问题
Useful information:
For information on how to sort a list of various data types see: How to sort (list/tuple) of lists/tuples?
.. and for information on how to perform a binary search on a sorted list see: Binary search (bisection) in Python
My question:
How can you neatly apply binary search (or another log(n) search algorithm) to a list of some data type, where the key is a inner-component of the data type itself? To keep the question simple we can use a list of tuples as an example:
x = [("a", 1), ("b",2), ("c",3)]
binary_search(x, "b") # search for "b", should return 1
# note how we are NOT searching for ("b",2) yet we want ("b",2) returned anyways
To simplify even further: we only need to return a single search result, not multiple if for example ("b",2) and ("b",3) both existed.
Better yet:
How can we modify the following simple code to perform the above operation?
from bisect import bisect_left
def binary_search(a, x, lo=0, hi=None): # can't use a to specify default for hi
hi = hi if hi is not None else len(a) # hi defaults to len(a)
pos = bisect_left(a, x, lo, hi) # find insertion position
return (pos if pos != hi and a[pos] == x else -1) # don't walk off the end
PLEASE NOTE: I am not looking for the complete algorithm itself. Rather, I am looking for the application of some of Python's standard(ish) libraries, and/or Python's other functionalities so that I can easily search a sorted list of some arbitrary data type at any time.
Thanks
回答1:
Take advantage of how lexicographic ordering deals with tuples of unequal length:
# bisect_right would also work
index = bisect.bisect_left(x, ('b',))
It may sometimes be convenient to feed a custom sequence type to bisect
:
class KeyList(object):
# bisect doesn't accept a key function, so we build the key into our sequence.
def __init__(self, l, key):
self.l = l
self.key = key
def __len__(self):
return len(self.l)
def __getitem__(self, index):
return self.key(self.l[index])
import operator
# bisect_right would *not* work for this one.
index = bisect.bisect_left(KeyList(x, operator.itemgetter(0)), 'b')
回答2:
What about converting the list of tuples to a dict?
>>> d = dict([("a", 1), ("b",2), ("c",3)])
>>> d['b'] # 2
来源:https://stackoverflow.com/questions/45155345/python-search-a-sorted-list-of-tuples