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如何优化LLM输入的令牌使用效率?

2025-08-24 931

令牌管理的三重优化方案

针对LLM上下文窗口限制问题,OneFileLLM提供完整优化路径:

  • 预处理压缩:自动执行停用词去除、标点清理、小写转换,令牌数平均减少50%(示例:某论文原始4,382 token → 压缩后2,104 token)
  • Intelligent Filtration: Configurationexcluded_patterns=['*.pb.go']cap (a poem)EXCLUDED_DIRS=['tests']排除无关内容,通过allowed_extensions控制处理文件类型
  • 实时统计:集成tiktoken库显示精确令牌数,运行时会输出Uncompressed token countcap (a poem)Compressed token count

Advanced Tips:
1. 网页抓取时调整max_depth参数限制爬取深度
2. Utilizationcompressed_output.txt作为最终输入
3. 对GitHub仓库优先处理核心代码目录

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