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