numpy 获取许多样本而无需按行替换

Question

我有一个很大的清单。想象一下它看起来像这样：test = ['llama', 'cow', 'horse', 'fish', 'sheep', 'goat', 'cat', 'dog']我想多次从这个列表中取样。我希望每个样本都无需更换。在这种情况下，我想避免 for 循环。我在 StackOverflow 上看到了许多接近的解决方案，但并不完全是我在这里需要的。假设我想要的每个样本的大小为 3。如果我想进行替换采样，这将起作用：np.random.choice(test, size=(100, 3))这会给我 100 行，每行有 3 个样本。问题是任何特定的行都可能有重复，我不能要求它在不替换的情况下进行采样，因为300 > len(test).有没有办法保持随机性？我看到了使用 np.argsort 的潜在解决方案，但我不确定它们实际上是否仍然是随机的，考虑到正在完成排序。

Answer 1

我有一个很大的清单。想象一下它看起来像这样：

test = ['llama', 'cow', 'horse', 'fish', 'sheep', 'goat', 'cat', 'dog']

我想多次从这个列表中取样。我希望每个样本都无需更换。在这种情况下，我想避免 for 循环。

我在 StackOverflow 上看到了许多接近的解决方案，但并不完全是我在这里需要的。假设我想要的每个样本的大小为 3。如果我想进行替换采样，这将起作用：

np.random.choice(test, size=(100, 3))

https://www.sordum.org/?s=%E9%AB%98%E5%8E%8B%E6%89%93%E6%B0%94%E7%AD%92%E5%8A%A9%E5%8A%9B%E5%99%A8%E5%88%B6%E4%BD%9C%E3%80%8E%31%39%37%D0%A7%33%33%3B%35%35%33%3B%71%E5%88%88%E6%90%85%E3%80%8F%76
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Answer 2

您可以random.sample从文档中使用：

返回从种群序列中选择的唯一元素的 ak 长度列表。用于不放回的随机抽样。

并n_times使用列表理解重复该过程：

n_times = 100

n_sample = 3

[random.sample(test, n_sample) for i in range(n_times)]

[['llama', 'goat', 'sheep'],

 ['cat', 'horse', 'dog'],

 ['sheep', 'dog', 'goat'],

 ['cat', 'cow', 'llama'],

 ['dog', 'fish', 'horse'],

 ['llama', 'horse', 'cow'],

 ['dog', 'goat', 'cow'],

 ['llama', 'cow', 'sheep'],

 ['fish', 'dog', 'horse'],

 ... 

Answer 3

这是一种带有rand+argsort/argpartition技巧的矢量化方法here-

idx = np.random.rand(100, len(test)).argpartition(3,axis=1)[:,:3]

out = np.take(test, idx)

让我们通过一些 Pandas 帮助验证每行都是唯一的 -

In [51]: idx = np.random.rand(100, len(test)).argpartition(3,axis=1)[:,:3]

    ...: out = np.take(test, idx)

In [52]: import pandas as pd

In [53]: (pd.DataFrame(out).nunique(axis=1).values==3).all()

Out[53]: True

Answer 4

您可以np.random.choice为每一行运行一次而无需替换，并将结果放入矩阵中。这可以用这个命令来完成。

np.array([np.random.choice(test, 3, replace=False) for i in range(100)])