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ParallelismMode

Enum ParallelismMode 

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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.

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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).

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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§

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impl Clone for ParallelismMode

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fn clone(&self) -> ParallelismMode

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 Copy for ParallelismMode

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impl Debug for ParallelismMode

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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 Default for ParallelismMode

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fn default() -> ParallelismMode

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for ParallelismMode

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Eq for ParallelismMode

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impl PartialEq for ParallelismMode

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fn eq(&self, other: &ParallelismMode) -> bool

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl Serialize for ParallelismMode

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl StructuralPartialEq for ParallelismMode

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