| import os |
| import datasets |
|
|
| _CITATION = """\ |
| @inproceedings{tbd, |
| title={tbd}, |
| author={tbd}, |
| year={2024}, |
| url={https://huggingface.co/datasets/faridlab/deepaction_v1} |
| } |
| """ |
|
|
| _DESCRIPTION = """\ |
| TBD |
| """ |
|
|
| _HOMEPAGE = "https://huggingface.co/datasets/faridlab/deepaction_v1" |
|
|
| _LICENSE = "TBD" |
|
|
| SUPPORTED = ["VideoPoet", "BDAnimateDiffLightning", "CogVideoX5B", "Pexels", "RunwayML", "StableDiffusion", "Veo"] |
|
|
| class DeepActionV1(datasets.GeneratorBasedBuilder): |
| VERSION = datasets.Version("1.0.0") |
|
|
| def _info(self): |
| return datasets.DatasetInfo( |
| description=_DESCRIPTION, |
| features=datasets.Features({ |
| "video": datasets.Video(), |
| "label": datasets.ClassLabel(names=SUPPORTED), |
| }), |
| supervised_keys=("video", "label"), |
| homepage=_HOMEPAGE, |
| license=_LICENSE, |
| citation=_CITATION, |
| ) |
|
|
| def _split_generators(self, dl_manager): |
| urls = [] |
| base_url = "https://huggingface.co/datasets/faridlab/deepaction_v1/resolve/main/" |
|
|
| for engine in SUPPORTED: |
| for i in list(range(95)) + list(range(99, 104)): |
| if engine in ["Pexels", "Veo"]: |
| urls.append(os.path.join(base_url, engine, "{}".format(i), "a.mp4")) |
| elif engine in ["VideoPoet"]: |
| for vid_file in ["a.mp4", "b.mp4", "c.mp4", "d.mp4"]: |
| urls.append(os.path.join(base_url, engine, "{}".format(i), vid_file)) |
| else: |
| for vid_file in ["a.mp4", "b.mp4", "c.mp4", "d.mp4", "e.mp4"]: |
| urls.append(os.path.join(base_url, engine, "{}".format(i), vid_file)) |
| |
| data_dir = dl_manager.download_and_extract(urls) |
|
|
| return [ |
| datasets.SplitGenerator( |
| name=datasets.Split.TRAIN, |
| gen_kwargs={"data_dir": data_dir}, |
| ), |
| ] |
|
|
| def _generate_examples(self, data_dir): |
| for data_point in data_dir: |
| yield data_point, { |
| "video": data_point, |
| "label": str(data_point).split("/")[-3], |
| } |
|
|
| """for label in os.listdir(data_dir): |
| label_path = os.path.join(data_dir, label) |
| if os.path.isdir(label_path): |
| for subfolder in os.listdir(label_path): |
| subfolder_path = os.path.join(label_path, subfolder) |
| if os.path.isdir(subfolder_path): |
| for video_file in os.listdir(subfolder_path): |
| if video_file.endswith(".mp4"): |
| video_path = os.path.join(subfolder_path, video_file) |
| yield video_path, { |
| "video": video_path, |
| "label": label, |
| }""" |
