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rmsprop_momentum_step

Function rmsprop_momentum_step 

Source
pub fn rmsprop_momentum_step<T: Triton, const BLOCK_SIZE: i32>(
    params_ptr: T::Pointer<f32>,
    grad_ptr: T::Pointer<f32>,
    square_avg_ptr: T::Pointer<f32>,
    buf_ptr: T::Pointer<f32>,
    n_elements: i32,
    lr: f32,
    alpha: f32,
    eps: f32,
    weight_decay: f32,
    momentum: 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

RMSprop step with momentum.

square_avg = alpha * square_avg + (1 - alpha) * g²
buf        = momentum * buf + g / sqrt(square_avg + eps)
p          = p - lr * buf

Grid: [ceil(n_elements / BLOCK_SIZE), 1, 1].