added script with val
Browse files- binhvq_dedup.py +77 -0
binhvq_dedup.py
ADDED
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import datasets
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import os
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import logging
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import lm_dataformat
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_DESC = """
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BinhVQ news corpus version 2021 (~20M records)
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https://github.com/binhvq/news-corpus
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Preprocessed:
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- Read mongo dump and export to jsonl
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- Clean content with Beautifulsoup
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- Concatenate title, sapo and content
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- Remove exact match sha256
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- Shuffle and split train / val (0.01)
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**IMPORTANT**: Please run `pip install lm_dataformat` before load this dataset
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"""
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_REPO_URL = "https://huggingface.co/datasets/imthanhlv/binhvq_dedup/tree/main/"
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_URLS = {
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"val": "val.jsonl.zst",
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}
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try:
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import lm_dataformat
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except ImportError:
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print(
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"Can't import lm_dataformat, please run pip install lm_dataformat and try again"
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)
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exit()
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class BinhvqConfig(datasets.BuilderConfig):
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def __init__(self, **kwargs):
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super(BinhvqConfig, self).__init__(**kwargs)
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class Binhvq(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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BinhvqConfig(
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name="plain_text",
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version=datasets.Version("1.0.0", ""),
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description="Plain text",
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),
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]
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESC,
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features=datasets.Features({"text": datasets.Value("string")}),
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homepage="https://github.com/binhvq/news-corpus",
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)
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def _split_generators(self, dl_manager):
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downloaded_files = dl_manager.download_and_extract(_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={"filepath": downloaded_files["val"]},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={"filepath": downloaded_files["val"]},
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),
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]
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def _generate_examples(self, filepath):
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logging.info(f"Generating examples from {filepath}")
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reader = lm_dataformat.Reader(filepath)
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for doc in reader.stream_data():
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yield {"text": doc}
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