Add a dataset loading script
Browse files- README.md +198 -0
- quiz-datasets.py +131 -0
README.md
ADDED
@@ -0,0 +1,198 @@
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---
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dataset_info:
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- config_name: datasets.jawiki-20220404-c400-small.aio_02
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features:
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- name: qid
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dtype: string
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- name: competition
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dtype: string
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- name: timestamp
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dtype: string
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- name: section
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dtype: string
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- name: number
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dtype: string
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- name: original_question
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dtype: string
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- name: original_answer
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dtype: string
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- name: original_additional_info
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dtype: string
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- name: question
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dtype: string
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- name: answers
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sequence: string
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- name: passages
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sequence:
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- name: passage_id
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dtype: int32
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- name: title
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dtype: string
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- name: text
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dtype: string
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- name: positive_passage_indices
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sequence: int32
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- name: negative_passage_indices
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sequence: int32
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splits:
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- name: train
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num_bytes: 2041349194
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num_examples: 22335
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- name: validation
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num_bytes: 91754993
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num_examples: 1000
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download_size: 805138940
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dataset_size: 2133104187
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- config_name: datasets.jawiki-20220404-c400-medium.aio_02
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features:
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- name: qid
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dtype: string
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- name: competition
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dtype: string
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- name: timestamp
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dtype: string
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- name: section
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dtype: string
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- name: number
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dtype: string
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- name: original_question
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dtype: string
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- name: original_answer
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dtype: string
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- name: original_additional_info
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dtype: string
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- name: question
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dtype: string
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- name: answers
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sequence: string
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- name: passages
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sequence:
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- name: passage_id
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dtype: int32
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- name: title
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dtype: string
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- name: text
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dtype: string
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- name: positive_passage_indices
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sequence: int32
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- name: negative_passage_indices
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sequence: int32
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splits:
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- name: train
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num_bytes: 1875144339
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num_examples: 22335
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- name: validation
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num_bytes: 84499229
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num_examples: 1000
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download_size: 723119604
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dataset_size: 1959643568
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- config_name: datasets.jawiki-20220404-c400-large.aio_02
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features:
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- name: qid
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dtype: string
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- name: competition
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dtype: string
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- name: timestamp
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dtype: string
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- name: section
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dtype: string
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- name: number
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dtype: string
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- name: original_question
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dtype: string
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- name: original_answer
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dtype: string
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- name: original_additional_info
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dtype: string
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- name: question
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dtype: string
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- name: answers
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sequence: string
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- name: passages
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sequence:
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- name: passage_id
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dtype: int32
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- name: title
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dtype: string
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- name: text
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dtype: string
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- name: positive_passage_indices
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sequence: int32
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- name: negative_passage_indices
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sequence: int32
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splits:
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- name: train
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num_bytes: 1743060319
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num_examples: 22335
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- name: validation
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num_bytes: 78679502
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num_examples: 1000
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download_size: 665253451
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dataset_size: 1821739821
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- config_name: passages.jawiki-20220404-c400-small
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features:
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- name: id
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dtype: int32
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- name: pageid
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dtype: int32
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- name: revid
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dtype: int32
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- name: text
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dtype: string
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- name: section
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dtype: string
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- name: title
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dtype: string
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splits:
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- name: train
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num_bytes: 348002946
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num_examples: 394124
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download_size: 121809648
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dataset_size: 348002946
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- config_name: passages.jawiki-20220404-c400-medium
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features:
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- name: id
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dtype: int32
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- name: pageid
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dtype: int32
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- name: revid
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dtype: int32
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- name: text
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dtype: string
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- name: section
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dtype: string
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- name: title
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dtype: string
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splits:
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- name: train
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num_bytes: 1322478989
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num_examples: 1678986
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download_size: 469426075
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dataset_size: 1322478989
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- config_name: passages.jawiki-20220404-c400-large
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features:
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- name: id
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dtype: int32
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- name: pageid
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dtype: int32
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+
- name: revid
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+
dtype: int32
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- name: text
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dtype: string
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+
- name: section
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+
dtype: string
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- name: title
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dtype: string
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splits:
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- name: train
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+
num_bytes: 3054493919
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+
num_examples: 4288198
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download_size: 1110830651
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dataset_size: 3054493919
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---
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# Quiz Datasets for NLP
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Question answering (QA) datasets created from Japanese quiz (trivia) questions.
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Please refer to [cl-tohoku/quiz-datasets](https://github.com/cl-tohoku/quiz-datasets) for details, as well as the licenses of the question data.
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quiz-datasets.py
ADDED
@@ -0,0 +1,131 @@
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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# Copyright 2023 Masatoshi Suzuki (@singletongue)
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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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"""Quiz Datasets for NLP"""
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import json
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from typing import Any, Dict, Iterator, List, Tuple
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import datasets
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_DESCRIPTION = "Question answering (QA) datasets created from Japanese quiz (trivia) questions."
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_HOMEPAGE = "https://github.com/cl-tohoku/quiz-datasets"
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_LICENSE = """\
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一部のクイズ問題の著作権は abc/EQIDEN 実行委員会 に帰属します。東北大学において研究目的での再配布許諾を得ています。
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一部のクイズ問題は株式会社キュービック および クイズ法人カプリティオ に依頼し作成したものであり、\
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これらのクイズ問題は Creative Commons Attribution-ShareAlike 4.0 International ライセンスの下に提供されています。
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読解データセットにパッセージとして付与されている Wikipedia のコンテンツは、\
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Attribution-ShareAlike 3.0 Unported ライセンスおよび GFDL ライセンスの下に配布されているものです。
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"""
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_URL_BASE = "https://github.com/cl-tohoku/quiz-datasets/releases/download"
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_URLS = {
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"datasets.jawiki-20220404-c400-small.aio_02": {
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"train": f"{_URL_BASE}/v1.0.0/datasets.jawiki-20220404-c400-small.aio_02_train.jsonl.gz",
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"dev": f"{_URL_BASE}/v1.0.0/datasets.jawiki-20220404-c400-small.aio_02_dev.jsonl.gz",
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},
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"datasets.jawiki-20220404-c400-medium.aio_02": {
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"train": f"{_URL_BASE}/v1.0.0/datasets.jawiki-20220404-c400-medium.aio_02_train.jsonl.gz",
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"dev": f"{_URL_BASE}/v1.0.0/datasets.jawiki-20220404-c400-medium.aio_02_dev.jsonl.gz",
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},
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"datasets.jawiki-20220404-c400-large.aio_02": {
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"train": f"{_URL_BASE}/v1.0.0/datasets.jawiki-20220404-c400-large.aio_02_train.jsonl.gz",
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"dev": f"{_URL_BASE}/v1.0.0/datasets.jawiki-20220404-c400-large.aio_02_dev.jsonl.gz",
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},
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"passages.jawiki-20220404-c400-small": {
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"train": f"{_URL_BASE}/v1.0.1/passages.jawiki-20220404-c400-small.jsonl.gz",
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},
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"passages.jawiki-20220404-c400-medium": {
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"train": f"{_URL_BASE}/v1.0.1/passages.jawiki-20220404-c400-medium.jsonl.gz",
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},
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"passages.jawiki-20220404-c400-large": {
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"train": f"{_URL_BASE}/v1.0.1/passages.jawiki-20220404-c400-large.jsonl.gz",
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},
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}
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class QuizDatasets(datasets.GeneratorBasedBuilder):
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"""Datasets from cl-tohoku/quiz-datasets."""
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BUILDER_CONFIGS = [datasets.BuilderConfig(name=key) for key in _URLS.keys()]
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def _info(self) -> datasets.DatasetInfo:
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if self.config.name.startswith("datasets"):
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features = datasets.Features(
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{
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"qid": datasets.Value("string"),
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"competition": datasets.Value("string"),
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"timestamp": datasets.Value("string"),
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"section": datasets.Value("string"),
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"number": datasets.Value("string"),
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"original_question": datasets.Value("string"),
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"original_answer": datasets.Value("string"),
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"original_additional_info": datasets.Value("string"),
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"question": datasets.Value("string"),
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"answers": datasets.Sequence(datasets.Value("string")),
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"passages": datasets.Sequence(
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{
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"passage_id": datasets.Value("int32"),
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"title": datasets.Value("string"),
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"text": datasets.Value("string"),
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}
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),
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"positive_passage_indices": datasets.Sequence(datasets.Value("int32")),
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"negative_passage_indices": datasets.Sequence(datasets.Value("int32")),
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}
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)
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elif self.config.name.startswith("passages"):
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features = datasets.Features(
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{
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"id": datasets.Value("int32"),
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"pageid": datasets.Value("int32"),
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"revid": datasets.Value("int32"),
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"text": datasets.Value("string"),
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"section": datasets.Value("string"),
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"title": datasets.Value("string"),
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}
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)
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else:
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raise ValueError("Invalid dataset config name is specified.")
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return datasets.DatasetInfo(
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106 |
+
description=_DESCRIPTION,
|
107 |
+
features=features,
|
108 |
+
homepage=_HOMEPAGE,
|
109 |
+
license=_LICENSE,
|
110 |
+
)
|
111 |
+
|
112 |
+
|
113 |
+
def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
|
114 |
+
urls = _URLS[self.config.name]
|
115 |
+
filepaths = dl_manager.download_and_extract(urls)
|
116 |
+
|
117 |
+
split_generators = [
|
118 |
+
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": filepaths["train"]})
|
119 |
+
]
|
120 |
+
if "dev" in filepaths:
|
121 |
+
split_generators.append(
|
122 |
+
datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": filepaths["dev"]})
|
123 |
+
)
|
124 |
+
|
125 |
+
return split_generators
|
126 |
+
|
127 |
+
def _generate_examples(self, filepath: str) -> Iterator[Tuple[int, Dict[str, Any]]]:
|
128 |
+
with open(filepath) as f:
|
129 |
+
for i, line in enumerate(f):
|
130 |
+
item = json.loads(line)
|
131 |
+
yield i, item
|