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inventormc avatar inventormc commented on July 25, 2024

I think this is an issue with the parameters set. -- min_samples_split must be greater than 1. Can you fix that and see if it works? That being said, this error message is not very informative at all, and we'll add a better error message for this.

To answer your question, tune-sklearn should work with any sklearn estimator (it can do everything that GridSearchCV or RandomSearchCV can do); it only requires the estimator to have partial_fit or warm_start when you want to do early stopping.

@richardliaw

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yijing332 avatar yijing332 commented on July 25, 2024

Thank you very much for your answer and help me find out the mistakes!
I adjusted the parameters and tried again, but it still didn't seem to work, but when I remove the use_gpu parameter and reduce the number of n_jobs, it can run normally.

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inventormc avatar inventormc commented on July 25, 2024

Great! Glad it works now. I'm assuming you have a gpu on the machine you ran this on right?

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yijing332 avatar yijing332 commented on July 25, 2024

Yes, there are two GPUs on my laptop. Is it necessary to configure it when I use that param?

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inventormc avatar inventormc commented on July 25, 2024

By default, tune-sklearn doesn't use gpu during training, so yes. It should work with n_jobs and use_gpu, so we'll take a look at this.

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richardliaw avatar richardliaw commented on July 25, 2024

Closing this as we have seemed to address this issue!

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