jamarks commited on
Commit
b6f4f84
1 Parent(s): b5cc39b

Create fiftyone.py

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Files changed (1) hide show
  1. fiftyone.py +55 -0
fiftyone.py ADDED
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+ import fiftyone as fo
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+ import datasets
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+ import os
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+ import PIL
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+
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+
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+ def _get_extension(image):
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+ if isinstance(image, PIL.PngImagePlugin.PngImageFile):
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+ return ".png"
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+ elif isinstance(image, PIL.JpegImagePlugin.JpegImageFile):
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+ return ".jpg"
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+ else:
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+ return "web"
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+
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+
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+ def _get_download_dir():
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+ download_dir = os.path.join(
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+ fo.config.default_dataset_dir, "huggingface", "hub", "jamarks/pokemon_copy"
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+ )
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+ if len(hf_args) > 0:
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+ download_dir = os.path.join(download_dir, *hf_args)
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+
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+ if not os.path.exists(download_dir):
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+ os.makedirs(download_dir)
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+
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+ return download_dir
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+
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+
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+ def convert_to_fiftyone(hf_dataset):
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+ dataset = fo.Dataset(name="pokemon-blip-captions", persistent=True, overwrite=True)
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+
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+ splits = ["train"]
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+ download_dir = _get_download_dir()
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+
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+ for split in splits:
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+ samples = []
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+ for i, item in enumerate(hf_dataset[split]):
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+ img = item["image"]
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+ ext = _get_extension(img)
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+ fp = os.path.join(download_dir, f"{split}_{i}{ext}")
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+ if not os.path.exists(fp):
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+ img.save(fp)
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+
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+ sample_dict = {
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+ "filepath": fp,
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+ "tags": [split],
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+ "text": item["text"],
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+ }
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+
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+ sample = fo.Sample(**sample_dict)
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+ samples.append(sample)
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+
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+ dataset.add_samples(samples)
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+
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+ return dataset