Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Multilinguality:
monolingual
Annotations Creators:
crowdsourced
Source Datasets:
original
ArXiv:
Tags:
License:
Commit
•
075e1c6
1
Parent(s):
0455262
Convert dataset to Parquet (#3)
Browse files- Convert dataset to Parquet (1355b881c8142fdbcc9d158569fd86ef1d167c45)
- Add omcs_sentences_free data files (93f11e33fcb65ceed2ecc28d1973896b2054af1d)
- Add omcs_sentences_more data files (4464dc4f967eb7c7470a336ba86f19a428f7c1c7)
- Delete loading script (9092df33df40904f997cdb38f952af66817e620e)
- README.md +27 -13
- conceptnet5.py +0 -194
- conceptnet5/train-00000-of-00023.parquet +3 -0
- conceptnet5/train-00001-of-00023.parquet +3 -0
- conceptnet5/train-00002-of-00023.parquet +3 -0
- conceptnet5/train-00003-of-00023.parquet +3 -0
- conceptnet5/train-00004-of-00023.parquet +3 -0
- conceptnet5/train-00005-of-00023.parquet +3 -0
- conceptnet5/train-00006-of-00023.parquet +3 -0
- conceptnet5/train-00007-of-00023.parquet +3 -0
- conceptnet5/train-00008-of-00023.parquet +3 -0
- conceptnet5/train-00009-of-00023.parquet +3 -0
- conceptnet5/train-00010-of-00023.parquet +3 -0
- conceptnet5/train-00011-of-00023.parquet +3 -0
- conceptnet5/train-00012-of-00023.parquet +3 -0
- conceptnet5/train-00013-of-00023.parquet +3 -0
- conceptnet5/train-00014-of-00023.parquet +3 -0
- conceptnet5/train-00015-of-00023.parquet +3 -0
- conceptnet5/train-00016-of-00023.parquet +3 -0
- conceptnet5/train-00017-of-00023.parquet +3 -0
- conceptnet5/train-00018-of-00023.parquet +3 -0
- conceptnet5/train-00019-of-00023.parquet +3 -0
- conceptnet5/train-00020-of-00023.parquet +3 -0
- conceptnet5/train-00021-of-00023.parquet +3 -0
- conceptnet5/train-00022-of-00023.parquet +3 -0
- omcs_sentences_free/train-00000-of-00001.parquet +3 -0
- omcs_sentences_more/train-00000-of-00001.parquet +3 -0
README.md
CHANGED
@@ -31,6 +31,10 @@ task_ids:
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- multi-class-classification
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paperswithcode_id: conceptnet
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pretty_name: Conceptnet5
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dataset_info:
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- config_name: conceptnet5
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features:
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dtype: float32
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splits:
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- name: train
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num_bytes:
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num_examples: 34074917
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download_size:
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dataset_size:
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- config_name: omcs_sentences_free
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features:
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- name: sentence
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dtype: string
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splits:
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num_bytes:
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num_examples: 898160
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download_size:
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dataset_size:
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- config_name: omcs_sentences_more
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features:
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- name: sentence
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dtype: string
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splits:
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- name: train
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num_bytes:
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num_examples: 2001735
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download_size:
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dataset_size:
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- conceptnet5
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---
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# Dataset Card for Conceptnet5
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- multi-class-classification
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paperswithcode_id: conceptnet
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pretty_name: Conceptnet5
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+
config_names:
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- conceptnet5
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- omcs_sentences_free
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- omcs_sentences_more
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dataset_info:
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- config_name: conceptnet5
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features:
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dtype: float32
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splits:
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- name: train
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+
num_bytes: 11493772756
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num_examples: 34074917
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+
download_size: 1280623369
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+
dataset_size: 11493772756
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- config_name: omcs_sentences_free
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features:
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- name: sentence
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dtype: string
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splits:
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- name: train
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+
num_bytes: 174810230
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num_examples: 898160
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+
download_size: 72941617
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dataset_size: 174810230
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- config_name: omcs_sentences_more
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features:
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- name: sentence
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dtype: string
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splits:
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- name: train
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+
num_bytes: 341421867
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num_examples: 2001735
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+
download_size: 129630544
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+
dataset_size: 341421867
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configs:
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- config_name: conceptnet5
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data_files:
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- split: train
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path: conceptnet5/train-*
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default: true
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- config_name: omcs_sentences_free
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data_files:
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- split: train
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path: omcs_sentences_free/train-*
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- config_name: omcs_sentences_more
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data_files:
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- split: train
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path: omcs_sentences_more/train-*
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---
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# Dataset Card for Conceptnet5
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conceptnet5.py
DELETED
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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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"""Conceptnet 5.7.0 and OMCSNet raw data"""
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-
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-
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import json
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-
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import datasets
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-
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-
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# Find for instance the citation on arxiv or on the dataset repo/website
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_CITATION = """\
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Robyn Speer, Joshua Chin, and Catherine Havasi. 2017. "ConceptNet 5.5: An Open Multilingual Graph of General Knowledge." In proceedings of AAAI 31.
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}
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"""
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-
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# You can copy an official description
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_DESCRIPTION = """This dataset is designed to provide training data
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for common sense relationships pulls together from various sources.
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-
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The dataset is multi-lingual. See langauge codes and language info
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here: https://github.com/commonsense/conceptnet5/wiki/Languages
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-
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-
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This dataset provides an interface for the conceptnet5 csv file, and
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some (but not all) of the raw text data used to build conceptnet5:
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omcsnet_sentences_free.txt, and omcsnet_sentences_more.txt.
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-
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One use of this dataset would be to learn to extract the conceptnet
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relationship from the omcsnet sentences.
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-
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Conceptnet5 has 34,074,917 relationships. Of those relationships,
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there are 2,176,099 surface text sentences related to those 2M
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entries.
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-
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omcsnet_sentences_free has 898,161 lines. omcsnet_sentences_more has
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2,001,736 lines.
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-
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Original downloads are available here
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https://github.com/commonsense/conceptnet5/wiki/Downloads. For more
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information, see: https://github.com/commonsense/conceptnet5/wiki
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-
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The omcsnet data comes with the following warning from the authors of
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the above site: Remember: this data comes from various forms of
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crowdsourcing. Sentences in these files are not necessarily true,
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useful, or appropriate.
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-
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"""
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-
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-
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_LICENSE = """
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This work includes data from ConceptNet 5, which was compiled by the
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Commonsense Computing Initiative. ConceptNet 5 is freely available under
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the Creative Commons Attribution-ShareAlike license (CC BY SA 3.0) from
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http://conceptnet.io.
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-
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The included data was created by contributors to Commonsense Computing
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projects, contributors to Wikimedia projects, DBPedia, OpenCyc, Games
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with a Purpose, Princeton University's WordNet, Francis Bond's Open
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Multilingual WordNet, and Jim Breen's JMDict.
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-
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There are various othe licenses. See:
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https://github.com/commonsense/conceptnet5/wiki/Copying-and-sharing-ConceptNet
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"""
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-
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_URLs = {
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"conceptnet5": "https://s3.amazonaws.com/conceptnet/downloads/2019/edges/conceptnet-assertions-5.7.0.csv.gz",
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"omcs_sentences_free": "https://s3.amazonaws.com/conceptnet/downloads/2018/omcs-sentences-free.txt",
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"omcs_sentences_more": "https://s3.amazonaws.com/conceptnet/downloads/2018/omcs-sentences-more.txt",
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}
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-
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-
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class Conceptnet5(datasets.GeneratorBasedBuilder):
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"""Conceptnet5 dataset for common sense graphs and underlying sentences."""
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VERSION = datasets.Version("0.1.0")
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-
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name="conceptnet5", description="The relationships defined by conceptnet5", version="5.7.0"
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-
),
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datasets.BuilderConfig(name="omcs_sentences_free", description="OMCSNet free form text", version="5.7.0"),
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datasets.BuilderConfig(
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name="omcs_sentences_more",
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description="OMCSNet free form text, and text from templates, games, responses to questions, and so on",
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version="5.7.0",
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),
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]
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-
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DEFAULT_CONFIG_NAME = "conceptnet5"
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-
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def _info(self):
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if self.config.name == "conceptnet5":
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features = datasets.Features(
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{
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"sentence": datasets.Value("string"),
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"full_rel": datasets.Value("string"),
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"rel": datasets.Value("string"),
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"arg1": datasets.Value("string"),
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"arg2": datasets.Value("string"),
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"lang": datasets.Value("string"),
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"extra_info": datasets.Value("string"),
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"weight": datasets.Value("float"),
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}
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)
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else:
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features = datasets.Features(
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{
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"sentence": datasets.Value("string"),
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"raw_data": datasets.Value("string"),
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"lang": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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supervised_keys=None,
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homepage="https://github.com/commonsense/conceptnet5/wiki",
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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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my_urls = _URLs[self.config.name]
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data_dir = dl_manager.download_and_extract(my_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": data_dir,
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"split": "train",
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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 from the conceptnet5 graph if the config is 'conceptnet5', otherwise yields the sentences for omcs."""
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with open(filepath, "rb") as f:
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for id_, row in enumerate(f):
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if self.config.name == "conceptnet5":
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row = row.split(b"\t")
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s = row[4]
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data = json.loads(s)
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lang1 = row[2].split(b"/")[2].decode("utf-8")
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lang2 = row[3].split(b"/")[2].decode("utf-8")
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if lang1 == lang2:
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lang = lang1
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else:
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lang = lang1 + "/" + lang2
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if "surfaceText" in data:
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sentence = data["surfaceText"].strip()
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else:
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sentence = ""
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if b"weight" in data:
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weight = float(data[b"weight"])
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else:
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weight = 1.0
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yield id_, {
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"sentence": sentence,
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"full_rel": row[0].decode("utf-8"),
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"rel": row[1].decode("utf-8"),
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"arg1": row[2].decode("utf-8"),
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"arg2": row[3].decode("utf-8"),
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"lang": lang,
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"extra_info": row[4].decode("utf-8"),
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"weight": weight,
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}
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else:
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row = row.decode("utf-8").strip()
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data = row.split("\t")
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if len(data) > 1:
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sentence = data[1]
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lang = data[4]
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else:
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continue
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yield id_, {
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"raw_data": row,
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"sentence": sentence,
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"lang": lang,
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}
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conceptnet5/train-00000-of-00023.parquet
ADDED
@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
|
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+
oid sha256:2e9b2067e4cd5ab9b0adf69aac2360aa662ca13152a15ca3f4e06b6e3c8d1af6
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+
size 68723520
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conceptnet5/train-00001-of-00023.parquet
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+
version https://git-lfs.github.com/spec/v1
|
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+
oid sha256:14333c6c2cb2e752d12a7af391fa2900fcf949a84899f0a31315dc965ffb3569
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+
size 54587972
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conceptnet5/train-00002-of-00023.parquet
ADDED
@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
|
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+
oid sha256:5a2bfe1a51bcea66f86c39c6388af3d94fe7b932ad67c7d3f8f12d444ef4814c
|
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+
size 57123740
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conceptnet5/train-00003-of-00023.parquet
ADDED
@@ -0,0 +1,3 @@
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|
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+
version https://git-lfs.github.com/spec/v1
|
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