Is there a Pythonic way to encapsulate a lazy function call, whereby on first use of the function f()
, it calls a previously bound function g(Z)
an
You can employ a cache decorator, let see an example
from functools import wraps
class FuncCache(object):
def __init__(self):
self.cache = {}
def __call__(self, func):
@wraps(func)
def callee(*args, **kwargs):
key = (args, str(kwargs))
# see is there already result in cache
if key in self.cache:
result = self.cache.get(key)
else:
result = func(*args, **kwargs)
self.cache[key] = result
return result
return callee
With the cache decorator, here you can write
my_cache = FuncCache()
@my_cache
def foo(n):
"""Expensive calculation
"""
sum = 0
for i in xrange(n):
sum += i
print 'called foo with result', sum
return sum
print foo(10000)
print foo(10000)
print foo(1234)
As you can see from the output
called foo with result 49995000
49995000
49995000
The foo will be called only once. You don't have to change any line of your function foo. That's the power of decorators.