みんなの日本語正規化ライブラリ / World-class Japanese text normalization
Project description
jpnorm
日本語テキスト正規化ライブラリ。
できること
- 文字正規化: NFKC、ハイフン/チルダ/長音符のバリエーション統一、繰り返し短縮、空白畳み込み
- 文字種変換: 半角カナ⇄全角カナ、ひらがな⇄カタカナ、漢数字⇄算用数字
- 表記ゆれ吸収: Sudachi 同義語辞書による語彙正規化
- URL 保護: 正規化対象から URL を除外
- プリセット: 用途別(表示/検索/比較など)の設定プリセット
- 精度比較: モデル出力と正解データの比較ユーティリティ(完全一致/前方一致/編集距離/LLM judge)
インストール
pip install jpnorm
使い方
import jpnorm
n = jpnorm.Normalizer.preset("for_search")
print(n.normalize("ハンカクカナ と 全角 !!"))
プリセット
| 名前 | 用途 |
|---|---|
none |
何もしない (builder のベース) |
for_display |
UI 表示・投稿プレビュー。見た目を壊さない最小限 |
neologdn_compat |
既存 neologdn 置き換え |
for_search |
検索インデックス。URL 等は保護、絵文字除去 |
for_compare |
精度評価・重複判定。漢数字→数字・記号除去まで行い等価性を最大化 |
精度比較ユーティリティ
モデル出力と正解データを複数戦略で比較できます。戦略は exact / prefix /
edit_distance / llm_judge から選択でき、比較前に Normalizer を通すことも
可能です。戻り値は ComparisonResult(matched, score, strategy, detail)。
from jpnorm import Normalizer, compare
n = Normalizer.preset("for_compare")
# 完全一致 (正規化してから比較)
compare("テスト", "テスト", strategy="exact", normalizer=n)
# 前方一致 (どちら向きでも可)
compare("東京都", "東京都渋谷区", strategy="prefix")
# 編集距離 (Levenshtein、threshold で matched 判定)
compare("kitten", "sitting", strategy="edit_distance", threshold=0.5)
# LLM judge (Anthropic / OpenAI)
compare(
"出力テキスト",
"正解テキスト",
strategy="llm_judge",
llm_provider="anthropic", # or "openai"
llm_model="claude-haiku-4-5",
threshold=0.8,
)
llm_judge 使用時は anthropic または openai パッケージと、対応する
API キー (ANTHROPIC_API_KEY / OPENAI_API_KEY) が必要です。
Sudachi 同義語辞書
表記ゆれ吸収は SudachiDict
の synonyms.txt (Apache-2.0) を利用できます。ライブラリにはバンドルしていないので、
必要な場合はダウンロードしてください:
curl -fSL -o synonyms.txt https://raw.githubusercontent.com/WorksApplications/SudachiDict/develop/src/main/text/synonyms.txt
開発
git clone https://github.com/YoshitakaOyama/jpnorm.git
cd jpnorm
pip install maturin
maturin develop --release
pytest tests/
ライセンス
MIT または Apache-2.0 のデュアルライセンス。好きな方を選んでください。
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