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Upload pm25vision.py with huggingface_hub

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  1. pm25vision.py +45 -0
pm25vision.py ADDED
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+ import csv
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+ import datasets
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+
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+
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+ class PM25Vision(datasets.GeneratorBasedBuilder):
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description="PM25Vision: Street-level imagery with PM2.5 annotations",
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+ features=datasets.Features(
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+ {
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+ "image_id": datasets.Value("int64"),
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+ "station_id": datasets.Value("int64"),
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+ "captured_at": datasets.Value("string"),
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+ "camera_angle": datasets.Value("float64"),
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+ "longitude": datasets.Value("float64"),
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+ "latitude": datasets.Value("float64"),
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+ "quality_score": datasets.Value("float64"),
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+ "downloaded_at": datasets.Value("string"),
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+ "pm25": datasets.Value("float64"),
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+ "filename": datasets.Value("string"),
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+ "quality": datasets.Value("string"),
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+ "pm25_bin": datasets.Value("string"),
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+ }
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+ ),
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+ supervised_keys=None,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={"filepath": "train/metadata.csv"},
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TEST,
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+ gen_kwargs={"filepath": "test/metadata.csv"},
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+ ),
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ with open(filepath, encoding="utf-8") as f:
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+ reader = csv.DictReader(f)
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+ for i, row in enumerate(reader):
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+ yield i, row