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  1. allegro_reviews.py +0 -109
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- # coding=utf-8
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- # Copyright 2020 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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- """Allegro Reviews dataset"""
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-
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-
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- import csv
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- import os
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-
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- import datasets
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-
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-
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- _CITATION = """\
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- @inproceedings{rybak-etal-2020-klej,
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- title = "{KLEJ}: Comprehensive Benchmark for Polish Language Understanding",
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- author = "Rybak, Piotr and Mroczkowski, Robert and Tracz, Janusz and Gawlik, Ireneusz",
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- booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics",
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- month = jul,
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- year = "2020",
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- address = "Online",
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- publisher = "Association for Computational Linguistics",
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- url = "https://www.aclweb.org/anthology/2020.acl-main.111",
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- pages = "1191--1201",
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- }
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- """
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-
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- _DESCRIPTION = """\
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- Allegro Reviews is a sentiment analysis dataset, consisting of 11,588 product reviews written in Polish and extracted
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- from Allegro.pl - a popular e-commerce marketplace. Each review contains at least 50 words and has a rating on a scale
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- from one (negative review) to five (positive review).
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-
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- We recommend using the provided train/dev/test split. The ratings for the test set reviews are kept hidden.
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- You can evaluate your model using the online evaluation tool available on klejbenchmark.com.
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- """
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-
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- _HOMEPAGE = "https://github.com/allegro/klejbenchmark-allegroreviews"
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-
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- _LICENSE = "CC BY-SA 4.0"
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-
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- _URLs = "https://klejbenchmark.com/static/data/klej_ar.zip"
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-
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-
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- class AllegroReviews(datasets.GeneratorBasedBuilder):
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- """
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- Allegro Reviews is a sentiment analysis dataset, consisting of 11,588 product reviews written in Polish
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- and extracted from Allegro.pl - a popular e-commerce marketplace.
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- """
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-
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- VERSION = datasets.Version("1.1.0")
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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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- "text": datasets.Value("string"),
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- "rating": datasets.Value("float"),
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- }
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- ),
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- supervised_keys=None,
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- homepage=_HOMEPAGE,
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- license=_LICENSE,
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- citation=_CITATION,
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- )
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-
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- def _split_generators(self, dl_manager):
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- """Returns SplitGenerators."""
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- data_dir = 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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- "filepath": os.path.join(data_dir, "train.tsv"),
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- "split": "train",
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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={"filepath": os.path.join(data_dir, "test_features.tsv"), "split": "test"},
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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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- "filepath": os.path.join(data_dir, "dev.tsv"),
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- "split": "dev",
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- },
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- ),
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- ]
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-
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- def _generate_examples(self, filepath, split):
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- """Yields examples."""
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- with open(filepath, encoding="utf-8") as f:
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- reader = csv.DictReader(f, delimiter="\t", quoting=csv.QUOTE_NONE)
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- for id_, row in enumerate(reader):
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- yield id_, {
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- "text": row["text"],
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- "rating": "-1" if split == "test" else row["rating"],
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- }