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Create dataset.py

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  1. dataset.py +51 -0
dataset.py ADDED
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+ import json
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+ import os
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+ import tarfile
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+
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+ from datasets import DatasetInfo, GeneratorBasedBuilder, Split, SplitGenerator, Value, Features
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+
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+ class IrrisightDataset(GeneratorBasedBuilder):
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+ BUILDER_CONFIGS = [
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+ DatasetInfo(
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+ description="IRRISIGHT dataset with compressed tar.gz archives",
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+ features=Features({
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+ "image_path": Value("string"),
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+ "label_type": Value("string"),
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+ "text_prompt": Value("string"),
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+ "polygon": Value("string"),
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+ "crs": Value("string"),
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+ "split": Value("string")
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+ }),
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+ )
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+ ]
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+
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+ def _split_generators(self, dl_manager):
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+ root_dir = dl_manager.download_and_extract({
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+ "maryland": {
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+ "data": "https://huggingface.co/datasets/Nibir/IRRISIGHT/resolve/main/New Jersey/2023.tar.gz",
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+ "meta": "https://huggingface.co/datasets/Nibir/IRRISIGHT/resolve/main/New Jersey/metadata.jsonl"
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+ }
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+ })
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+
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+ return [
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+ SplitGenerator(
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+ name=Split.TRAIN,
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+ gen_kwargs={
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+ "metadata_path": root_dir["maryland"]["meta"],
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+ "image_dir": os.path.join(root_dir["maryland"]["data"], "2023")
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+ }
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+ )
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+ ]
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+
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+ def _generate_examples(self, metadata_path, image_dir):
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+ with open(metadata_path, "r") as f:
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+ for idx, line in enumerate(f):
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+ record = json.loads(line)
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+ yield idx, {
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+ "image_path": os.path.join(image_dir, os.path.basename(record["image_path"])),
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+ "label_type": record.get("label_type", ""),
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+ "text_prompt": record.get("text_prompt", ""),
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+ "polygon": record.get("polygon", ""),
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+ "crs": record.get("crs", ""),
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+ "split": record.get("split", "")
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+ }