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add CustomFeature base class to support user-defined features with encoding/decoding logic #7221

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@alex-hh alex-hh commented Oct 11, 2024

intended as fix for #7220 if this kind of extensibility is something that datasets is willing to support!

from datasets.features.features import CustomFeature


class ListOfStrs(CustomFeature):
    requires_encoding = True
    def _encode_example(self, value):
        if isinstance(value, str):
            return [str]
        else:
            return value
feats = Features(strlist=ListOfStrs())
feats.encode_example({"strlist": "a"})["strlist"] == feats["strlist"].encode_example("a")

@alex-hh alex-hh changed the title add Feature base class to improve support for user-defined features add CustomFeature base class to support for user-defined features Nov 2, 2024
@alex-hh alex-hh changed the title add CustomFeature base class to support for user-defined features add CustomFeature base class to support user-defined features with encoding/decoding logic Nov 2, 2024
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alex-hh commented Nov 3, 2024

@lhoestq would you be open to supporting this kind of extensibility?

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lhoestq commented Nov 5, 2024

I suggested a fix in #7220 that would not necessarily require a parent class for custom features, lmk what you think

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2 participants