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RotaryEmbedding

Struct RotaryEmbedding 

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pub struct RotaryEmbedding {
    pub head_dim: usize,
    pub max_positions: usize,
    pub theta: f32,
    /* private fields */
}
Expand description

Rotary Positional Embedding (RoPE).

Precomputes cos and sin tables for all positions up to max_positions. The rotation applies to pairs of dimensions (x_{2i}, x_{2i+1}) as:

x_out[2i]   = x[2i]*cos(θ_i*pos) − x[2i+1]*sin(θ_i*pos)
x_out[2i+1] = x[2i]*sin(θ_i*pos) + x[2i+1]*cos(θ_i*pos)

where θ_i = theta ^ (-2i / head_dim).

This embeds position information directly into the attention dot product without requiring separate positional embeddings.

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§head_dim: usize

Head dimension (must be even).

§max_positions: usize

Maximum sequence length for which tables are precomputed.

§theta: f32

RoPE base frequency (typically 10 000 for LLaMA-2, 500 000 for LLaMA-3).

Implementations§

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impl RotaryEmbedding

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pub fn new(head_dim: usize, max_positions: usize, theta: f32) -> LmResult<Self>

Build RoPE tables for the given configuration.

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pub fn apply( &self, x: &mut [f32], n_heads: usize, n_tokens: usize, offset: usize, ) -> LmResult<()>

Apply RoPE in-place to a QKV projection.

x has shape [n_tokens × n_heads × head_dim]. offset is the absolute position of the first token (for KV-cache decode).

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pub fn cos_at(&self, pos: usize, i: usize) -> f32

Cosine value for (position, half_dim_index).

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pub fn sin_at(&self, pos: usize, i: usize) -> f32

Sine value for (position, half_dim_index).

Trait Implementations§

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impl Clone for RotaryEmbedding

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fn clone(&self) -> RotaryEmbedding

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for RotaryEmbedding

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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impl<T> Any for T
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fn borrow_mut(&mut self) -> &mut T

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn into(self) -> U

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type Error = Infallible

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type Error = <U as TryFrom<T>>::Error

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