Source code for oumi.datasets.vision_language.pixmo_cap_qa
# Copyright 2025 - Oumi
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing_extensions import override # noqa: I001
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("allenai/pixmo-cap-qa")
class PixmoCapQADataset(VisionLanguageSftDataset):
"""Dataset class for the `allenai/pixmo-cap-qa` dataset.
The dataset is affected by some image URLs having a 404 issue.
"""
default_dataset = "allenai/pixmo-cap-qa"
[docs]
@override
def transform_conversation(self, example: dict) -> Conversation:
"""Transform the example into a Conversation object.
Sample "question": "[USER] Can you come up with a joke? [ASSISTANT]"
It starts with a [USER] and ends with an [ASSISTANT] role tag.
The Assistant response appears in the "answer" field.
"""
messages: list[Message] = []
messages.append(
Message(
role=Role.USER,
content=[
ContentItem(type=Type.IMAGE_URL, content=example["image_url"]),
],
)
)
questions = example["question"].strip().split("\n")
for question in questions:
if question.startswith("[USER]"):
question = question[len("[USER]") :].strip()
messages.append(Message(role=Role.USER, content=question))
elif question.startswith("[ASSISTANT]"):
answer = question[len("[ASSISTANT]") :].strip()
messages.append(Message(role=Role.ASSISTANT, content=answer))
messages.append(Message(role=Role.ASSISTANT, content=example["answer"]))
return Conversation(messages=messages)