| | 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, |
| | }""" |
