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Delete how2sign-clips.py

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  1. how2sign-clips.py +0 -164
how2sign-clips.py DELETED
@@ -1,164 +0,0 @@
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- # Copyright 2023 Thinh T. Duong
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- import os
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- import datasets
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- from glob import glob
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-
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-
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- logger = datasets.logging.get_logger(__name__)
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-
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-
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- _CITATION = """
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-
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- """
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- _DESCRIPTION = """
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- """
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- _HOMEPAGE = "https://how2sign.github.io/index.html"
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- _REPO_URL = "https://huggingface.co/datasets/VieSignLang/how2sign-clips/resolve/main"
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- _URLS = {
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- "meta": f"{_REPO_URL}/metadata/" + "sharded_how2sign_realigned_{split}.parquet",
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- "video": f"{_REPO_URL}/videos/" + "{type}/{split}/*/*.zip",
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- }
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-
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-
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- class How2SignClipsConfig(datasets.BuilderConfig):
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- """How2Sign configuration."""
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-
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- def __init__(self, name, **kwargs):
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- """
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- :param name: Name of subset.
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- :param kwargs: Arguments.
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- """
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- super(How2SignClipsConfig, self).__init__(
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- name=name,
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- version=datasets.Version("1.0.0"),
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- description=_DESCRIPTION,
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- **kwargs,
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- )
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-
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-
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- class How2SignClips(datasets.GeneratorBasedBuilder):
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- """How2Sign dataset."""
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- BUILDER_CONFIGS = [
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- How2SignClipsConfig(name="rgb"),
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- # How2SignClipsConfig(name="keypoints"),
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- ]
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- DEFAULT_CONFIG_NAME = "rgb"
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-
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- def _info(self) -> datasets.DatasetInfo:
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- features = datasets.Features({
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- "VIDEO_ID": datasets.Value("string"),
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- "VIDEO_NAME": datasets.Value("string"),
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- "SENTENCE_ID": datasets.Value("string"),
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- "SENTENCE_NAME": datasets.Value("string"),
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- "START_REALIGNED": datasets.Value("float64"),
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- "END_REALIGNED": datasets.Value("float64"),
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- "SENTENCE": datasets.Value("string"),
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- "VIDEO": datasets.Value("large_binary"),
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- })
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- # features = datasets.Features({
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- # "id": datasets.Value("string"),
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- # "type": datasets.Value("string"),
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- # "view": datasets.Value("string"),
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- # "text": datasets.Value("string"),
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- # "video": datasets.Value("large_binary"),
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- # })
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-
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- return datasets.DatasetInfo(
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- description=_DESCRIPTION,
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- features=features,
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- homepage=_HOMEPAGE,
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- citation=_CITATION,
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- )
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-
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- def _split_generators(
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- self, dl_manager: datasets.DownloadManager
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- ) -> list[datasets.SplitGenerator]:
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- """
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- Get splits.
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- :param dl_manager: Download manager.
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- :return: Splits.
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- """
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- split_dict = {
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- "train": {
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- "name": datasets.Split.TRAIN,
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- "num_shards": 32,
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- },
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- "test": {
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- "name": datasets.Split.TEST,
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- "num_shards": 3,
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- },
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- "val": {
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- "name": datasets.Split.VALIDATION,
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- "num_shards": 2,
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- },
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- }
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-
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- return [
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- datasets.SplitGenerator(
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- name=info["name"],
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- gen_kwargs={
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- "metadata_path": dl_manager.download(
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- _URLS["meta"].format(split=split)
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- ),
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- "video_dirs": dl_manager.download_and_extract(
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- glob(
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- _URLS["video"].format(
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- type=self.config.name,
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- split=split
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- )
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- )
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- ),
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- "num_shards": info["num_shards"],
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- },
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- )
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- for split, info in split_dict.items()
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- ]
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-
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- def _generate_examples(
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- self, metadata_path: str,
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- video_dirs: list[str],
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- num_shards: int,
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- ) -> tuple[int, dict]:
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- """
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- Generate examples from metadata.
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- :param metadata_path: Path to metadata.
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- :param visual_dirs: Directories of videos.
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- :param num_shards: Number of shards.
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- :yield: Example.
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- """
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- dataset = datasets.load_dataset(
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- "parquet",
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- data_files=metadata_path,
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- split="train",
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- )
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- for i, sample in enumerate(dataset):
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- shard_idx = sample["shard"]
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- for video_dir in video_dirs:
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- video_path = os.path.join(
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- video_dir,
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- f"shard_{shard_idx:03d}_{num_shards:03d}",
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- sample["SENTENCE_NAME"] + ".mp4",
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- # sample["id"] + ".mp4",
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- )
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- if os.path.exists(video_path):
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- yield i, {
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- "VIDEO_ID": sample["VIDEO_ID"],
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- "VIDEO_NAME": sample["VIDEO_NAME"],
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- "SENTENCE_ID": sample["SENTENCE_ID"],
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- "SENTENCE_NAME": sample["SENTENCE_NAME"],
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- "START_REALIGNED": sample["START_REALIGNED"],
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- "END_REALIGNED": sample["END_REALIGNED"],
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- "SENTENCE": sample["SENTENCE"],
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- "VIDEO": self.__get_binary_data(video_path),
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- }
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- # yield i, {
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- # "id": sample["id"],
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- # "type": sample["type"],
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- # "view": sample["view"],
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- # "text": sample["text"],
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- # "video": self.__get_binary_data(video_path),
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- # }
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-
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- def __get_binary_data(self, path):
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- with open(path, "rb") as f:
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- return f.read()