Datasets:
Tasks:
Question Answering
Modalities:
Text
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
chained-qa
License:
| # coding=utf-8 | |
| # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| """The bAbI tasks dataset.""" | |
| import datasets | |
| _CITATION = """\ | |
| @misc{weston2015aicomplete, | |
| title={Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks}, | |
| author={Jason Weston and Antoine Bordes and Sumit Chopra and Alexander M. Rush and Bart van Merriënboer and Armand Joulin and Tomas Mikolov}, | |
| year={2015}, | |
| eprint={1502.05698}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.AI} | |
| } | |
| """ | |
| _DESCRIPTION = """\ | |
| The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading | |
| comprehension via question answering. Our tasks measure understanding | |
| in several ways: whether a system is able to answer questions via chaining facts, | |
| simple induction, deduction and many more. The tasks are designed to be prerequisites | |
| for any system that aims to be capable of conversing with a human. | |
| The aim is to classify these tasks into skill sets,so that researchers | |
| can identify (and then rectify)the failings of their systems. | |
| """ | |
| _HOMEPAGE = "https://research.fb.com/downloads/babi/" | |
| _LICENSE = """Creative Commons Attribution 3.0 License""" | |
| ZIP_URL = "http://www.thespermwhale.com/jaseweston/babi/tasks_1-20_v1-2.tar.gz" | |
| paths = { | |
| "en": { | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/en/qa9_simple-negation_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa9_simple-negation_train.txt", | |
| }, | |
| "qa4": { | |
| "train": "tasks_1-20_v1-2/en/qa4_two-arg-relations_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa4_two-arg-relations_test.txt", | |
| }, | |
| "qa6": { | |
| "train": "tasks_1-20_v1-2/en/qa6_yes-no-questions_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa6_yes-no-questions_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/en/qa11_basic-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa11_basic-coreference_train.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/en/qa3_three-supporting-facts_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa3_three-supporting-facts_train.txt", | |
| }, | |
| "qa15": { | |
| "test": "tasks_1-20_v1-2/en/qa15_basic-deduction_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa15_basic-deduction_train.txt", | |
| }, | |
| "out.txt": {"out": "tasks_1-20_v1-2/en/out.txt"}, | |
| "qa17": { | |
| "test": "tasks_1-20_v1-2/en/qa17_positional-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa17_positional-reasoning_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/en/qa13_compound-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa13_compound-coreference_train.txt", | |
| }, | |
| "qa1": { | |
| "train": "tasks_1-20_v1-2/en/qa1_single-supporting-fact_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa1_single-supporting-fact_test.txt", | |
| }, | |
| "qa14": { | |
| "train": "tasks_1-20_v1-2/en/qa14_time-reasoning_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa14_time-reasoning_test.txt", | |
| }, | |
| "qa16": { | |
| "test": "tasks_1-20_v1-2/en/qa16_basic-induction_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa16_basic-induction_train.txt", | |
| }, | |
| "qa19": { | |
| "test": "tasks_1-20_v1-2/en/qa19_path-finding_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa19_path-finding_train.txt", | |
| }, | |
| "qa18": { | |
| "test": "tasks_1-20_v1-2/en/qa18_size-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa18_size-reasoning_train.txt", | |
| }, | |
| "qa10": { | |
| "train": "tasks_1-20_v1-2/en/qa10_indefinite-knowledge_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa10_indefinite-knowledge_test.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/en/qa7_counting_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa7_counting_test.txt", | |
| }, | |
| "qa5": { | |
| "test": "tasks_1-20_v1-2/en/qa5_three-arg-relations_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa5_three-arg-relations_train.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/en/qa12_conjunction_test.txt", | |
| "train": "tasks_1-20_v1-2/en/qa12_conjunction_train.txt", | |
| }, | |
| "qa2": { | |
| "train": "tasks_1-20_v1-2/en/qa2_two-supporting-facts_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa2_two-supporting-facts_test.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/en/qa20_agents-motivations_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa20_agents-motivations_test.txt", | |
| }, | |
| "qa8": { | |
| "train": "tasks_1-20_v1-2/en/qa8_lists-sets_train.txt", | |
| "test": "tasks_1-20_v1-2/en/qa8_lists-sets_test.txt", | |
| }, | |
| }, | |
| "en-10k": { | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa9_simple-negation_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa9_simple-negation_train.txt", | |
| }, | |
| "qa4": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa4_two-arg-relations_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa4_two-arg-relations_test.txt", | |
| }, | |
| "qa6": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa6_yes-no-questions_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa6_yes-no-questions_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa11_basic-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa11_basic-coreference_train.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa3_three-supporting-facts_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa3_three-supporting-facts_train.txt", | |
| }, | |
| "qa15": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa15_basic-deduction_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa15_basic-deduction_train.txt", | |
| }, | |
| "qa17": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa17_positional-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa17_positional-reasoning_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa13_compound-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa13_compound-coreference_train.txt", | |
| }, | |
| "qa1": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa1_single-supporting-fact_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa1_single-supporting-fact_test.txt", | |
| }, | |
| "qa14": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa14_time-reasoning_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa14_time-reasoning_test.txt", | |
| }, | |
| "qa16": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa16_basic-induction_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa16_basic-induction_train.txt", | |
| }, | |
| "qa19": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa19_path-finding_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa19_path-finding_train.txt", | |
| }, | |
| "qa18": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa18_size-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa18_size-reasoning_train.txt", | |
| }, | |
| "qa10": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa10_indefinite-knowledge_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa10_indefinite-knowledge_test.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa7_counting_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa7_counting_test.txt", | |
| }, | |
| "qa5": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa5_three-arg-relations_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa5_three-arg-relations_train.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/en-10k/qa12_conjunction_test.txt", | |
| "train": "tasks_1-20_v1-2/en-10k/qa12_conjunction_train.txt", | |
| }, | |
| "qa2": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa2_two-supporting-facts_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa2_two-supporting-facts_test.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa20_agents-motivations_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa20_agents-motivations_test.txt", | |
| }, | |
| "qa8": { | |
| "train": "tasks_1-20_v1-2/en-10k/qa8_lists-sets_train.txt", | |
| "test": "tasks_1-20_v1-2/en-10k/qa8_lists-sets_test.txt", | |
| }, | |
| }, | |
| "en-valid": { | |
| "qa5": { | |
| "train": "tasks_1-20_v1-2/en-valid/qa5_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa5_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa5_valid.txt", | |
| }, | |
| "qa16": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa16_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa16_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa16_train.txt", | |
| }, | |
| "qa2": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa2_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa2_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa2_train.txt", | |
| }, | |
| "qa15": { | |
| "train": "tasks_1-20_v1-2/en-valid/qa15_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa15_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa15_valid.txt", | |
| }, | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa9_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa9_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa9_valid.txt", | |
| }, | |
| "qa1": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa1_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa1_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa1_train.txt", | |
| }, | |
| "qa4": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa4_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa4_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa4_valid.txt", | |
| }, | |
| "qa14": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa14_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa14_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa14_test.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa3_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa3_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa3_valid.txt", | |
| }, | |
| "qa6": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa6_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa6_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa6_train.txt", | |
| }, | |
| "qa8": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa8_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa8_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa8_train.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/en-valid/qa20_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa20_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa20_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa11_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa11_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa11_valid.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa12_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa12_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa12_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa13_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa13_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa13_train.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/en-valid/qa7_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa7_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa7_valid.txt", | |
| }, | |
| "qa19": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa19_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa19_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa19_train.txt", | |
| }, | |
| "qa17": { | |
| "train": "tasks_1-20_v1-2/en-valid/qa17_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa17_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa17_valid.txt", | |
| }, | |
| "qa10": { | |
| "test": "tasks_1-20_v1-2/en-valid/qa10_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid/qa10_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa10_train.txt", | |
| }, | |
| "qa18": { | |
| "valid": "tasks_1-20_v1-2/en-valid/qa18_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid/qa18_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid/qa18_test.txt", | |
| }, | |
| }, | |
| "en-valid-10k": { | |
| "qa5": { | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa5_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa5_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa5_valid.txt", | |
| }, | |
| "qa16": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa16_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa16_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa16_train.txt", | |
| }, | |
| "qa2": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa2_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa2_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa2_train.txt", | |
| }, | |
| "qa15": { | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa15_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa15_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa15_valid.txt", | |
| }, | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa9_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa9_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa9_valid.txt", | |
| }, | |
| "qa1": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa1_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa1_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa1_train.txt", | |
| }, | |
| "qa4": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa4_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa4_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa4_valid.txt", | |
| }, | |
| "qa14": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa14_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa14_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa14_test.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa3_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa3_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa3_valid.txt", | |
| }, | |
| "qa6": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa6_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa6_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa6_train.txt", | |
| }, | |
| "qa8": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa8_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa8_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa8_train.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa20_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa20_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa20_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa11_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa11_train.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa11_valid.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa12_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa12_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa12_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa13_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa13_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa13_train.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa7_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa7_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa7_valid.txt", | |
| }, | |
| "qa19": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa19_valid.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa19_test.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa19_train.txt", | |
| }, | |
| "qa17": { | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa17_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa17_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa17_valid.txt", | |
| }, | |
| "qa10": { | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa10_test.txt", | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa10_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa10_train.txt", | |
| }, | |
| "qa18": { | |
| "valid": "tasks_1-20_v1-2/en-valid-10k/qa18_valid.txt", | |
| "train": "tasks_1-20_v1-2/en-valid-10k/qa18_train.txt", | |
| "test": "tasks_1-20_v1-2/en-valid-10k/qa18_test.txt", | |
| }, | |
| }, | |
| "hn": { | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/hn/qa9_simple-negation_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa9_simple-negation_train.txt", | |
| }, | |
| "qa4": { | |
| "train": "tasks_1-20_v1-2/hn/qa4_two-arg-relations_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa4_two-arg-relations_test.txt", | |
| }, | |
| "qa6": { | |
| "train": "tasks_1-20_v1-2/hn/qa6_yes-no-questions_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa6_yes-no-questions_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/hn/qa11_basic-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa11_basic-coreference_train.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/hn/qa3_three-supporting-facts_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa3_three-supporting-facts_train.txt", | |
| }, | |
| "qa15": { | |
| "test": "tasks_1-20_v1-2/hn/qa15_basic-deduction_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa15_basic-deduction_train.txt", | |
| }, | |
| "qa17": { | |
| "test": "tasks_1-20_v1-2/hn/qa17_positional-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa17_positional-reasoning_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/hn/qa13_compound-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa13_compound-coreference_train.txt", | |
| }, | |
| "qa1": { | |
| "train": "tasks_1-20_v1-2/hn/qa1_single-supporting-fact_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa1_single-supporting-fact_test.txt", | |
| }, | |
| "qa14": { | |
| "train": "tasks_1-20_v1-2/hn/qa14_time-reasoning_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa14_time-reasoning_test.txt", | |
| }, | |
| "qa16": { | |
| "test": "tasks_1-20_v1-2/hn/qa16_basic-induction_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa16_basic-induction_train.txt", | |
| }, | |
| "qa19": { | |
| "test": "tasks_1-20_v1-2/hn/qa19_path-finding_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa19_path-finding_train.txt", | |
| }, | |
| "qa18": { | |
| "test": "tasks_1-20_v1-2/hn/qa18_size-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa18_size-reasoning_train.txt", | |
| }, | |
| "qa10": { | |
| "train": "tasks_1-20_v1-2/hn/qa10_indefinite-knowledge_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa10_indefinite-knowledge_test.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/hn/qa7_counting_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa7_counting_test.txt", | |
| }, | |
| "qa5": { | |
| "test": "tasks_1-20_v1-2/hn/qa5_three-arg-relations_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa5_three-arg-relations_train.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/hn/qa12_conjunction_test.txt", | |
| "train": "tasks_1-20_v1-2/hn/qa12_conjunction_train.txt", | |
| }, | |
| "qa2": { | |
| "train": "tasks_1-20_v1-2/hn/qa2_two-supporting-facts_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa2_two-supporting-facts_test.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/hn/qa20_agents-motivations_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa20_agents-motivations_test.txt", | |
| }, | |
| "qa8": { | |
| "train": "tasks_1-20_v1-2/hn/qa8_lists-sets_train.txt", | |
| "test": "tasks_1-20_v1-2/hn/qa8_lists-sets_test.txt", | |
| }, | |
| }, | |
| "hn-10k": { | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa9_simple-negation_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa9_simple-negation_train.txt", | |
| }, | |
| "qa4": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa4_two-arg-relations_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa4_two-arg-relations_test.txt", | |
| }, | |
| "qa6": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa6_yes-no-questions_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa6_yes-no-questions_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa11_basic-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa11_basic-coreference_train.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa3_three-supporting-facts_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa3_three-supporting-facts_train.txt", | |
| }, | |
| "qa15": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa15_basic-deduction_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa15_basic-deduction_train.txt", | |
| }, | |
| "qa17": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa17_positional-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa17_positional-reasoning_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa13_compound-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa13_compound-coreference_train.txt", | |
| }, | |
| "qa1": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa1_single-supporting-fact_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa1_single-supporting-fact_test.txt", | |
| }, | |
| "qa14": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa14_time-reasoning_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa14_time-reasoning_test.txt", | |
| }, | |
| "qa16": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa16_basic-induction_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa16_basic-induction_train.txt", | |
| }, | |
| "qa19": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa19_path-finding_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa19_path-finding_train.txt", | |
| }, | |
| "qa18": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa18_size-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa18_size-reasoning_train.txt", | |
| }, | |
| "qa10": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa10_indefinite-knowledge_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa10_indefinite-knowledge_test.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa7_counting_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa7_counting_test.txt", | |
| }, | |
| "qa5": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa5_three-arg-relations_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa5_three-arg-relations_train.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/hn-10k/qa12_conjunction_test.txt", | |
| "train": "tasks_1-20_v1-2/hn-10k/qa12_conjunction_train.txt", | |
| }, | |
| "qa2": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa2_two-supporting-facts_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa2_two-supporting-facts_test.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa20_agents-motivations_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa20_agents-motivations_test.txt", | |
| }, | |
| "qa8": { | |
| "train": "tasks_1-20_v1-2/hn-10k/qa8_lists-sets_train.txt", | |
| "test": "tasks_1-20_v1-2/hn-10k/qa8_lists-sets_test.txt", | |
| }, | |
| }, | |
| "shuffled": { | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa9_simple-negation_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa9_simple-negation_train.txt", | |
| }, | |
| "qa4": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa4_two-arg-relations_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa4_two-arg-relations_test.txt", | |
| }, | |
| "qa6": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa6_yes-no-questions_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa6_yes-no-questions_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa11_basic-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa11_basic-coreference_train.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa3_three-supporting-facts_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa3_three-supporting-facts_train.txt", | |
| }, | |
| "qa15": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa15_basic-deduction_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa15_basic-deduction_train.txt", | |
| }, | |
| "qa17": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa17_positional-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa17_positional-reasoning_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa13_compound-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa13_compound-coreference_train.txt", | |
| }, | |
| "qa1": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa1_single-supporting-fact_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa1_single-supporting-fact_test.txt", | |
| }, | |
| "qa14": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa14_time-reasoning_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa14_time-reasoning_test.txt", | |
| }, | |
| "qa16": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa16_basic-induction_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa16_basic-induction_train.txt", | |
| }, | |
| "qa19": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa19_path-finding_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa19_path-finding_train.txt", | |
| }, | |
| "qa18": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa18_size-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa18_size-reasoning_train.txt", | |
| }, | |
| "qa10": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa10_indefinite-knowledge_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa10_indefinite-knowledge_test.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa7_counting_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa7_counting_test.txt", | |
| }, | |
| "qa5": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa5_three-arg-relations_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa5_three-arg-relations_train.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/shuffled/qa12_conjunction_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled/qa12_conjunction_train.txt", | |
| }, | |
| "qa2": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa2_two-supporting-facts_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa2_two-supporting-facts_test.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa20_agents-motivations_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa20_agents-motivations_test.txt", | |
| }, | |
| "qa8": { | |
| "train": "tasks_1-20_v1-2/shuffled/qa8_lists-sets_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled/qa8_lists-sets_test.txt", | |
| }, | |
| }, | |
| "shuffled-10k": { | |
| "qa9": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa9_simple-negation_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa9_simple-negation_train.txt", | |
| }, | |
| "qa4": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa4_two-arg-relations_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa4_two-arg-relations_test.txt", | |
| }, | |
| "qa6": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa6_yes-no-questions_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa6_yes-no-questions_test.txt", | |
| }, | |
| "qa11": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa11_basic-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa11_basic-coreference_train.txt", | |
| }, | |
| "qa3": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa3_three-supporting-facts_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa3_three-supporting-facts_train.txt", | |
| }, | |
| "qa15": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa15_basic-deduction_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa15_basic-deduction_train.txt", | |
| }, | |
| "qa17": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa17_positional-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa17_positional-reasoning_train.txt", | |
| }, | |
| "qa13": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa13_compound-coreference_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa13_compound-coreference_train.txt", | |
| }, | |
| "qa1": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa1_single-supporting-fact_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa1_single-supporting-fact_test.txt", | |
| }, | |
| "qa14": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa14_time-reasoning_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa14_time-reasoning_test.txt", | |
| }, | |
| "qa16": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa16_basic-induction_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa16_basic-induction_train.txt", | |
| }, | |
| "qa19": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa19_path-finding_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa19_path-finding_train.txt", | |
| }, | |
| "qa18": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa18_size-reasoning_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa18_size-reasoning_train.txt", | |
| }, | |
| "qa10": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa10_indefinite-knowledge_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa10_indefinite-knowledge_test.txt", | |
| }, | |
| "qa7": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa7_counting_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa7_counting_test.txt", | |
| }, | |
| "qa5": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa5_three-arg-relations_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa5_three-arg-relations_train.txt", | |
| }, | |
| "qa12": { | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa12_conjunction_test.txt", | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa12_conjunction_train.txt", | |
| }, | |
| "qa2": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa2_two-supporting-facts_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa2_two-supporting-facts_test.txt", | |
| }, | |
| "qa20": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa20_agents-motivations_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa20_agents-motivations_test.txt", | |
| }, | |
| "qa8": { | |
| "train": "tasks_1-20_v1-2/shuffled-10k/qa8_lists-sets_train.txt", | |
| "test": "tasks_1-20_v1-2/shuffled-10k/qa8_lists-sets_test.txt", | |
| }, | |
| }, | |
| } | |
| class BabiQaConfig(datasets.BuilderConfig): | |
| def __init__(self, *args, type=None, task_no=None, **kwargs): | |
| super().__init__( | |
| *args, | |
| name=f"{type}-{task_no}", | |
| **kwargs, | |
| ) | |
| self.type = type | |
| self.task_no = task_no | |
| class BabiQa(datasets.GeneratorBasedBuilder): | |
| """The bAbI QA (20) tasks Dataset""" | |
| VERSION = datasets.Version("1.2.0") | |
| BUILDER_CONFIG_CLASS = BabiQaConfig | |
| BUILDER_CONFIGS = [ | |
| BabiQaConfig( | |
| type="en", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `en` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="hn", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `hn` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="en-10k", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `en-10k` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="en-valid", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `en-valid` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="en-valid-10k", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `en-valid-10k` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="hn-10k", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `hn-10k` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="shuffled", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `shuffled` dataset", | |
| ), | |
| BabiQaConfig( | |
| type="shuffled-10k", | |
| task_no="qa1", | |
| version=VERSION, | |
| description="This part of the config handles the `qa1` task of the bAbI `shuffled-10k` dataset", | |
| ), | |
| ] | |
| def _info(self): | |
| features = datasets.Features( | |
| { | |
| "story": datasets.Sequence( | |
| { | |
| "id": datasets.Value("string"), | |
| "type": datasets.ClassLabel(names=["context", "question"]), | |
| "text": datasets.Value("string"), | |
| "supporting_ids": datasets.Sequence(datasets.Value("string")), | |
| "answer": datasets.Value("string"), | |
| } | |
| ), | |
| } | |
| ) | |
| return datasets.DatasetInfo( | |
| # This is the description that will appear on the datasets page. | |
| description=_DESCRIPTION, | |
| # This defines the different columns of the dataset and their types | |
| features=features, # Here we define them above because they are different between the two configurations | |
| # If there's a common (input, target) tuple from the features, | |
| # specify them here. They'll be used if as_supervised=True in | |
| # builder.as_dataset. | |
| supervised_keys=None, | |
| # Homepage of the dataset for documentation | |
| homepage=_HOMEPAGE, | |
| # License for the dataset if available | |
| license=_LICENSE, | |
| # Citation for the dataset | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| """Returns SplitGenerators.""" | |
| my_urls = ZIP_URL | |
| archive = dl_manager.download(my_urls) | |
| splits = [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| # These kwargs will be passed to _generate_examples | |
| gen_kwargs={ | |
| "filepath": paths[self.config.type][self.config.task_no]["train"], | |
| "files": dl_manager.iter_archive(archive), | |
| }, | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TEST, | |
| # These kwargs will be passed to _generate_examples | |
| gen_kwargs={ | |
| "filepath": paths[self.config.type][self.config.task_no]["test"], | |
| "files": dl_manager.iter_archive(archive), | |
| }, | |
| ), | |
| ] | |
| if "valid" in self.config.type: | |
| splits += [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.VALIDATION, | |
| # These kwargs will be passed to _generate_examples | |
| gen_kwargs={ | |
| "filepath": paths[self.config.type][self.config.task_no]["valid"], | |
| "files": dl_manager.iter_archive(archive), | |
| }, | |
| ), | |
| ] | |
| return splits | |
| def _generate_examples(self, filepath, files): | |
| for path, f in files: | |
| if path == filepath: | |
| story = [] | |
| example_idx = 0 | |
| for idx, line in enumerate(f): | |
| line = line.decode("utf-8") | |
| if line.strip() == "": | |
| if story != []: | |
| yield example_idx, {"story": story} | |
| example_idx += 1 | |
| story = [] | |
| elif line.strip().split()[0] == "1": # New story | |
| if story != []: # Already some story, flush it out | |
| yield example_idx, {"story": story} | |
| example_idx += 1 | |
| story = [] | |
| line_no = line.split()[0] | |
| line_split = line[len(line_no) :].strip().split("\t") | |
| if len(line_split) > 1: | |
| story.append( | |
| { | |
| "id": line_no, | |
| "type": 1, # question | |
| "supporting_ids": line_split[-1].split(" "), | |
| "text": line_split[0].strip(), | |
| "answer": line_split[1].strip(), | |
| } | |
| ) | |
| else: | |
| story.append( | |
| { | |
| "id": line_no, | |
| "type": 0, # context | |
| "supporting_ids": [], | |
| "text": line_split[0].strip(), | |
| "answer": "", | |
| } | |
| ) | |
| else: | |
| line_no = line.split()[0] | |
| line_split = line[len(line_no) :].strip().split("\t") | |
| if len(line_split) > 1: | |
| story.append( | |
| { | |
| "id": line_no, | |
| "type": 1, # question | |
| "supporting_ids": line_split[-1].split(" "), | |
| "text": line_split[0].strip(), | |
| "answer": line_split[1].strip(), | |
| } | |
| ) | |
| else: | |
| story.append( | |
| { | |
| "id": line_no, | |
| "type": 0, # context | |
| "supporting_ids": [], | |
| "text": line_split[0].strip(), | |
| "answer": "", | |
| } | |
| ) | |
| else: # After last line | |
| if story != []: | |
| yield example_idx, {"story": story} | |
| break | |