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@ -14,11 +14,13 @@ |
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import enum |
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import logging |
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import threading |
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from typing import Any, Dict, Generic, Iterable, Optional, Set, TypeVar |
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from typing import Any, Dict, Generic, Iterable, Optional, Set, Tuple, TypeVar, Union |
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import attr |
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from typing_extensions import Literal |
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from synapse.util.caches.lrucache import LruCache |
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from synapse.util.caches.treecache import TreeCache |
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logger = logging.getLogger(__name__) |
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@ -33,10 +35,12 @@ DV = TypeVar("DV") |
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# This class can't be generic because it uses slots with attrs. |
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# See: https://github.com/python-attrs/attrs/issues/313 |
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@attr.s(slots=True, auto_attribs=True) |
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@attr.s(slots=True, frozen=True, auto_attribs=True) |
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class DictionaryEntry: # should be: Generic[DKT, DV]. |
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"""Returned when getting an entry from the cache |
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If `full` is true then `known_absent` will be the empty set. |
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Attributes: |
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full: Whether the cache has the full or dict or just some keys. |
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If not full then not all requested keys will necessarily be present |
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@ -53,20 +57,90 @@ class DictionaryEntry: # should be: Generic[DKT, DV]. |
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return len(self.value) |
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class _FullCacheKey(enum.Enum): |
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"""The key we use to cache the full dict.""" |
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KEY = object() |
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class _Sentinel(enum.Enum): |
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# defining a sentinel in this way allows mypy to correctly handle the |
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# type of a dictionary lookup. |
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sentinel = object() |
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class _PerKeyValue(Generic[DV]): |
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"""The cached value of a dictionary key. If `value` is the sentinel, |
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indicates that the requested key is known to *not* be in the full dict. |
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""" |
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__slots__ = ["value"] |
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def __init__(self, value: Union[DV, Literal[_Sentinel.sentinel]]) -> None: |
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self.value = value |
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def __len__(self) -> int: |
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# We add a `__len__` implementation as we use this class in a cache |
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# where the values are variable length. |
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return 1 |
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class DictionaryCache(Generic[KT, DKT, DV]): |
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"""Caches key -> dictionary lookups, supporting caching partial dicts, i.e. |
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fetching a subset of dictionary keys for a particular key. |
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This cache has two levels of key. First there is the "cache key" (of type |
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`KT`), which maps to a dict. The keys to that dict are the "dict key" (of |
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type `DKT`). The overall structure is therefore `KT->DKT->DV`. For |
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example, it might look like: |
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{ |
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1: { 1: "a", 2: "b" }, |
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2: { 1: "c" }, |
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} |
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It is possible to look up either individual dict keys, or the *complete* |
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dict for a given cache key. |
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Each dict item, and the complete dict is treated as a separate LRU |
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entry for the purpose of cache expiry. For example, given: |
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dict_cache.get(1, None) -> DictionaryEntry({1: "a", 2: "b"}) |
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dict_cache.get(1, [1]) -> DictionaryEntry({1: "a"}) |
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dict_cache.get(1, [2]) -> DictionaryEntry({2: "b"}) |
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... then the cache entry for the complete dict will expire first, |
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followed by the cache entry for the '1' dict key, and finally that |
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for the '2' dict key. |
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""" |
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def __init__(self, name: str, max_entries: int = 1000): |
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self.cache: LruCache[KT, DictionaryEntry] = LruCache( |
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max_size=max_entries, cache_name=name, size_callback=len |
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# We use a single LruCache to store two different types of entries: |
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# 1. Map from (key, dict_key) -> dict value (or sentinel, indicating |
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# the key doesn't exist in the dict); and |
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# 2. Map from (key, _FullCacheKey.KEY) -> full dict. |
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# |
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# The former is used when explicit keys of the dictionary are looked up, |
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# and the latter when the full dictionary is requested. |
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# |
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# If when explicit keys are requested and not in the cache, we then look |
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# to see if we have the full dict and use that if we do. If found in the |
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# full dict each key is added into the cache. |
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# |
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# This set up allows the `LruCache` to prune the full dict entries if |
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# they haven't been used in a while, even when there have been recent |
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# queries for subsets of the dict. |
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# |
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# Typing: |
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# * A key of `(KT, DKT)` has a value of `_PerKeyValue` |
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# * A key of `(KT, _FullCacheKey.KEY)` has a value of `Dict[DKT, DV]` |
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self.cache: LruCache[ |
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Tuple[KT, Union[DKT, Literal[_FullCacheKey.KEY]]], |
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Union[_PerKeyValue, Dict[DKT, DV]], |
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] = LruCache( |
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max_size=max_entries, |
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cache_name=name, |
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cache_type=TreeCache, |
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size_callback=len, |
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) |
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self.name = name |
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@ -91,23 +165,83 @@ class DictionaryCache(Generic[KT, DKT, DV]): |
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Args: |
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key |
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dict_keys: If given a set of keys then return only those keys |
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that exist in the cache. |
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that exist in the cache. If None then returns the full dict |
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if it is in the cache. |
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Returns: |
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DictionaryEntry |
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DictionaryEntry: If `dict_keys` is not None then `DictionaryEntry` |
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will contain include the keys that are in the cache. If None then |
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will either return the full dict if in the cache, or the empty |
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dict (with `full` set to False) if it isn't. |
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""" |
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entry = self.cache.get(key, _Sentinel.sentinel) |
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if entry is not _Sentinel.sentinel: |
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if dict_keys is None: |
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return DictionaryEntry( |
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entry.full, entry.known_absent, dict(entry.value) |
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) |
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# The caller wants the full set of dictionary keys for this cache key |
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return self._get_full_dict(key) |
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# We are being asked for a subset of keys. |
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# First go and check for each requested dict key in the cache, tracking |
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# which we couldn't find. |
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values = {} |
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known_absent = set() |
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missing = [] |
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for dict_key in dict_keys: |
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entry = self.cache.get((key, dict_key), _Sentinel.sentinel) |
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if entry is _Sentinel.sentinel: |
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missing.append(dict_key) |
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continue |
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assert isinstance(entry, _PerKeyValue) |
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if entry.value is _Sentinel.sentinel: |
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known_absent.add(dict_key) |
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else: |
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return DictionaryEntry( |
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entry.full, |
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entry.known_absent, |
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{k: entry.value[k] for k in dict_keys if k in entry.value}, |
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values[dict_key] = entry.value |
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# If we found everything we can return immediately. |
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if not missing: |
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return DictionaryEntry(False, known_absent, values) |
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# We are missing some keys, so check if we happen to have the full dict in |
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# the cache. |
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# |
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# We don't update the last access time for this cache fetch, as we |
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# aren't explicitly interested in the full dict and so we don't want |
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# requests for explicit dict keys to keep the full dict in the cache. |
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entry = self.cache.get( |
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(key, _FullCacheKey.KEY), |
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_Sentinel.sentinel, |
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update_last_access=False, |
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) |
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if entry is _Sentinel.sentinel: |
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# Not in the cache, return the subset of keys we found. |
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return DictionaryEntry(False, known_absent, values) |
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# We have the full dict! |
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assert isinstance(entry, dict) |
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for dict_key in missing: |
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# We explicitly add each dict key to the cache, so that cache hit |
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# rates and LRU times for each key can be tracked separately. |
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value = entry.get(dict_key, _Sentinel.sentinel) # type: ignore[arg-type] |
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self.cache[(key, dict_key)] = _PerKeyValue(value) |
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if value is not _Sentinel.sentinel: |
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values[dict_key] = value |
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return DictionaryEntry(True, set(), values) |
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def _get_full_dict( |
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self, |
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key: KT, |
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) -> DictionaryEntry: |
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"""Fetch the full dict for the given key.""" |
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# First we check if we have cached the full dict. |
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entry = self.cache.get((key, _FullCacheKey.KEY), _Sentinel.sentinel) |
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if entry is not _Sentinel.sentinel: |
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assert isinstance(entry, dict) |
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return DictionaryEntry(True, set(), entry) |
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return DictionaryEntry(False, set(), {}) |
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@ -117,7 +251,13 @@ class DictionaryCache(Generic[KT, DKT, DV]): |
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# Increment the sequence number so that any SELECT statements that |
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# raced with the INSERT don't update the cache (SYN-369) |
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self.sequence += 1 |
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self.cache.pop(key, None) |
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# We want to drop all information about the dict for the given key, so |
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# we use `del_multi` to delete it all in one go. |
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# |
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# We ignore the type error here: `del_multi` accepts a truncated key |
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# (when the key type is a tuple). |
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self.cache.del_multi((key,)) # type: ignore[arg-type] |
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def invalidate_all(self) -> None: |
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self.check_thread() |
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@ -131,7 +271,16 @@ class DictionaryCache(Generic[KT, DKT, DV]): |
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value: Dict[DKT, DV], |
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fetched_keys: Optional[Iterable[DKT]] = None, |
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) -> None: |
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"""Updates the entry in the cache |
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"""Updates the entry in the cache. |
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Note: This does *not* invalidate any existing entries for the `key`. |
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In particular, if we add an entry for the cached "full dict" with |
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`fetched_keys=None`, existing entries for individual dict keys are |
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not invalidated. Likewise, adding entries for individual keys does |
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not invalidate any cached value for the full dict. |
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In other words: if the underlying data is *changed*, the cache must |
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be explicitly invalidated via `.invalidate()`. |
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Args: |
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sequence |
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@ -149,20 +298,27 @@ class DictionaryCache(Generic[KT, DKT, DV]): |
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# Only update the cache if the caches sequence number matches the |
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# number that the cache had before the SELECT was started (SYN-369) |
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if fetched_keys is None: |
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self._insert(key, value, set()) |
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self.cache[(key, _FullCacheKey.KEY)] = value |
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else: |
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self._update_or_insert(key, value, fetched_keys) |
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self._update_subset(key, value, fetched_keys) |
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def _update_or_insert( |
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self, key: KT, value: Dict[DKT, DV], known_absent: Iterable[DKT] |
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def _update_subset( |
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self, key: KT, value: Dict[DKT, DV], fetched_keys: Iterable[DKT] |
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) -> None: |
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# We pop and reinsert as we need to tell the cache the size may have |
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# changed |
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"""Add the given dictionary values as explicit keys in the cache. |
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Args: |
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key: top-level cache key |
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value: The dictionary with all the values that we should cache |
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fetched_keys: The full set of dict keys that were looked up. Any keys |
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here not in `value` should be marked as "known absent". |
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""" |
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for dict_key, dict_value in value.items(): |
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self.cache[(key, dict_key)] = _PerKeyValue(dict_value) |
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entry: DictionaryEntry = self.cache.pop(key, DictionaryEntry(False, set(), {})) |
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entry.value.update(value) |
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entry.known_absent.update(known_absent) |
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self.cache[key] = entry |
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for dict_key in fetched_keys: |
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if dict_key in value: |
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continue |
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def _insert(self, key: KT, value: Dict[DKT, DV], known_absent: Set[DKT]) -> None: |
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self.cache[key] = DictionaryEntry(True, known_absent, value) |
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self.cache[(key, dict_key)] = _PerKeyValue(_Sentinel.sentinel) |
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