Datasets:
Add conversion script
Browse files
script.py
ADDED
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from pathlib import Path
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import datasets
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import numpy as np
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from PIL import Image
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project_name = 'xiazeyu/WildfireSimMaps'
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map_names = sorted([x.name for x in Path('dataset').iterdir() if x.is_dir()])
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_CITATION = """\
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"""
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_DESCRIPTION = 'A real-world dataset for wildfire simulation.'
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_HOMEPAGE = 'https://huggingface.co/datasets/xiazeyu/WildfireSimMaps'
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_LICENSE = 'CC BY-NC 4.0'
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def load_map(map_name):
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map_root = Path('dataset') / map_name
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return {'canopy': np.array(Image.open(map_root / 'canopy.tif')),
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'density': np.array(Image.open(map_root / 'density.tif')),
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'slope': np.array(Image.open(map_root / 'slope.tif')), }
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data = {'name': [], 'canopy': [], 'density': [], "slope": [], 'shape': [], }
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for name in map_names:
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map_data = load_map(name)
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data['name'].append(name)
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data['canopy'].append(map_data['canopy'].flatten())
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data['density'].append(map_data['density'].flatten())
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data['slope'].append(map_data['slope'].flatten())
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data['shape'].append(map_data['canopy'].shape)
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features = datasets.Features({'name': datasets.Value('string'), 'canopy': datasets.Sequence(datasets.Value('int8')),
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'density': datasets.Sequence(datasets.Value('float32')),
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'slope': datasets.Sequence(datasets.Value('int8')),
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'shape': datasets.Sequence(datasets.Value('int16'), length=2), })
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data_info = datasets.DatasetInfo(description=_DESCRIPTION, features=features, homepage=_HOMEPAGE, license=_LICENSE,
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citation=_CITATION, )
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ds = datasets.Dataset.from_dict(data, features=features, info=data_info, )
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ds.VERSION = datasets.Version("1.0.0")
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ds.push_to_hub(project_name)
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