flatten是numpy.ndarray.flatten的一个函数，其官方文档是这样描述的：
ndarray.flatten(order='c')
return a copy of the array collapsed into one dimension.
parameters:
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order : {‘c', ‘f', ‘a', ‘k'}, optional ‘c' means to flatten in row-major (c-style) order. ‘f' means to flatten in column-major (fortran- style) order. ‘a' means to flatten in column-major order if a is fortran contiguous in memory, row-major order otherwise. ‘k' means to flatten a in the order the elements occur in memory. the default is ‘c'. |
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| returns: |
y : ndarray a copy of the input array, flattened to one dimension. |
即返回一个折叠成一维的数组。但是该函数只能适用于numpy对象，即array或者mat，普通的list列表是不行的。
例子：
1、用于array对象
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from numpy import * >>>a=array([[1,2],[3,4],[5,6]]) ###此时a是一个array对象>>>aarray([[1,2],[3,4],[5,6]])>>>a.flatten()array([1,2,3,4,5,6]) |
2、用于mat对象
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>>> a=mat([[1,2,3],[4,5,6]])>>> amatrix([[1, 2, 3], [4, 5, 6]])<br>>>> a.flatten()<br>matrix([[1, 2, 3, 4, 5, 6]])<br> |
3、但是该方法不能用于list对象
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>>> a=[[1,2,3],[4,5,6],['a','b']][[1, 2, 3], [4, 5, 6], ['a', 'b']]>>> a.flatten() ###报错traceback (most recent call last):file "<stdin>", line 1, in <module>attributeerror: 'list' object has no attribute 'flatten' |
想要list达到同样的效果可以使用列表表达式：
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>>> [y for x in a for y in x][1, 2, 3, 4, 5, 6, 'a', 'b'] |
4、用在矩阵
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>>> a = [[1,3],[2,4],[3,5]]>>> a = mat(a)>>> y = a.flatten()>>> ymatrix([[1, 3, 2, 4, 3, 5]])>>> y = a.flatten().a>>> yarray([[1, 3, 2, 4, 3, 5]])>>> shape(y)(1, 6)>>> shape(y[0])(6,)>>> y = a.flatten().a[0]>>> yarray([1, 3, 2, 4, 3, 5]) |
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原文链接：https://www.cnblogs.com/itdyb/p/5796834.html
