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Every node in a lazy computation gets a schema. Evaluating an expression requires several schema lookups. This was backed by a
Vec
. But the data in the schema is&str
so there is a lot of indirection and thus cache misses. Besides that the usage of polars with regards of number of expressions ran on aDataFrame
and number ofcolumns
that are stored in aDataFrame
far exceed my initial exprectations/ guesses. Both are in the millions, meaning we needO(1)
instead ofO(n)
schema lookups.This PR refactors the schema to be backed by IndexMap. This is a hashmap that also stores insertion order.
@ghuls FYI