pub fn adamax_step<T: Triton, const BLOCK_SIZE: i32>(
params_ptr: T::Pointer<f32>,
grad_ptr: T::Pointer<f32>,
exp_avg_ptr: T::Pointer<f32>,
exp_inf_ptr: T::Pointer<f32>,
n_elements: i32,
clr: f32,
beta1: f32,
beta2: f32,
eps: f32,
weight_decay: f32,
)where
T::I32Tensor: Tensor<i32, 1> + Comparison<i32, BoolTensor = T::BoolTensor>,
T::Pointer<f32>: AddOffsets<i32, 1, T::I32Tensor, Output = T::Tensor<T::Pointer<f32>>>,Expand description
Adamax step (infinity-norm variant of Adam).
exp_avg = beta1 * exp_avg + (1 - beta1) * g
exp_inf = max(beta2 * exp_inf, |g| + eps)
p = p - clr * exp_avg / exp_infclr = lr / (1 - beta1^t) is precomputed on the host.
Grid: [ceil(n_elements / BLOCK_SIZE), 1, 1].