Create format-test.py
Browse files- format-test.py +43 -0
format-test.py
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import os
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from datasets import DatasetInfo, GeneratorBasedBuilder, SplitGenerator, Split, Value, Features
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class MyDataset(GeneratorBasedBuilder):
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def _info(self):
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return DatasetInfo(
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description="Custom dataset with images and labels in separate folders",
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features=Features({
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"image": Value("string"), # filepath, will cast later
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"label": Value("string")
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}),
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)
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def _split_generators(self, dl_manager):
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data_dir = self.config.data_dir or ""
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return [
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SplitGenerator(name=Split.TRAIN, gen_kwargs={"split_dir": os.path.join(data_dir, "train")}),
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SplitGenerator(name=Split.TEST, gen_kwargs={"split_dir": os.path.join(data_dir, "test")}),
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]
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def _generate_examples(self, split_dir):
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image_dir = os.path.join(split_dir, "images")
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label_dir = os.path.join(split_dir, "labels")
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idx = 0
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for image_name in sorted(os.listdir(image_dir)):
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if not image_name.lower().endswith((".jpg", ".png", ".jpeg")):
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continue
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image_path = os.path.join(image_dir, image_name)
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label_path = os.path.join(label_dir, os.path.splitext(image_name)[0] + ".txt")
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if not os.path.exists(label_path):
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continue
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with open(label_path, "r") as f:
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label = f.read().strip()
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yield idx, {
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"image": image_path,
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"label": label,
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}
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idx += 1
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