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test.py
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# coding=utf-8
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# Copyright 2022 The HuggingFace Datasets Authors and the current dataset script contributor.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""ImageNet-Sketch data set for evaluating model's ability in learning (out-of-domain) semantics at ImageNet scale"""
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import os
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import datasets
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from datasets.tasks import ImageClassification
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from .classes import IMAGENET2012_CLASSES
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_HOMEPAGE = "https://huggingface.co/datasets/AIPI540/test2/tree/main"
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_CITATION = """\
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@inproceedings{wang2019learning,
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title={Learning Robust Global Representations by Penalizing Local Predictive Power},
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author={Wang, Haohan and Ge, Songwei and Lipton, Zachary and Xing, Eric P},
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booktitle={Advances in Neural Information Processing Systems},
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pages={10506--10518},
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year={2019}
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}
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"""
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_DESCRIPTION = """\
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Artwork Images, to predict the year of the artwork created.
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"""
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_URL = "https://huggingface.co/datasets/AIPI540/Art2/resolve/main/final_art_data.parquet"
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class Artwork(datasets.GeneratorBasedBuilder):
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"""Artwork Images - a dataset of centuries of Images classes"""
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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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"file_name": str,
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"label": datasets.features.ClassLabel(names=[0,1,2,3,4,5,6]),
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"image_data": bytes
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}
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),
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supervised_keys=("filename", "label","image_data"),
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homepage=_HOMEPAGE,
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citation=_CITATION,
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task_templates=[ImageClassification(image_column="image_data", label_column="label")],
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)
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def _split_generators(self, dl_manager):
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data_files = dl_manager.download_and_extract(_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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"files": dl_manager.iter_files([data_files]),
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},
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),
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]
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def _generate_examples(self, files):
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for i, path in enumerate(files):
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yield i, {
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"filename": path['file_name'],
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"label": path['label'],
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"image_data": path['image_data'],
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}
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