[EPIC] Parquet filter pushdown into scan

[alamb]

Is your feature request related to a problem or challenge? Please describe what you are trying to do.
DataFusion offers sophisticated "filter pushdown" optimizations into LogicalPlan::TableScan by passing predicates into TableProvider::scan.

This ticket tracks the work to make use of these predicates in the table provider for parquet files, ParquetFileReader. Much of this work has been completed by the writing of this ticket, but I wanted to try and capture it here to both show how far DataFusion has come as well as how close we are to done

There are three types of predicate pushdown:

• Prune row groups based on statistics (do not fetch or decode any pages)
• Prune column pages based on page level statistics, skip decode of corresponding positions in other columns:
• Prune row indexes based on Expr predicates, and skip decode of corresponding positions in other columns

Work Items

• Support RowFilter in ParquetExec #3360
• Add benchmarks for parquet queries with filter pushdown enabled #3457
• Support using offset index in ParquetRecordBatchStream when pushing down RowFilter #3456
• Implement parquet page-level skipping with column index, using min/max stats #847
• Enable parquet filter pushdown by default #3463
• Add metadata_size_hint for optimistic fetching of parquet metadata #2946
• Consider adopting IOx ObjectStore abstraction #2489 / ParquetRecordBatchStream
• Implement parquet page-level skipping with column index, using min/ma… #3780
• Enable parquet page level skipping (page index pruning) by default #4085
• Support pushdown multi-columns in PageIndex pruning. #3834
• Support parquet page filtering for more types: String, Binary(Decimal), Int96 #3833
• Add additional testing to parquet predicate pushdown integration tests #4087
• Correctness integration test for parquet filter pushdown #3976
• Write a blog about parquet predicate pushdown #3464
• Support parquet page filtering on min_max for decimal128 and string columns  #4255
• Page index pruning fail on complex_expr #4317

Related arrow-rs items:

• Permit parallel fetching of column chunks in ParquetRecordBatchStream arrow-rs#2110
• Support peek_next_page() and skip_next_page in serialized_reader. arrow-rs#2044
• Add get_byte_ranges method to AsyncFileReader trait arrow-rs#2115
• Add Parquet RowFilter API arrow-rs#2335
• Add ParquetRecordBatchReaderBuilder (#2427) arrow-rs#2435
• Make Parquet reader filter APIs public (#1792) arrow-rs#2467
• Add Page Row Count Limit arrow-rs#2941
• parquet::arrow::arrow_writer::ArrowWriter ignores page size properties arrow-rs#2853

[alamb]

We are so close to making this happen -- the last thing is to be able to turn the predicate pushdown on by default