botorch
botorch copied to clipboard
[Documentation] Inaccurate and incomplete documentation for `SingleTaskMultiFidelityGP`
- The docstring for
linear_truncatedand the class docstring describe what the behavior would be if the default werelinear_truncated=False. However, the default isTrue. The model uses aLinearTruncatedFidelityKernel, which isn't described at all. - It is not clear how data fidelities are to be interpreted. Does a higher number indicate higher fidelity? Can they lie outside [0, 1]? Do they have a cardinal or ordinal interpretation?
This came up in #2393 , and I spent a while myself trying to understand how fidelities should be specified and how they affect the kernel.
Hi @esantorella !
Could you please assign this issue to me ? I'd like to work on this .
Thank You !
@Muhammad-Rebaal Done, thank you!