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cosmicBboy avatar cosmicBboy commented on June 18, 2024

I've thought about this a lot, and I think we're getting closer to this world. However my main concern is that this generic dataframe schema will have to include a superset of all the options for all of the dataframes. I think eventually we'll nail down a "common dataframe schema api to rule them all", in which case this concern is less of an issue.

We recently introduced a generic dataframe api: https://github.com/unionai-oss/pandera/tree/main/pandera/api/dataframe which is where this dispatching might happen. Currently pandas and polars schemas inherit from these classes (pyspark still needs to be done).

If folks engage with this issue (👍 or comment/discuss) we can prioritize this effort, but in the mean time @DavidSlayback if you can write down a spec for how this would all work with perhaps a code snippet sketch of how dispatching would work that would get the ball rolling.

from pandera.

DavidSlayback avatar DavidSlayback commented on June 18, 2024

Sure, I'll try to sketch something up later this week when I'm free!

from pandera.

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