parquet-converter
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Update parquet files
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README.md
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# FairFace (val set)
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Original paper: [Fairface: Face attribute dataset for balanced race, gender, and age for bias measurement and mitigation](https://openaccess.thecvf.com/content/WACV2021/papers/Karkkainen_FairFace_Face_Attribute_Dataset_for_Balanced_Race_Gender_and_Age_WACV_2021_paper.pdf)
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Homepage: https://github.com/joojs/fairface
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Bibtex:
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```
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@inproceedings{karkkainenfairface,
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title={FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age for Bias Measurement and Mitigation},
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author={Karkkainen, Kimmo and Joo, Jungseock},
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booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
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year={2021},
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pages={1548--1558}
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}
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```
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fairface_val_images.zip → TEST/fairface_val_padding_025-test.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:e7c3c95f8a466bd3fde7c0e264d341ae7db22870df9e9b13c4714017d856484a
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size 63311681
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fairface_labeled_val.csv
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fairface_val_padding_025.py
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# coding=utf-8
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# Copyright 2022 the HuggingFace Datasets Authors.
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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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import os
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import pandas as pd
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import datasets
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import json
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from huggingface_hub import hf_hub_url
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_INPUT_CSV = "fairface_labeled_val.csv"
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_INPUT_IMAGES = "fairface_val_images"
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_REPO_ID = "nlphuji/fairface_val_padding_025"
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class Dataset(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("1.1.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name="TEST", version=VERSION, description="test"),
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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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"image": datasets.Image(),
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"file": datasets.Value('string'),
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"age": datasets.Value('string'),
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"gender": datasets.Value('string'),
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"race": datasets.Value('string'),
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"service_test": datasets.Value('string'),
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"image_name": datasets.Value('string'),
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}
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),
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task_templates=[],
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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repo_id = _REPO_ID
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data_dir = dl_manager.download_and_extract({
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"examples_csv": hf_hub_url(repo_id=repo_id, repo_type='dataset', filename=_INPUT_CSV),
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"images_dir": hf_hub_url(repo_id=repo_id, repo_type='dataset', filename=f"{_INPUT_IMAGES}.zip")
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})
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return [datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs=data_dir)]
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def _generate_examples(self, examples_csv, images_dir):
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"""Yields examples."""
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df = pd.read_csv(examples_csv)
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for r_idx, r in df.iterrows():
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r_dict = r.to_dict()
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image_path = os.path.join(images_dir, _INPUT_IMAGES, r_dict['image_name'])
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r_dict['image'] = image_path
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yield r_idx, r_dict
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