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Comments (6)

cgnorthcutt avatar cgnorthcutt commented on May 22, 2024

Hi @KongMingxi. Easy fix. The labels need to start at 0. So, use labels 0, 1, 2, 3, 4 instead of 1, 2, 3, 4, 5.

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KongMingxi avatar KongMingxi commented on May 22, 2024

Hi @KongMingxi. Easy fix. The labels need to start at 0. So, use labels 0, 1, 2, 3, 4 instead of 1, 2, 3, 4, 5.

Hi @cgnorthcutt
Many thanks for your reply. Besides the above format, can the one-hot labels be inputted directly?
Such as numpy array:
array([[0, 0, 1, 0, 0],
[1, 1, 1, 0, 0],
[1, 1, 1, 1, 0],
[0, 1, 0, 0, 1]])

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cgnorthcutt avatar cgnorthcutt commented on May 22, 2024

Hi @KongMingxi

You can use cleanlab.util.onehot2int to convert your onehots to the appropriate format before using cleanlab. View the implementation here: https://github.com/cgnorthcutt/cleanlab/blob/master/cleanlab/util.py#L264

For example,

from cleanlab.util import onehot2int
correctly_formatted_labels = onehot2int(onehot_matrix)

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nuaayuyang avatar nuaayuyang commented on May 22, 2024

image
when i am using it to mutil lable i have got this problem , how can i solve it

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cgnorthcutt avatar cgnorthcutt commented on May 22, 2024

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nuaayuyang avatar nuaayuyang commented on May 22, 2024

hi@cgnorthcutt
image
then I got this output

image
the number(above the image) which I print is s, my psx is a nxm matrix

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