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Adds a verbose option to BFGS, with supports printing out the values of
loss
,y
, andstep_size
at every step.The tested custom solvers are updated, and the documentation is updated as well.
Users that have written custom solvers that subclass BFGS will now see
ValueError: The following fields were not initialised during __init__: {'verbose'}
upon upgrading.I think this - plus a note in the next release - is probably enough for the subset of users who define custom solvers (and probably know optimistix quite well). It is raised from inside equinox, though, which makes it a little less obvious. I'm happy to improve this - WDYT?
I have "tested" this by using it in a notebook, but not otherwise.
This follows up on #56 (comment).