Make backfill corrections faster pt 1 #1802
Merged
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Description
Starting to identify places to make backfill corrections faster.
rlangpronouns, andstr_interpare slower than base/standard approaches, so remove where they don't make the code more readable.Based on a smaller test example (a full run takes too long to reasonably profile and too much memory to profile locally), this reduces setup (data read + validation) runtime by 3x and training/testing by 25%. Setup doesn't take that much time but it is responsible for peak memory usage for the entire pipeline; this also reduces memory usage there. Since this was run on a smaller dataset, speedup in production may differ somewhat.