更新文档和运行脚本，修复文档拼写错误 (#2688)

Flute

2025-10-01 fa9a6cdb1eade68c258eed7297f5a8a8a5329ac6

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repos:
  - repo: https://github.com/psf/black
    rev: 24.4.0
    hooks:
      - id: black
        args: ['--line-length=100']  # 示例参数，black默认使用4个空格缩进