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+ from datasets import load_dataset
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+ import collections
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+ import json
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+ import os
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+ import datasets
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+
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+
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+ _HOMEPAGE = "https://huggingface.co/datasets/aidystark/FOOTNET40k"
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+ _LICENSE = "CC BY 4.0"
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+ _DESCRIPTION = """\
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+ title = { wlots Dataset },
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+ type = { Open Source Dataset },
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+ author = { asd },
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+ howpublished = { \\url{ https://universe.roboflow.com/asd-culfr/wlots } },
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+ url = { https://universe.roboflow.com/asd-culfr/wlots },
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+ journal = { Roboflow Universe },
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+ publisher = { Roboflow },
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+ """
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+ _CITATION = """\
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+ @misc{ wlots_dataset,
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+ title = { wlots Dataset },
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+ type = { Open Source Dataset },
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+ author = { asd },
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+ howpublished = { \\url{ https://universe.roboflow.com/asd-culfr/wlots } },
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+ url = { https://universe.roboflow.com/asd-culfr/wlots },
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+ journal = { Roboflow Universe },
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+ publisher = { Roboflow },
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+ year = { 2022 },
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+ month = { may },
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+ note = { visited on 2023-01-27 },
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+ }
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+ """
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+ _NAMES = ["Dressing Shoe", "Crocs", "Heels", "Sneakers", "Boot", "Sandals"]
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+ #_ANNOTATION_FILENAME = "_annotations.coco.json"
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+
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+
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+ class FOOT40KConfig(datasets.BuilderConfig):
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+ """Builder Config for FOOT40K"""
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+
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+ def __init__(self, data_url, metadata_url, **kwargs):
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+ """BuilderConfig for FOOT40K.
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+ Args:
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+ data_url: `string`, url to download the zip file from.
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+ metadata_urls: dictionary with keys 'train' and 'validation' containing the archive metadata URLs
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+ **kwargs: keyword arguments forwarded to super.
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+ """
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+ super(FOOT40KConfig, self).__init__(version=datasets.Version("1.0.0"), **kwargs)
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+ self.data_url = data_url
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+ self.metadata_url = metadata_url
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+
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+ class FOOT40K(datasets.GeneratorBasedBuilder):
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+ """FOOT40K Images dataset"""
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+
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+ BUILDER_CONFIGS = [
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+ FOOT40KConfig(
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+ name="shoe_all",
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+ description="Shoe Data.",
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+ data_url="https://huggingface.co/datasets/aidystark/FOOT40K/resolve/main/FOOT40k.tar.gz?download=true",
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+ metadata_url = "https://huggingface.co/datasets/aidystark/FOOTNET40k/resolve/main/foot40k.json?download=true",
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+
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+ ),
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+
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+ ]
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=datasets.Features(
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+ {
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+ "image": datasets.Image(),
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+ "label": datasets.ClassLabel(names=_NAMES),
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+ }
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+ ),
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+ supervised_keys=("image", "label"),
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+ homepage=_HOMEPAGE,
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+ citation=_CITATION,
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+ license=_LICENSE,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ archive_path = dl_manager.download(self.config.data_url)
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+ image_iters = dl_manager.iter_archive(archive_path)
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+ metadata_path = dl_manager.download(self.config.metadata_url)
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={
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+ "images": image_iters,
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+ "metadata_path": metadata_path,
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+ },
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+ ),
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+
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+ ]
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+
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+
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+ def _generate_examples(self, images, metadata_path):
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+ idx = 0
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+
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+
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+ with open(metadata_path, "r") as f:
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+ filename_to_label = json.load(f)
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+
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+ labels = [item["Label"] for item in filename_to_label]
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+
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+
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+ for filepath, image in images:
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+ yield idx, {
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+ "image": {"path": filepath, "bytes": image.read()},
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+ "label": labels[idx],
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+ }
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+
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+ idx += 1