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relf avatar relf commented on June 21, 2024

Hi. Thank you for reporting. I think we've got an issue here. How do you call KPLS(), what options are you using? What is the dimension of your training inputs and the value of n_comp?

In 2.4, we've changed the default internal optimizer from COBYLA to TNC. The latter uses gradients, I guess that if you switch back to COBYLA by using KPLS(hyper_opt="Cobyla", ...) you will retrieve a working solution.

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Val4on avatar Val4on commented on June 21, 2024

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relf avatar relf commented on June 21, 2024
  1. the point of using KPLS or KPLSK is to choose n_comp < num_params to get actual dimension reduction otherwise you'd better use KRG. What is the value of num_params? Whats is the shape of your training data (n_samples, n_dim) ? What is the shape/value of t0s?

  2. what version of SMT worked for you before?

  3. did you try to increase the nugget like it was suggested (option nugget=1e-8) when you test with Cobyla?

  4. If you go back to TNC you get an error, correct? At the moment I can not reproduce the error you've got. So without an actual example to reproduce the error, it is difficult to help you more on this.

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Val4on avatar Val4on commented on June 21, 2024

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