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authorRaymond Hettinger <python@rcn.com>2009-01-20 03:41:22 (GMT)
committerRaymond Hettinger <python@rcn.com>2009-01-20 03:41:22 (GMT)
commit4d2073a0731f14be65e6a033685923bb1effe33d (patch)
tree0ef0d6f7a036fbf7f8f3c6c53bcad1f43c1e5b6c
parentafccd63ac9541630953cd4e59a421696d3869311 (diff)
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Forward port r68792 and r68789 putting Counter in __all__ and adding Counter buildouts.
-rw-r--r--Doc/library/collections.rst37
-rw-r--r--Lib/collections.py100
-rw-r--r--Lib/test/test_collections.py46
3 files changed, 169 insertions, 14 deletions
diff --git a/Doc/library/collections.rst b/Doc/library/collections.rst
index 816d814..0984751 100644
--- a/Doc/library/collections.rst
+++ b/Doc/library/collections.rst
@@ -177,6 +177,7 @@ For example::
>>> c = Counter() # a new, empty counter
>>> c = Counter('gallahad') # a new counter from an iterable
>>> c = Counter({'red': 4, 'blue': 2}) # a new counter from a mapping
+ >>> c = Counter(spam=8, eggs=1) # a new counter from keyword args
The returned object has a dictionary style interface except that it returns
a zero count for missing items (instead of raising a :exc:`KeyError` like a
@@ -207,7 +208,7 @@ For example::
Elements are returned in arbitrary order. If an element's count has been
set to zero or a negative number, :meth:`elements` will ignore it.
- >>> c = Counter({'a': 4, 'b': 2, 'd': 0, 'e': -2})
+ >>> c = Counter(a=4, b=2, c=0, d=-2)
>>> list(c.elements())
['a', 'a', 'a', 'a', 'b', 'b']
@@ -232,10 +233,10 @@ For example::
.. method:: update([iterable-or-mapping])
- Like :meth:`dict.update` but adds-in counts instead of replacing them.
-
Elements are counted from an *iterable* or added-in from another
- *mapping* (or counter)::
+ *mapping* (or counter). Like :meth:`dict.update` but adds-in counts
+ instead of replacing them, and the *iterable* is expected to be a
+ sequence of elements, not a sequence of ``(key, value)`` pairs::
>>> c = Counter('which')
>>> c.update('witch') # add elements from another iterable
@@ -255,6 +256,34 @@ Common patterns for working with :class:`Counter` objects::
Counter(dict(list_of_pairs)) # convert from a list of (elem, cnt) pairs
c.most_common()[:-n:-1] # n least common elements
+Several multiset mathematical operations are provided for combining
+:class:`Counter` objects. Multisets are like regular sets but allowed to
+contain repeated elements (with counts of one or more). Addition and
+subtraction combine counters by adding or subtracting the counts of
+corresponding elements. Intersection and union return the minimum and maximum
+of corresponding counts::
+
+ >>> c = Counter('a': 3, 'b': 1})
+ >>> d = Counter({'a': 1, 'b': 2})
+ >>> c + d # add two counters together: c[x] + d[x]
+ Counter({'a': 4, 'b': 3})
+ >>> c - d # subtract (keeping only positive counts)
+ Counter({'a': 2})
+ >>> c & d # interection: min(c[x], d[x])
+ Counter({'a': 1, 'b': 1})
+ >>> c | d # union: max(c[x], d[x])
+ Counter({'a': 3, 'b': 2})
+
+All four multiset operations produce only positive counts (negative and zero
+results are skipped). If inputs include negative counts, addition will sum
+both counts and then exclude non-positive results. The other three operations
+are undefined for negative inputs::
+
+ >>> e = Counter(a=8, b=-2, c=0)
+ >>> e += Counter() # remove zero and negative counts
+ >>> e
+ Counter({'a': 8})
+
**References**:
* Wikipedia entry for `Multisets <http://en.wikipedia.org/wiki/Multiset>`_
diff --git a/Lib/collections.py b/Lib/collections.py
index 6c1abce..45558f9 100644
--- a/Lib/collections.py
+++ b/Lib/collections.py
@@ -1,5 +1,5 @@
__all__ = ['deque', 'defaultdict', 'namedtuple', 'UserDict', 'UserList',
- 'UserString']
+ 'UserString', 'Counter']
# For bootstrapping reasons, the collection ABCs are defined in _abcoll.py.
# They should however be considered an integral part of collections.py.
from _abcoll import *
@@ -171,7 +171,7 @@ class Counter(dict):
# http://code.activestate.com/recipes/259174/
# Knuth, TAOCP Vol. II section 4.6.3
- def __init__(self, iterable=None):
+ def __init__(self, iterable=None, **kwds):
'''Create a new, empty Counter object. And if given, count elements
from an input iterable. Or, initialize the count from another mapping
of elements to their counts.
@@ -179,9 +179,10 @@ class Counter(dict):
>>> c = Counter() # a new, empty counter
>>> c = Counter('gallahad') # a new counter from an iterable
>>> c = Counter({'a': 4, 'b': 2}) # a new counter from a mapping
+ >>> c = Counter(a=4, b=2) # a new counter from keyword args
'''
- self.update(iterable)
+ self.update(iterable, **kwds)
def __missing__(self, key):
'The count of elements not in the Counter is zero.'
@@ -232,7 +233,7 @@ class Counter(dict):
raise NotImplementedError(
'Counter.fromkeys() is undefined. Use Counter(iterable) instead.')
- def update(self, iterable=None):
+ def update(self, iterable=None, **kwds):
'''Like dict.update() but add counts instead of replacing them.
Source can be an iterable, a dictionary, or another Counter instance.
@@ -249,10 +250,8 @@ class Counter(dict):
# replace behavior results in the some of original untouched counts
# being mixed-in with all of the other counts for a mismash that
# doesn't have a straight-forward interpretation in most counting
- # contexts. Instead, we look to Knuth for suggested operations on
- # multisets and implement the union-add operation discussed in
- # TAOCP Volume II section 4.6.3 exercise 19. The Wikipedia entry for
- # multisets calls that operation a sum or join.
+ # contexts. Instead, we implement straight-addition. Both the inputs
+ # and outputs are allowed to contain zero and negative counts.
if iterable is not None:
if isinstance(iterable, Mapping):
@@ -261,17 +260,102 @@ class Counter(dict):
else:
for elem in iterable:
self[elem] += 1
+ if kwds:
+ self.update(kwds)
def copy(self):
'Like dict.copy() but returns a Counter instance instead of a dict.'
return Counter(self)
+ def __delitem__(self, elem):
+ 'Like dict.__delitem__() but does not raise KeyError for missing values.'
+ if elem in self:
+ dict.__delitem__(self, elem)
+
def __repr__(self):
if not self:
return '%s()' % self.__class__.__name__
items = ', '.join(map('%r: %r'.__mod__, self.most_common()))
return '%s({%s})' % (self.__class__.__name__, items)
+ # Multiset-style mathematical operations discussed in:
+ # Knuth TAOCP Volume II section 4.6.3 exercise 19
+ # and at http://en.wikipedia.org/wiki/Multiset
+ #
+ # Results are undefined when inputs contain negative counts.
+ # Outputs guaranteed to only include positive counts.
+ #
+ # To strip negative and zero counts, add-in an empty counter:
+ # c += Counter()
+
+ def __add__(self, other):
+ '''Add counts from two counters.
+
+ >>> Counter('abbb') + Counter('bcc')
+ Counter({'b': 4, 'c': 2, 'a': 1})
+
+ '''
+ if not isinstance(other, Counter):
+ return NotImplemented
+ result = Counter()
+ for elem in set(self) | set(other):
+ newcount = self[elem] + other[elem]
+ if newcount > 0:
+ result[elem] = newcount
+ return result
+
+ def __sub__(self, other):
+ ''' Subtract count, but keep only results with positive counts.
+
+ >>> Counter('abbbc') - Counter('bccd')
+ Counter({'b': 2, 'a': 1})
+
+ '''
+ if not isinstance(other, Counter):
+ return NotImplemented
+ result = Counter()
+ for elem, count in self.items():
+ newcount = count - other[elem]
+ if newcount > 0:
+ result[elem] = newcount
+ return result
+
+ def __or__(self, other):
+ '''Union is the maximum of value in either of the input counters.
+
+ >>> Counter('abbb') | Counter('bcc')
+ Counter({'b': 3, 'c': 2, 'a': 1})
+
+ '''
+ if not isinstance(other, Counter):
+ return NotImplemented
+ _max = max
+ result = Counter()
+ for elem in set(self) | set(other):
+ newcount = _max(self[elem], other[elem])
+ if newcount > 0:
+ result[elem] = newcount
+ return result
+
+ def __and__(self, other):
+ ''' Intersection is the minimum of corresponding counts.
+
+ >>> Counter('abbb') & Counter('bcc')
+ Counter({'b': 1})
+
+ '''
+ if not isinstance(other, Counter):
+ return NotImplemented
+ _min = min
+ result = Counter()
+ if len(self) < len(other):
+ self, other = other, self
+ for elem in filter(self.__contains__, other):
+ newcount = _min(self[elem], other[elem])
+ if newcount > 0:
+ result[elem] = newcount
+ return result
+
################################################################################
### UserDict
diff --git a/Lib/test/test_collections.py b/Lib/test/test_collections.py
index 153059a..6630c4e 100644
--- a/Lib/test/test_collections.py
+++ b/Lib/test/test_collections.py
@@ -4,6 +4,8 @@ import unittest, doctest
from test import support
from collections import namedtuple, Counter, Mapping
import pickle, copy
+from random import randrange
+import operator
from collections import Hashable, Iterable, Iterator
from collections import Sized, Container, Callable
from collections import Set, MutableSet
@@ -361,6 +363,8 @@ class TestCounter(unittest.TestCase):
def test_basics(self):
c = Counter('abcaba')
+ self.assertEqual(c, Counter({'a':3 , 'b': 2, 'c': 1}))
+ self.assertEqual(c, Counter(a=3, b=2, c=1))
self.assert_(isinstance(c, dict))
self.assert_(isinstance(c, Mapping))
self.assert_(issubclass(Counter, dict))
@@ -388,6 +392,7 @@ class TestCounter(unittest.TestCase):
c['a'] += 1 # increment an existing value
c['b'] -= 2 # sub existing value to zero
del c['c'] # remove an entry
+ del c['c'] # make sure that del doesn't raise KeyError
c['d'] -= 2 # sub from a missing value
c['e'] = -5 # directly assign a missing value
c['f'] += 4 # add to a missing value
@@ -403,7 +408,8 @@ class TestCounter(unittest.TestCase):
self.assertEqual(repr(c), 'Counter()')
self.assertRaises(NotImplementedError, Counter.fromkeys, 'abc')
self.assertRaises(TypeError, hash, c)
- c.update(dict(a=5, b=3, c=1))
+ c.update(dict(a=5, b=3))
+ c.update(c=1)
c.update(Counter('a' * 50 + 'b' * 30))
c.update() # test case with no args
c.__init__('a' * 500 + 'b' * 300)
@@ -447,7 +453,43 @@ class TestCounter(unittest.TestCase):
self.assertEqual(dict(Counter(s)), dict(Counter(s).items()))
self.assertEqual(set(Counter(s)), set(s))
-
+ def test_multiset_operations(self):
+ # Verify that adding a zero counter will strip zeros and negatives
+ c = Counter(a=10, b=-2, c=0) + Counter()
+ self.assertEqual(dict(c), dict(a=10))
+
+ elements = 'abcd'
+ for i in range(1000):
+ # test random pairs of multisets
+ p = Counter(dict((elem, randrange(-2,4)) for elem in elements))
+ q = Counter(dict((elem, randrange(-2,4)) for elem in elements))
+ for counterop, numberop, defneg in [
+ (Counter.__add__, lambda x, y: x+y if x+y>0 else 0, True),
+ (Counter.__sub__, lambda x, y: x-y if x-y>0 else 0, False),
+ (Counter.__or__, max, False),
+ (Counter.__and__, min, False),
+ ]:
+ result = counterop(p, q)
+ for x in elements:
+ # all except __add__ are undefined for negative inputs
+ if defneg or (p[x] >= 0 and q[x] >= 0):
+ self.assertEqual(numberop(p[x], q[x]), result[x])
+ # verify that results exclude non-positive counts
+ self.assert_(x>0 for x in result.values())
+
+ elements = 'abcdef'
+ for i in range(100):
+ # verify that random multisets with no repeats are exactly like sets
+ p = Counter(dict((elem, randrange(0, 2)) for elem in elements))
+ q = Counter(dict((elem, randrange(0, 2)) for elem in elements))
+ for counterop, setop in [
+ (Counter.__sub__, set.__sub__),
+ (Counter.__or__, set.__or__),
+ (Counter.__and__, set.__and__),
+ ]:
+ counter_result = counterop(p, q)
+ set_result = setop(set(p.elements()), set(q.elements()))
+ self.assertEqual(counter_result, dict.fromkeys(set_result, 1))
import doctest, collections