nastyboget commited on
Commit
22d4fc2
1 Parent(s): 1f0afbe

add load script

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Files changed (1) hide show
  1. stackmix_hkr.py +61 -0
stackmix_hkr.py ADDED
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+ import os
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+ import pandas as pd
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+ import zipfile
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+
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+ import datasets
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+ from datasets import load_dataset
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+
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+
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+ class StackmixHKR(datasets.GeneratorBasedBuilder):
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ features=datasets.Features(
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+ {
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+ "path": datasets.Value("string"),
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+ "name": datasets.Value("string"),
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+ "text": datasets.Value("string"),
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+ "image": datasets.Image()
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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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+ _URLS = {f"img{i:02d}": f"img/img-{i:02d}.zip" for i in range(10)}
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+ _URLS["labels"] = "gt.txt"
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+
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+ data_paths = dl_manager.download(_URLS)
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+ archive_paths = [data_paths[key] for key in data_paths if key.startswith("img")]
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+ img_path = os.path.join(os.path.split(data_paths["labels"])[0], "img")
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+ os.makedirs(img_path, exist_ok=True)
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+
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+ for archive_path in archive_paths:
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+ with zipfile.ZipFile(archive_path) as archive:
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+ archive.extractall(img_path)
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+ os.remove(archive_path)
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+
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+ image_paths = [os.path.join(img_path, img_name) for img_name in os.listdir(img_path)]
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+ return [datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={
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+ "image_paths": image_paths,
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+ "labels_path": data_paths["labels"]
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+ })]
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+
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+ def _generate_examples(self, image_paths, labels_path):
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+ df = pd.read_csv(labels_path, sep=",", names=["path", "text"])
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+ df["path"] = df.path.str[4:]
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+ df.set_index("path", inplace=True)
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+
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+ for image_path in image_paths:
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+ image_name = os.path.basename(image_path)
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+
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+ if image_name in df.index:
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+
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+ example = {
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+ "path": image_path,
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+ "name": image_name,
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+ "text": df["text"][image_name],
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+ "image": image_path
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+ }
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+ yield image_name, example