pub struct RpropStep {
pub name: &'static str,
pub id: String,
pub block_size: i32,
pub kernel_source: String,
pub entry_point_source: String,
pub source: String,
}Expand description
Rprop step (resilient backpropagation).
sign = g * prev_g (product of current and previous gradient)
step_size = step_size * eta_plus if sign > 0
= step_size * eta_minus if sign < 0
= step_size otherwise
step_size = clamp(step_size, step_min, step_max)
g_masked = 0 if sign < 0 (gradient reversal: skip update)
= g otherwise
p -= sign(g_masked) * step_size
prev_g = g_maskedGrid: [ceil(n_elements / BLOCK_SIZE), 1, 1].
Fields§
§name: &'static strThe kernel function’s name (e.g. "flash_attention2_forward").
id: StringUnique kernel identifier: fn_name + dtype(s) + const values joined by “__”.
block_size: i32Compile-time kernel constant, from the annotated fn’s const generics.
kernel_source: StringThe original kernel function source.
entry_point_source: StringThe Rust source of the generated C-ABI entry-point wrapper function.
source: StringCombined source (kernel_source + "\n\n" + entry_point_source); used by the Kernel trait.
Implementations§
Trait Implementations§
Source§impl Kernel for RpropStep
impl Kernel for RpropStep
Source§type Args<'__a> = (*mut f32, *mut f32, *mut f32, *mut f32, i32, f32, f32, f32, f32)
type Args<'__a> = (*mut f32, *mut f32, *mut f32, *mut f32, i32, f32, f32, f32, f32)
This kernel’s launch-argument tuple type.
Source§fn kernel_source(&self) -> &str
fn kernel_source(&self) -> &str
This kernel’s body source, without the entry-point wrapper.
Source§fn entry_point_source(&self) -> &str
fn entry_point_source(&self) -> &str
Returns the Rust source of the generated C-ABI entry-point wrapper function.
Source§fn entry_point_name(&self) -> String
fn entry_point_name(&self) -> String
Returns the PTX symbol name for this kernel:
"{name}_entry_point".Auto Trait Implementations§
impl Freeze for RpropStep
impl RefUnwindSafe for RpropStep
impl Send for RpropStep
impl Sync for RpropStep
impl Unpin for RpropStep
impl UnsafeUnpin for RpropStep
impl UnwindSafe for RpropStep
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more