object WidenSetOperationTypes extends Rule[LogicalPlan]
Widens the data types of the children of Union/Except/Intersect. 1. When ANSI mode is off: Loosely based on rules from "Hadoop: The Definitive Guide" 2nd edition, by Tom White
The implicit conversion rules can be summarized as follows:
- Any integral numeric type can be implicitly converted to a wider type.
- All the integral numeric types, FLOAT, and (perhaps surprisingly) STRING can be implicitly converted to DOUBLE.
- TINYINT, SMALLINT, and INT can all be converted to FLOAT.
- BOOLEAN types cannot be converted to any other type.
- Any integral numeric type can be implicitly converted to decimal type.
- two different decimal types will be converted into a wider decimal type for both of them.
- decimal type will be converted into double if there float or double together with it.
All types when UNION-ed with strings will be promoted to strings. Other string conversions are handled by PromoteStrings.
Widening types might result in loss of precision in the following cases:
- IntegerType to FloatType
- LongType to FloatType
- LongType to DoubleType
- DecimalType to Double
2. When ANSI mode is on:
The implicit conversion is determined by the closest common data type from the precedent
lists from left and right child. See the comments of Object AnsiTypeCoercion for details.
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