Update Python files
Browse files- processing_moss_tts.py +2 -0
- tts_robust_normalizer_single_script.py +346 -0
processing_moss_tts.py
CHANGED
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@@ -36,6 +36,7 @@ from transformers import (
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)
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from .configuration_moss_tts import MossTTSDelayConfig
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logger = logging.get_logger(__name__)
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@@ -366,6 +367,7 @@ class MossTTSDelayProcessor(ProcessorMixin):
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) -> Dict:
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if reference is not None and not isinstance(reference, list):
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reference = [reference]
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return UserMessage(
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text=text,
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reference=reference,
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)
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from .configuration_moss_tts import MossTTSDelayConfig
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+
from .tts_robust_normalizer_single_script import normalize_tts_text
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logger = logging.get_logger(__name__)
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) -> Dict:
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if reference is not None and not isinstance(reference, list):
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reference = [reference]
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+
text = normalize_tts_text(text)
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return UserMessage(
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text=text,
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reference=reference,
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tts_robust_normalizer_single_script.py
ADDED
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@@ -0,0 +1,346 @@
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| 1 |
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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TTS 输入鲁棒性正则化器(非语义 TN)
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目标
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----
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1. 只做“鲁棒性清洗”,不做数字/单位/日期/金额等语义展开。
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2. 优先保护高风险 token,避免把 `.map`、`app.js.map`、`v2.3.1`、URL、Email、@mention、#hashtag 清坏。
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3. 保留 `[]` / `{}` 的内容,为后续声音事件、控制标签留接口。
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4. 对结构性符号做“替换而非删除”:
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- `【】 / 〖〗 / 『』 / 「」` 在结构位置转成句边界。
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- `《》` 只在“独立标题/栏目名”场景拆开;嵌入式标题保持不变。
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- `—— / -- / ——...` 转成句边界。
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- `-> / => / →` 等流程连接符转成中文逗号,避免 TTS 读入崩溃。
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5. 对社交平台常见噪声做弱归一化:
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- `...... / ……` -> `。`
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- `???!!!` -> `?!`
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- `!!!` -> `!`
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6. 空格按脚本类型处理:
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- 西文片段内部:连续空格压缩为 1 个。
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- 汉字 / 日文假名片段内部:删除空格。
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+
- 汉字 / 日文假名 与“拉丁字母类 token / 受保护 token”相邻:保留或补 1 个空格。
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+
- 汉字 / 日文假名 与纯数字相邻:不强行补空格。
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7. 轻量处理 Markdown 与换行:
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+
- `[text](url)` -> `text url`
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- 去掉标题 `#`、引用 `>`、列表前缀
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- 换行转句边界 `。`
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+
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非目标
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+
------
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1. 不决定“应该怎么读”。
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2. 不删除 `[] / {}` 内容。
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+
3. 不做 HTML/SSML/语义标签解释。
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"""
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+
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from __future__ import annotations
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+
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+
import re
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import unicodedata
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# ---------------------------
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# 基础常量与正则
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# ---------------------------
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+
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# 不依赖空格分词的脚本:汉字 + 日文假名
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_CJK_CHARS = r"\u3400-\u4dbf\u4e00-\u9fff\u3040-\u30ff"
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_CJK = f"[{_CJK_CHARS}]"
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+
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# 保护占位符
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_PROT = r"___PROT\d+___"
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+
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# 需要保护的高风险 token
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_URL_RE = re.compile(r"https?://[^\s\u3000,。!?;、)】》〉」』]+")
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_EMAIL_RE = re.compile(r"(?<![\w.+-])[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}(?![\w.-])")
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_MENTION_RE = re.compile(r"(?<![A-Za-z0-9_])@[A-Za-z0-9_]{1,32}")
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_REDDIT_RE = re.compile(r"(?<![A-Za-z0-9_])(?:u|r)/[A-Za-z0-9_]+")
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_HASHTAG_RE = re.compile(r"(?<![A-Za-z0-9_])#(?!\s)[^\s#]+")
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+
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# `.map` / `.env` / `.gitignore`
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_DOT_TOKEN_RE = re.compile(r"(?<![A-Za-z0-9_])\.(?=[A-Za-z0-9._-]*[A-Za-z0-9])[A-Za-z0-9._-]+")
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+
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+
# `app.js.map` / `index.d.ts` / `v2.3.1` / `foo/bar-baz.py` 等
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+
_FILELIKE_RE = re.compile(
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r"(?<![A-Za-z0-9_])"
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r"(?=[A-Za-z0-9._/+:-]*[A-Za-z])"
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r"(?=[A-Za-z0-9._/+:-]*[._/+:-])"
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r"[A-Za-z0-9](?:[A-Za-z0-9._/+:-]*[A-Za-z0-9])?"
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r"(?![A-Za-z0-9_])"
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)
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+
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+
# 参与“中英混排边界补空格”的 token:必须至少含 1 个拉丁字母,或本身就是受保护 token
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_LATINISH = rf"(?:{_PROT}|(?=[A-Za-z0-9._/+:-]*[A-Za-z])[A-Za-z0-9][A-Za-z0-9._/+:-]*)"
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+
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+
# 零宽字符
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+
_ZERO_WIDTH_RE = re.compile(r"[\u200b-\u200d\ufeff]")
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| 79 |
+
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| 80 |
+
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+
# ---------------------------
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| 82 |
+
# 主函数
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| 83 |
+
# ---------------------------
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| 84 |
+
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| 85 |
+
def normalize_tts_text(text: str) -> str:
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| 86 |
+
"""对 TTS 输入做鲁棒性正则化。"""
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| 87 |
+
text = _base_cleanup(text)
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| 88 |
+
text = _normalize_markdown_and_lines(text)
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| 89 |
+
text, protected = _protect_spans(text)
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| 90 |
+
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| 91 |
+
text = _normalize_spaces(text)
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| 92 |
+
text = _normalize_structural_punctuation(text)
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| 93 |
+
text = _normalize_repeated_punctuation(text)
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| 94 |
+
text = _normalize_spaces(text)
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| 95 |
+
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| 96 |
+
text = _restore_spans(text, protected)
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| 97 |
+
return text.strip()
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| 98 |
+
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| 99 |
+
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| 100 |
+
# ---------------------------
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| 101 |
+
# 具体规则
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| 102 |
+
# ---------------------------
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| 103 |
+
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| 104 |
+
def _base_cleanup(text: str) -> str:
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| 105 |
+
text = text.replace("\r\n", "\n").replace("\r", "\n").replace("\u3000", " ")
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| 106 |
+
text = _ZERO_WIDTH_RE.sub("", text)
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| 107 |
+
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| 108 |
+
cleaned = []
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| 109 |
+
for ch in text:
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| 110 |
+
cat = unicodedata.category(ch)
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| 111 |
+
if ch in "\n\t " or not cat.startswith("C"):
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| 112 |
+
cleaned.append(ch)
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| 113 |
+
return "".join(cleaned)
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| 114 |
+
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| 115 |
+
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| 116 |
+
def _normalize_markdown_and_lines(text: str) -> str:
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| 117 |
+
# Markdown 链接:[text](url) -> text url
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| 118 |
+
text = re.sub(r"\[([^\[\]]+?)\]\((https?://[^)\s]+)\)", r"\1 \2", text)
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| 119 |
+
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| 120 |
+
lines = []
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| 121 |
+
for raw in text.splitlines():
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| 122 |
+
line = raw.strip()
|
| 123 |
+
if not line:
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| 124 |
+
continue
|
| 125 |
+
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| 126 |
+
line = re.sub(r"^#{1,6}\s+", "", line) # 标题
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| 127 |
+
line = re.sub(r"^>\s+", "", line) # 引用
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| 128 |
+
line = re.sub(r"^[-*+]\s+", "", line) # 无序列表
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| 129 |
+
line = re.sub(r"^\d+[.)]\s+", "", line) # 有序列表
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| 130 |
+
lines.append(line)
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| 131 |
+
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| 132 |
+
return "。".join(lines) if lines else ""
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| 133 |
+
|
| 134 |
+
|
| 135 |
+
def _protect_spans(text: str) -> tuple[str, list[str]]:
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| 136 |
+
protected: list[str] = []
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| 137 |
+
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| 138 |
+
def repl(match: re.Match[str]) -> str:
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| 139 |
+
idx = len(protected)
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| 140 |
+
protected.append(match.group(0))
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| 141 |
+
return f"___PROT{idx}___"
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| 142 |
+
|
| 143 |
+
for pattern in (
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| 144 |
+
_URL_RE,
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| 145 |
+
_EMAIL_RE,
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| 146 |
+
_MENTION_RE,
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| 147 |
+
_REDDIT_RE,
|
| 148 |
+
_HASHTAG_RE,
|
| 149 |
+
_DOT_TOKEN_RE,
|
| 150 |
+
_FILELIKE_RE,
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| 151 |
+
):
|
| 152 |
+
text = pattern.sub(repl, text)
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| 153 |
+
|
| 154 |
+
return text, protected
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
def _restore_spans(text: str, protected: list[str]) -> str:
|
| 158 |
+
for idx, original in enumerate(protected):
|
| 159 |
+
text = text.replace(f"___PROT{idx}___", original)
|
| 160 |
+
return text
|
| 161 |
+
|
| 162 |
+
|
| 163 |
+
def _normalize_spaces(text: str) -> str:
|
| 164 |
+
# 统一空白
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| 165 |
+
text = re.sub(r"[ \t\r\f\v]+", " ", text)
|
| 166 |
+
|
| 167 |
+
# 汉字 / 日文片段内部:删除空格
|
| 168 |
+
text = re.sub(rf"({_CJK})\s+(?={_CJK})", r"\1", text)
|
| 169 |
+
|
| 170 |
+
# 汉字 / 日文 与纯数字之间:删除空格(不强行保留)
|
| 171 |
+
text = re.sub(rf"({_CJK})\s+(?=\d)", r"\1", text)
|
| 172 |
+
text = re.sub(rf"(\d)\s+(?={_CJK})", r"\1", text)
|
| 173 |
+
|
| 174 |
+
# 汉字 / 日文 与拉丁字母类 token / protected token 相邻:保留或补 1 个空格
|
| 175 |
+
text = re.sub(rf"({_CJK})(?=({_LATINISH}))", r"\1 ", text)
|
| 176 |
+
text = re.sub(rf"(({_LATINISH}))(?={_CJK})", r"\1 ", text)
|
| 177 |
+
|
| 178 |
+
# 再压一遍连续空格
|
| 179 |
+
text = re.sub(r" {2,}", " ", text)
|
| 180 |
+
|
| 181 |
+
# 中文标点前后不保留空格
|
| 182 |
+
text = re.sub(r"\s+([,。!?;:、”’」』】)》])", r"\1", text)
|
| 183 |
+
text = re.sub(r"([(【「『《“‘])\s+", r"\1", text)
|
| 184 |
+
text = re.sub(r"([,。!?;:、])\s*", r"\1", text)
|
| 185 |
+
|
| 186 |
+
# ASCII 标点前不留空格;后面的英文空格不强改
|
| 187 |
+
text = re.sub(r"\s+([,.;!?])", r"\1", text)
|
| 188 |
+
|
| 189 |
+
return re.sub(r" {2,}", " ", text).strip()
|
| 190 |
+
|
| 191 |
+
|
| 192 |
+
def _normalize_structural_punctuation(text: str) -> str:
|
| 193 |
+
# 结构性括号:在“结构位置”解包并转成句边界
|
| 194 |
+
# 连续块要支持收敛,因此做两轮
|
| 195 |
+
for _ in range(2):
|
| 196 |
+
text = re.sub(
|
| 197 |
+
r"(^|[。!?!?;;]\s*)[【〖『「]([^】〗』」]+)[】〗』」]\s*",
|
| 198 |
+
r"\1\2。",
|
| 199 |
+
text,
|
| 200 |
+
)
|
| 201 |
+
|
| 202 |
+
# 《》只处理独立标题,不处理嵌入式标题
|
| 203 |
+
# 例:重磅。《新品发布》——现在开始! -> 重磅。新品发布。现在开始!
|
| 204 |
+
text = re.sub(
|
| 205 |
+
r"(^|[。!?!?;;]\s*)《([^》]+)》(?=\s*(?:___PROT\d+___|[—–―-]{2,}|$|[。!?!?;;,,]))",
|
| 206 |
+
r"\1\2",
|
| 207 |
+
text,
|
| 208 |
+
)
|
| 209 |
+
|
| 210 |
+
# 流程 / 映射箭头:转成中文逗号,保留链路结构但避免把 `->` 原样喂给 TTS。
|
| 211 |
+
text = re.sub(
|
| 212 |
+
r"\s*(?:<[-=]+>|[-=]+>|<[-=]+|[→←↔⇒⇐⇔⟶⟵⟷⟹⟸⟺↦↤↪↩])\s*",
|
| 213 |
+
",",
|
| 214 |
+
text,
|
| 215 |
+
)
|
| 216 |
+
|
| 217 |
+
# 长破折号 / 多连字符:转句边界
|
| 218 |
+
text = re.sub(r"\s*(?:—|–|―|-){2,}\s*", "。", text)
|
| 219 |
+
|
| 220 |
+
return text
|
| 221 |
+
|
| 222 |
+
|
| 223 |
+
def _normalize_repeated_punctuation(text: str) -> str:
|
| 224 |
+
# 省略号 / 连续句点
|
| 225 |
+
text = re.sub(r"(?:\.{3,}|…{2,}|……+)", "。", text)
|
| 226 |
+
|
| 227 |
+
# 同类重复标点
|
| 228 |
+
text = re.sub(r"[。.]{2,}", "。", text)
|
| 229 |
+
text = re.sub(r"[,,]{2,}", ",", text)
|
| 230 |
+
text = re.sub(r"[!!]{2,}", "!", text)
|
| 231 |
+
text = re.sub(r"[??]{2,}", "?", text)
|
| 232 |
+
|
| 233 |
+
# 混合问叹号:收敛到 ?!
|
| 234 |
+
def _mixed_qe(match: re.Match[str]) -> str:
|
| 235 |
+
s = match.group(0)
|
| 236 |
+
has_q = any(ch in s for ch in "??")
|
| 237 |
+
has_e = any(ch in s for ch in "!!")
|
| 238 |
+
if has_q and has_e:
|
| 239 |
+
return "?!"
|
| 240 |
+
return "?" if has_q else "!"
|
| 241 |
+
|
| 242 |
+
text = re.sub(r"[!?!?]{2,}", _mixed_qe, text)
|
| 243 |
+
return text
|
| 244 |
+
|
| 245 |
+
|
| 246 |
+
# ---------------------------
|
| 247 |
+
# 测试
|
| 248 |
+
# ---------------------------
|
| 249 |
+
|
| 250 |
+
TEST_CASES = [
|
| 251 |
+
# 1) .map / dot-leading token / 文件名 / 版本号
|
| 252 |
+
(
|
| 253 |
+
"dot_map_sentence",
|
| 254 |
+
"2026 年 3 月 31 日,安全研究员 Chaofan Shou (@Fried_rice) 发现 Anthropic 的 npm 包中暴露了 .map 文件,",
|
| 255 |
+
"2026年3月31日,安全研究员 Chaofan Shou (@Fried_rice) 发现 Anthropic 的 npm 包中暴露了 .map 文件,",
|
| 256 |
+
),
|
| 257 |
+
("dot_tokens", "别把 .env、.npmrc、.gitignore 提交上去。", "别把 .env、.npmrc、.gitignore 提交上去。"),
|
| 258 |
+
("file_names", "请检查 bundle.min.js、package.json 和 processing_moss_tts.py。", "请检查 bundle.min.js、package.json 和 processing_moss_tts.py。"),
|
| 259 |
+
("index_d_ts", "index.d.ts 里也有同样的问题。", "index.d.ts 里也有同样的问题。"),
|
| 260 |
+
("version_build", "Bug 的讨论可以精确到 v2.3.1 (Build 15)。", "Bug 的讨论可以精确到 v2.3.1 (Build 15)。"),
|
| 261 |
+
("version_rc", "3.0.0-rc.1 还不能上生产。", "3.0.0-rc.1 还不能上生产。"),
|
| 262 |
+
("jar_name", "fabric-api-0.91.3+1.20.2.jar 需要单独下载。", "fabric-api-0.91.3+1.20.2.jar 需要单独下载。"),
|
| 263 |
+
|
| 264 |
+
# 2) URL / Email / mention / hashtag / Reddit
|
| 265 |
+
("url", "仓库地址是 https://github.com/instructkr/claude-code", "仓库地址是 https://github.com/instructkr/claude-code"),
|
| 266 |
+
("email", "联系邮箱:ops+tts@example.ai", "联系邮箱:ops+tts@example.ai"),
|
| 267 |
+
("mention", "@Fried_rice 说这是 source map 暴露。", "@Fried_rice 说这是 source map 暴露。"),
|
| 268 |
+
("reddit", "去 r/singularity 看讨论。", "去 r/singularity 看讨论。"),
|
| 269 |
+
("hashtag_chain", "#张雪峰#张雪峰[话题]#张雪峰事件", "#张雪峰#张雪峰[话题]#张雪峰事件"),
|
| 270 |
+
("mention_hashtag_boundary", "关注@biscuit0228_��转发#thetime_tbs", "关注 @biscuit0228_ 并转发 #thetime_tbs"),
|
| 271 |
+
|
| 272 |
+
# 3) bracket / 控制 token:保留,不删除
|
| 273 |
+
("speaker_bracket", "[S1]你好。[S2]收到。", "[S1]你好。[S2]收到。"),
|
| 274 |
+
("event_bracket", "请模仿 {whisper} 的语气说“别出声”。", "请模仿 {whisper} 的语气说“别出声”。"),
|
| 275 |
+
("order_bracket", "订单号:[AB-1234-XYZ]", "订单号:[AB-1234-XYZ]"),
|
| 276 |
+
|
| 277 |
+
# 4) 结构性符号:替换成边界,而不是直接删除
|
| 278 |
+
("struct_headline", "〖重磅〗《新品发布》——现在开始!", "重磅。新品发布。现在开始!"),
|
| 279 |
+
("struct_notice", "【公告】今天 20:00 维护——预计 30 分钟。", "公告。今天20:00维护。预计30分钟。"),
|
| 280 |
+
("struct_quote_chain", "『特别提醒』「不要外传」", "特别提醒。不要外传。"),
|
| 281 |
+
("flow_arrow_chain", "请求接入 -> 身份与策略判定 -> 域服务处理", "请求接入,身份与策略判定,域服务处理"),
|
| 282 |
+
("flow_arrow_no_space", "A->B", "A,B"),
|
| 283 |
+
("flow_arrow_unicode", "配置中心→推理编排→运行时执行", "配置中心,推理编排,运行时执行"),
|
| 284 |
+
(
|
| 285 |
+
"flow_arrow_maas_example",
|
| 286 |
+
"MaaS 主链遵循请求接入 -> 身份与策略判定 -> 域服务处理 -> 推理编排 -> 运行时执行的在线数据面结构。Dashboard 不直接承载单次在线推理请求,而是负责统一配置、统一治理、统一运营和统一展示。",
|
| 287 |
+
"MaaS 主链遵循请求接入,身份与策略判定,域服务处理,推理编排,运行时执行的在线数据面结构。Dashboard 不直接承载单次在线推理请求,而是负责统一配置、统一治理、统一运营和统一展示。",
|
| 288 |
+
),
|
| 289 |
+
|
| 290 |
+
# 5) 嵌入式标题:保留
|
| 291 |
+
("embedded_title", "我喜欢《哈姆雷特》这本书。", "我喜欢《哈姆雷特》这本书。"),
|
| 292 |
+
|
| 293 |
+
# 6) 重复标点 / 社交噪声
|
| 294 |
+
("noise_qe", "真的假的???!!!", "真的假的?!"),
|
| 295 |
+
("noise_ellipsis", "这个包把 app.js.map 也发上去了......太离谱了!!!", "这个包把 app.js.map 也发上去了。太离谱了!"),
|
| 296 |
+
("noise_ellipsis_cn", "【系统提示】请模仿{sad}低沉语气,说“今天下雨了……”", "系统提示。请模仿{sad}低沉语气,说“今天下雨了。”"),
|
| 297 |
+
|
| 298 |
+
# 7) 空格规则:英文压缩、中文删除、中英混排保留边界
|
| 299 |
+
("english_spaces", "This is a test.", "This is a test."),
|
| 300 |
+
("chinese_spaces", "这 是 一 段 含有多种空白的文本。", "这是一段含有多种空白的文本。"),
|
| 301 |
+
("mixed_spaces_1", "这是Anthropic的npm包", "这是 Anthropic 的 npm 包"),
|
| 302 |
+
("mixed_spaces_2", "今天update到v2.3.1了", "今天 update 到 v2.3.1 了"),
|
| 303 |
+
("mixed_spaces_3", "处理app.js.map文件", "处理 app.js.map 文件"),
|
| 304 |
+
|
| 305 |
+
# 8) Markdown / 列表 / 换行
|
| 306 |
+
("markdown_link", "详情见 [release note](https://github.com/example/release)", "详情见 release note https://github.com/example/release"),
|
| 307 |
+
("markdown_heading", "# I made a free open source app to help with markdown files", "I made a free open source app to help with markdown files"),
|
| 308 |
+
("list_lines", "- 修复 .map 泄露\n- 发布 v2.3.1", "修复 .map 泄露。发布 v2.3.1"),
|
| 309 |
+
("numbered_lines", "1. 安装依赖\n2. 运行测试\n3. 发布 v2.3.1", "安装依赖。运行测试。发布 v2.3.1"),
|
| 310 |
+
("newlines", "第一行\n第二行\n第三行", "第一行。第二行。第三行"),
|
| 311 |
+
|
| 312 |
+
# 9) 零宽字符 / 幂等性
|
| 313 |
+
("zero_width_url", "详见 https://x.com/\u200bSafety", "详见 https://x.com/Safety"),
|
| 314 |
+
]
|
| 315 |
+
|
| 316 |
+
|
| 317 |
+
def run_tests(verbose: bool = True) -> None:
|
| 318 |
+
failed = []
|
| 319 |
+
|
| 320 |
+
for name, text, expected in TEST_CASES:
|
| 321 |
+
actual = normalize_tts_text(text)
|
| 322 |
+
if actual != expected:
|
| 323 |
+
failed.append((name, text, expected, actual))
|
| 324 |
+
continue
|
| 325 |
+
|
| 326 |
+
# 幂等性:第二次归一化不应继续改动结果
|
| 327 |
+
second = normalize_tts_text(actual)
|
| 328 |
+
if second != actual:
|
| 329 |
+
failed.append((name + "_idempotence", actual, actual, second))
|
| 330 |
+
|
| 331 |
+
if failed:
|
| 332 |
+
lines = ["\nTEST FAILED:\n"]
|
| 333 |
+
for name, text, expected, actual in failed:
|
| 334 |
+
lines.append(f"[{name}]")
|
| 335 |
+
lines.append(f"input : {text}")
|
| 336 |
+
lines.append(f"expected: {expected}")
|
| 337 |
+
lines.append(f"actual : {actual}")
|
| 338 |
+
lines.append("")
|
| 339 |
+
raise AssertionError("\n".join(lines))
|
| 340 |
+
|
| 341 |
+
if verbose:
|
| 342 |
+
print(f"All {len(TEST_CASES)} tests passed.")
|
| 343 |
+
|
| 344 |
+
|
| 345 |
+
if __name__ == "__main__":
|
| 346 |
+
run_tests()
|