[8bfbf9]: / lavis / datasets / builders / vqa_builder.py

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"""
Copyright (c) 2022, salesforce.com, inc.
All rights reserved.
SPDX-License-Identifier: BSD-3-Clause
For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
"""
from lavis.datasets.builders.base_dataset_builder import BaseDatasetBuilder
from lavis.common.registry import registry
from lavis.datasets.datasets.aok_vqa_datasets import AOKVQADataset, AOKVQAEvalDataset
from lavis.datasets.datasets.coco_vqa_datasets import COCOVQADataset, COCOVQAEvalDataset
from lavis.datasets.datasets.vg_vqa_datasets import VGVQADataset
from lavis.datasets.datasets.gqa_datasets import GQADataset, GQAEvalDataset
@registry.register_builder("coco_vqa")
class COCOVQABuilder(BaseDatasetBuilder):
train_dataset_cls = COCOVQADataset
eval_dataset_cls = COCOVQAEvalDataset
DATASET_CONFIG_DICT = {
"default": "configs/datasets/coco/defaults_vqa.yaml",
"eval": "configs/datasets/coco/eval_vqa.yaml",
}
@registry.register_builder("vg_vqa")
class VGVQABuilder(BaseDatasetBuilder):
train_dataset_cls = VGVQADataset
DATASET_CONFIG_DICT = {"default": "configs/datasets/vg/defaults_vqa.yaml"}
@registry.register_builder("ok_vqa")
class OKVQABuilder(COCOVQABuilder):
DATASET_CONFIG_DICT = {
"default": "configs/datasets/okvqa/defaults.yaml",
}
@registry.register_builder("aok_vqa")
class AOKVQABuilder(BaseDatasetBuilder):
train_dataset_cls = AOKVQADataset
eval_dataset_cls = AOKVQAEvalDataset
DATASET_CONFIG_DICT = {"default": "configs/datasets/aokvqa/defaults.yaml"}
@registry.register_builder("gqa")
class GQABuilder(BaseDatasetBuilder):
train_dataset_cls = GQADataset
eval_dataset_cls = GQAEvalDataset
DATASET_CONFIG_DICT = {
"default": "configs/datasets/gqa/defaults.yaml",
"balanced_val": "configs/datasets/gqa/balanced_val.yaml",
"balanced_testdev": "configs/datasets/gqa/balanced_testdev.yaml",
}