Source code for paddlenlp.datasets.ptb

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# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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#     http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing, software
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import os
import collections

from paddle.io import Dataset

from paddle.utils.download import get_path_from_url
from paddle.dataset.common import md5file
from paddlenlp.utils.env import DATA_HOME
from . import DatasetBuilder

__all__ = ['PTB']


[docs]class PTB(DatasetBuilder): URL = 'http://www.fit.vutbr.cz/~imikolov/rnnlm/simple-examples.tgz' MD5 = "30177ea32e27c525793142b6bf2c8e2d" META_INFO = collections.namedtuple('META_INFO', ('file', 'md5')) SPLITS = { 'train': META_INFO( os.path.join('simple-examples', 'data', 'ptb.train.txt'), "f26c4b92c5fdc7b3f8c7cdcb991d8420"), 'valid': META_INFO( os.path.join('simple-examples', 'data', 'ptb.valid.txt'), "aa0affc06ff7c36e977d7cd49e3839bf"), 'test': META_INFO( os.path.join('simple-examples', 'data', 'ptb.test.txt'), "8b80168b89c18661a38ef683c0dc3721") } def _get_data(self, mode, **kwargs): default_root = os.path.join(DATA_HOME, self.__class__.__name__) filename, data_hash = self.SPLITS[mode] fullname = os.path.join(default_root, filename) if not os.path.exists(fullname) or (data_hash and not md5file(fullname) == data_hash): get_path_from_url(self.URL, default_root, self.MD5) return fullname def _read(self, filename, *args): with open(filename, 'r', encoding='utf-8') as f: for line in f: line_stripped = line.strip() yield {"sentence": line_stripped}