{"id":50242,"date":"2023-04-13T02:13:23","date_gmt":"2023-08-22T07:27:14","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e3%80%90%e7%94%a8%e4%ba%8e%e7%94%9f%e6%88%90ai%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%e7%9a%84%e5%90%91%e9%87%8f%e6%90%9c%e7%b4%a2%e3%80%91-%e2%91%a7-%e5%b0%86llm%e5%ba%94%e7%94%a8%e4%ba%8e%e5%88%86\/"},"modified":"2024-04-29T23:16:15","modified_gmt":"2024-04-29T15:16:15","slug":"%e3%80%90%e7%94%a8%e4%ba%8e%e7%94%9f%e6%88%90ai%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%e7%9a%84%e5%90%91%e9%87%8f%e6%90%9c%e7%b4%a2%e3%80%91-%e2%91%a7-%e5%b0%86llm%e5%ba%94%e7%94%a8%e4%ba%8e%e5%88%86","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e3%80%90%e7%94%a8%e4%ba%8e%e7%94%9f%e6%88%90ai%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%e7%9a%84%e5%90%91%e9%87%8f%e6%90%9c%e7%b4%a2%e3%80%91-%e2%91%a7-%e5%b0%86llm%e5%ba%94%e7%94%a8%e4%ba%8e%e5%88%86\/","title":{"rendered":"\u3010\u7528\u4e8e\u751f\u6210AI\u5e94\u7528\u7a0b\u5e8f\u7684\u5411\u91cf\u641c\u7d22\u3011 \u2467 \u5c06LLM\u5e94\u7528\u4e8e\u5206\u7c7b\u95ee\u9898"},"content":{"rendered":"

\u9996\u5148<\/h1>\n

Apache Cassandra\u548cDataStax Astra DB\u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93\u7684\u80cc\u666f<\/h2>\n

\u6839\u636eDataStax\u5de5\u7a0b\u5e08\u7684\u63d0\u8bae\uff0c\u4e3a\u4e86\u5e94\u5bf92022\u5e74\u8d77\u751f\u6210AI\u7684\u7e41\u8363\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u5bf9Apache Cassandra\u7684\u6269\u5c55\uff0c\u589e\u52a0\u4e86\u5411\u91cf\u641c\u7d22\u529f\u80fd\uff0c\u5e76\u4f7f\u5176\u53ef\u5728DataStax\u7684Cassandra\u6258\u7ba1\u670d\u52a1Astra DB\u4e2d\u4f7f\u7528\u3002
\n\u672c\u7cfb\u5217\u6587\u7ae0\u662f\u57fa\u4e8eDataStax\u516c\u53f8\u53d1\u5e03\u7684\u767d\u76ae\u4e66\u5185\u5bb9\uff0c\u4f5c\u4e3a\u8fd9\u4e00\u8d8b\u52bf\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

\u6765\u6e90\u548c\u65e5\u8bed\u7248<\/h2>\n

\u9019\u500b\u7cfb\u5217\u6587\u7ae0\u7684\u539f\u59cb\u8cc7\u6599\u53ef\u4ee5\u5728\u4ee5\u4e0b\u4f4d\u7f6e\u7372\u53d6\u3002<\/p>\n

 <\/p>\n

\u5728\u535a\u5ba2\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u6ce8\u91cd\u6613\u8bfb\u6027\u800c\u4e0d\u662f\u5fe0\u5b9e\u7ffb\u8bd1\uff0c\u56e0\u6b64\u8fdb\u884c\u4e86\u90e8\u5206\u7701\u7565\u3002
\n\u5982\u679c\u60a8\u5e0c\u671b\u83b7\u53d6\u6ca1\u6709\u7701\u7565\u7684\u65e5\u6587\u7248\u767d\u76ae\u4e66\uff0c\u8bf7\u901a\u8fc7info-jp@datastax.com\u4e0e\u6211\u4eec\u8054\u7cfb\uff0c\u6211\u4eec\u5c06\u63d0\u4f9b\u7ed9\u60a8\u3002<\/p>\n

\u3010\u4e3aAI\u5e94\u7528\u751f\u6210\u77e2\u91cf\u641c\u7d22\u3011\u2467\u5206\u7c7b<\/h1>\n

\u5728\u5206\u7c7b\u95ee\u9898\u4e2d\u6709\u8bb8\u591a\u7528\u4f8b\u3002\u5728\u6587\u672c\u5206\u6790\u4e2d\uff0c\u6709\u4e00\u4e2a\u5206\u7c7b\u95ee\u9898\uff0c\u5373\u6587\u6863\u7684\u4e3b\u9898\u5206\u7c7b\u3002\u4f8b\u5982\uff0c\u786e\u5b9a\u6587\u6863\u7684\u5185\u5bb9\u5c5e\u4e8e\u54ea\u4e2a\u7c7b\u522b\uff0c\u5982\u4f53\u80b2\u3001\u653f\u6cbb\u3001\u5a31\u4e50\u7b49\u3002
\n\u4ee5\u4e0b\u5c06\u89e3\u91ca\u4f7f\u7528LLM\u8fdb\u884c\u5206\u7c7b\u7684\u51e0\u79cd\u4e0d\u540c\u65b9\u6cd5\uff0c\u4ee5\u53ca\u5b83\u4eec\u5404\u81ea\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u3002\u9996\u5148\uff0c\u6211\u4eec\u5c06\u4ece\u5b9e\u65bd\u4e0a\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u5f00\u59cb\uff0c\u7136\u540e\u9010\u6e10\u8fc7\u6e21\u5230\u66f4\u590d\u6742\u7684\u65b9\u6cd5\u3002<\/p>\n

Few-shot\u5b66\u4e60\u7528\u4e8e\u5206\u7c7b\u3002<\/h2>\n

\u5229\u7528Few-shot\u5b66\u4e60\u63d0\u793a\uff0cLLM\u80fd\u591f\u76f4\u63a5\u7528\u4e8e\u6587\u672c\u5206\u7c7b\u3002Few-shot\u5b66\u4e60\u63d0\u793a\u4e3aLLM\u63d0\u4f9b\u4e86\u5404\u79cd\u5206\u7c7b\u6807\u7b7e\u7684\u793a\u4f8b\u3002\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u5bf9\u79ef\u6781\u60c5\u7eea\u548c\u6d88\u6781\u60c5\u7eea\u8fdb\u884c\u5206\u7c7b\u3002\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528OpenAI\u5e73\u53f0\u4e0a\u7684gpt-3.5-turbo\u6a21\u578b\u6765\u793a\u8303\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u4e3a\u4e86\u5c55\u793aFew-shot\u5b66\u4e60\u7684\u4f8b\u5b50\uff0c\u9996\u5148\u6f14\u793a\u5e73\u53f0\u63d0\u4f9b\u7684\u4efb\u52a1\u5b9a\u4e49\u529f\u80fd\u7684\u4f7f\u7528\u793a\u4f8b\u3002<\/p>\n

\uff3b\u7cfb\u7edf\u63d0\u793a\uff3d
\n\uff08\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u53e5\u5b50\u5206\u4e3a\u80af\u5b9a\u548c\u5426\u5b9a\u4e24\u79cd\u60c5\u51b5\uff09<\/p>\n

Document:\r\nThis movie was horrible.\r\nSentiment: \r\nNegative.\r\nDocument:\r\nI loved the movie I saw this weekend, it was so exciting!\r\nSentiment:\r\nPositive.\r\nDocument:\r\nWorth every penny!  It was soooo good!\r\nSentiment:\r\nPositive.\r\n<\/code><\/pre>\n
\u73b0\u5728\uff0c\u6211\u4eec\u5df2\u7ecf\u51c6\u5907\u597d\u4ece\u7528\u6237\u63d0\u793a\u4e2d\u63d0\u4f9b\u65b0\u7684\u6587\u6863\uff0c\u5e76\u8bf7\u6c42LLM\u8fd4\u56de\u8be5\u6587\u6863\u6240\u5305\u542b\u7684\u60c5\u611f\u3002[\u7528\u6237\u63d0\u793a]<\/p>\n
Document:\r\nI hated that movie, it was so boring.\r\nSentiment:\r\n<\/code><\/pre>\n
\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cLLM \u7684\u56de\u5e94\u5c06\u662f\u201c\u52a9\u624b\uff1a\u5426\u5b9a\u201d\u3002<\/p>\n
\u4e3a\u4e86\u5206\u7c7b\u76ee\u7684\u8fdb\u884cLLM\u5fae\u8c03<\/h2>\n
\u5728Fine-tuning\u4e2d\uff0c\u9700\u8981\u4e3a\u6a21\u578b\u63d0\u4f9b\u5927\u89c4\u6a21\u7684\u8f93\u5165\u8f93\u51fa\u5bf9\uff0c\u5e76\u4e14\u6839\u636e\u76ee\u6807\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u4f7f\u6a21\u578b\u80fd\u591f\u6267\u884c\u6240\u9700\u7684\u64cd\u4f5c\u3002\u8981\u5bf9LLM\u8fdb\u884cFine-tuning\uff0c\u901a\u5e38\u9700\u8981\u81f3\u5c11\u63d0\u4f9b\u6570\u767e\u4e2a\u6837\u672c\uff08\u4e00\u822c\u800c\u8a00\uff0c\u4eceFew-shot\u5b66\u4e60\u7684\u63d0\u793a\u4e2d\u4f20\u9012\u5982\u6b64\u5927\u91cf\u7684\u6837\u672c\u5728\u8f93\u5165\u6587\u672c\u5927\u5c0f\u7684\u9650\u5236\u6216\u4ee4\u724c\u6210\u672c\u7684\u8003\u8651\u4e0b\u5e76\u4e0d\u73b0\u5b9e\uff09\u3002<\/p>\n
\u5728\u4ee5\u4e0b\u5185\u5bb9\u4e2d\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba\u5728 Few-shot \u63d0\u793a\u4e2d\u5b58\u5728\u89d2\u8272\u4e0d\u8db3\uff0c\u9700\u8981\u8fdb\u884c\u5fae\u8c03\u7684\u60c5\u51b5\u3002\u6211\u4eec\u5c06\u8003\u8651\u4e00\u4e2a\u5206\u7c7b\u95ee\u9898\uff0c\u5373\u786e\u5b9a\u7279\u5b9a\u4ea7\u54c1\u662f\u5426\u5728\u6587\u672c\u4e2d\u88ab\u8ba8\u8bba\u3002Stripe \u516c\u53f8\uff08\u4e00\u5bb6\u63d0\u4f9b\u91d1\u878d\u670d\u52a1\u7684 SaaS \u516c\u53f8\uff09\u63d0\u4f9b Payments\u3001Checkouts\u3001Billing \u7b49\u4ea7\u54c1\u3002\u5982\u60a8\u6240\u89c1\uff0c\u4ea7\u54c1\u540d\u79f0\u4f7f\u7528\u7684\u662f\u666e\u901a\u540d\u8bcd\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5bf9\u4e8e LLM \u6765\u8bf4\uff0c\u533a\u5206\u4ea7\u54c1\u540d\u79f0\u4f5c\u4e3a\u4e13\u6709\u540d\u8bcd\u548c\u4f5c\u4e3a\u4f1a\u8ba1\u672f\u8bed\u7684\u666e\u901a\u540d\u8bcd\u53ef\u80fd\u4f1a\u53d8\u5f97\u56f0\u96be\u3002<\/p>\n
\u73b0\u5728\u6211\u4eec\u6765\u8003\u8651\u4e00\u53e5\u8bdd\uff1a\u201cMy stripe payments failed.\u201d \u7528\u6237\u53ef\u80fd\u60f3\u8868\u8fbe\u201c\u6211\u5c1d\u8bd5\u8bbe\u7f6e Stripe Payments\uff0c\u4f46\u6ca1\u6709\u6210\u529f\u201d\u7684\u610f\u601d\uff0c\u6216\u8005\u66f4\u8be6\u7ec6\u5730\u8868\u8fbe\u201c\u6211\u8bd5\u56fe\u652f\u4ed8 Stripe \u7684\u53d1\u7968\uff0c\u4f46\u5931\u8d25\u4e86\u201d\u7684\u610f\u601d\u3002<\/p>\n
\u5728\u8fd9\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u4e2d\uff0c\u5224\u65ad\u8fd9\u53e5\u8bdd\u662f\u5426\u5e94\u8be5\u4f5c\u4e3a\u5173\u4e8e\u201cStripe Payments\u201d\u4ea7\u54c1\u7684\u8ba8\u8bba\u8fdb\u884c\u5206\u7c7b\u4f3c\u4e4e\u662f\u56f0\u96be\u7684\u3002<\/p>\n
\u4f5c\u4e3a\u5e94\u5bf9\u63aa\u65bd\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6587\u6863\u4e2d\u5305\u542b\u5173\u4e8e Stripe payments \u4ea7\u54c1\u7684\u4e00\u5b9a\u6570\u91cf\u7684\u603b\u4f53\u6837\u672c\uff08\u6b63\u4f8b\uff09\u548c\u5305\u542b\u201cpayments\u201d\u4e00\u8bcd\uff0c\u4f46\u4e0d\u662f\u4f5c\u4e3a\u4ea7\u54c1\u540d\u79f0\u800c\u662f\u4f5c\u4e3a\u4f1a\u8ba1\u672f\u8bed\u4f7f\u7528\u7684\u9644\u8fd1\u8bcd\u6c47\u7684\u76f8\u540c\u6570\u91cf\u7684\u6837\u672c\uff08\u8d1f\u4f8b\uff09\u8fdb\u884c LLM \u7684\u5fae\u8c03\u3002\u901a\u8fc7\u8fd9\u6837\u7684\u5fae\u8c03\uff0cLLM \u53ef\u80fd\u80fd\u591f\u533a\u5206\u8fd9\u4e24\u79cd\u60c5\u51b5\u3002<\/p>\n
\u8fd9\u79cd\u65b9\u6cd5\u6709\u5982\u4e0b\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u3002<\/p>\n
    \n
  • \n
      \u30e1\u30ea\u30c3\u30c8 – \u5206\u985e\u5668\u306e\u7cbe\u5ea6\u5411\u4e0a<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \n
      • \n
          \u30c7\u30e1\u30ea\u30c3\u30c8 – \u5c11\u306a\u304f\u3068\u3082\u6570\u767e\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b5\u30f3\u30d7\u30eb\u306e\u30bb\u30c3\u30c8\u3092\u7dad\u6301\u3059\u308b\u5fc5\u8981\u6027<\/ul>\n<\/li>\n<\/ul>\n
           <\/p>\n
            \u30c7\u30e1\u30ea\u30c3\u30c8 – \u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u306e\u63d0\u4f9b\u3059\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u6a19\u6e96\u306eLLM\u3088\u308a\u9ad8\u984d<\/ul>\n","protected":false},"excerpt":{"rendered":"
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