pub struct TensorParallelConfig {
pub tp_rank: usize,
pub tp_size: usize,
pub hidden_size: usize,
pub intermediate_size: usize,
pub num_heads: usize,
pub num_kv_heads: usize,
pub head_dim: usize,
}Expand description
Tensor parallel configuration for a single GPU.
Fields§
§tp_rank: usizeThis GPU’s rank within the TP group
tp_size: usizeTotal GPUs in the TP group
Full hidden size (before sharding)
intermediate_size: usizeFull intermediate size (before sharding)
num_heads: usizeNumber of attention heads (must be divisible by tp_size)
num_kv_heads: usizeNumber of KV heads (must be divisible by tp_size)
head_dim: usizeHead dimension
Implementations§
Source§impl TensorParallelConfig
impl TensorParallelConfig
Sourcepub fn new(
tp_rank: usize,
tp_size: usize,
hidden_size: usize,
intermediate_size: usize,
num_heads: usize,
num_kv_heads: usize,
) -> Self
pub fn new( tp_rank: usize, tp_size: usize, hidden_size: usize, intermediate_size: usize, num_heads: usize, num_kv_heads: usize, ) -> Self
Sourcepub fn local_num_heads(&self) -> usize
pub fn local_num_heads(&self) -> usize
Number of Q heads on this GPU.
Sourcepub fn local_num_kv_heads(&self) -> usize
pub fn local_num_kv_heads(&self) -> usize
Number of KV heads on this GPU.
Sourcepub fn local_q_size(&self) -> usize
pub fn local_q_size(&self) -> usize
Local Q projection size: local_heads × head_dim.
Sourcepub fn local_kv_size(&self) -> usize
pub fn local_kv_size(&self) -> usize
Local KV projection size: local_kv_heads × head_dim.
Sourcepub fn local_intermediate_size(&self) -> usize
pub fn local_intermediate_size(&self) -> usize
Local intermediate (FFN) size.
Sourcepub fn weight_memory_fraction(&self) -> f64
pub fn weight_memory_fraction(&self) -> f64
Memory savings from tensor parallelism (ratio).
TP shards attention + FFN weights. Embedding and norms are replicated.
Trait Implementations§
Source§impl Clone for TensorParallelConfig
impl Clone for TensorParallelConfig
Source§fn clone(&self) -> TensorParallelConfig
fn clone(&self) -> TensorParallelConfig
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for TensorParallelConfig
impl RefUnwindSafe for TensorParallelConfig
impl Send for TensorParallelConfig
impl Sync for TensorParallelConfig
impl Unpin for TensorParallelConfig
impl UnsafeUnpin for TensorParallelConfig
impl UnwindSafe for TensorParallelConfig
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