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Python class

MSAKVCacheParams

MSAKVCacheParamsโ€‹

class max.nn.kv_cache.MSAKVCacheParams(dtype, head_dim, num_layers, devices, enable_prefix_caching=False, enable_dp_cross_replica_prefix_copy=True, per_layer_buffers=False, kv_hash_algo='ahash64', kv_hash_seed=None, kv_connector_config=<factory>, page_size=128, data_parallel_degree=1, kvcache_quant_config=None, speculative_method=None, num_draft_tokens=0, window_size=None, *, n_kv_heads, allow_kv_head_replication=False)

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Bases: MHAKVCacheParams

KV cache parameters for multi-step attention (MSA).

Parameters:

  • dtype (DType)
  • head_dim (int)
  • num_layers (int)
  • devices (Sequence[DeviceRef])
  • enable_prefix_caching (bool)
  • enable_dp_cross_replica_prefix_copy (bool)
  • per_layer_buffers (bool)
  • kv_hash_algo (Literal['ahash64', 'sha256', 'sha256_64'])
  • kv_hash_seed (bytes | None)
  • kv_connector_config (KVConnectorConfigInterface)
  • page_size (int)
  • data_parallel_degree (int)
  • kvcache_quant_config (KVCacheQuantizationConfig | None)
  • speculative_method (Literal['eagle', 'mtp', 'dflash', 'dflash2'] | None)
  • num_draft_tokens (int)
  • window_size (int | None)
  • n_kv_heads (int)
  • allow_kv_head_replication (bool)

graph_capture_probe_cache_lengths()โ€‹

graph_capture_probe_cache_lengths(max_cache_length, q_max_seq_len=1)

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Returns cache lengths to probe for distinct num_partitions.

Parameters:

  • max_cache_length (int)
  • q_max_seq_len (int)

Return type:

list[int]

resolve_attn_key()โ€‹

resolve_attn_key(batch_size, max_prompt_length, max_cache_valid_length)

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Resolves the decode attention dispatch shape for the given shape.

Parameters:

  • batch_size (int)
  • max_prompt_length (int)
  • max_cache_valid_length (int)

Return type:

AttnKeyInterface