Is your feature request related to a problem or challenge? Please describe what you are trying to do.

When we use the ballista/datafusion to execute some query( the table has may decimal data type), and perf the cpu.

The validation of decimal cost a lot of cpu about 5% from below picture.

Describe the solution you'd like

Describe alternatives you've considered

Additional context

• Combine DecimalArray validation #2447
• add no validation in the decimal array, optimize performance of the cast and other operation optimize: no validation for decimal array for cast/take #2551
• optimize cast from other numeric type to decimal without validation
• optimize the performance of reading data from parquet file