Hi all,

I would like to propose introducing "The metrics & semantic modeling in
Spark".

This feature enables defining business metrics once and reusing them across
any breakdown, ensuring consistent outcomes and bridging the semantic gap
between business logic and data schemas to help LLMs generate more precise
results.

Looking forward to your feedback!

JIRA: SPARK-54119 <https://issues.apache.org/jira/browse/SPARK-54119>
SPIP docs:
https://docs.google.com/document/d/1xVTLijvDTJ90lZ_ujwzf9HvBJgWg0mY6cYM44Fcghl0/edit?tab=t.0#heading=h.4iogryr5qznc
<https://docs.google.com/document/d/1xVTLijvDTJ90lZ_ujwzf9HvBJgWg0mY6cYM44Fcghl0/edit?tab=t.0#heading=h.4iogryr5qznc>

Thanks,
Linhong

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