feat(core): serialise table partitions to the Parquet format

[eugenels]

Integration of parquet file format reading and writing into QuestDB natively.

List of tasks:

• Write all column types into parquet format
• Encode QuestDB nulls as parquet nulls for all the data types
• Support parquet encodings: PLAIN for major data types, RleDictionary for SYMBOLs, DeltaBinaryPacked for TIMESTAMP
• Decide on the support of generic compression as a must for initial delivery (yes)
• Include column ids into written parquet file (@puzpuzpuz)
• Storage support converting existing partitions into parquet files (column tops) @mtopolnik
• SQL support to convert partitions to parquet format
• Add SQL table function to query parquet files from anywhere in the local file system @ideoma
• Integrate parquet file reading into existing PageFrame cursor factories using lazy Row Group decompression into memory buffers @puzpuzpuz
• Read selected parquet columns using queries without filtering like SELECT col1 FROM parquet_table
• Read parquet using queries with designated timestamp filters like SELECT col1 FROM parquet_table WHERE timestamp in '2024-05-22
• Read parquet files with other filters like SELECT col1, col3 FROM parquet_table WHERE timestamp in '2024-05-22 AND col2 = > 1
• Query tables with mixed parquet and non-parquet partitions
• Support appending new rows to parquet files
• Support O3 on partitions encoded in parquet
• Support queries with parquet partitions with ORDER BY clause
• Support queries with parquet partitions with GROUP BY clause
• Support queries with parquet partitions with LATEST BY clause
• Support other row factories with parquet storage
• Support push-down filters to skip row groups by using parquet statistics
• Support parquet data transfer pass trough to the query clients without decompression