pub fn cosine_embedding_loss_forward<T: Triton, const BLOCK_SIZE: i32>(
x1_ptr: T::Pointer<f32>,
x2_ptr: T::Pointer<f32>,
y_ptr: T::Pointer<f32>,
out_ptr: T::Pointer<f32>,
_n_rows: i32,
n_dim: i32,
margin: 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
Cosine embedding loss forward (per-row).
cos_sim = dot(x1[n], x2[n]) / (||x1[n]|| * ||x2[n]||)
out[n] = 1 - cos_sim if y[n] == 1
= max(0, cos_sim - margin) if y[n] == -1Grid: [n_rows, 1, 1]. BLOCK_SIZE must equal next_power_of_two(n_dim).