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It could be that we need to make "robust" the default optimizer, with documentation about expected speed/peformance if people want better performance. (link relevant issues here)
Right now, a lot of times failure to converge is not noticed, because the logger is not turned on, an failure to converge is not elevated to the top level. Probably a higher level exception should be thrown, since this is a huge failure mode.
The results could also provide a .success attribute we can check? (like scipy's OptimizeResult) which can be checked.
This will need to pull in a few other issues.
hybr
solver fails, then seedsadaptive
solver with bad startingf_i
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