98 lines
2.6 KiB
Python
98 lines
2.6 KiB
Python
from __future__ import annotations
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"""Cache for chunked prefill, used when RadixCache is disabled."""
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from typing import TYPE_CHECKING, Callable, Dict, List, Optional, Tuple
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import torch
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from sglang.srt.mem_cache.base_prefix_cache import BasePrefixCache
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from sglang.srt.mem_cache.memory_pool import ReqToTokenPool, TokenToKVPoolAllocator
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if TYPE_CHECKING:
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from sglang.srt.managers.schedule_batch import Req
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class ChunkCacheEntry:
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def __init__(self, rid: str, value: torch.Tensor):
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self.rid = rid
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self.value = value
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class ChunkCache(BasePrefixCache):
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def __init__(
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self,
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req_to_token_pool: ReqToTokenPool,
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token_to_kv_pool_allocator: TokenToKVPoolAllocator,
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):
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self.disable = True
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self.req_to_token_pool = req_to_token_pool
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self.token_to_kv_pool_allocator = token_to_kv_pool_allocator
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self.entries: Dict[str, ChunkCacheEntry] = {}
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self.reset()
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def reset(self):
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self.entries = {}
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def match_prefix(self, rid: int, key: List[int]) -> Tuple[List[int], int]:
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if rid not in self.entries:
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return [], None
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entry = self.entries[rid]
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max_prefix_len = len(key)
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return entry.value[:max_prefix_len], entry
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def cache_finished_req(self, req: Req, token_ids: Optional[List[int]] = None):
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if token_ids is None:
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token_id_len = len(req.origin_input_ids) + len(req.output_ids) - 1
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else:
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token_id_len = len(token_ids)
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kv_indices = self.req_to_token_pool.req_to_token[
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req.req_pool_idx, :token_id_len
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]
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self.req_to_token_pool.free(req.req_pool_idx)
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self.token_to_kv_pool_allocator.free(kv_indices)
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if req.rid in self.entries:
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del self.entries[req.rid]
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def cache_unfinished_req(self, req: Req):
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token_id_len = len(req.fill_ids)
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kv_indices = self.req_to_token_pool.req_to_token[
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req.req_pool_idx, :token_id_len
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]
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if req.rid not in self.entries:
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self.entries[req.rid] = ChunkCacheEntry(req.rid, kv_indices)
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entry = self.entries[req.rid]
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entry.value = kv_indices
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req.prefix_indices = kv_indices
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req.last_node = entry
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def insert(self):
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raise NotImplementedError()
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def evict(self, num_tokens: int, evict_callback: Callable):
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pass
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def inc_lock_ref(self, node):
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return 0
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def dec_lock_ref(self, node):
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return 0
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def evictable_size(self):
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return 0
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def pretty_print(self):
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return ""
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def protected_size(self):
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return 0
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def pretty_print(self):
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return ""
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