object WidenSetOperationTypes extends Rule[LogicalPlan]
Widens numeric types and converts strings to numbers when appropriate.
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.
Additionally, 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
This rule is only applied to Union/Except/Intersect
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