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75 lines
2.5 KiB
Python
75 lines
2.5 KiB
Python
from __future__ import annotations
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import logging
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from typing import Callable, Dict, Type
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import torch
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from sglang.srt.kv_canary.buffer_group import CanaryBufferGroup
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from sglang.srt.kv_canary.config import CanaryConfig
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from sglang.srt.kv_canary.pool_patcher.adapters.dsv4 import attach_dsv4
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from sglang.srt.kv_canary.pool_patcher.adapters.mha import attach_mha
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from sglang.srt.kv_canary.pool_patcher.adapters.swa import attach_swa
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from sglang.srt.kv_canary.pool_patcher.buffer_alloc import resolve_real_kv_read_bytes
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from sglang.srt.mem_cache.deepseek_v4_memory_pool import DeepSeekV4TokenToKVPool
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from sglang.srt.mem_cache.memory_pool import (
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KVCache,
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MHATokenToKVPool,
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MHATokenToKVPoolFP4,
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)
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from sglang.srt.mem_cache.swa_memory_pool import SWAKVPool
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logger = logging.getLogger(__name__)
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PoolAttacher = Callable[..., tuple[CanaryBufferGroup, ...]]
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_POOL_ATTACHERS: Dict[Type, PoolAttacher] = {
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MHATokenToKVPool: attach_mha,
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MHATokenToKVPoolFP4: attach_mha,
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SWAKVPool: attach_swa,
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DeepSeekV4TokenToKVPool: attach_dsv4,
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}
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def register_pool_attacher(pool_class: Type, attacher: PoolAttacher) -> None:
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_POOL_ATTACHERS[pool_class] = attacher
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def attach_canary_buffers(
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*,
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pool: KVCache,
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config: CanaryConfig,
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device: torch.device,
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kv_token_id_vs_position_offset: int,
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) -> tuple[CanaryBufferGroup, ...]:
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"""Install canary buffers on a KV pool and return the resulting CanaryBufferGroup tuple.
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``kv_token_id_vs_position_offset`` is propagated into every produced :class:`CanaryBufferGroup` (0 for target
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pools; 1 for draft pools where the input-ids rotation shifts the slot-to-token mapping by one).
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"""
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attacher = _POOL_ATTACHERS.get(type(pool))
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if attacher is None:
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raise NotImplementedError(
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f"kv-canary: no attacher registered for pool class {type(pool).__name__}; "
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f"supported: {sorted(cls.__name__ for cls in _POOL_ATTACHERS)}"
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)
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read_bytes = resolve_real_kv_read_bytes(config)
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groups = attacher(
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pool=pool,
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device=device,
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read_bytes=read_bytes,
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kv_token_id_vs_position_offset=kv_token_id_vs_position_offset,
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)
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logger.info(
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"attach_canary_buffers: pool=%s attacher=%s read_bytes=%d n_groups=%d kinds=%s "
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"kv_token_id_vs_position_offset=%d",
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type(pool).__name__,
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attacher.__name__,
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read_bytes,
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len(groups),
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[g.kind.name for g in groups],
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kv_token_id_vs_position_offset,
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)
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return groups
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