Convert DataFrames in dmod.metrics and dmod.evaluations to Polars #446
Labels
enhancement
New feature or request
good first issue
Good for newcomers
Low Priority
This should not take the place of more important work
Large scale evaluations will hit a bottleneck when it comes time to split datasets and start running metrics on small chunks of the overall dataset. Memory management will also become a problem.
To mitigate, this, logic needs to be written to convert the use of pandas dataframes to the frame logic provided by Polars. Some important dataframe operations can be ~400% faster in Polars and the memory footprint is smaller.
The majority of the work will come down to changing operations like fliters and grouping.
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