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Polars Evaluates Expressions in an Arena

Oct 21, 2026 11 min read Jay Hubbert

Polars lowers the user-facing Expr tree into a flat Arena of nodes addressed by integer Node handles, which the physical planner walks to build Arc operators.

PolarsInternalsLazyPerformanceArrow

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Polars Kills Duplicate Subplans by Fingerprinting Them

Oct 21, 2026 14 min read Jay Hubbert

Polars does not compare subtrees with a recursive equality check. It hashes each plan node together with the canonical ids of its children, interns the result in a hash table of …

PolarsInternalsOptimizerLazyPerformance

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Polars Simplifies the Expression Tree Before It Runs Anything

Oct 21, 2026 14 min read Jay Hubbert

Simplification is not a separate optimizer pass in Polars but a rewrite rule that runs interleaved with type coercion during conversion, using a context flag that tells the rule …

PolarsInternalsOptimizerLazy

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