关于python的itertools模块详解大数据

这是一个强大的模块

先来看一下它都有什么工具

 无穷循环器

迭代器         参数         结果                                                例子 
 
count()     start, [step]   start, start+step, start+2*step, ...                count(10) --> 10 11 12 13 14 ... 
 
cycle()     p               p0, p1, ... plast, p0, p1, ...                      cycle('ABCD') --> A B C D A B C D ... 
 
repeat()    elem [,n]       elem, elem, elem, ... endlessly or up to n times    repeat(10, 3) --> 10 10 10

处理输入序列迭代器

迭代器          参数            结果                                        例子 
 
chain()     p, q, ...           p0, p1, ... plast, q0, q1, ...              chain('ABC', 'DEF') --> A B C D E F 
 
compress()  data, selectors     (d[0] if s[0]), (d[1] if s[1]), ...         compress('ABCDEF', [1,0,1,0,1,1]) --> A C E F 
 
dropwhile() pred, seq           seq[n], seq[n+1], starting when pred fails  dropwhile(lambda x: x<5, [1,4,6,4,1]) --> 6 4 1 
 
groupby()   iterable[, keyfunc] sub-iterators grouped by value of keyfunc(v) 
 
ifilterfalse()  pred, seq       elements of seq where pred(elem) is False   ifilterfalse(lambda x: x%2, range(10)) --> 0 2 4 6 8 
 
islice()    seq, [start,] stop [, step] elements from seq[start:stop:step]  islice('ABCDEFG', 2, None) --> C D E F G 
 
imap()      func, p, q, ...     func(p0, q0), func(p1, q1), ...             imap(pow, (2,3,10), (5,2,3)) --> 32 9 1000 
 
starmap()   func, seq           func(*seq[0]), func(*seq[1]), ...           starmap(pow, [(2,5), (3,2), (10,3)]) --> 32 9 1000 
 
tee()       it, n               it1, it2 , ... itn splits one iterator into n 
 
takewhile() pred, seq           seq[0], seq[1], until pred fails            takewhile(lambda x: x<5, [1,4,6,4,1]) --> 1 4 
 
izip()      p, q, ...           (p[0], q[0]), (p[1], q[1]), ...             izip('ABCD', 'xy') --> Ax By 
 
zip_longest  iter            

组合工具

迭代器          参数                        结果 
 
product()       p, q, ... [repeat=1]        cartesian product, equivalent to a nested for-loop 
 
permutations()  p[, r]                      r-length tuples, all possible orderings, no repeated elements 
 
combinations()  p, r                        r-length tuples, in sorted order, no repeated elements 
 
combinations_with_replacement() p, r        r-length tuples, in sorted order, with repeated elements 
 
product('ABCD', repeat=2)                   AA AB AC AD BA BB BC BD CA CB CC CD DA DB DC DD 
 
permutations('ABCD', 2)                     AB AC AD BA BC BD CA CB CD DA DB DC 
 
combinations('ABCD', 2)                     AB AC AD BC BD CD 
 
combinations_with_replacement('ABCD', 2)    AA AB AC AD BB BC BD CC CD DD

 

原创文章,作者:奋斗,如若转载,请注明出处:https://blog.ytso.com/9262.html

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