Rename wikitext_document_level.py to wikitext_document_level.py.backup
Browse files- wikitext_document_level.py +0 -252
- wikitext_document_level.py.backup +252 -0
wikitext_document_level.py
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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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#
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# NOTE: This is a modified version of https://github.com/huggingface/datasets/blob/master/datasets/wikitext/wikitext.py
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# that returns Wiki pages instead of Wiki text line-by-line.
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"""WikiText Dataset."""
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import os
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import datasets
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_CITATION = """\
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@misc{merity2016pointer,
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title={Pointer Sentinel Mixture Models},
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author={Stephen Merity and Caiming Xiong and James Bradbury and Richard Socher},
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year={2016},
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eprint={1609.07843},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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"""
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_DESCRIPTION = """\
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The WikiText language modeling dataset is a collection of over 100 million tokens extracted from the set of verified
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Good and Featured articles on Wikipedia. The dataset is available under the Creative Commons Attribution-ShareAlike
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License.
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"""
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_HOMEPAGE = "https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/"
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_LICENSE = "Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)"
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_DATA_URL = "https://wikitext.smerity.com"
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class WikitextConfig(datasets.BuilderConfig):
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"""BuilderConfig for GLUE."""
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def __init__(self, data_url, **kwargs):
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"""BuilderConfig for Wikitext
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Args:
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data_url: `string`, url to the dataset (word or raw level)
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**kwargs: keyword arguments forwarded to super.
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"""
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super(WikitextConfig, self).__init__(
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version=datasets.Version(
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"1.0.0",
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),
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**kwargs,
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)
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self.data_url = data_url
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class Wikitext(datasets.GeneratorBasedBuilder):
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"""TODO(wikitext_103): Short description of my dataset."""
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# TODO(wikitext_103): Set up version.
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VERSION = datasets.Version("0.1.0")
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BUILDER_CONFIGS = [
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WikitextConfig(
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name="wikitext-103-v1",
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data_url=_DATA_URL + "/" + "wikitext-103-v1.zip",
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description="Word level dataset. No processing is needed other than replacing newlines with <eos> tokens.",
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),
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WikitextConfig(
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name="wikitext-2-v1",
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data_url=_DATA_URL + "/" + "wikitext-2-v1.zip",
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description="Word level dataset. No processing is needed other than replacing newlines with <eos> tokens.",
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),
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WikitextConfig(
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name="wikitext-103-raw-v1",
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data_url=_DATA_URL + "/" + "wikitext-103-raw-v1.zip",
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description="Raw level dataset: the raw tokens before the addition of <unk> tokens. "
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"They should only be used for character level work or for creating newly derived datasets.",
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),
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WikitextConfig(
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name="wikitext-2-raw-v1",
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data_url=_DATA_URL + "/" + "wikitext-2-raw-v1.zip",
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description="Raw level dataset: the raw tokens before the addition of <unk> tokens. "
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"They should only be used for character level work or for creating newly derived datasets.",
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),
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]
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def _info(self):
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# TODO(wikitext): Specifies the datasets.DatasetInfo object
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return datasets.DatasetInfo(
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# This is the description that will appear on the datasets page.
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description=_DESCRIPTION,
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# datasets.features.FeatureConnectors
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features=datasets.Features(
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{
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"page": datasets.Value("string")
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# These are the features of your dataset like images, labels ...
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}
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),
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# If there's a common (input, target) tuple from the features,
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# specify them here. They'll be used if as_supervised=True in
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# builder.as_dataset.
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supervised_keys=None,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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# TODO(wikitext): Downloads the data and defines the splits
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# dl_manager is a datasets.download.DownloadManager that can be used to
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# download and extract URLs
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if self.config.name == "wikitext-103-v1":
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data_file = dl_manager.download_and_extract(self.config.data_url)
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data_dir = os.path.join(data_file, "wikitext-103")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.test.tokens"),
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"split": "test",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.train.tokens"),
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.valid.tokens"),
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"split": "valid",
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},
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),
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]
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else:
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if self.config.name == "wikitext-103-raw-v1":
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data_file = dl_manager.download_and_extract(self.config.data_url)
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data_dir = os.path.join(data_file, "wikitext-103-raw")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.test.raw"),
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"split": "test",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.train.raw"),
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.valid.raw"),
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"split": "valid",
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},
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),
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]
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else:
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if self.config.name == "wikitext-2-raw-v1":
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data_file = dl_manager.download_and_extract(self.config.data_url)
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data_dir = os.path.join(data_file, "wikitext-2-raw")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.test.raw"),
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"split": "test",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.train.raw"),
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"data_file": os.path.join(data_dir, "wiki.valid.raw"),
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"split": "valid",
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},
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),
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]
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else:
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if self.config.name == "wikitext-2-v1":
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data_file = dl_manager.download_and_extract(
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self.config.data_url
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)
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data_dir = os.path.join(data_file, "wikitext-2")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"data_file": os.path.join(
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data_dir, "wiki.test.tokens"
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),
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"split": "test",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"data_file": os.path.join(
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data_dir, "wiki.train.tokens"
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),
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"split": "train",
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"data_file": os.path.join(
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data_dir, "wiki.valid.tokens"
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),
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"split": "valid",
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},
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),
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]
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def _generate_examples(self, data_file, split):
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"""Yields examples."""
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with open(data_file, encoding="utf-8") as f:
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key = 0
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ret = []
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data = f.read().split("\n")
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for line in data:
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rline = line.replace("= = =", "===").replace("= =", "==").strip()
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if rline.startswith("= ") and rline.strip().endswith(" ="):
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page = "\n".join(ret)
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if page.strip():
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yield key, {"page": page}
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key += 1
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ret = []
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ret.append(line)
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page = "\n".join(ret)
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yield key, {"page": page}
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wikitext_document_level.py.backup
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|
| 1 |
+
# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
#
|
| 15 |
+
# NOTE: This is a modified version of https://github.com/huggingface/datasets/blob/master/datasets/wikitext/wikitext.py
|
| 16 |
+
# that returns Wiki pages instead of Wiki text line-by-line.
|
| 17 |
+
"""WikiText Dataset."""
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
# import os
|
| 21 |
+
|
| 22 |
+
# import datasets
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
# _CITATION = """\
|
| 26 |
+
# @misc{merity2016pointer,
|
| 27 |
+
# title={Pointer Sentinel Mixture Models},
|
| 28 |
+
# author={Stephen Merity and Caiming Xiong and James Bradbury and Richard Socher},
|
| 29 |
+
# year={2016},
|
| 30 |
+
# eprint={1609.07843},
|
| 31 |
+
# archivePrefix={arXiv},
|
| 32 |
+
# primaryClass={cs.CL}
|
| 33 |
+
# }
|
| 34 |
+
# """
|
| 35 |
+
|
| 36 |
+
# _DESCRIPTION = """\
|
| 37 |
+
# The WikiText language modeling dataset is a collection of over 100 million tokens extracted from the set of verified
|
| 38 |
+
# Good and Featured articles on Wikipedia. The dataset is available under the Creative Commons Attribution-ShareAlike
|
| 39 |
+
# License.
|
| 40 |
+
# """
|
| 41 |
+
# _HOMEPAGE = "https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/"
|
| 42 |
+
# _LICENSE = "Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)"
|
| 43 |
+
# _DATA_URL = "https://wikitext.smerity.com"
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
# class WikitextConfig(datasets.BuilderConfig):
|
| 47 |
+
# """BuilderConfig for GLUE."""
|
| 48 |
+
|
| 49 |
+
# def __init__(self, data_url, **kwargs):
|
| 50 |
+
# """BuilderConfig for Wikitext
|
| 51 |
+
# Args:
|
| 52 |
+
# data_url: `string`, url to the dataset (word or raw level)
|
| 53 |
+
# **kwargs: keyword arguments forwarded to super.
|
| 54 |
+
# """
|
| 55 |
+
# super(WikitextConfig, self).__init__(
|
| 56 |
+
# version=datasets.Version(
|
| 57 |
+
# "1.0.0",
|
| 58 |
+
# ),
|
| 59 |
+
# **kwargs,
|
| 60 |
+
# )
|
| 61 |
+
# self.data_url = data_url
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
# class Wikitext(datasets.GeneratorBasedBuilder):
|
| 65 |
+
# """TODO(wikitext_103): Short description of my dataset."""
|
| 66 |
+
|
| 67 |
+
# # TODO(wikitext_103): Set up version.
|
| 68 |
+
# VERSION = datasets.Version("0.1.0")
|
| 69 |
+
# BUILDER_CONFIGS = [
|
| 70 |
+
# WikitextConfig(
|
| 71 |
+
# name="wikitext-103-v1",
|
| 72 |
+
# data_url=_DATA_URL + "/" + "wikitext-103-v1.zip",
|
| 73 |
+
# description="Word level dataset. No processing is needed other than replacing newlines with <eos> tokens.",
|
| 74 |
+
# ),
|
| 75 |
+
# WikitextConfig(
|
| 76 |
+
# name="wikitext-2-v1",
|
| 77 |
+
# data_url=_DATA_URL + "/" + "wikitext-2-v1.zip",
|
| 78 |
+
# description="Word level dataset. No processing is needed other than replacing newlines with <eos> tokens.",
|
| 79 |
+
# ),
|
| 80 |
+
# WikitextConfig(
|
| 81 |
+
# name="wikitext-103-raw-v1",
|
| 82 |
+
# data_url=_DATA_URL + "/" + "wikitext-103-raw-v1.zip",
|
| 83 |
+
# description="Raw level dataset: the raw tokens before the addition of <unk> tokens. "
|
| 84 |
+
# "They should only be used for character level work or for creating newly derived datasets.",
|
| 85 |
+
# ),
|
| 86 |
+
# WikitextConfig(
|
| 87 |
+
# name="wikitext-2-raw-v1",
|
| 88 |
+
# data_url=_DATA_URL + "/" + "wikitext-2-raw-v1.zip",
|
| 89 |
+
# description="Raw level dataset: the raw tokens before the addition of <unk> tokens. "
|
| 90 |
+
# "They should only be used for character level work or for creating newly derived datasets.",
|
| 91 |
+
# ),
|
| 92 |
+
# ]
|
| 93 |
+
|
| 94 |
+
# def _info(self):
|
| 95 |
+
# # TODO(wikitext): Specifies the datasets.DatasetInfo object
|
| 96 |
+
# return datasets.DatasetInfo(
|
| 97 |
+
# # This is the description that will appear on the datasets page.
|
| 98 |
+
# description=_DESCRIPTION,
|
| 99 |
+
# # datasets.features.FeatureConnectors
|
| 100 |
+
# features=datasets.Features(
|
| 101 |
+
# {
|
| 102 |
+
# "page": datasets.Value("string")
|
| 103 |
+
# # These are the features of your dataset like images, labels ...
|
| 104 |
+
# }
|
| 105 |
+
# ),
|
| 106 |
+
# # If there's a common (input, target) tuple from the features,
|
| 107 |
+
# # specify them here. They'll be used if as_supervised=True in
|
| 108 |
+
# # builder.as_dataset.
|
| 109 |
+
# supervised_keys=None,
|
| 110 |
+
# homepage=_HOMEPAGE,
|
| 111 |
+
# license=_LICENSE,
|
| 112 |
+
# citation=_CITATION,
|
| 113 |
+
# )
|
| 114 |
+
|
| 115 |
+
# def _split_generators(self, dl_manager):
|
| 116 |
+
# """Returns SplitGenerators."""
|
| 117 |
+
# # TODO(wikitext): Downloads the data and defines the splits
|
| 118 |
+
# # dl_manager is a datasets.download.DownloadManager that can be used to
|
| 119 |
+
# # download and extract URLs
|
| 120 |
+
# if self.config.name == "wikitext-103-v1":
|
| 121 |
+
# data_file = dl_manager.download_and_extract(self.config.data_url)
|
| 122 |
+
# data_dir = os.path.join(data_file, "wikitext-103")
|
| 123 |
+
# return [
|
| 124 |
+
# datasets.SplitGenerator(
|
| 125 |
+
# name=datasets.Split.TEST,
|
| 126 |
+
# gen_kwargs={
|
| 127 |
+
# "data_file": os.path.join(data_dir, "wiki.test.tokens"),
|
| 128 |
+
# "split": "test",
|
| 129 |
+
# },
|
| 130 |
+
# ),
|
| 131 |
+
# datasets.SplitGenerator(
|
| 132 |
+
# name=datasets.Split.TRAIN,
|
| 133 |
+
# gen_kwargs={
|
| 134 |
+
# "data_file": os.path.join(data_dir, "wiki.train.tokens"),
|
| 135 |
+
# "split": "train",
|
| 136 |
+
# },
|
| 137 |
+
# ),
|
| 138 |
+
# datasets.SplitGenerator(
|
| 139 |
+
# name=datasets.Split.VALIDATION,
|
| 140 |
+
# gen_kwargs={
|
| 141 |
+
# "data_file": os.path.join(data_dir, "wiki.valid.tokens"),
|
| 142 |
+
# "split": "valid",
|
| 143 |
+
# },
|
| 144 |
+
# ),
|
| 145 |
+
# ]
|
| 146 |
+
# else:
|
| 147 |
+
# if self.config.name == "wikitext-103-raw-v1":
|
| 148 |
+
# data_file = dl_manager.download_and_extract(self.config.data_url)
|
| 149 |
+
# data_dir = os.path.join(data_file, "wikitext-103-raw")
|
| 150 |
+
# return [
|
| 151 |
+
# datasets.SplitGenerator(
|
| 152 |
+
# name=datasets.Split.TEST,
|
| 153 |
+
# gen_kwargs={
|
| 154 |
+
# "data_file": os.path.join(data_dir, "wiki.test.raw"),
|
| 155 |
+
# "split": "test",
|
| 156 |
+
# },
|
| 157 |
+
# ),
|
| 158 |
+
# datasets.SplitGenerator(
|
| 159 |
+
# name=datasets.Split.TRAIN,
|
| 160 |
+
# gen_kwargs={
|
| 161 |
+
# "data_file": os.path.join(data_dir, "wiki.train.raw"),
|
| 162 |
+
# "split": "train",
|
| 163 |
+
# },
|
| 164 |
+
# ),
|
| 165 |
+
# datasets.SplitGenerator(
|
| 166 |
+
# name=datasets.Split.VALIDATION,
|
| 167 |
+
# gen_kwargs={
|
| 168 |
+
# "data_file": os.path.join(data_dir, "wiki.valid.raw"),
|
| 169 |
+
# "split": "valid",
|
| 170 |
+
# },
|
| 171 |
+
# ),
|
| 172 |
+
# ]
|
| 173 |
+
# else:
|
| 174 |
+
# if self.config.name == "wikitext-2-raw-v1":
|
| 175 |
+
# data_file = dl_manager.download_and_extract(self.config.data_url)
|
| 176 |
+
# data_dir = os.path.join(data_file, "wikitext-2-raw")
|
| 177 |
+
# return [
|
| 178 |
+
# datasets.SplitGenerator(
|
| 179 |
+
# name=datasets.Split.TEST,
|
| 180 |
+
# gen_kwargs={
|
| 181 |
+
# "data_file": os.path.join(data_dir, "wiki.test.raw"),
|
| 182 |
+
# "split": "test",
|
| 183 |
+
# },
|
| 184 |
+
# ),
|
| 185 |
+
# datasets.SplitGenerator(
|
| 186 |
+
# name=datasets.Split.TRAIN,
|
| 187 |
+
# gen_kwargs={
|
| 188 |
+
# "data_file": os.path.join(data_dir, "wiki.train.raw"),
|
| 189 |
+
# "split": "train",
|
| 190 |
+
# },
|
| 191 |
+
# ),
|
| 192 |
+
# datasets.SplitGenerator(
|
| 193 |
+
# name=datasets.Split.VALIDATION,
|
| 194 |
+
# gen_kwargs={
|
| 195 |
+
# "data_file": os.path.join(data_dir, "wiki.valid.raw"),
|
| 196 |
+
# "split": "valid",
|
| 197 |
+
# },
|
| 198 |
+
# ),
|
| 199 |
+
# ]
|
| 200 |
+
# else:
|
| 201 |
+
# if self.config.name == "wikitext-2-v1":
|
| 202 |
+
# data_file = dl_manager.download_and_extract(
|
| 203 |
+
# self.config.data_url
|
| 204 |
+
# )
|
| 205 |
+
# data_dir = os.path.join(data_file, "wikitext-2")
|
| 206 |
+
# return [
|
| 207 |
+
# datasets.SplitGenerator(
|
| 208 |
+
# name=datasets.Split.TEST,
|
| 209 |
+
# gen_kwargs={
|
| 210 |
+
# "data_file": os.path.join(
|
| 211 |
+
# data_dir, "wiki.test.tokens"
|
| 212 |
+
# ),
|
| 213 |
+
# "split": "test",
|
| 214 |
+
# },
|
| 215 |
+
# ),
|
| 216 |
+
# datasets.SplitGenerator(
|
| 217 |
+
# name=datasets.Split.TRAIN,
|
| 218 |
+
# gen_kwargs={
|
| 219 |
+
# "data_file": os.path.join(
|
| 220 |
+
# data_dir, "wiki.train.tokens"
|
| 221 |
+
# ),
|
| 222 |
+
# "split": "train",
|
| 223 |
+
# },
|
| 224 |
+
# ),
|
| 225 |
+
# datasets.SplitGenerator(
|
| 226 |
+
# name=datasets.Split.VALIDATION,
|
| 227 |
+
# gen_kwargs={
|
| 228 |
+
# "data_file": os.path.join(
|
| 229 |
+
# data_dir, "wiki.valid.tokens"
|
| 230 |
+
# ),
|
| 231 |
+
# "split": "valid",
|
| 232 |
+
# },
|
| 233 |
+
# ),
|
| 234 |
+
# ]
|
| 235 |
+
|
| 236 |
+
# def _generate_examples(self, data_file, split):
|
| 237 |
+
# """Yields examples."""
|
| 238 |
+
# with open(data_file, encoding="utf-8") as f:
|
| 239 |
+
# key = 0
|
| 240 |
+
# ret = []
|
| 241 |
+
# data = f.read().split("\n")
|
| 242 |
+
# for line in data:
|
| 243 |
+
# rline = line.replace("= = =", "===").replace("= =", "==").strip()
|
| 244 |
+
# if rline.startswith("= ") and rline.strip().endswith(" ="):
|
| 245 |
+
# page = "\n".join(ret)
|
| 246 |
+
# if page.strip():
|
| 247 |
+
# yield key, {"page": page}
|
| 248 |
+
# key += 1
|
| 249 |
+
# ret = []
|
| 250 |
+
# ret.append(line)
|
| 251 |
+
# page = "\n".join(ret)
|
| 252 |
+
# yield key, {"page": page}
|