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Upload FaceMask.py

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  1. FaceMask.py +108 -0
FaceMask.py ADDED
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+ # -*- coding: utf-8 -*-
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+ """Untitled9.ipynb
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+
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+ Automatically generated by Colaboratory.
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+
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+ Original file is located at
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+ https://colab.research.google.com/drive/1qRAN4BBFZkzQKFec3qaXZ_obxuWQa6c6
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+ """
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+
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+ # coding=utf-8
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+ # Copyright 2021 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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+ """Beans leaf dataset with images of diseased and health leaves."""
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+
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+ import os
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+
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+ import datasets
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+ from datasets.tasks import ImageClassification
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+
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+
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+ _HOMEPAGE = "https://github.com/poolrf2001/maskFace"
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+
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+ _CITATION = """\
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+ @ONLINE {masksdata,
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+ author="Pool_rf",
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+ title="Mask face dataset",
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+ month="January",
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+ year="2023",
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+ url="https://github.com/poolrf2001/maskFace"
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+ }
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+ """
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+
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+ _DESCRIPTION = """\
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+ MaskFace es un conjunto de datos de imágenes de personas con y sin mascarillas Consta de 3 clases: 1 clase de si la persona está puesta la mascarilla,
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+ otra clase si la persona no esta puesta la mascarilla y una clase donde la persona está puesta la mascarilla incorrectamente.
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+ """
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+
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+ _URLS = {
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+ "train": "https://huggingface.co/datasets/poolrf2001/Face_Mask/tree/main/train.zip",
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+ "validation": "https://huggingface.co/datasets/poolrf2001/Face_Mask/tree/main/validation.zip",
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+ "test": "https://huggingface.co/datasets/poolrf2001/Face_Mask/tree/main/test.zip",
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+ }
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+
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+ _NAMES = ["mask_weared_incorrect", "width_mask", "without_mask"]
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+
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+
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+ class Beans(datasets.GeneratorBasedBuilder):
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+ """MaskFace images dataset."""
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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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+
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+ "image": datasets.Image(),
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+ "labels": datasets.features.ClassLabel(names=_NAMES),
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+ }
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+ ),
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+ supervised_keys=("image", "labels"),
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+ homepage=_HOMEPAGE,
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+ citation=_CITATION,
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+ task_templates=[ImageClassification(image_column="image", label_column="labels")],
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+ )
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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(_URLS)
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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["train"]]),
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+ },
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.VALIDATION,
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+ gen_kwargs={
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+ "files": dl_manager.iter_files([data_files["validation"]]),
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+ },
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TEST,
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+ gen_kwargs={
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+ "files": dl_manager.iter_files([data_files["test"]]),
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+ },
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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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+ file_name = os.path.basename(path)
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+ if file_name.endswith(".png"):
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+ yield i, {
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+
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+ "image": path,
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+ "labels": os.path.basename(os.path.dirname(path)).lower(),
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+ }