pub enum ParallelismMode {
TensorParallel,
ReplicatedData,
}Expand description
Parallelism strategy for KV cache across workers.
This determines how KV blocks are distributed and transferred across multiple workers in a distributed inference setup.
Variants§
TensorParallel
Tensor parallel: each worker has a shard of each KV block.
This is the standard approach for tensor-parallel inference where attention heads are split across workers. Each worker stores and transfers only its portion of each KV block.
All workers have G1, G2, and G3 tiers. Operations execute on all workers simultaneously (SPMD).
ReplicatedData
Replicated data: all workers have full KV blocks (MLA scenario).
In MLA (Multi-head Latent Attention) architectures, KV blocks are replicated rather than sharded. Only rank 0 has G2/G3 storage; data is broadcast to other ranks after loading to G1.
This reduces storage requirements on non-rank-0 workers and is suitable when the model’s KV representation is the same across all attention heads.
Trait Implementations§
Source§impl Clone for ParallelismMode
impl Clone for ParallelismMode
Source§fn clone(&self) -> ParallelismMode
fn clone(&self) -> ParallelismMode
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
source. Read moreimpl Copy for ParallelismMode
Source§impl Debug for ParallelismMode
impl Debug for ParallelismMode
Source§impl Default for ParallelismMode
impl Default for ParallelismMode
Source§fn default() -> ParallelismMode
fn default() -> ParallelismMode
Source§impl<'de> Deserialize<'de> for ParallelismMode
impl<'de> Deserialize<'de> for ParallelismMode
Source§fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
impl Eq for ParallelismMode
Source§impl PartialEq for ParallelismMode
impl PartialEq for ParallelismMode
Source§impl Serialize for ParallelismMode
impl Serialize for ParallelismMode
impl StructuralPartialEq for ParallelismMode
Auto Trait Implementations§
impl Freeze for ParallelismMode
impl RefUnwindSafe for ParallelismMode
impl Send for ParallelismMode
impl Sync for ParallelismMode
impl Unpin for ParallelismMode
impl UnsafeUnpin for ParallelismMode
impl UnwindSafe for ParallelismMode
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