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org.apache.spark.sql.catalyst.optimizer

NormalizeFloatingNumbers

object NormalizeFloatingNumbers extends Rule[LogicalPlan]

We need to take care of special floating numbers (NaN and -0.0) in several places:

  1. When compare values, different NaNs should be treated as same, -0.0 and 0.0 should be treated as same. 2. In aggregate grouping keys, different NaNs should belong to the same group, -0.0 and 0.0 should belong to the same group. 3. In join keys, different NaNs should be treated as same, -0.0 and 0.0 should be treated as same. 4. In window partition keys, different NaNs should belong to the same partition, -0.0 and 0.0 should belong to the same partition.

Case 1 is fine, as we handle NaN and -0.0 well during comparison. For complex types, we recursively compare the fields/elements, so it's also fine.

Case 2, 3 and 4 are problematic, as Spark SQL turns grouping/join/window partition keys into binary UnsafeRow and compare the binary data directly. Different NaNs have different binary representation, and the same thing happens for -0.0 and 0.0.

This rule normalizes NaN and -0.0 in window partition keys, join keys and aggregate grouping keys.

Ideally we should do the normalization in the physical operators that compare the binary UnsafeRow directly. We don't need this normalization if the Spark SQL execution engine is not optimized to run on binary data. This rule is created to simplify the implementation, so that we have a single place to do normalization, which is more maintainable.

Note that, this rule must be executed at the end of optimizer, because the optimizer may create new joins(the subquery rewrite) and new join conditions(the join reorder).

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