Add progress bar to windowed sampling #1256
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This provides interactive progressbars on
tfp.mcmc.experimental.windowed_adaptive_hmcandwindowed_adaptive_nuts.I used the fastprogress library rather than tqdm, since I was getting a weird redrawing effect from
tqdmafter the first progressbar finished.There is a little bit of funniness that the progressbars do not fill up all the way, but this was a fast model.