Source code for oumi.datasets.sft.ultrachat

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# Licensed under the Apache License, Version 2.0 (the "License");
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#     http://www.apache.org/licenses/LICENSE-2.0
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from typing import Union

import pandas as pd

from oumi.core.datasets import BaseSftDataset
from oumi.core.registry import register_dataset
from oumi.core.types.conversation import Conversation, Message



[docs]
@register_dataset("HuggingFaceH4/ultrachat_200k")
class UltrachatH4Dataset(BaseSftDataset):
    """Dataset class for the HuggingFaceH4/ultrachat_200k dataset."""

    default_dataset = "HuggingFaceH4/ultrachat_200k"


[docs]
    def transform_conversation(self, example: Union[dict, pd.Series]) -> Conversation:
        """Transform a dataset example into a Conversation object."""
        raw_messages = example.get("messages")
        if raw_messages is None:
            raise ValueError("Invalid messages")

        messages = [Message.model_validate(message) for message in raw_messages]
        return Conversation(messages=messages)