Source code for oumi.datasets.vision_language.flickr30k

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from typing_extensions import override

from oumi.core.datasets import VisionLanguageSftDataset
from oumi.core.registry import register_dataset
from oumi.core.types.conversation import (
    ContentItem,
    Conversation,
    Message,
    Role,
    Type,
)


[docs] @register_dataset("nlphuji/flickr30k") class Flickr30kDataset(VisionLanguageSftDataset): """Dataset class for the `nlphuji/flickr30k` dataset.""" default_dataset = "nlphuji/flickr30k"
[docs] @override def transform_conversation(self, example: dict) -> Conversation: """Transform a single conversation example into a Conversation object.""" input_text = "Describe this image:" output_text = example["caption"][0] return Conversation( messages=[ Message( role=Role.USER, content=[ ContentItem( type=Type.IMAGE_BINARY, binary=example["image"]["bytes"], ), ContentItem(type=Type.TEXT, content=input_text), ], ), Message(role=Role.ASSISTANT, content=output_text), ] )