[c] = gamma[c] / sqrt(var[c] + eps) bn_shift[c] = beta[c] - bn_scale[c] * mean[c]

Grid: pid = ((b * C_OUT + c_out) * OH + oh) * num_ow_tiles + ow_tile

Inference-only; no backward pass.

Fields

name: &'static str

The kernel function’s name (e.g. "flash_attention2_forward").

id: String

Unique kernel identifier: fn_name + dtype(s) + const values joined by “__”.

kh: i32

Compile-time kernel constant, from the annotated fn’s const generics.

kw: i32

Compile-time kernel constant, from the annotated fn’s const generics.

stride_h: i32

Compile-time kernel constant, from the annotated fn’s const generics.

stride_w: i32

Compile-time kernel constant, from the annotated fn’s const generics.

pad_h: i32

Compile-time kernel constant, from the annotated fn’s const generics.

pad_w: i32

Compile-time kernel constant, from the annotated fn’s const generics.

g: i32

Compile-time kernel constant, from the annotated fn’s const generics.

block_ow: i32

Compile-time kernel constant, from the annotated fn’s const generics.

kernel_source: String

The original kernel function source.

entry_point_source: String

The Rust source of the generated C-ABI entry-point wrapper function.

source: String

Combined source (kernel_source + "\n\n" + entry_point_source); used by the Kernel trait.

Implementations

impl Conv2dBnSiluForward

pub fn new( kh: i32, kw: i32, stride_h: i32, stride_w: i32, pad_h: i32, pad_w: i32, g: i32, block_ow: i32, ) -> Self

Constructs a new kernel instance for these compile-time parameters.

Trait Implementations

impl Kernel for Conv2dBnSiluForward

type Args<'__a> = (*mut f32, *mut f32, *mut f32, *mut f32, *mut f32, i32, i32, i32, i32, i32, i32, i32)

This kernel’s launch-argument tuple type.

fn id(&self) -> String

A content hash of this kernel’s source, used as a cache key.

fn name(&self) -> &str

This kernel’s name.

fn source(&self) -> &str

This kernel’s full source (DSL + kernel body + entry point wrapper).

fn kernel_source(&self) -> &str

This kernel’s body source, without the entry-point wrapper.

fn entry_point_source(&self) -> &str

Returns the Rust source of the generated C-ABI entry-point wrapper function.

fn entry_point_name(&self) -> String

Returns the PTX symbol name for this kernel: "{name}_entry_point".

impl RuntimeOp for Conv2dBnSiluForward

fn n_activation_inputs(&self) -> usize

Number of activation tensors taken from predecessor DAG nodes.

fn param_shapes( &self, input_shapes: &[&[usize]], output_shape: &[usize], ) -> Vec<Vec<usize>>

Shapes of additional parameter buffers (weights, biases) needed by this op. Called at LoadedModel::load() time to pre-allocate device buffers. input_shapes / output_shape are concrete (batch dim resolved).

fn param_names(&self) -> &'static [&'static str]

Names of parameter slots returned by [param_shapes], in the same order. Used as the suffix in the dotted key {node_name}.{slot_name}. Return an empty slice for ops that have no named parameters.

fn pack_args( &self, inputs: &[(RawPtr, &[usize])], params: &[RawPtr], output: RawPtr, output_shape: &[usize], _output_row_stride: i32, visitor: &mut dyn ArgVisitor, )

Pack all kernel arguments into visitor in the correct order.

fn block(&self) -> [u32; 3]

Threads-per-CTA for this kernel (x, y, z).

fn grid(&self, output_shape: &[usize]) -> [u32; 3]

Number of CTAs to launch (x, y, z), given the concrete output shape.

fn forward_output_row_stride(&self, output_shape: &[usize]) -> usize

Returns the required row stride (in elements) for the output buffer of this op’s forward kernel. The default is the natural row-major stride (output_shape[-1]). Kernels using TMA must round up to satisfy the 16-byte alignment constraint (e.g. 4 elements for f32).

fn param_init_data(&self, _param_idx: usize) -> Option<Vec<u8>>

Returns raw (little-endian) bytes to pre-populate parameter slot param_idx immediately after device buffer allocation. Return None to leave the slot zero-initialised (the default for trained parameters). Byte count must equal param_shapes()[param_idx].iter().product() * dtype_bytes.

fn compute_concrete_output_shape( &self, _input_shapes: &[&[usize]], resolved: &[usize], ) -> Vec<usize>

Override to compute the true concrete output shape from concrete input shapes.

fn n_launches(&self) -> usize

Number of sequential kernel launches this op requires.

fn pack_args_for_launch( &self, launch_idx: usize, inputs: &[(*mut c_void, &[usize])], params: &[*mut c_void], output: *mut c_void, output_shape: &[usize], output_row_stride: i32, visitor: &mut dyn ArgVisitor, )

Pack kernel arguments for launch i (0-indexed).

fn grid_for_launch( &self, launch_idx: usize, input_shapes: &[&[usize]], output_shape: &[usize], ) -> [u32; 3]

Grid for launch i. Receives concrete input shapes so that per-chunk grids can be computed without storing them in the op.

fn has_backward(&self) -> bool

Returns true if this op has a backward (gradient) kernel.

fn backward_grad_output_row_stride(&self, output_shape: &[usize]) -> usize

Returns the required row stride (in elements) for the grad_output buffer passed to pack_backward_args. The default is the natural row-major stride (output_shape[-1]). Kernels using TMA must round up to satisfy the 16-byte alignment constraint (e.g. 4 elements for f32).

fn pack_backward_args( &self, inputs: &[(*mut c_void, &[usize])], params: &[*mut c_void], output: *mut c_void, output_shape: &[usize], grad_output: *mut c_void, grad_output_row_stride: i32, grad_inputs: &[*mut c_void], grad_params: &[*mut c_void], visitor: &mut dyn ArgVisitor, )

Pack backward kernel arguments.

fn backward_block(&self) -> [u32; 3]

Threads-per-CTA for the backward kernel.

fn backward_grid( &self, input_shapes: &[&[usize]], output_shape: &[usize], ) -> [u32; 3]

Number of CTAs for the backward kernel.

fn n_backward_launches(&self) -> usize

Number of sequential kernel launches for the backward pass.

fn pack_backward_args_for_launch( &self, launch_idx: usize, inputs: &[(*mut c_void, &[usize])], params: &[*mut c_void], output: *mut c_void, output_shape: &[usize], grad_output: *mut c_void, grad_output_row_stride: i32, grad_inputs: &[*mut c_void], grad_params: &[*mut c_void], visitor: &mut dyn ArgVisitor, )

Pack backward kernel arguments for launch i (0-indexed).

fn backward_grid_for_launch( &self, launch_idx: usize, input_shapes: &[&[usize]], output_shape: &[usize], ) -> [u32; 3]

Grid for backward launch i.