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feat: Add ensemble feature selection function ensemble_fselect().
BREAKING CHANGE: The FSelector class is FSelectorBatch now.
BREAKING CHANGE: THe FSelectInstanceSingleCrit and FSelectInstanceMultiCrit classes are FSelectInstanceBatchSingleCrit and FSelectInstanceBatchMultiCrit now.
BREAKING CHANGE: The CallbackFSelect class is CallbackBatchFSelect now.
BREAKING CHANGE: The ContextEval class is ContextBatchFSelect now.
