Upload dataset.py
Browse files- dataset.py +55 -0
dataset.py
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import os
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import datasets
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import soundfile as sf
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_CITATION = ""
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_DESCRIPTION = "Audio classification dataset with labels from folder names"
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_HOMEPAGE = ""
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_LICENSE = ""
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class AudioDatasetConfig(datasets.BuilderConfig):
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def __init__(self, **kwargs):
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super(AudioDatasetConfig, self).__init__(**kwargs)
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class AudioDataset(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [AudioDatasetConfig(name="default", version=datasets.Version("1.0.0"))]
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def _info(self):
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labels = sorted(os.listdir(os.path.join(self.config.data_dir, "Final data")))
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features({
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"audio": datasets.Audio(sampling_rate=16000),
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"label": datasets.ClassLabel(names=labels)
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}),
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supervised_keys=None,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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data_dir = self.config.data_dir
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"data_dir": data_dir}
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)
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]
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def _generate_examples(self, data_dir):
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audio_path = os.path.join(data_dir, "Final data")
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label_list = sorted(os.listdir(audio_path))
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id_ = 0
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for label in label_list:
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label_dir = os.path.join(audio_path, label)
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if not os.path.isdir(label_dir):
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continue
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for fname in os.listdir(label_dir):
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if fname.endswith(".wav"):
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path = os.path.join(label_dir, fname)
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yield id_, {
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"audio": path,
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"label": label
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}
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id_ += 1
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