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Bring back BART to V4 and make it more general (#4914)
* frowardporting from unreleased v3 plus generalization * aesarize * improve docstrings * small fix docstring and variable names * fix format variable importance * fix broadcasting issue and other minor fixes * add test and fix pylint * fix float32 * sample splitting variables non-uniformly * remove xfail * add back xfail on windows * add back xfail on windows and for float32 * fix test * clean rnd * add size argument and check for NoDistribution * stop updating split_prior after tuning * clean code and small speed-up * clean code and small speed-up * revert xfail * add tests * fix number of chains * revert test * clean code, refactor and small speed-up * test random * test random * add missing data test
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