使用对象 dtype 字符串,广播解决方案可以使用加法(字符串连接):
In [45]: Deck13Sample = ['Two','Three','Four','Five','Six','Seven','Eight','Nine','Ten','Jack','Queen','King'
...: ,'Ace']
...: CardTypes = [' of Hearts',' of Spades',' of Diamonds',' of Clubs']
In [46]: A=np.array(Deck13Sample,object)
In [47]: B=np.array(CardTypes,object)
In [48]: A[None,:]+B[:,None]
Out[48]:
array([['Two of Hearts', 'Three of Hearts', 'Four of Hearts',
'Five of Hearts', 'Six of Hearts', 'Seven of Hearts',
'Eight of Hearts', 'Nine of Hearts', 'Ten of Hearts',
'Jack of Hearts', 'Queen of Hearts', 'King of Hearts',
'Ace of Hearts'],
['Two of Spades', 'Three of Spades', 'Four of Spades',
'Five of Spades', 'Six of Spades', 'Seven of Spades',
'Eight of Spades', 'Nine of Spades', 'Ten of Spades',
'Jack of Spades', 'Queen of Spades', 'King of Spades',
'Ace of Spades'],
['Two of Diamonds', 'Three of Diamonds', 'Four of Diamonds',
'Five of Diamonds', 'Six of Diamonds', 'Seven of Diamonds',
'Eight of Diamonds', 'Nine of Diamonds', 'Ten of Diamonds',
'Jack of Diamonds', 'Queen of Diamonds', 'King of Diamonds',
'Ace of Diamonds'],
['Two of Clubs', 'Three of Clubs', 'Four of Clubs',
'Five of Clubs', 'Six of Clubs', 'Seven of Clubs',
'Eight of Clubs', 'Nine of Clubs', 'Ten of Clubs',
'Jack of Clubs', 'Queen of Clubs', 'King of Clubs',
'Ace of Clubs']], dtype=object)
但我认为列表理解版本没有任何问题。我们只生成 52 个项目。考虑到转换为数组,列表版本可能同样快,甚至更快。
In [54]: timeit [[i+j for j in CardTypes] for i in Deck13Sample]
10.3 µs ± 262 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
In [55]: timeit np.array(Deck13Sample,object)[None,:]+np.array(CardTypes,object)[:,None]
21.5 µs ± 37.2 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)
In [56]: timeit np.char.add(Deck13Sample,np.array(CardTypes)[:,None])
65.7 µs ± 1.72 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)