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synapse/synapse/util/caches/descriptors.py

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# -*- coding: utf-8 -*-
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# Copyright 2015, 2016 OpenMarket Ltd
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import logging
from synapse.util.async import ObservableDeferred
from synapse.util import unwrapFirstError
from synapse.util.caches.lrucache import LruCache
from synapse.util.caches.treecache import TreeCache, iterate_tree_cache_entry
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from synapse.util.logcontext import (
PreserveLoggingContext, preserve_context_over_deferred, preserve_context_over_fn
)
from . import DEBUG_CACHES, register_cache
from twisted.internet import defer
from collections import namedtuple
import os
import functools
import inspect
import threading
logger = logging.getLogger(__name__)
_CacheSentinel = object()
CACHE_SIZE_FACTOR = float(os.environ.get("SYNAPSE_CACHE_FACTOR", 0.1))
class CacheEntry(object):
__slots__ = [
"deferred", "sequence", "callbacks", "invalidated"
]
def __init__(self, deferred, sequence, callbacks):
self.deferred = deferred
self.sequence = sequence
self.callbacks = set(callbacks)
self.invalidated = False
def invalidate(self):
if not self.invalidated:
self.invalidated = True
for callback in self.callbacks:
callback()
self.callbacks.clear()
class Cache(object):
__slots__ = (
"cache",
"max_entries",
"name",
"keylen",
"sequence",
"thread",
"metrics",
"_pending_deferred_cache",
)
def __init__(self, name, max_entries=1000, keylen=1, tree=False, iterable=False):
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cache_type = TreeCache if tree else dict
self._pending_deferred_cache = cache_type()
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self.cache = LruCache(
max_size=max_entries, keylen=keylen, cache_type=cache_type,
size_callback=(lambda d: len(d.result)) if iterable else None,
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)
self.name = name
self.keylen = keylen
self.sequence = 0
self.thread = None
self.metrics = register_cache(name, self.cache)
def check_thread(self):
expected_thread = self.thread
if expected_thread is None:
self.thread = threading.current_thread()
else:
if expected_thread is not threading.current_thread():
raise ValueError(
"Cache objects can only be accessed from the main thread"
)
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def get(self, key, default=_CacheSentinel, callback=None):
callbacks = [callback] if callback else []
val = self._pending_deferred_cache.get(key, _CacheSentinel)
if val is not _CacheSentinel:
if val.sequence == self.sequence:
val.callbacks.update(callbacks)
self.metrics.inc_hits()
return val.deferred
val = self.cache.get(key, _CacheSentinel, callbacks=callbacks)
if val is not _CacheSentinel:
self.metrics.inc_hits()
return val
self.metrics.inc_misses()
if default is _CacheSentinel:
raise KeyError()
else:
return default
def set(self, key, value, callback=None):
callbacks = [callback] if callback else []
self.check_thread()
entry = CacheEntry(
deferred=value,
sequence=self.sequence,
callbacks=callbacks,
)
entry.callbacks.update(callbacks)
existing_entry = self._pending_deferred_cache.pop(key, None)
if existing_entry:
existing_entry.invalidate()
self._pending_deferred_cache[key] = entry
def shuffle(result):
if self.sequence == entry.sequence:
existing_entry = self._pending_deferred_cache.pop(key, None)
if existing_entry is entry:
self.cache.set(key, entry.deferred, entry.callbacks)
else:
entry.invalidate()
else:
entry.invalidate()
return result
entry.deferred.addCallback(shuffle)
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def prefill(self, key, value, callback=None):
callbacks = [callback] if callback else []
self.cache.set(key, value, callbacks=callbacks)
def invalidate(self, key):
self.check_thread()
if not isinstance(key, tuple):
raise TypeError(
"The cache key must be a tuple not %r" % (type(key),)
)
# Increment the sequence number so that any SELECT statements that
# raced with the INSERT don't update the cache (SYN-369)
self.sequence += 1
entry = self._pending_deferred_cache.pop(key, None)
if entry:
entry.invalidate()
self.cache.pop(key, None)
def invalidate_many(self, key):
self.check_thread()
if not isinstance(key, tuple):
raise TypeError(
"The cache key must be a tuple not %r" % (type(key),)
)
self.sequence += 1
self.cache.del_multi(key)
val = self._pending_deferred_cache.pop(key, None)
if val is not None:
entry_dict, _ = val
for entry in iterate_tree_cache_entry(entry_dict):
entry.invalidate()
def invalidate_all(self):
self.check_thread()
self.sequence += 1
self.cache.clear()
class CacheDescriptor(object):
""" A method decorator that applies a memoizing cache around the function.
This caches deferreds, rather than the results themselves. Deferreds that
fail are removed from the cache.
The function is presumed to take zero or more arguments, which are used in
a tuple as the key for the cache. Hits are served directly from the cache;
misses use the function body to generate the value.
The wrapped function has an additional member, a callable called
"invalidate". This can be used to remove individual entries from the cache.
The wrapped function has another additional callable, called "prefill",
which can be used to insert values into the cache specifically, without
calling the calculation function.
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Cached functions can be "chained" (i.e. a cached function can call other cached
functions and get appropriately invalidated when they called caches are
invalidated) by adding a special "cache_context" argument to the function
and passing that as a kwarg to all caches called. For example::
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@cachedInlineCallbacks(cache_context=True)
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def foo(self, key, cache_context):
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r1 = yield self.bar1(key, on_invalidate=cache_context.invalidate)
r2 = yield self.bar2(key, on_invalidate=cache_context.invalidate)
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defer.returnValue(r1 + r2)
"""
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def __init__(self, orig, max_entries=1000, num_args=1, tree=False,
inlineCallbacks=False, cache_context=False, iterable=False):
max_entries = int(max_entries * CACHE_SIZE_FACTOR)
self.orig = orig
if inlineCallbacks:
self.function_to_call = defer.inlineCallbacks(orig)
else:
self.function_to_call = orig
self.max_entries = max_entries
self.num_args = num_args
self.tree = tree
self.iterable = iterable
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all_args = inspect.getargspec(orig)
self.arg_names = all_args.args[1:num_args + 1]
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if "cache_context" in all_args.args:
if not cache_context:
raise ValueError(
"Cannot have a 'cache_context' arg without setting"
" cache_context=True"
)
try:
self.arg_names.remove("cache_context")
except ValueError:
pass
elif cache_context:
raise ValueError(
"Cannot have cache_context=True without having an arg"
" named `cache_context`"
)
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self.add_cache_context = cache_context
if len(self.arg_names) < self.num_args:
raise Exception(
"Not enough explicit positional arguments to key off of for %r."
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" (@cached cannot key off of *args or **kwargs)"
% (orig.__name__,)
)
def __get__(self, obj, objtype=None):
cache = Cache(
name=self.orig.__name__,
max_entries=self.max_entries,
keylen=self.num_args,
tree=self.tree,
iterable=self.iterable,
)
@functools.wraps(self.orig)
def wrapped(*args, **kwargs):
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# If we're passed a cache_context then we'll want to call its invalidate()
# whenever we are invalidated
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invalidate_callback = kwargs.pop("on_invalidate", None)
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# Add temp cache_context so inspect.getcallargs doesn't explode
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if self.add_cache_context:
kwargs["cache_context"] = None
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arg_dict = inspect.getcallargs(self.orig, obj, *args, **kwargs)
cache_key = tuple(arg_dict[arg_nm] for arg_nm in self.arg_names)
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# Add our own `cache_context` to argument list if the wrapped function
# has asked for one
if self.add_cache_context:
kwargs["cache_context"] = _CacheContext(cache, cache_key)
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try:
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cached_result_d = cache.get(cache_key, callback=invalidate_callback)
observer = cached_result_d.observe()
if DEBUG_CACHES:
@defer.inlineCallbacks
def check_result(cached_result):
actual_result = yield self.function_to_call(obj, *args, **kwargs)
if actual_result != cached_result:
logger.error(
"Stale cache entry %s%r: cached: %r, actual %r",
self.orig.__name__, cache_key,
cached_result, actual_result,
)
raise ValueError("Stale cache entry")
defer.returnValue(cached_result)
observer.addCallback(check_result)
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return preserve_context_over_deferred(observer)
except KeyError:
ret = defer.maybeDeferred(
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preserve_context_over_fn,
self.function_to_call,
obj, *args, **kwargs
)
def onErr(f):
cache.invalidate(cache_key)
return f
ret.addErrback(onErr)
ret = ObservableDeferred(ret, consumeErrors=True)
cache.set(cache_key, ret, callback=invalidate_callback)
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return preserve_context_over_deferred(ret.observe())
wrapped.invalidate = cache.invalidate
wrapped.invalidate_all = cache.invalidate_all
wrapped.invalidate_many = cache.invalidate_many
wrapped.prefill = cache.prefill
wrapped.cache = cache
obj.__dict__[self.orig.__name__] = wrapped
return wrapped
class CacheListDescriptor(object):
"""Wraps an existing cache to support bulk fetching of keys.
Given a list of keys it looks in the cache to find any hits, then passes
the list of missing keys to the wrapped fucntion.
"""
def __init__(self, orig, cached_method_name, list_name, num_args=1,
inlineCallbacks=False):
"""
Args:
orig (function)
method_name (str); The name of the chached method.
list_name (str): Name of the argument which is the bulk lookup list
num_args (int)
inlineCallbacks (bool): Whether orig is a generator that should
be wrapped by defer.inlineCallbacks
"""
self.orig = orig
if inlineCallbacks:
self.function_to_call = defer.inlineCallbacks(orig)
else:
self.function_to_call = orig
self.num_args = num_args
self.list_name = list_name
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self.arg_names = inspect.getargspec(orig).args[1:num_args + 1]
self.list_pos = self.arg_names.index(self.list_name)
self.cached_method_name = cached_method_name
self.sentinel = object()
if len(self.arg_names) < self.num_args:
raise Exception(
"Not enough explicit positional arguments to key off of for %r."
" (@cached cannot key off of *args or **kwars)"
% (orig.__name__,)
)
if self.list_name not in self.arg_names:
raise Exception(
"Couldn't see arguments %r for %r."
% (self.list_name, cached_method_name,)
)
def __get__(self, obj, objtype=None):
cache = getattr(obj, self.cached_method_name).cache
@functools.wraps(self.orig)
def wrapped(*args, **kwargs):
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# If we're passed a cache_context then we'll want to call its invalidate()
# whenever we are invalidated
invalidate_callback = kwargs.pop("on_invalidate", None)
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arg_dict = inspect.getcallargs(self.orig, obj, *args, **kwargs)
keyargs = [arg_dict[arg_nm] for arg_nm in self.arg_names]
list_args = arg_dict[self.list_name]
# cached is a dict arg -> deferred, where deferred results in a
# 2-tuple (`arg`, `result`)
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results = {}
cached_defers = {}
missing = []
for arg in list_args:
key = list(keyargs)
key[self.list_pos] = arg
try:
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res = cache.get(tuple(key), callback=invalidate_callback)
if not res.has_succeeded():
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res = res.observe()
res.addCallback(lambda r, arg: (arg, r), arg)
cached_defers[arg] = res
else:
results[arg] = res.get_result()
except KeyError:
missing.append(arg)
if missing:
args_to_call = dict(arg_dict)
args_to_call[self.list_name] = missing
ret_d = defer.maybeDeferred(
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preserve_context_over_fn,
self.function_to_call,
**args_to_call
)
ret_d = ObservableDeferred(ret_d)
# We need to create deferreds for each arg in the list so that
# we can insert the new deferred into the cache.
for arg in missing:
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with PreserveLoggingContext():
observer = ret_d.observe()
observer.addCallback(lambda r, arg: r.get(arg, None), arg)
observer = ObservableDeferred(observer)
key = list(keyargs)
key[self.list_pos] = arg
cache.set(
tuple(key), observer,
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callback=invalidate_callback
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)
def invalidate(f, key):
cache.invalidate(key)
return f
observer.addErrback(invalidate, tuple(key))
res = observer.observe()
res.addCallback(lambda r, arg: (arg, r), arg)
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cached_defers[arg] = res
if cached_defers:
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def update_results_dict(res):
results.update(res)
return results
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return preserve_context_over_deferred(defer.gatherResults(
cached_defers.values(),
consumeErrors=True,
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).addCallback(update_results_dict).addErrback(
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unwrapFirstError
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))
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else:
return results
obj.__dict__[self.orig.__name__] = wrapped
return wrapped
class _CacheContext(namedtuple("_CacheContext", ("cache", "key"))):
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def invalidate(self):
self.cache.invalidate(self.key)
def cached(max_entries=1000, num_args=1, tree=False, cache_context=False,
iterable=False):
return lambda orig: CacheDescriptor(
orig,
max_entries=max_entries,
num_args=num_args,
tree=tree,
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cache_context=cache_context,
iterable=iterable,
)
def cachedInlineCallbacks(max_entries=1000, num_args=1, tree=False, cache_context=False,
iterable=False):
return lambda orig: CacheDescriptor(
orig,
max_entries=max_entries,
num_args=num_args,
tree=tree,
inlineCallbacks=True,
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cache_context=cache_context,
iterable=iterable,
)
def cachedList(cached_method_name, list_name, num_args=1, inlineCallbacks=False):
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"""Creates a descriptor that wraps a function in a `CacheListDescriptor`.
Used to do batch lookups for an already created cache. A single argument
is specified as a list that is iterated through to lookup keys in the
original cache. A new list consisting of the keys that weren't in the cache
get passed to the original function, the result of which is stored in the
cache.
Args:
cache (Cache): The underlying cache to use.
list_name (str): The name of the argument that is the list to use to
do batch lookups in the cache.
num_args (int): Number of arguments to use as the key in the cache.
inlineCallbacks (bool): Should the function be wrapped in an
`defer.inlineCallbacks`?
Example:
class Example(object):
@cached(num_args=2)
def do_something(self, first_arg):
...
@cachedList(do_something.cache, list_name="second_args", num_args=2)
def batch_do_something(self, first_arg, second_args):
...
"""
return lambda orig: CacheListDescriptor(
orig,
cached_method_name=cached_method_name,
list_name=list_name,
num_args=num_args,
inlineCallbacks=inlineCallbacks,
)