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bug: Default Parameter in PoweredExponential #427

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ChrisBoettner opened this issue Dec 26, 2023 · 0 comments
Open

bug: Default Parameter in PoweredExponential #427

ChrisBoettner opened this issue Dec 26, 2023 · 0 comments
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@ChrisBoettner
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Bug Report

GPJax version:

0.8.0

Current behavior:

Hi,
I'm new to GPJax (and Jax) in general, so please excuse me if I'm being naive here, but I think there is some weird behavior in the default parameter of the PoweredExponential kernel. Specifically, the power gets set to 1 by default, with a default sigmoid bijector. This leads to the parameter to be inf, when running model.unconstrain(), which makes the fit fail with no obvious reason.
It's definitely something that can be fixed very easily by setting a different initial value to power, but I doubt this is the intended behaviour.

Best wishes,
Chris

@ChrisBoettner ChrisBoettner added the bug Something isn't working label Dec 26, 2023
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