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Add simple polars support #1129
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Thank you so much Mr. @hoxbro . What do you mean by simple? Is there something that a Pandas DataFrame backed HvPlot/Holoviews object can fundementally do that a Polars one can not? |
This PR simply converts the data to a pandas DataFrame before passing it to the existing codepaths. The longer term and more efficient approach will be to implement a data backend for HoloViews that natively understands and works with polars dataframes, avoiding any copies that occur in the polars -> pandas conversion and potentially executing specific computations, e.g. histograms, aggregations etc., directly with polars. |
Thank you Mr. @philippjfr . I have a Panel app that uses Polars to load 12 GB SQLite and cast it to a Pandas DataFrame and I always wondered how it would perform using Polars alone. |
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Except a few minor changes this looks good to me. This is going to make polars users very happy! I wish we had a place where to expose that more in the docs, the front-page isn't the best place.
Note to self, the release notes should mention that this is basic support and the data is casted to Pandas objects. By the way @hoxbro Series
don't need to be casted?
Co-authored-by: Maxime Liquet <35924738+maximlt@users.noreply.github.com>
Co-authored-by: Maxime Liquet <35924738+maximlt@users.noreply.github.com>
resolves #1023
This adds a simple Polars support to hvplot by converting it to a Pandas DataFrame before putting it into the machinery of hvplot. I'm trying to convert only the necessary columns for the DataFrame and LazyDataFrame.
Using the API as described here.