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Delete open2ch.py
Browse files- open2ch.py +0 -348
open2ch.py
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"""おーぷん2ちゃんねる対話コーパス"""
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from typing import Iterable
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import csv
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import os
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import datasets as ds
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_CITATION = """\
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@inproceedings{open2chdlc2019,
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title={おーぷん2ちゃんねる対話コーパスを用いた用例ベース対話システム},
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author={稲葉 通将},
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booktitle={第87回言語・音声理解と対話処理研究会(第10回対話システムシンポジウム), 人工知能学会研究会資料 SIG-SLUD-B902-33},
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pages={129--132},
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year={2019}
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}
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"""
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_DESCRIPTION = """\
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おーぷん2ちゃんねるの「なんでも実況(ジュピター)」「ニュー速VIP」「ニュース速報+」の3つの掲示板をクロールして作成した対話コーパスの HuggingFace Datasets 変換版です。
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"""
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_HOMEPAGE = "https://github.com/1never/open2ch-dialogue-corpus"
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_LICENSE = "Apache-2.0"
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_URLS = {
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"corpus": "https://media.githubusercontent.com/media/1never/open2ch-dialogue-corpus/master/corpus.zip",
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"ranking": "https://raw.githubusercontent.com/1never/open2ch-dialogue-corpus/master/ranking.zip",
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"ng_words": "https://raw.githubusercontent.com/1never/open2ch-dialogue-corpus/master/data/ng_words.txt",
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}
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# Load corpus data from file
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def load_corpus(filepath: str, ng_words: list[str] = []) -> Iterable[list]:
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with open(filepath, "r", encoding="utf-8") as f:
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reader = csv.reader(f, delimiter="\t")
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for row in reader:
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dialogue = []
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should_skip = False
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for i, content in enumerate(row):
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for word in ng_words: # NG ワード含んでいたらスキップ
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if word in content:
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should_skip = True
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break
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if should_skip:
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break
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if i % 2 == 0:
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dialogue.append(
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{"speaker": 1, "content": content.replace("__BR__", "\n")}
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)
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else:
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dialogue.append(
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{"speaker": 2, "content": content.replace("__BR__", "\n")}
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)
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if should_skip:
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continue
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yield dialogue
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# Load ranking data from file
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def load_ranking(filepath: str, split: str) -> Iterable[dict]:
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with open(os.path.join(filepath, f"{split}.tsv"), "r", encoding="utf-8") as f:
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reader = csv.reader(f, delimiter="\t")
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data = {
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"dialogue": [],
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"next": {},
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"random": [],
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}
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dialogue_len = 0
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for i, row in enumerate(reader):
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if i % 10 == 0:
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dialogue_len = len(row)
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for j, content in enumerate(row[1:-1]): # [0] は使わない
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if j % 2 == 0:
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data["dialogue"].append(
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{"speaker": 1, "content": content.replace("__BR__", "\n")}
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)
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else:
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data["dialogue"].append(
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{"speaker": 2, "content": content.replace("__BR__", "\n")}
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)
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data["next"] = {
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"speaker": 1 if dialogue_len % 2 == 1 else 2,
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"content": row[-1].replace("__BR__", "\n"),
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}
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elif i % 10 >= 1 and i % 10 <= 8:
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data["random"].append(row[-1].replace("__BR__", "\n"))
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elif i % 10 == 9:
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data["random"].append(row[-1].replace("__BR__", "\n"))
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yield data
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data = {
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"dialogue": [],
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"next": {},
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"random": [],
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}
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dialogue_len = 0
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# Load NG words from file
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def load_ng_words(filepath) -> list[str]:
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data = []
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with open(filepath, "r", encoding="utf-8") as f:
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for line in f:
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data.append(line.strip())
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return data
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class Open2chDataset(ds.GeneratorBasedBuilder):
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VERSION = ds.Version("1.0.0")
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BUILDER_CONFIGS = [
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ds.BuilderConfig(
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name="all-corpus",
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version=VERSION,
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description="All concatenated corpus data",
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),
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ds.BuilderConfig(
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name="livejupiter",
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version=VERSION,
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description="A subset of corpus data from livejupiter board",
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),
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ds.BuilderConfig(
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name="news4vip",
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version=VERSION,
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description="A subset of corpus data from news4vip board",
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),
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ds.BuilderConfig(
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name="newsplus",
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version=VERSION,
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description="A subset of corpus data from newsplus board",
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),
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ds.BuilderConfig(
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name="all-corpus-cleaned",
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version=VERSION,
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description="Cleaned version of all concatenated corpus data",
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),
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ds.BuilderConfig(
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name="livejupiter-cleaned",
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version=VERSION,
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description="Cleaned version of a subset of corpus data from livejupiter board",
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),
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ds.BuilderConfig(
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name="news4vip-cleaned",
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version=VERSION,
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description="Cleaned version of a subset of corpus data from news4vip board",
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),
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ds.BuilderConfig(
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name="newsplus-cleaned",
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version=VERSION,
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description="Cleaned version of a subset of corpus data from newsplus board",
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),
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ds.BuilderConfig(
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name="ranking",
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version=VERSION,
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description="Dataset for response ranking task",
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),
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]
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DEFAULT_CONFIG_NAME = "all-corpus"
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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OVER_SIZE_LIMIT = 6_000_000
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csv.field_size_limit(OVER_SIZE_LIMIT)
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def _info(self):
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if self.config.name in ["all-corpus", "all-corpus-cleaned"]:
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features = ds.Features(
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{
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"dialogue": ds.Sequence(
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{
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"speaker": ds.Value("int8"), # 1 or 2
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"content": ds.Value("string"),
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}
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),
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"board": ds.Value("string"),
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}
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)
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elif self.config.name in [
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"livejupiter",
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"news4vip",
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"newsplus",
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"livejupiter-cleaned",
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"news4vip-cleaned",
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"newsplus-cleaned",
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]:
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features = ds.Features(
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{
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"dialogue": ds.Sequence(
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{
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"speaker": ds.Value("int8"), # 1 or 2
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"content": ds.Value("string"),
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}
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),
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}
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)
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elif self.config.name == "ranking":
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features = ds.Features(
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{
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"dialogue": ds.Sequence(
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{
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"speaker": ds.Value("int8"), # 1 or 2
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"content": ds.Value("string"),
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}
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),
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"next": { # 正しい返答
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"speaker": ds.Value("int8"), # 1 or 2
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"content": ds.Value("string"),
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},
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"random": ds.Sequence( # ランダムに選ばれた返答
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ds.Value("string"),
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),
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}
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)
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else:
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raise ValueError("Invalid config name")
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return ds.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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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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corpus_url = _URLS["corpus"]
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ng_words_url = _URLS["ng_words"]
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if self.config.name in ["all-corpus", "livejupiter", "news4vip", "newsplus"]:
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data_dir = dl_manager.download_and_extract(corpus_url)
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return [
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ds.SplitGenerator(
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name=ds.Split.TRAIN,
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gen_kwargs={
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"filepath": os.path.join(data_dir, "corpus"),
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},
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),
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]
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elif self.config.name in [
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"all-corpus-cleaned",
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"livejupiter-cleaned",
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"news4vip-cleaned",
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"newsplus-cleaned",
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]:
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data_dir = dl_manager.download_and_extract(corpus_url)
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ng_words_dir = dl_manager.download(ng_words_url)
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return [
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ds.SplitGenerator(
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name=ds.Split.TRAIN,
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gen_kwargs={
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"filepath": os.path.join(data_dir, "corpus"),
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"ng_words_path": ng_words_dir,
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},
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),
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]
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elif self.config.name == "ranking":
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ranking_url = _URLS["ranking"]
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data_dir = dl_manager.download_and_extract(ranking_url)
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return [
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ds.SplitGenerator(
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name=ds.Split.TRAIN,
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gen_kwargs={
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"filepath": os.path.join(data_dir, "ranking"),
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"split": "dev",
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},
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),
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ds.SplitGenerator(
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name=ds.Split.TEST,
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gen_kwargs={
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"filepath": os.path.join(data_dir, "ranking"),
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"split": "test",
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},
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),
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]
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def _generate_examples(
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self,
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filepath: str,
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split: str = "train",
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ng_words_path: str | None = None,
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):
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livejupiter_path = os.path.join(filepath, "livejupiter.tsv")
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news4vip_path = os.path.join(filepath, "news4vip.tsv")
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newsplus_path = os.path.join(filepath, "newsplus.tsv")
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ng_words = load_ng_words(ng_words_path) if ng_words_path is not None else []
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if self.config.name == "all-corpus":
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for i, data in enumerate(load_corpus(livejupiter_path, ng_words)):
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yield f"livejupiter-{i}", {
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"dialogue": data,
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"board": "livejupiter",
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}
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for i, data in enumerate(load_corpus(news4vip_path, ng_words)):
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yield f"news4vip-{i}", {
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"dialogue": data,
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"board": "news4vip",
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}
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for i, data in enumerate(load_corpus(newsplus_path, ng_words)):
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yield f"newsplus-{i}", {
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"dialogue": data,
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"board": "newsplus",
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}
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elif self.config.name.startswith("livejupiter"):
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for i, data in enumerate(load_corpus(livejupiter_path, ng_words)):
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yield f"livejupiter-{i}", {
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"dialogue": data,
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}
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elif self.config.name.startswith("news4vip"):
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for i, data in enumerate(load_corpus(news4vip_path, ng_words)):
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yield f"news4vip-{i}", {
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"dialogue": data,
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}
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elif self.config.name.startswith("newsplus"):
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for i, data in enumerate(load_corpus(newsplus_path, ng_words)):
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yield f"newsplus-{i}", {
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"dialogue": data,
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}
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-
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elif self.config.name == "ranking":
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for i, data in enumerate(load_ranking(filepath, split)):
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yield f"ranking-{split}-{i}", data
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else:
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raise ValueError("Invalid config name")
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