# coding=utf-8 # Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # 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. """several datasets with preset arguments""" from .datasets import json_dataset, csv_dataset class wikipedia(json_dataset): """ dataset for wikipedia with arguments configured for convenience command line usage: `--train-data wikipedia` """ #PATH = '/home/universal-lm-data.cosmos549/datasets/wikipedia/wikidump_lines.json' PATH = '/raid/mshoeybi/data/bert/wikipedia/wikidump_lines.json' assert_str = "make sure to set PATH at line 27 of data_utils/corpora.py" def __init__(self, **kwargs): assert wikipedia.PATH != '', \ wikipedia.assert_str if not kwargs: kwargs = {} kwargs['text_key'] = 'text' kwargs['loose_json'] = True super(wikipedia, self).__init__(wikipedia.PATH, **kwargs) class roberta(json_dataset): """ dataset for roberta with arguments configured for convenience command line usage: `--train-data roberta` """ PATH = '/raid/mshoeybi/data/roberta/all_merged/rn_owt_sto_wiki_0.7_aug22/rn_owt_sto_wiki_0.7.json' assert_str = "make sure to set PATH at line 27 of data_utils/corpora.py" def __init__(self, **kwargs): assert roberta.PATH != '', \ roberta.assert_str if not kwargs: kwargs = {} kwargs['text_key'] = 'text' kwargs['loose_json'] = True super(roberta, self).__init__(roberta.PATH, **kwargs) class BooksCorpus(json_dataset): #PATH = '/home/universal-lm-data.cosmos549/datasets/BooksCorpus/books_lines.jsonl' PATH = '/raid/mshoeybi/data/bert/BooksCorpus/books_lines.jsonl' def __init__(self, **kwargs): if not kwargs: kwargs = {} kwargs['text_key'] = 'text' kwargs['label_key'] = 'path' kwargs['loose_json'] = True super(BooksCorpus, self).__init__(BooksCorpus.PATH, **kwargs) class Reddit(json_dataset): PATH = '/raid/mshoeybi/data/gpt2/adlr/urls_55M_ftNA_17M_sub_100_115_ftfy.json' #PATH='/home/universal-lm-data.cosmos549/datasets/OpenWebText/json_data/urls_55M_ftNA_17M_sub_100_115_ftfy.json' #PATH = '/raid/mshoeybi/data/gpt2/skylion007/openwebtext.jsonl' def __init__(self, **kwargs): if not kwargs: kwargs = {} kwargs['text_key'] = 'text' kwargs['loose_json'] = True super(Reddit, self).__init__(Reddit.PATH, **kwargs) class RedditAll(json_dataset): PATH = '/home/universal-lm-data.cosmos549/datasets/OpenWebText/json_data/reddit_all_ftfy.json' #PATH = '/raid/mshoeybi/data/gpt2/skylion007/openwebtext.jsonl' def __init__(self, **kwargs): if not kwargs: kwargs = {} kwargs['text_key'] = 'text' kwargs['loose_json'] = True super(RedditAll, self).__init__(RedditAll.PATH, **kwargs) class RedditAllLg200(json_dataset): PATH = '/home/universal-lm-data.cosmos549/datasets/OpenWebText/json_data/reddit_all_ftfy_lg200.json' #PATH = '/raid/mshoeybi/data/gpt2/skylion007/openwebtext.jsonl' def __init__(self, **kwargs): if not kwargs: kwargs = {} kwargs['text_key'] = 'text' kwargs['loose_json'] = True super(RedditAllLg200, self).__init__(RedditAllLg200.PATH, **kwargs) NAMED_CORPORA = { 'wikipedia': wikipedia, 'roberta': roberta, 'BooksCorpus': BooksCorpus, 'Reddit': Reddit, 'RedditAll': RedditAll, 'RedditAllLg200': RedditAllLg200, }