[WIP] Bloom filter Quick Implementation

[thugsatbay]

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[sezruby]

@thugsatbay Could you add BFFilterIndexRule to apply BF index & measure the performance? (for e2e prototype)

I wonder file-level BF & filtering files would be beneficial if we use parquet dictionary filter.
https://medium.com/analytics-vidhya/spark-parquet-file-cac4af92981d
https://www.slideshare.net/RyanBlue3/parquet-performance-tuning-the-missing-guide

So .. it might be good to measure the perf using dictionary filter & compare with BF..

cc @imback82