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Side by Side Diff: appengine/findit/libs/math/functions.py

Issue 2548603003: Adding memoized functions (Closed)
Patch Set: forgot if I pushed the latest before CQ Created 4 years ago
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1 # Copyright 2016 The Chromium Authors. All rights reserved.
2 # Use of this source code is governed by a BSD-style license that can be
3 # found in the LICENSE file.
4
5
6 class Function(object):
7 """Base class for mathematical functions.
8
9 The ``callable`` interface is sufficient for when you only ever need to
10 invoke a function. But many times we want to have more information about
11 the function, such as getting its domain or range or knowing whether
12 it's sparse. In addition, we often want to adjust the computational
13 representation of functions (e.g., adding memoization). So this class
14 provides a base class for functions supporting all these sorts of
15 operations in addition to being callable.
16 """
17 def __init__(self, f):
18 self._f = f
19
20 def __call__(self, x):
21 return self._f(x)
22
23 def map(self, g):
24 """Return a new function that applies ``g`` after ``self``.
25
26 Args:
27 g (callable): the function to post-compose.
28
29 Returns:
30 An object of the same type as ``self`` which computes ``lambda x:
31 g(self(x))``. N.B., although mathematically we have the equivalence:
32 ``SomeFunction(f).map(g) == SomeFunction(lambda x: g(f(x)))``;
33 operationally the left- and right-hand sides may differ. For
34 example, with the ``MemoizedFunction`` class, the left-hand side
35 will memoize the intermediate ``f(x)`` values whereas the right-hand
36 side will not.
37 """
38 return self.__class__(lambda x: g(self(x)))
39
40
41 class MemoizedFunction(Function):
42 """A function which memoizes its value for all arguments."""
43 def __init__(self, f):
44 super(MemoizedFunction, self).__init__(f)
45 self._memos = {}
46
47 def _ClearMemos(self):
48 """Discard all memoized results of this function."""
49 self._memos = {}
50
51 def __call__(self, x):
52 try:
53 return self._memos[x]
54 except KeyError:
55 fx = self._f(x)
56 self._memos[x] = fx
57 return fx
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