| import datasets | |
| import json | |
| _CITATION = """\ | |
| @InProceedings{huggingface:dataset, | |
| title = {A great new dataset}, | |
| author={huggingface, Inc. | |
| }, | |
| year={2021} | |
| } | |
| """ | |
| _DESCRIPTION = """\ | |
| This is YouTube video transcription dataset built from YTTTS Speech Collection for semantic search. | |
| """ | |
| _HOMEPAGE = "https://huggingface.co/datasets/ashraq/youtube-transcription" | |
| _LICENSE = "" | |
| TRAIN_URL = "yt-transcriptions.jsonl" | |
| class YoutubeTranscription(datasets.GeneratorBasedBuilder): | |
| VERSION = datasets.Version("1.2.0") | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features( | |
| { | |
| "video_id": datasets.Value("string"), | |
| "title": datasets.Value("string"), | |
| "text": datasets.Value("string"), | |
| "start_timestamp": datasets.Value("string"), | |
| "end_timestamp": datasets.Value("string"), | |
| "start_second": datasets.Value("string"), | |
| "end_second": datasets.Value("string"), | |
| "url": datasets.Value("string"), | |
| "thumbnail": datasets.Value("string"), | |
| }, | |
| ), | |
| supervised_keys=None, | |
| homepage=_HOMEPAGE, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| train_path = dl_manager.download_and_extract(TRAIN_URL) | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={ | |
| "filepath": train_path, | |
| "split": "train", | |
| }, | |
| ), | |
| ] | |
| def _generate_examples(self, filepath, split): | |
| with open(filepath, encoding="utf8") as f: | |
| documents = f.readlines() | |
| documents = [json.loads(x) for x in documents] | |
| id_ = 0 | |
| for doc in documents: | |
| data = { | |
| "video_id": doc["video_id"], | |
| "title": doc["title"], | |
| "text": doc["text"], | |
| "start_timestamp": doc["start_timestamp"], | |
| "end_timestamp": doc["end_timestamp"], | |
| "start_second": doc["start_second"], | |
| "end_second": doc["end_second"], | |
| "url": doc["url"], | |
| "thumbnail": doc["thumbnail"] | |
| } | |
| yield id_, data | |
| id_ += 1 | |