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155 lines
5.6 KiB
Python
155 lines
5.6 KiB
Python
"""Semantic cache for the Headroom proxy.
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Simple semantic cache based on message content hash with LRU eviction.
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Extracted from server.py for maintainability.
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"""
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from __future__ import annotations
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import asyncio
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import sys
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from collections import OrderedDict
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from datetime import datetime
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from typing import TYPE_CHECKING, Any
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if TYPE_CHECKING:
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from ..memory.tracker import ComponentStats
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from headroom.proxy.models import CacheEntry
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from headroom.proxy.semantic_cache_key_policy import compute_semantic_cache_key, strip_cache_control
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_strip_cache_control = strip_cache_control
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class SemanticCache:
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"""Simple semantic cache based on message content hash.
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Uses OrderedDict for O(1) LRU eviction instead of list with O(n) pop(0).
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"""
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def __init__(self, max_entries: int = 1000, ttl_seconds: int = 3600):
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self.max_entries = max_entries
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self.ttl_seconds = ttl_seconds
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# OrderedDict maintains insertion order and supports O(1) move_to_end/popitem
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self._cache: OrderedDict[str, CacheEntry] = OrderedDict()
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self._lock = asyncio.Lock()
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def _compute_key(self, messages: list[dict], model: str, **key_fields: Any) -> str:
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"""Compute cache key from messages, model, and response-shaping fields.
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``key_fields`` carries every request field that changes generation,
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forwarded verbatim from each handler's ``cache_key_fields`` snapshot —
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that snapshot, next to the ``body.get`` reads, is the authoritative field
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list. The key must include all of them, or two requests with identical
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``messages`` but a different ``system`` prompt (top-level on Anthropic,
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never in messages), tool set, sampling config, or output shape collide
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and the second caller is served the first's response. Each value is run
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through ``_strip_cache_control`` so a moved ``cache_control`` breakpoint
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on ``system``/``tools`` does not fragment the key (scalars pass through
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untouched). Absent fields don't contribute, so truly-identical requests
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still hit.
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"""
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return compute_semantic_cache_key(messages, model, **key_fields)
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async def get(self, messages: list[dict], model: str, **key_fields: Any) -> CacheEntry | None:
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"""Get cached response if exists and not expired."""
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key = self._compute_key(messages, model, **key_fields)
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async with self._lock:
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entry = self._cache.get(key)
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if entry is None:
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return None
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# Check expiration
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age = (datetime.now() - entry.created_at).total_seconds()
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if age > entry.ttl_seconds:
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del self._cache[key]
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return None
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entry.hit_count += 1
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# Move to end for LRU (O(1) operation)
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self._cache.move_to_end(key)
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return entry
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async def set(
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self,
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messages: list[dict],
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model: str,
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response_body: bytes,
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response_headers: dict[str, str],
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tokens_saved: int = 0,
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**key_fields: Any,
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):
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"""Cache a response."""
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key = self._compute_key(messages, model, **key_fields)
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async with self._lock:
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# If key already exists, remove it first to update position
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if key in self._cache:
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del self._cache[key]
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# Evict oldest entries if at capacity (LRU) - O(1) with popitem
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while len(self._cache) >= self.max_entries:
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self._cache.popitem(last=False) # Remove oldest (first) entry
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self._cache[key] = CacheEntry(
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response_body=response_body,
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response_headers=response_headers,
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created_at=datetime.now(),
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ttl_seconds=self.ttl_seconds,
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tokens_saved_per_hit=tokens_saved,
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)
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async def stats(self) -> dict:
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"""Get cache statistics."""
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async with self._lock:
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total_hits = sum(e.hit_count for e in self._cache.values())
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return {
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"entries": len(self._cache),
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"max_entries": self.max_entries,
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"total_hits": total_hits,
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"ttl_seconds": self.ttl_seconds,
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}
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async def clear(self):
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"""Clear all cache entries."""
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async with self._lock:
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self._cache.clear()
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def get_memory_stats(self) -> ComponentStats:
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"""Get memory statistics for the MemoryTracker.
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Returns:
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ComponentStats with current memory usage.
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"""
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from ..memory.tracker import ComponentStats
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# Take a snapshot of cache values under the lock to avoid iterating
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# over a dict that may be mutated concurrently by async coroutines.
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# The lock is an asyncio.Lock and cannot be acquired in a sync method,
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# so we do a single atomic copy of the values view instead.
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snapshot = list(self._cache.values())
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entry_count = len(snapshot)
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size_bytes = sys.getsizeof(self._cache)
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total_hits = 0
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for entry in snapshot:
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size_bytes += sys.getsizeof(entry)
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size_bytes += len(entry.response_body)
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size_bytes += sys.getsizeof(entry.response_headers)
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for k, v in entry.response_headers.items():
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size_bytes += len(k) + len(v)
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total_hits += entry.hit_count
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return ComponentStats(
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name="semantic_cache",
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entry_count=entry_count,
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size_bytes=size_bytes,
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budget_bytes=None,
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hits=total_hits,
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misses=0, # Would need to track this separately
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evictions=0, # Would need to track this separately
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)
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