| license: cc-by-4.0 | |
| dataset_info: | |
| features: | |
| - name: caption | |
| dtype: string | |
| - name: dialog | |
| sequence: | |
| sequence: string | |
| - name: image_path | |
| dtype: string | |
| - name: global_image_id | |
| dtype: string | |
| - name: anns_id | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 77657548 | |
| num_examples: 123287 | |
| - name: test | |
| num_bytes: 3495490 | |
| num_examples: 8000 | |
| - name: validation | |
| num_bytes: 1408883 | |
| num_examples: 2064 | |
| download_size: 34814702 | |
| dataset_size: 82561921 | |
| Usage: | |
| ```python | |
| from dataclasses import dataclass | |
| import datasets | |
| # load and path setting | |
| ds_visdial = datasets.load_dataset('jxu124/visdial') | |
| path_map = { | |
| "coco/train2014": f"/datasets/coco/train2014", | |
| "coco/val2014": f"/datasets/coco/val2014", | |
| "visdial/VisualDialog_test2018": f"/datasets/visdial/VisualDialog_test2018", | |
| "visdial/VisualDialog_val2018": f"/datasets/visdial/VisualDialog_val2018" | |
| } | |
| # apply to your datasets | |
| @dataclass | |
| class ReplaceImagePath(): | |
| path_map: {} | |
| def __call__(self, features): | |
| for k, v in self.path_map.items(): | |
| features['image'] = features['image'].replace(k, v) | |
| return features | |
| ds_visdial = ds_visdial.map(ReplaceImagePath(path_map=path_map)).cast_column("image", datasets.Image()) | |
| ``` |