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Explore performance degradation from reading parquet files file by file #1255

@praateekmahajan

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@praateekmahajan

Is your feature request related to a problem? Please describe.
We were historically doing pd.read_parquet(list_of_files) but now have moved to pd.concat((pd.read_parquet(f) for f in files)).

https://github.com/NVIDIA-NeMo/Curator/pull/1249/files#r2546234214

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