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🚀 Base90-RAG: 告别向量计算,用短码硬路由重塑文本检索

PyPI version License: MIT

Base90-RAG 是一个无算力消耗、极速、绝对零幻觉的纯文本检索结构。它抛弃了高昂的 Embedding 模型和向量数据库,采用纯古典信息论 + Base90 无损短码压缩,实现了单机极致的 RAG 性能。

💥 核心数据 Benchmark

在 1 万条真实长文本语料的工程基准测试下:

性能指标 TF-IDF (传统标杆) ChromaDB+BGE (向量库) Base90-RAG
平均延迟 0.99 ms 10.79 ms 0.19 ms
召回率 0% 75% 100%

在 50 万条极限压测中,Base90-RAG 的查询耗时仅为 2.25 ms,速度领先工业级 Faiss(1536维)136 倍!

⚡ 特性

  1. 零算力依赖:无需 GPU,无需运行 BGE 模型,纯 CPU 即可毫秒级响应。
  2. 绝对零幻觉:采用倒排索引与短码硬路由,物理保真,找回的必定是原文。
  3. 内存极度压缩:将中英文转译为 Base90 字符集(90个无歧义字符),海量数据内存占用极低。
  4. 前缀路由抗噪:能够完美处理包含大量废话、高频重复词的极端长文本。

📦 快速开始

安装

pip install base90-rag

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