[EPIC] Run full sqllogic / sqlite test suite against DataFusion

[alamb]

Is your feature request related to a problem or challenge?

As DataFusion matures and becomes the foundation for more and more systems, ensuring it works bug free with many SQL queries is even more important. We have our own substantial test suites, but we still find issues from time to time, and more systematic testing would be even better

This ticket attempts to

• summarize [DISCUSSION] More SqlLogicTest test coverage for queries, including join queries #13470
• organize the follow on items that @Omega359 discovered during initial implementation

Describe the solution you'd like

As described on #13470, there is a well known, very large corpus of sql test files originally from sqlite in sqllogictest format. It is common for other sql engines to run these scripts

The main description page is: https://sqlite.org/sqllogictest/file?name=about.wiki&ci=tip

@Omega359 has undertaken a substantial effort to create a DataFusion test runner to run these tests

I believe the code is here

• https://github.com/Omega359/arrow-datafusion/tree/feature/sqllogictest_add_sqlite

Describe alternatives you've considered

Infrastructure Tasks

• prototype test runner: https://github.com/Omega359/arrow-datafusion/tree/feature/sqllogictest_add_sqlite
• Triage initial results (thanks @Omega359 ❤️)
• Complete test runner integration: Complete / integrate sqlite sqllogictest test scripts integrattion #13812

Fix bugs discovered by the initial testing

• sql result discrepency with sqlite, postgres and duckdb bug #3 #13784
• sql result discrepency with sqlite, postgres and duckdb bug #2 #13782
• sql odd case of rounding compared to duckdb and postgresql #13781
• sql result discrepency with sqlite, postgres and duckdb #13780
• sql result discrepency with sqlite and postgres #13779
• multiply overflow in stats.rs #13775

Additional context

No response

[Omega359]

A quick grep and cleaning of DF errors that resulted in a query being marked as 'skipif Datafusion':

uniq -c errors_sorted.txt 
      5 # Datafusion - DataFusion error: Arrow error: Cast error: Can't cast value 2154602500.0 to type Int32
      5 # Datafusion - DataFusion error: Arrow error: Cast error: Can't cast value 2546884400.0 to type Int32
      1 # Datafusion - DataFusion error: Arrow error: Cast error: Can't cast value -2986724764 to type Int32
      5 # Datafusion - DataFusion error: Arrow error: Cast error: Can't cast value 48526918000.0 to type Int32
    203 # Datafusion - DataFusion error: Arrow error: Divide by zero error
   7075 # Datafusion - DataFusion error: Error during planning: Unary operator '+' only supports numeric, interval and timestamp types
   6543 # Datafusion - DataFusion error: Execution error: avg(DISTINCT) aggregations are not available
      5 # Datafusion - DataFusion error: External error: Arrow error: Cast error: Can't cast value 16106546000.0 to type Int32
      7 # Datafusion - DataFusion error: External error: Arrow error: Divide by zero error
     14 # Datafusion - DataFusion error: External error: External error: Arrow error: Divide by zero error
      3 # Datafusion - DataFusion error: External error: External error: External error: Arrow error: Divide by zero error
      2 # Datafusion - DataFusion error: External error: External error: Internal error: predicate did not evaluate to an array.
     56 # Datafusion - DataFusion error: Internal error: predicate did not evaluate to an array.
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "count(cor0.col1)"
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "count((- cor0.col2))"
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "count(NULL)"
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "max(Int64(33))"
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "sum((- cor0.col2))"
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "sum(NULL)"
      1 # Datafusion - DataFusion error: Schema error: Schema contains duplicate unqualified field name "sum((- tab0.col1))"
   6235 # Datafusion - DataFusion error: Schema error: Schema contains qualified field name
    275 # Datafusion - DataFusion error: SQL error: RecursionLimitExceeded
   1707 # Datafusion - DataFusion error: This feature is not implemented: Physical plan does not support logical expression ScalarSubquery(<subquery>)
   2602 # Datafusion - DataFusion error: This feature is not implemented: Unsupported logical plan: CreateIndex
  12691 # Datafusion - DataFusion error: type_coercion
   1743 # Datafusion - Error during planning: Cannot automatically convert Float32 to Null
     17 # Datafusion - Error during planning: Cannot automatically convert Float64 to Null
   5739 # Datafusion - Error during planning: Cannot automatically convert Int32 to Null
   5192 # Datafusion - Error during planning: Cannot automatically convert Int64 to Null
    386 # Datafusion - Error during planning: HAVING clause references non-aggregate values
    888 # Datafusion - Error during planning: Projection references non-aggregate values:
  39706 # Datafusion - Error during planning: Projections require unique expression names