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[3.10] More useful OrderedDict LRU recipes (GH-28164) #28179

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95 changes: 76 additions & 19 deletions Doc/library/collections.rst
Original file line number Diff line number Diff line change
Expand Up @@ -1175,41 +1175,98 @@ variants of :func:`functools.lru_cache`:

.. testcode::

class LRU:
from time import time

def __init__(self, func, maxsize=128):
class TimeBoundedLRU:
"LRU Cache that invalidates and refreshes old entries."

def __init__(self, func, maxsize=128, maxage=30):
self.cache = OrderedDict() # { args : (timestamp, result)}
self.func = func
self.maxsize = maxsize
self.cache = OrderedDict()
self.maxage = maxage

def __call__(self, *args):
if args in self.cache:
self.cache.move_to_end(args)
timestamp, result = self.cache[args]
if time() - timestamp <= self.maxage:
return result
result = self.func(*args)
self.cache[args] = time(), result
if len(self.cache) > self.maxsize:
self.cache.popitem(0)
return result


.. testcode::

class MultiHitLRUCache:
""" LRU cache that defers caching a result until
it has been requested multiple times.

To avoid flushing the LRU cache with one-time requests,
we don't cache until a request has been made more than once.

"""

def __init__(self, func, maxsize=128, maxrequests=4096, cache_after=1):
self.requests = OrderedDict() # { uncached_key : request_count }
self.cache = OrderedDict() # { cached_key : function_result }
self.func = func
self.maxrequests = maxrequests # max number of uncached requests
self.maxsize = maxsize # max number of stored return values
self.cache_after = cache_after

def __call__(self, *args):
if args in self.cache:
value = self.cache[args]
self.cache.move_to_end(args)
return value
value = self.func(*args)
if len(self.cache) >= self.maxsize:
self.cache.popitem(False)
self.cache[args] = value
return value
return self.cache[args]
result = self.func(*args)
self.requests[args] = self.requests.get(args, 0) + 1
if self.requests[args] <= self.cache_after:
self.requests.move_to_end(args)
if len(self.requests) > self.maxrequests:
self.requests.popitem(0)
else:
self.requests.pop(args, None)
self.cache[args] = result
if len(self.cache) > self.maxsize:
self.cache.popitem(0)
return result

.. doctest::
:hide:

>>> def square(x):
... return x ** 2
... return x * x
...
>>> s = LRU(square, maxsize=5)
>>> actual = [(s(x), s(x)) for x in range(20)]
>>> expected = [(x**2, x**2) for x in range(20)]
>>> actual == expected
>>> f = MultiHitLRUCache(square, maxsize=4, maxrequests=6)
>>> list(map(f, range(10))) # First requests, don't cache
[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]
>>> f(4) # Cache the second request
16
>>> f(6) # Cache the second request
36
>>> f(2) # The first request aged out, so don't cache
4
>>> f(6) # Cache hit
36
>>> f(4) # Cache hit and move to front
16
>>> list(f.cache.values())
[36, 16]
>>> set(f.requests).isdisjoint(f.cache)
True
>>> actual = list(s.cache.items())
>>> expected = [((x,), x**2) for x in range(15, 20)]
>>> actual == expected
>>> list(map(f, [9, 8, 7])) # Cache these second requests
[81, 64, 49]
>>> list(map(f, [7, 9])) # Cache hits
[49, 81]
>>> list(f.cache.values())
[16, 64, 49, 81]
>>> set(f.requests).isdisjoint(f.cache)
True


:class:`UserDict` objects
-------------------------

Expand Down