{"id":2126,"date":"2026-03-31T08:41:26","date_gmt":"2026-03-31T00:41:26","guid":{"rendered":"https:\/\/www.o6s.net\/?p=2126"},"modified":"2026-05-07T09:14:58","modified_gmt":"2026-05-07T01:14:58","slug":"%e7%a7%91%e6%99%aerag%e4%b8%8e%e5%90%91%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93-%e5%87%a0%e7%99%beg%e5%8e%bf%e5%bf%97%e5%a6%82%e4%bd%95%e5%8f%98%e6%88%90%e8%83%bd%e5%af%b9%e8%af%9d","status":"publish","type":"post","link":"https:\/\/www.o6s.net\/index.php\/2026\/03\/31\/%e7%a7%91%e6%99%aerag%e4%b8%8e%e5%90%91%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93-%e5%87%a0%e7%99%beg%e5%8e%bf%e5%bf%97%e5%a6%82%e4%bd%95%e5%8f%98%e6%88%90%e8%83%bd%e5%af%b9%e8%af%9d\/","title":{"rendered":"\u79d1\u666eRAG\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u2014\u2014\u51e0\u767eG\u53bf\u5fd7\u5982\u4f55\u53d8\u6210\u80fd\u5bf9\u8bdd\u7684AI"},"content":{"rendered":"

RAG \u4e0e\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ece\u539f\u7406\u5230\u843d\u5730<\/strong><\/p>\n

\n

\u4e00\u3001\u51e0\u767eG\u8d44\u6599\u5982\u4f55\u8f6c\u6362\u6210AI\u95ee\u7b54\u5185\u5bb9<\/h2>\n

\u6709\u4e00\u4e2a\u53bf\u57ce\u7684\u5168\u90e8\u53bf\u5fd7\u3002\u660e\u6e05\u65e7\u5fd7\u3001\u6c11\u56fd\u6cb9\u5370\u4ef6\u3001\u5efa\u56fd\u540e\u7684\u6b63\u5f0f\u53bf\u5fd7\u3001\u4e8c\u5341\u5e74\u7684\u5e74\u9274\u3001\u51e0\u767e\u90e8\u65cf\u8c31\u3001\u653f\u534f\u6587\u53f2\u8d44\u6599\u3001\u8001\u7167\u7247\u2026\u2026\u5806\u5728\u56fe\u4e66\u9986\u7684\u94c1\u76ae\u67dc\u91cc\uff0c\u7eb8\u8d28\u7684\uff0c\u843d\u7070\u7684\u3002<\/p>\n

\u6709\u4eba\u8bf4\uff0c\u73b0\u5728AI\u8fd9\u4e48\u5389\u5bb3\uff0c\u80fd\u4e0d\u80fd\u8ba9AI\u8bfb\u5b8c\u8fd9\u4e9b\u4e1c\u897f\uff0c\u7136\u540e\u6211\u95ee\u5b83”\u672c\u53bf\u5386\u53f2\u4e0a\u6700\u5927\u7684\u6c34\u707e\u662f\u54ea\u4e00\u5e74”\uff0c\u5b83\u5c31\u80fd\u544a\u8bc9\u6211\uff1f<\/p>\n

\u80fd\u3002\u4f46\u4e0d\u662f\u4f60\u60f3\u7684\u90a3\u79cd”\u8bfb\u5b8c”\u3002<\/p>\n

\n

\u4e8c\u3001AI \u4e0d\u662f\u8bfb\u5b8c\u4e86\u6240\u6709\u4e66<\/h2>\n

\u8fd9\u662f\u6700\u91cd\u8981\u7684\u8ba4\u77e5\u7ea0\u504f\u3002<\/p>\n

ChatGPT\u3001Claude \u8fd9\u4e9b\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5b83\u4eec\u7684”\u77e5\u8bc6”\u6765\u81ea\u8bad\u7ec3\u9636\u6bb5\u8bfb\u8fc7\u7684\u4e92\u8054\u7f51\u6587\u672c\u3002\u4f46\u5b83\u4eec\u6709\u4e00\u4e2a\u786c\u9650\u5236\u2014\u2014\u4e0a\u4e0b\u6587\u7a97\u53e3<\/strong>\u3002<\/p>\n

\u5f53\u524d\u6700\u5f3a\u7684 Claude\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ea6 100 \u4e07 tokens\uff0c\u5927\u7ea6\u76f8\u5f53\u4e8e\u51e0\u767e\u9875\u6587\u6863\u3002\u800c\u4e00\u4e2a\u53bf\u7684\u5168\u90e8\u53f2\u6599\uff0c\u7eaf\u6587\u672c\u53ef\u80fd\u6709 100-500MB\uff0c\u76f8\u5f53\u4e8e\u51e0\u4e07\u9875<\/strong>\u3002<\/p>\n

\u5dee\u4e86 100 \u500d\u3002\u88c5\u4e0d\u4e0b\u3002<\/strong><\/p>\n

\u6240\u4ee5\u4e0d\u80fd\u628a\u51e0\u767eG\u7684\u626b\u63cf\u4ef6\u5168\u585e\u7ed9AI\uff0c\u8ba9\u5b83”\u8bfb\u5b8c”\u3002\u8fd9\u5728\u7269\u7406\u4e0a\u4e0d\u53ef\u80fd\u3002<\/p>\n

\n

\u4e09\u3001\u4e0d\u9700\u8981\u8bad\u7ec3\uff0c\u9700\u8981\u68c0\u7d22<\/h2>\n

\u5f88\u591a\u4eba\u7684\u7b2c\u4e00\u53cd\u5e94\u662f”\u7528\u8fd9\u4e9b\u53bf\u5fd7\u8bad\u7ec3\u4e00\u4e2aAI”\u3002<\/p>\n

\u8fd9\u662f\u5bf9”\u8bad\u7ec3”\u7684\u8bef\u89e3\u3002\u8bad\u7ec3\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u662f Anthropic\u3001OpenAI \u8fd9\u4e9b\u516c\u53f8\u82b1\u51e0\u5343\u4e07\u7f8e\u5143\u3001\u7528\u51e0\u5343\u5f20GPU\u3001\u8dd1\u51e0\u4e2a\u6708\u624d\u80fd\u505a\u7684\u4e8b\u3002\u5176\u5b9e\u4e0d\u9700\u8981\u8fd9\u6837\u505a\uff0cClaude \u5df2\u7ecf\u4f1a\u7406\u89e3\u4e2d\u6587\u4e86\u3002<\/p>\n

\u6700\u91cd\u8981\u7684\u662f\u8ba9 Claude\u00a0\u5728\u56de\u7b54\u95ee\u9898\u4e4b\u524d\uff0c\u5148\u7ffb\u5230\u6b63\u786e\u7684\u90a3\u4e00\u9875<\/strong>\u3002<\/p>\n

\u8fd9\u5c31\u662f\u00a0RAG\uff08Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/strong>\u3002<\/p>\n\n\n\n\n\n\n\n
\n
\u65b9\u5f0f<\/section>\n<\/th>\n
\n
\u6210\u672c<\/section>\n<\/th>\n
\n
\u505a\u4ec0\u4e48<\/section>\n<\/th>\n
\n
\u4f60\u9700\u8981\u5417<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
\n
\u8bad\u7ec3\uff08Training\uff09<\/section>\n<\/td>\n
\n
$10M+<\/section>\n<\/td>\n
\n
\u6559\u4f1aAI\u7406\u89e3\u8bed\u8a00<\/section>\n<\/td>\n
\n
\u4e0d\u9700\u8981<\/section>\n<\/td>\n<\/tr>\n
\n
\u5fae\u8c03\uff08Fine-tuning\uff09<\/section>\n<\/td>\n
\n
$1K+<\/section>\n<\/td>\n
\n
\u8ba9AI\u5b66\u7279\u5b9a\u9886\u57df\u8bed\u611f<\/section>\n<\/td>\n
\n
\u5927\u591a\u6570\u573a\u666f\u4e0d\u9700\u8981<\/section>\n<\/td>\n<\/tr>\n
RAG<\/strong><\/td>\n$0-100<\/strong><\/td>\n\u5efa\u7d22\u5f15\uff0c\u95ee\u4ec0\u4e48\u68c0\u7d22\u4ec0\u4e48<\/strong><\/td>\n\u8fd9\u624d\u662f\u4f60\u9700\u8981\u7684<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6253\u4e2a\u6bd4\u65b9\uff1a<\/p>\n

\u6211\u4eec\u53bb\u56fe\u4e66\u9986\u95ee”\u4e2d\u56fd\u5386\u53f2\u4e0a\u6700\u5927\u7684\u6c34\u707e\uff1f”<\/p>\n

\u6ca1\u6709 RAG \u7684 AI<\/strong>\uff1a\u51ed\u81ea\u5df1\u8bfb\u4e66\u65f6\u7684\u8bb0\u5fc6\u56de\u7b54\u3002\u53ef\u80fd\u8bb0\u9519\u7ec6\u8282\uff0c\u751a\u81f3\u7f16\u4e00\u4e2a\u542c\u8d77\u6765\u5408\u7406\u4f46\u4e0d\u5b58\u5728\u7684\u4e8b\u4ef6\u2014\u2014\u8fd9\u5c31\u662f AI \u5e7b\u89c9\uff08Hallucination\uff09\u3002<\/p>\n

\u6709 RAG \u7684 AI<\/strong>\uff1a\u5148\u8bf7\u56fe\u4e66\u7ba1\u7406\u5458\u53bb\u4e66\u67b6\u627e\u5230\u6700\u76f8\u5173\u7684 5 \u9875\uff0c\u7ffb\u5f00\u6446\u5728\u9762\u524d\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9 5 \u9875\u56de\u7b54\uff0c\u5e76\u6ce8\u660e”\u89c1\u300a\u5377\u4e8c\u5341\u00b7\u707e\u5f02\u300b\u7b2c 3 \u9875”\u3002<\/p>\n

RAG \u4e0d\u662f\u8ba9 AI \u66f4\u806a\u660e\uff0c\u800c\u662f\u8ba9 AI \u6709\u636e\u53ef\u67e5\u3002<\/strong><\/p>\n

\n

\u56db\u3001\u5b8c\u6574\u7ba1\u9053\uff1a\u4ece\u7eb8\u5230\u5bf9\u8bdd<\/h2>\n

\u4e00\u4e2a\u53bf\u5fd7\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u5206\u56db\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n\n\n\n\n\n
\n
\u9636\u6bb5<\/section>\n<\/th>\n
\n
\u8f93\u5165<\/section>\n<\/th>\n
\n
\u8f93\u51fa<\/section>\n<\/th>\n
\n
\u5173\u952e\u6280\u672f<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
\n
1. \u7eb8\u8d28\u53f2\u6599<\/section>\n<\/td>\n
\n
\ud83d\udcda \u7eb8\u8d28\u53bf\u5fd7<\/section>\n<\/td>\n
\n
\ud83d\udcc4 \u626b\u63cf\u4ef6\uff08\u56fe\u7247\/PDF\uff09<\/section>\n<\/td>\n
\n
\u626b\u63cf\u4eea<\/section>\n<\/td>\n<\/tr>\n
\n
2. \u6570\u5b57\u5316<\/section>\n<\/td>\n
\n
\ud83d\udcc4 \u626b\u63cf\u4ef6<\/section>\n<\/td>\n
\n
\ud83d\udcdd \u7eaf\u6587\u672c<\/section>\n<\/td>\n
\n
OCR \u8bc6\u522b<\/section>\n<\/td>\n<\/tr>\n
\n
3. \u77e5\u8bc6\u5316<\/section>\n<\/td>\n
\n
\ud83d\udcdd \u7eaf\u6587\u672c<\/section>\n<\/td>\n
\n
\ud83d\uddc4\ufe0f \u5411\u91cf\u7d22\u5f15<\/section>\n<\/td>\n
\n
Embedding + \u5411\u91cf\u6570\u636e\u5e93<\/section>\n<\/td>\n<\/tr>\n
\n
4. \u670d\u52a1\u5316<\/section>\n<\/td>\n
\n
\ud83d\uddc4\ufe0f \u5411\u91cf\u7d22\u5f15<\/section>\n<\/td>\n
\n
\ud83e\udde0 AI \u95ee\u7b54<\/section>\n<\/td>\n
\n
RAG \u7cfb\u7edf<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5c55\u5f00\u6765\u770b\uff0c\u6838\u5fc3\u6b65\u9aa4\u6709\u4e94\u4e2a\uff1a<\/p>\n

\u6b65\u9aa4\u4e00\uff1a\u626b\u63cf<\/h3>\n

\u628a\u7eb8\u8d28\u53bf\u5fd7\u53d8\u6210\u56fe\u7247\u6216 PDF\u3002\u5f88\u591a\u53bf\u56fe\u4e66\u9986\u5df2\u7ecf\u505a\u8fc7\u6570\u5b57\u5316\uff0c\u76f4\u63a5\u62ff\u626b\u63cf\u4ef6\u5c31\u884c\u3002<\/p>\n

\u6b65\u9aa4\u4e8c\uff1aOCR\uff08\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\uff09<\/h3>\n

\u626b\u63cf\u4ef6\u662f\u56fe\u7247\uff0cAI \u8bfb\u4e0d\u4e86\u56fe\u7247\u91cc\u7684\u6587\u5b57\u3002\u9700\u8981 OCR \u628a\u56fe\u7247\u53d8\u6210\u53ef\u7f16\u8f91\u7684\u7eaf\u6587\u672c\u3002<\/p>\n

\u96be\u5ea6\u53d6\u51b3\u4e8e\u539f\u59cb\u6750\u6599\u7684\u5e74\u4ee3\uff1a<\/p>\n\n\n\n\n\n\n\n
\n
\u6750\u6599\u7c7b\u578b<\/section>\n<\/th>\n
\n
OCR \u65b9\u6848<\/section>\n<\/th>\n
\n
\u51c6\u786e\u7387<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
\n
1980\u5e74\u540e\u5370\u5237\u4f53<\/section>\n<\/td>\n
\n
\u666e\u901a OCR \u5c31\u884c<\/section>\n<\/td>\n
\n
98%+<\/section>\n<\/td>\n<\/tr>\n
\n
\u6c11\u56fd\u5370\u5237\/\u6cb9\u5370\u4ef6<\/section>\n<\/td>\n
\n
\u9700\u8981\u597d\u7684 OCR \u6a21\u578b<\/section>\n<\/td>\n
\n
90-95%<\/section>\n<\/td>\n<\/tr>\n
\n
\u660e\u6e05\u523b\u672c\/\u624b\u6284\u672c<\/section>\n<\/td>\n
\n
\u4e13\u7528\u53e4\u7c4d OCR<\/section>\n<\/td>\n
\n
80-90%<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u73b0\u5728\u5f00\u6e90\u7684 PaddleOCR\uff08\u767e\u5ea6\uff09\u5bf9\u4e2d\u6587\u8bc6\u522b\u975e\u5e38\u597d\uff0c\u53e4\u7c4d\u4e5f\u6709\u4e13\u95e8\u7684\u6a21\u578b\u3002\u8fd9\u4e00\u6b65\u6210\u672c\u63a5\u8fd1\u96f6\uff0c\u8017\u65f6\u51e0\u5c0f\u65f6\u3002<\/p>\n

\u6b65\u9aa4\u4e09\uff1a\u5207\u7247 + \u5411\u91cf\u5316\uff08\u6838\u5fc3\u6b65\u9aa4\uff09<\/h3>\n

\u8fd9\u4e00\u6b65\u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u5fc3\u810f\u3002\u5206\u4e24\u4ef6\u4e8b\uff1a<\/p>\n

\u5207\u7247\uff08Chunking\uff09<\/strong>\uff1a\u628a\u957f\u6587\u672c\u5207\u6210\u5c0f\u6bb5\u843d\uff0c\u6bcf\u6bb5 200-500 \u5b57\u3002<\/p>\n

\u6bd4\u5982\u300a\u53bf\u5fd7\u00b7\u5377\u4e8c\u5341\u00b7\u707e\u5f02\u300b\u5168\u6587 20,000 \u5b57\uff0c\u5207\u6210 40 \u4e2a\u7247\u6bb5\uff1a<\/p>\n

    \n
  • \n
    \u7247\u6bb5 1\uff1a\u4e7e\u9686\u4e09\u5e74\u590f\uff0c\u6deb\u96e8\u56db\u5341\u65e5\u2026\u2026\uff08500\u5b57\uff09<\/section>\n<\/li>\n
  • \n
    \u7247\u6bb5 2\uff1a\u6b21\u5e74\u6625\uff0c\u77e5\u53bf\u4fee\u5824\u2026\u2026\uff08500\u5b57\uff09<\/section>\n<\/li>\n
  • \n
    \u7247\u6bb5 3\uff1a\u5149\u7eea\u5341\u4e5d\u5e74\u79cb\uff0c\u5927\u6c34\u2026\u2026\uff08500\u5b57\uff09<\/section>\n<\/li>\n
  • \n
    \u2026\u2026\u5171 40 \u4e2a\u7247\u6bb5<\/section>\n<\/li>\n<\/ul>\n

    \u5411\u91cf\u5316\uff08Embedding\uff09<\/strong>\uff1a\u628a\u6bcf\u4e2a\u7247\u6bb5”\u7ffb\u8bd1”\u6210\u4e00\u4e32\u6570\u5b57\u3002<\/p>\n

    \n

    “\u4e7e\u9686\u4e09\u5e74\u590f\uff0c\u6deb\u96e8\u56db\u5341\u65e5\uff0c\u6cb3\u6ea2\uff0c\u6df9\u7530\u4e09\u4e07\u4ea9”<\/p>\n

    \u2193 \u7ecf\u8fc7 Embedding \u6a21\u578b<\/p>\n

    [0.12, -0.34, 0.78, 0.02, …] \uff081024 \u4e2a\u6d6e\u70b9\u6570\uff09<\/p>\n

    \u8fd9\u4e32\u6570\u5b57\u7f16\u7801\u4e86\u8fd9\u6bb5\u8bdd\u7684”\u8bed\u4e49\u6307\u7eb9”\u3002\u610f\u601d\u76f8\u8fd1\u7684\u6587\u672c\uff0c\u6570\u5b57\u5c31\u76f8\u8fd1\u3002<\/p>\n<\/blockquote>\n

    \u8fd9\u5c31\u662f\u5411\u91cf<\/strong>\u3002Embedding \u6a21\u578b\u5c31\u662f\u8fd9\u4e2a\u7ffb\u8bd1\u673a\u3002<\/p>\n

    \u6b65\u9aa4\u56db\uff1a\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93<\/h3>\n

    \u5411\u91cf\u751f\u6210\u540e\uff0c\u9700\u8981\u4e00\u4e2a\u5730\u65b9\u5b58\u50a8\u548c\u68c0\u7d22\u3002\u8fd9\u5c31\u662f\u5411\u91cf\u6570\u636e\u5e93<\/strong>\u3002<\/p>\n

    \u4f20\u7edf\u6570\u636e\u5e93\uff08MySQL\u3001PostgreSQL\uff09\u7684\u7d22\u5f15\u662f B-Tree\uff0c\u505a\u7684\u662f\u7cbe\u786e\u5339\u914d\u2014\u2014”WHERE name = ‘\u5f20\u4e09'”\u3002<\/p>\n

    \u5411\u91cf\u6570\u636e\u5e93\u7684\u7d22\u5f15\u662f HNSW \u6216 IVF\uff0c\u505a\u7684\u662f\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22<\/strong>\u2014\u2014”\u627e\u51fa\u8ddf\u8fd9\u6bb5\u8bdd\u610f\u601d\u6700\u50cf\u7684 5 \u6761\u8bb0\u5f55”\u3002<\/p>\n\n\n\n\n\n\n
    \n
    <\/section>\n<\/th>\n
    		\n
    \u4f20\u7edf\u6570\u636e\u5e93<\/section>\n<\/th>\n
    		\n
    \u5411\u91cf\u6570\u636e\u5e93<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    \u641c\u7d22”\u6c34\u707e”<\/section>\n<\/td>\n
    		\n
    \u53ea\u627e\u6807\u9898\u91cc\u6709”\u6c34\u707e”\u4e24\u4e2a\u5b57\u7684\u6587\u6863<\/section>\n<\/td>\n
    		\n
    \u627e\u5230\u5173\u4e8e”\u6d2a\u6c34””\u6cb3\u6ea2””\u5927\u6c34\u6f2b\u57ce”\u7684\u6bb5\u843d<\/section>\n<\/td>\n<\/tr>\n
    \n
    \u539f\u7406<\/section>\n<\/td>\n
    		\n
    \u5b57\u9762\u5339\u914d<\/section>\n<\/td>\n
    		\n
    \u8bed\u4e49\u5339\u914d\uff08\u5411\u91cf\u8ddd\u79bb\u8fd1\uff09<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6b65\u9aa4\u4e94\uff1a\u68c0\u7d22 + LLM \u95ee\u7b54<\/h3>\n

    \u7528\u6237\u63d0\u95ee\u65f6\uff0c\u7cfb\u7edf\u505a\u4e09\u4ef6\u4e8b\uff1a<\/p>\n

    \u2460 \u628a\u95ee\u9898\u4e5f\u53d8\u6210\u5411\u91cf<\/strong><\/p>\n

    \n

    “\u672c\u53bf\u5386\u53f2\u4e0a\u6700\u4e25\u91cd\u7684\u6c34\u707e\u662f\u54ea\u4e00\u5e74\uff1f” \u2192 [0.11, -0.30, 0.80, …]<\/p>\n<\/blockquote>\n

    \u2461 \u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u641c\u7d22\u6700\u76f8\u4f3c\u7684 5 \u4e2a\u7247\u6bb5<\/strong><\/p>\n

    \u547d\u4e2d\uff1a
    \n– “\u4e7e\u9686\u4e09\u5e74\u590f\uff0c\u6deb\u96e8\u56db\u5341\u65e5\uff0c\u6cb3\u6ea2\uff0c\u6df9\u7530\u4e09\u4e07\u4ea9\u2026”
    \n– “\u5149\u7eea\u5341\u4e5d\u5e74\u79cb\uff0c\u5927\u6c34\u6f2b\u57ce\u4e09\u5c3a\u2026”
    \n– “\u672c\u53bf\u4e09\u9762\u73af\u6c34\uff0c\u5386\u6765\u591a\u6c34\u60a3\u2026”<\/p>\n

    \u2462 \u628a\u8fd9 5 \u6bb5\u539f\u6587 + \u95ee\u9898\u4e00\u8d77\u53d1\u7ed9 Claude<\/strong><\/p>\n

    Claude \u9605\u8bfb\u540e\u56de\u7b54\uff1a<\/p>\n

    \n

    “\u636e\u300a\u5377\u4e8c\u5341\u00b7\u707e\u5f02\u300b\u8bb0\u8f7d\uff0c\u672c\u53bf\u5386\u53f2\u4e0a\u6700\u4e25\u91cd\u7684\u6c34\u707e\u4e3a\u4e7e\u9686\u4e09\u5e74\uff081738\u5e74\uff09\u590f\u5b63\uff0c\u8fde\u964d\u66b4\u96e8\u56db\u5341\u65e5\uff0c\u6cb3\u6c34\u6f2b\u6ea2\uff0c\u6df9\u6ca1\u519c\u7530\u4e09\u4e07\u4ea9\u2026\u2026”<\/p>\n<\/blockquote>\n

    Claude \u6ca1\u6709\u8bfb\u5b8c\u6574\u90e8\u53bf\u5fd7\u3002\u5b83\u53ea\u8bfb\u4e86\u56fe\u4e66\u7ba1\u7406\u5458\u9012\u8fc7\u6765\u7684\u90a3 5 \u9875\u3002\u4f46\u8fd9 5 \u9875\u662f\u5bf9\u7684\u3002<\/strong><\/p>\n

    \u4e0d\u7ba1\u662f\u662fClaude\uff0c\u8fd8\u662fChatGPT\uff0c\u56fd\u4ea7\u5927\u6a21\u578bKimi\u3001DeepSeek\u4e5f\u53ef\u4ee5\u8f7b\u677e\u80dc\u4efb\uff0c\u6700\u540e\u9636\u6bb5\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5ba2\u670d\u95ee\u7b54\u5de5\u4f5c\u3002<\/strong><\/p>\n

    \n

    \u4e94\u3001\u5411\u91cf\u6570\u636e\u5e93\u7684\u5173\u7cfb\u56fe\u8c31<\/h2>\n
    \n
    <\/section>\n<\/blockquote>\n
    <\/section>\n
    \n

    \u516d\u3001\u4e24\u4e2a\u72ec\u7acb\u7684\u9009\u578b\u51b3\u7b56<\/h2>\n

    \u642d\u5efa RAG \u7cfb\u7edf\u9700\u8981\u9009\u4e24\u6837\u4e1c\u897f\uff0c\u5b83\u4eec\u6765\u81ea\u5b8c\u5168\u4e0d\u540c\u7684\u5382\u5546\uff1a<\/p>\n

    Embedding \u6a21\u578b\uff08\u7ffb\u8bd1\u673a\uff09<\/strong>\u00a0\u2014 \u8d1f\u8d23\u628a\u6587\u5b57\u53d8\u6210\u5411\u91cf\uff1a<\/p>\n\n\n\n\n\n\n\n\n
    \n
    \u5382\u5546<\/section>\n<\/th>\n
    		\n
    \u4ea7\u54c1<\/section>\n<\/th>\n
    		\n
    \u7279\u70b9<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    \u667a\u6e90\u7814\u7a76\u9662\uff08\u5317\u4eac\uff09<\/section>\n<\/td>\n
    		\n
    BGE-M3<\/section>\n<\/td>\n
    		\n
    \u4e2d\u6587\u6700\u5f3a\uff0c\u5f00\u6e90\u514d\u8d39\uff0c\u672c\u5730\u8fd0\u884c<\/section>\n<\/td>\n<\/tr>\n
    \n
    \u963f\u91cc\u4e91<\/section>\n<\/td>\n
    		\n
    GTE-Qwen2<\/section>\n<\/td>\n
    		\n
    \u4e2d\u6587\u6781\u597d\uff0c\u5f00\u6e90\u514d\u8d39\uff0c\u672c\u5730\u8fd0\u884c<\/section>\n<\/td>\n<\/tr>\n
    \n
    OpenAI<\/section>\n<\/td>\n
    		\n
    text-embedding-3<\/section>\n<\/td>\n
    		\n
    \u82f1\u6587\u5f3a\uff0c\u4e2d\u6587\u597d\uff0cAPI \u4ed8\u8d39<\/section>\n<\/td>\n<\/tr>\n
    \n
    Voyage AI<\/section>\n<\/td>\n
    		\n
    Voyage-3<\/section>\n<\/td>\n
    		\n
    \u8d28\u91cf\u9ad8\uff0cAPI \u4ed8\u8d39<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5411\u91cf\u6570\u636e\u5e93\uff08\u4ed3\u5e93\uff09<\/strong>\u00a0\u2014 \u8d1f\u8d23\u5b58\u5411\u91cf\u3001\u641c\u5411\u91cf\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n
    \n
    \u5382\u5546<\/section>\n<\/th>\n
    		\n
    \u4ea7\u54c1<\/section>\n<\/th>\n
    		\n
    \u7279\u70b9<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    Chroma Inc<\/section>\n<\/td>\n
    		\n
    ChromaDB<\/section>\n<\/td>\n
    		\n
    Python \u539f\u751f\uff0cpip install \u5373\u7528<\/section>\n<\/td>\n<\/tr>\n
    \n
    Qdrant Ltd<\/section>\n<\/td>\n
    		\n
    Qdrant<\/section>\n<\/td>\n
    		\n
    Rust \u9ad8\u6027\u80fd\uff0c\u751f\u4ea7\u73af\u5883\u9996\u9009<\/section>\n<\/td>\n<\/tr>\n
    \n
    PostgreSQL \u793e\u533a<\/section>\n<\/td>\n
    		\n
    pgvector<\/section>\n<\/td>\n
    		\n
    PG \u6269\u5c55\uff0c\u5df2\u6709 PG \u9879\u76ee\u76f4\u63a5\u52a0<\/section>\n<\/td>\n<\/tr>\n
    \n
    Pinecone<\/section>\n<\/td>\n
    		\n
    Pinecone<\/section>\n<\/td>\n
    		\n
    \u5168\u6258\u7ba1\u4e91\u670d\u52a1\uff0c\u96f6\u8fd0\u7ef4<\/section>\n<\/td>\n<\/tr>\n
    \n
    Zilliz\uff08\u56fd\u4ea7\uff09<\/section>\n<\/td>\n
    		\n
    Milvus<\/section>\n<\/td>\n
    		\n
    \u5f00\u6e90\u5206\u5e03\u5f0f\uff0c\u4ebf\u7ea7\u5411\u91cf<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e24\u8005\u81ea\u7531\u7ec4\u5408\u3002BGE-M3 + ChromaDB \u53ef\u4ee5\uff0cGTE-Qwen2 + Qdrant \u4e5f\u53ef\u4ee5\u3002\u552f\u4e00\u7684\u7ea6\u675f\u662f\u5411\u91cf\u7ef4\u5ea6\u8981\u5bf9\u9f50<\/strong>\u2014\u2014\u6a21\u578b\u8f93\u51fa 1024 \u7ef4\uff0c\u6570\u636e\u5e93\u5c31\u914d\u7f6e\u63a5\u6536 1024 \u7ef4\u3002\u5c31\u50cf\u955c\u5934\u5361\u53e3\u8981\u5339\u914d\u673a\u8eab\u4e00\u6837\u3002<\/p>\n

    \u6a21\u578b\u4e0d\u5b58\u4e1c\u897f\uff0c\u6570\u636e\u5e93\u4e0d\u61c2\u8bed\u4e49\u3002<\/strong>\u00a0\u6a21\u578b\u8d1f\u8d23”\u7406\u89e3”\uff0c\u6570\u636e\u5e93\u8d1f\u8d23”\u8bb0\u4f4f\u548c\u627e\u5230”\u3002<\/p>\n

    \n

    \u4e03\u3001RAG\u8fc7\u7a0b\u4e2d\u9700\u8981\u7f16\u7a0b\u5199\u4ee3\u7801\u5417\uff1f<\/h2>\n

    \u9700\u8981\u3002\u4f46\u4e0d\u591a\u3002<\/p>\n

    \u4e0d\u5b58\u5728\u4e00\u4e2a\u8f6f\u4ef6\u8ba9\u4f60”\u9009\u6587\u4ef6\u5939 \u2192 \u70b9\u5f00\u59cb \u2192 \u7b49 \u2192 \u5b8c\u6210”\u3002\u9700\u8981\u5199\u4e00\u4e2a Python \u811a\u672c\uff0c\u5927\u7ea6 50 \u884c\uff0c\u4e32\u8054\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n

    \u6838\u5fc3\u4ee3\u7801\u9aa8\u67b6\uff1a<\/p>\n

    # \u5b89\u88c5: pip install chromadb sentence-transformers\r\n\r\nimportos,chromadb\r\nfromsentence_transformersimportSentenceTransformer\r\n\r\n# \u52a0\u8f7d\u7ffb\u8bd1\u673a\uff08\u9996\u6b21\u8fd0\u884c\u81ea\u52a8\u4e0b\u8f7d\u6a21\u578b\uff0c\u7ea6 2GB\uff09\r\nmodel=SentenceTransformer(\"BAAI\/bge-m3\")\r\n\r\n# \u521d\u59cb\u5316\u4ed3\u5e93\uff08\u672c\u5730\u6587\u4ef6\uff0c\u65e0\u9700\u670d\u52a1\u5668\uff09\r\ndb=chromadb.PersistentClient(path=\".\/county-vectors\")\r\ncollection=db.get_or_create_collection(\"\u53bf\u5fd7\")\r\n\r\n# \u904d\u5386\u6240\u6709\u6587\u672c\u6587\u4ef6\r\nforfilenameinos.listdir(\".\/county-data\"):\r\ntext=open(f\".\/county-data\/{filename}\").read()\r\n\r\n# \u5207\u7247\uff1a\u6bcf 500 \u5b57\u4e00\u6bb5\r\nchunks=[text[i:i+500]foriinrange(0,len(text),450)]\r\n\r\n# \u7ffb\u8bd1\uff1a\u6587\u5b57 \u2192 \u5411\u91cf\r\nvectors=model.encode(chunks)\r\n\r\n# \u5165\u5e93\uff1a\u5411\u91cf + \u539f\u6587\u4e00\u8d77\u5b58\r\nforj,chunkinenumerate(chunks):\r\ncollection.add(\r\nids=[f\"{filename}_{j}\"],\r\ndocuments=[chunk],\r\nembeddings=[vectors[j].tolist()]\r\n)\r\n\r\nprint(f\"\u5b8c\u6210:\u00a0{filename},\u00a0{len(chunks)}\u00a0\u4e2a\u7247\u6bb5\u5df2\u5165\u5e93\")\r\n<\/code><\/pre>\n
    \u8fd9\u6bb5\u4ee3\u7801\u505a\u4e86\u4e09\u4ef6\u4e8b\uff1a\u52a0\u8f7d\u6a21\u578b\u3001\u5207\u7247\u3001\u5b58\u5165\u6570\u636e\u5e93\u3002\u5728\u4e00\u53f0\u666e\u901a\u7b14\u8bb0\u672c\u4e0a\uff0c\u5904\u7406\u4e00\u6574\u90e8\u53bf\u5fd7\uff0850\u4e07\u5b57\uff09\u5927\u7ea6\u9700\u8981 5-10 \u79d2\u3002<\/p>\n
    \n
    \u516b\u3001\u9700\u8981 GPU \u96c6\u7fa4\u5417\uff1f<\/h2>\n
    \u4e0d\u9700\u8981\u3002<\/p>\n
    \u8fd9\u662f\u5f88\u591a\u4eba\u5bf9 AI \u9879\u76ee\u7684\u6700\u5927\u8bef\u89e3\u3002\u6574\u4e2a RAG \u6d41\u7a0b\u5206\u4e09\u4e2a\u5c42\u6b21\uff0c\u7b97\u529b\u9700\u6c42\u5929\u58e4\u4e4b\u522b\uff1a<\/p>\n
    \u6574\u7406\u51e0\u767eG\u53bf\u5fd7\u505a\u7684\u4e8b\u5c5e\u4e8e \u2014 \u63a8\u7406\uff08Inference\uff09\uff1a<\/strong>
    \n– \u7528\u522b\u4eba\u8bad\u597d\u7684\u6a21\u578b\u751f\u6210 embedding
    \n– Mac \u7b14\u8bb0\u672c\u5c31\u591f\uff0c\u96f6\u6210\u672c
    \n– 100 \u4e07\u6bb5\u6587\u672c\uff0c\u51e0\u5c0f\u65f6\u8dd1\u5b8c<\/p>\n
    \u5927\u516c\u53f8\u5728\u505a\u7684\u4e8b \u2014 \u8bad\u7ec3\uff08Training\uff09\uff1a<\/strong><\/p>\n\n\n\n\n\n\n
    \n
    \u8bad\u7ec3\u76ee\u6807<\/section>\n<\/th>\n
    		\n
    \u9700\u8981\u7684 GPU<\/section>\n<\/th>\n
    		\n
    \u82b1\u8d39<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    \u8bad\u7ec3\u4e00\u4e2a 7B \u53c2\u6570\u7684 LLM<\/section>\n<\/td>\n
    		\n
    64-256 \u5f20 A100<\/section>\n<\/td>\n
    		\n
    $100K – $1M<\/section>\n<\/td>\n<\/tr>\n
    \n
    \u8bad\u7ec3 Claude \/ GPT-4 \u7ea7\u522b<\/section>\n<\/td>\n
    		\n
    \u6570\u5343\u5f20 H100<\/section>\n<\/td>\n
    		\n
    $10M – $100M<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u672c\u5730\u505a RAG\uff0c\u5168\u7a0b\u90fd\u662f\u63a8\u7406\uff0c\u4e0d\u662f\u8bad\u7ec3\u3002<\/p>\n
    \u5c31\u50cf\u5f00\u8f66\u4e0d\u9700\u8981\u9020\u53d1\u52a8\u673a\u3002\u667a\u6e90\u82b1\u4e86\u51e0\u5343\u5f20 GPU \u8bad\u597d BGE-M3 \u6a21\u578b\uff0c\u6211\u4eec\u00a0pip install<\/code>\u00a0\u4e0b\u8f7d\u8fc7\u6765\uff0c\u76f4\u63a5\u7528\u3002<\/p>\n
    \n
    \u4e5d\u3001\u600e\u4e48\u77e5\u9053\u7ed3\u679c\u51c6\u4e0d\u51c6\uff1f<\/h2>\n
    \u8fd9\u662f RAG \u7cfb\u7edf\u771f\u6b63\u7684\u6df1\u6c34\u533a\u3002\u5411\u91cf\u68c0\u7d22\u4e0d\u662f\u7384\u5b66\uff0c\u6709\u7cfb\u7edf\u6027\u7684\u8bc4\u4f30\u65b9\u6cd5\u3002<\/p>\n
    \u7b2c\u4e00\u5c42\uff1a\u4eba\u5de5\u62bd\u68c0<\/h3>\n
    \u51c6\u5907 50 \u4e2a\u6211\u4eec\u81ea\u5df1\u5199\u7684\u95ee\u9898\uff08\u53ea\u6709\u672c\u5730\u4eba\u624d\u6700\u61c2\u53bf\u5fd7\uff09\uff0c\u6bcf\u4e2a\u95ee\u9898\u5927\u5bb6\u7684\u8bb0\u5fc6\u5927\u6982\u90fd\u77e5\u9053\u7b54\u6848\u51fa\u81ea\u54ea\u91cc\u3002\u8dd1\u68c0\u7d22\uff0c\u770b\u8fd4\u56de\u7684 5 \u6bb5\u91cc\u6709\u6ca1\u6709\u547d\u4e2d\u6b63\u786e\u7b54\u6848\u3002<\/p>\n\n\n\n\n\n\n\n
    \n
    \u547d\u4e2d\u7387<\/section>\n<\/th>\n
    		\n
    \u5224\u65ad<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    45\/50 = 90%<\/section>\n<\/td>\n
    		\n
    \u53ef\u4ee5\u4e0a\u7ebf<\/section>\n<\/td>\n<\/tr>\n
    \n
    35\/50 = 70%<\/section>\n<\/td>\n
    		\n
    \u9700\u8981\u8c03\u53c2<\/section>\n<\/td>\n<\/tr>\n
    \n
    15\/50 = 30%<\/section>\n<\/td>\n
    		\n
    \u6a21\u578b\u6216\u5207\u7247\u7b56\u7565\u6709\u95ee\u9898<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u7b2c\u4e8c\u5c42\uff1a\u5bf9\u6bd4\u5b9e\u9a8c<\/h3>\n
    \u56fa\u5b9a\u6d4b\u8bd5\u95ee\u9898\uff0c\u6362\u4e0d\u540c\u914d\u7f6e\u8dd1\uff1a<\/p>\n\n\n\n\n\n\n\n\n
    \n
    \u5b9e\u9a8c<\/section>\n<\/th>\n
    		\n
    \u914d\u7f6e<\/section>\n<\/th>\n
    		\n
    \u547d\u4e2d\u7387<\/section>\n<\/th>\n
    		\n
    \u5907\u6ce8<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    1<\/section>\n<\/td>\n
    		\n
    BGE-M3 + \u5207\u7247 500 \u5b57<\/section>\n<\/td>\n
    		\n
    82%<\/section>\n<\/td>\n
    		\n
    \u57fa\u51c6<\/section>\n<\/td>\n<\/tr>\n
    \n
    2<\/section>\n<\/td>\n
    		\n
    BGE-M3 + \u5207\u7247 200 \u5b57<\/section>\n<\/td>\n
    		\n
    88%<\/section>\n<\/td>\n
    		\n
    \u66f4\u51c6<\/section>\n<\/td>\n<\/tr>\n
    \n
    3<\/section>\n<\/td>\n
    		\n
    GTE-Qwen2 + \u5207\u7247 200 \u5b57<\/section>\n<\/td>\n
    		\n
    85%<\/section>\n<\/td>\n
    		\n
    <\/section>\n<\/td>\n<\/tr>\n
    \n
    4<\/section>\n<\/td>\n
    		\n
    OpenAI + \u5207\u7247 200 \u5b57<\/section>\n<\/td>\n
    		\n
    78%<\/section>\n<\/td>\n
    		\n
    \u4e2d\u6587\u4e0d\u5982\u56fd\u4ea7<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u4e0d\u9700\u8981\u7406\u8bba\u63a8\u5bfc\uff0c\u76f4\u63a5\u8dd1\u6570\u636e\u8bf4\u8bdd<\/strong>\u3002<\/p>\n
    \u7b2c\u4e09\u5c42\uff1a\u56db\u4e2a\u8c03\u4f18\u65cb\u94ae<\/h3>\n
    \u5982\u679c\u51c6\u786e\u7387\u4e0d\u591f\uff0c\u4f9d\u6b21\u5c1d\u8bd5\uff1a<\/p>\n
    \u65cb\u94ae 1 \u00b7 \u5207\u7247\u7b56\u7565<\/strong>\uff08\u96f6\u6210\u672c\uff0c\u5f71\u54cd\u6700\u5927\uff09<\/p>\n
    \u6309\u81ea\u7136\u6bb5\u843d\u5207\uff0c\u4e0d\u8981\u786c\u5207\u5b57\u6570\u3002\u4fdd\u7559\u7ae0\u8282\u6807\u9898\u4f5c\u4e3a\u524d\u7f00\uff0c\u5982”\u3010\u5377\u4e8c\u5341\u00b7\u707e\u5f02\u3011\u4e7e\u9686\u4e09\u5e74\u590f\u2026”\u3002\u76f8\u90bb\u7247\u6bb5\u91cd\u53e0 10-20%\uff0c\u9632\u6b62\u7b54\u6848\u88ab\u5207\u65ad\u3002<\/p>\n
    \u65cb\u94ae 2 \u00b7 \u68c0\u7d22\u7b56\u7565<\/strong>\uff08\u96f6\u6210\u672c\uff09<\/p>\n
    \u7eaf\u5411\u91cf\u641c\u7d22\u80fd\u7406\u89e3\u540c\u4e49\u8bcd\uff0c\u4f46\u53ef\u80fd\u6f0f\u7cbe\u786e\u8bcd\uff1b\u7eaf\u5173\u952e\u8bcd\u641c\u7d22\u7cbe\u786e\u5339\u914d\uff0c\u4f46\u4e0d\u7406\u89e3\u8bed\u4e49\u3002\u6df7\u5408\u641c\u7d22<\/strong>\u2014\u2014\u4e24\u8005\u52a0\u6743\u5408\u5e76\u2014\u2014\u662f\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n
    \u65cb\u94ae 3 \u00b7 \u6362 Embedding \u6a21\u578b<\/strong>\uff08\u9700\u91cd\u65b0\u8dd1\u4e00\u904d\u5411\u91cf\u5316\uff09<\/p>\n
    BGE-M3 \u4e0d\u591f\u597d\u5c31\u8bd5 GTE-Qwen2\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002<\/p>\n
    \u65cb\u94ae 4 \u00b7 \u5fae\u8c03 Embedding \u6a21\u578b<\/strong>\uff08\u6210\u672c\u6700\u9ad8\uff0c\u6548\u679c\u6700\u597d\uff09<\/p>\n
    \u51c6\u5907\u51e0\u767e\u5bf9\u8bad\u7ec3\u6570\u636e\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a”\u5729”\u548c”\u5824\u575d”\u610f\u601d\u76f8\u8fd1\uff0c\u5411\u91cf\u5e94\u8be5\u9760\u8fd1\u3002<\/p>\n
    \u672c\u8d28\u4e0a\u8ddf\u6240\u6709\u5de5\u7a0b\u4e00\u6837\uff1a\u91cf\u5316\u6307\u6807 \u2192 \u5bf9\u6bd4\u5b9e\u9a8c \u2192 \u8c03\u53c2 \u2192 \u518d\u91cf\u5316\u3002\u4e0d\u662f\u7384\u5b66\uff0c\u5176\u5b9e\u8fd8\u662f\u5e94\u7528\u5de5\u5177\u94fe\u7ec4\u5408\uff0c\u8fdb\u884c\u5de5\u7a0b\u7ba1\u7406\u3002<\/p>\n
    \n
    \u5341\u3001\u90e8\u7f72\u4e0a\u7ebf\u7684\u6210\u672c<\/h2>\n
    \u4ee5\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u53bf\uff0810 \u4e07\u9875\u626b\u63cf\u4ef6\uff09\u4e3a\u4f8b\uff1a<\/p>\n
    \u4e00\u6b21\u6027\u6210\u672c\uff1a<\/strong><\/p>\n\n\n\n\n\n\n\n\n
    \n
    \u9879\u76ee<\/section>\n<\/th>\n
    		\n
    \u65b9\u6848<\/section>\n<\/th>\n
    		\n
    \u8d39\u7528<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    \u626b\u63cf<\/section>\n<\/td>\n
    		\n
    \u56fe\u4e66\u9986\u53ef\u80fd\u5df2\u6709\u6570\u5b57\u5316\u7248\u672c<\/section>\n<\/td>\n
    		\n
    \u89c6\u60c5\u51b5<\/section>\n<\/td>\n<\/tr>\n
    \n
    OCR<\/section>\n<\/td>\n
    		\n
    PaddleOCR \u672c\u5730\u8dd1<\/section>\n<\/td>\n
    		\n
    \u514d\u8d39<\/section>\n<\/td>\n<\/tr>\n
    \n
    Embedding<\/section>\n<\/td>\n
    		\n
    BGE-M3 \u672c\u5730\u8dd1<\/section>\n<\/td>\n
    		\n
    \u514d\u8d39<\/section>\n<\/td>\n<\/tr>\n
    \n
    \u5411\u91cf\u6570\u636e\u5e93<\/section>\n<\/td>\n
    		\n
    ChromaDB \/ Qdrant \u5f00\u6e90<\/section>\n<\/td>\n
    		\n
    \u514d\u8d39<\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u6708\u5ea6\u8fd0\u8425\u6210\u672c\uff1a<\/strong><\/p>\n\n\n\n\n\n\n\n\n
    \n
    \u9879\u76ee<\/section>\n<\/th>\n
    		\n
    \u8d39\u7528<\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
    \n
    VPS \u670d\u52a1\u5668\uff082\u68384G\uff09<\/section>\n<\/td>\n
    		\n
    \u00a550-100\/\u6708<\/section>\n<\/td>\n<\/tr>\n
    \n
    LLM API\uff08DeepSeek\uff0c\u65e5\u57471000\u6b21\u95ee\u7b54\uff09<\/section>\n<\/td>\n
    		\n
    \u00a5100\/\u6708<\/section>\n<\/td>\n<\/tr>\n
    \n
    \u57df\u540d<\/section>\n<\/td>\n
    		\n
    \u00a550\/\u5e74<\/section>\n<\/td>\n<\/tr>\n
    \u6708\u603b\u6210\u672c<\/strong><\/td>\n\u00a5150-200<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u5411\u91cf\u5e93\u662f\u8d44\u4ea7\uff0c\u5927\u6a21\u578b\u662f\u6c34\u9f99\u5934\u3002<\/strong>\u00a0\u6c34\u9f99\u5934\u53ef\u4ee5\u968f\u65f6\u6362\u54c1\u724c\uff08Claude\u3001DeepSeek\u3001\u8c46\u5305\u3001\u901a\u4e49\u5343\u95ee\uff09\uff0c\u6c34\u5e93\u4e0d\u80fd\u3002\u8c01\u5148\u628a\u4e00\u4e2a\u53bf\u7684\u6570\u636e\u5411\u91cf\u5316\uff0c\u8c01\u5c31\u5360\u4e86\u5751\u3002<\/p>\n
    \u5168\u56fd 2800+ \u4e2a\u53bf\uff0c99% \u6ca1\u6709\u8fd9\u6837\u7684\u7cfb\u7edf\u3002\u6570\u636e\u672c\u8eab\u5c31\u662f\u58c1\u5792\u3002<\/p>\n
    \n
    \u5341\u4e00\u3001\u603b\u7ed3<\/h2>\n
    RAG \u7684\u672c\u8d28\uff1a<\/strong>\u00a0\u4e0d\u662f\u8ba9 AI \u66f4\u806a\u660e\uff0c\u800c\u662f\u7ed9 AI \u914d\u4e86\u4e00\u4e2a\u56fe\u4e66\u7ba1\u7406\u5458\u3002<\/p>\n
    \u5411\u91cf\u6570\u636e\u5e93\u7684\u672c\u8d28\uff1a<\/strong>\u00a0\u4e0d\u662f\u5b58\u6587\u5b57\u7684\u6570\u636e\u5e93\uff0c\u800c\u662f\u5b58”\u610f\u601d”\u7684\u6570\u636e\u5e93\u3002<\/p>\n
    Embedding \u6a21\u578b\u7684\u672c\u8d28\uff1a<\/strong>\u00a0\u4e0d\u662f\u7ffb\u8bd1\u8bed\u8a00\uff0c\u800c\u662f\u628a\u8bed\u4e49\u7ffb\u8bd1\u6210\u6570\u5b66\u3002<\/p>\n
    \u6574\u4e2a\u7cfb\u7edf\u7684\u672c\u8d28\uff1a<\/strong>\u00a0\u5148\u5efa\u56fe\u4e66\u9986\u7d22\u5f15\uff08\u4e00\u6b21\u6027\uff09\uff0c\u518d\u5f53\u667a\u80fd\u56fe\u4e66\u7ba1\u7406\u5458\uff08\u6301\u7eed\u670d\u52a1\uff09\u3002<\/p>\n
    \u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981\u7684\u4e0d\u662f\u8bad\u7ec3AI\u3002\u4e5f\u4e0d\u662f\u9700\u8981\u91c7\u8d2dGPU\u96c6\u7fa4\uff0c\u66f4\u4e0d\u9700\u8981\u51e0\u767e\u4e07\u9884\u7b97\u3002<\/p>\n
    \u6211\u4eec\u9700\u8981\u7684\u4ec5\u4ec5\u662f\uff1a\u4e00\u53f0\u7b14\u8bb0\u672c\uff0c50 \u884c Python\uff0c\u78e8\u5408\u597d\u7684\u5de5\u5177\u94fe\uff0c\u548c\u4e00\u4e2a\u503c\u5f97\u88ab\u6570\u5b57\u5316\u7684\u53bf\u57ce\u3002<\/p>\n
    <\/section>\n
    \n","protected":false},"excerpt":{"rendered":"
    RAG \u4e0e\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ece\u539f\u7406\u5230\u843d\u5730 \u4e00\u3001\u51e0\u767eG\u8d44\u6599\u5982\u4f55\u8f6c\u6362\u6210AI\u95ee\u7b54\u5185\u5bb9 \u6709\u4e00\u4e2a\u53bf\u57ce\u7684\u5168\u90e8\u53bf\u5fd7\u3002\u660e\u6e05\u65e7\u5fd7\u3001\u6c11\u56fd […]<\/p>\n","protected":false},"author":1,"featured_media":2125,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":["post-2126","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-21"],"_links":{"self":[{"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/posts\/2126","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/comments?post=2126"}],"version-history":[{"count":1,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/posts\/2126\/revisions"}],"predecessor-version":[{"id":2127,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/posts\/2126\/revisions\/2127"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/media\/2125"}],"wp:attachment":[{"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/media?parent=2126"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/categories?post=2126"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.o6s.net\/index.php\/wp-json\/wp\/v2\/tags?post=2126"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}