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Fix progressbar with nested compound step samplers (#7776)
* Fix missing import
* Fix progressbar with nested compound step samplers
* Move progressbar code to its own module
* Rename `make_update_stats_functions` to `_make_progressbar_update_functions`
* Cleanup progress_bar
* Abstract special behavior of NUTS divergences in ProgressBar
Every step sampler can now decide whether sampling is failing or not by setting "failing" in the returned update dict
* Correct `stats_dtypes_shapes` is `CategoricalGibbsMetropolis`
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Co-authored-by: Jesse Grabowski <jessegrabowski@gmail.com>