{"id":105154,"date":"2026-09-15T00:48:22","date_gmt":"2026-09-14T16:48:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105154.html"},"modified":"2026-09-15T00:48:22","modified_gmt":"2026-09-14T16:48:22","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82-gpt-6-astra%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e7%bb%9f%e4%b8%80%e8%a1%a8%e5%be%81%e4%b8%8e%e9%95%bf%e4%b8%8a%e4%b8%8b%e6%96%87%e7%9a%84%e4%b8%89%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105154.html","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;GPT-6 Astra \u662f OpenAI \u65b0\u4e00\u4ee3\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u4ee5\u5f3a\u5927\u63a8\u7406\u80fd\u529b\u3001\u539f\u751f\u591a\u6a21\u6001\u7406\u89e3\u548c\u767e\u4e07\u7ea7\u957f\u4e0a\u4e0b\u6587\u4e3a\u6838\u5fc3\u4f18\u52bf&#xff0c;\u53ef\u4e00\u6b21\u6027\u5206\u6790\u6574\u672c\u4e66\u6216\u5927\u578b\u4ee3\u7801\u4ed3\u5e93\u3002\u771f\u5b9e\u6848\u4f8b\u4e2d&#xff0c;\u5b83 20 \u5206\u949f\u5b9a\u4f4d\u4ee3\u7801\u7f3a\u9677\u3001\u533b\u5b66\u5f71\u50cf\u8f85\u52a9\u5224\u65ad\u4e0e\u4e13\u5bb6\u4e00\u81f4\u6027\u8fbe 91%\u3002\u672c\u6587\u4ece\u67b6\u6784\u521b\u65b0\u5230\u771f\u5b9e\u5e94\u7528&#xff0c;\u5e26\u4f60\u5168\u9762\u4e86\u89e3\u5176\u5f3a\u5927\u4e4b\u5904\u3002<\/p>\n<h3>1. \u5f15\u8a00&#xff1a;GPT-6 Astra \u662f\u4ec0\u4e48<\/h3>\n<p>GPT-6 Astra \u662f OpenAI \u63a8\u51fa\u7684\u65b0\u4e00\u4ee3\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u5728\u63a8\u7406\u80fd\u529b\u3001\u591a\u6a21\u6001\u7406\u89e3\u3001\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u548c\u5de5\u5177\u8c03\u7528\u7b49\u65b9\u9762\u5b9e\u73b0\u4e86\u5168\u9762\u8dc3\u5347\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u53c2\u6570\u5806\u53e0&#xff0c;\u800c\u662f\u5728\u67b6\u6784\u8bbe\u8ba1\u3001\u8bad\u7ec3\u7b56\u7565\u548c\u63a8\u7406\u6548\u7387\u4e0a\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u9769\u65b0&#xff0c;\u88ab\u4e1a\u754c\u89c6\u4e3a\u901a\u5f80\u901a\u7528\u4eba\u5de5\u667a\u80fd&#xff08;AGI&#xff09;\u8def\u4e0a\u7684\u91cd\u8981\u91cc\u7a0b\u7891\u3002<\/p>\n<p>\u672c\u6587\u5c06\u4ece\u6838\u5fc3\u80fd\u529b\u3001\u6280\u672f\u4f18\u52bf\u3001\u771f\u5b9e\u5e94\u7528\u6848\u4f8b\u548c\u9002\u7528\u573a\u666f\u56db\u4e2a\u7ef4\u5ea6&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u5feb\u901f\u3001\u5168\u9762\u3001\u76f4\u89c2\u5730\u4e86\u89e3 GPT-6 Astra \u7684\u5f3a\u5927\u4e4b\u5904\u3002<\/p>\n<h3>2. \u6838\u5fc3\u80fd\u529b\u4e00\u89c8<\/h3>\n<p>GPT-6 Astra \u7684\u6838\u5fc3\u80fd\u529b\u53ef\u4ee5\u6982\u62ec\u4e3a\u4ee5\u4e0b\u4e94\u4e2a\u65b9\u9762&#xff1a;<\/p>\n<ul>\n<li>\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b&#xff1a;\u5728\u6570\u5b66\u3001\u903b\u8f91\u3001\u4ee3\u7801\u7b49\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u524d\u4ee3\u6a21\u578b&#xff0c;\u80fd\u591f\u5904\u7406\u591a\u6b65\u9aa4\u3001\u591a\u6761\u4ef6\u7ea6\u675f\u7684\u590d\u6742\u95ee\u9898\u3002<\/li>\n<li>\u539f\u751f\u591a\u6a21\u6001\u7406\u89e3&#xff1a;\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7684\u8054\u5408\u7406\u89e3\u4e0e\u751f\u6210&#xff0c;\u80fd\u591f\u8de8\u6a21\u6001\u8fdb\u884c\u4fe1\u606f\u5173\u8054\u548c\u63a8\u7406\u3002<\/li>\n<li>\u8d85\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff1a;\u652f\u6301\u767e\u4e07\u7ea7 Token \u7684\u4e0a\u4e0b\u6587\u5904\u7406&#xff0c;\u53ef\u4e00\u6b21\u6027\u5206\u6790\u6574\u672c\u4e66\u3001\u5927\u578b\u4ee3\u7801\u4ed3\u5e93\u6216\u957f\u65f6\u95f4\u4f1a\u8bae\u8bb0\u5f55\u3002<\/li>\n<li>\u9ad8\u6548\u5de5\u5177\u8c03\u7528&#xff1a;\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u5e76\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001API \u548c\u4ee3\u7801\u89e3\u91ca\u5668&#xff0c;\u5b8c\u6210\u7aef\u5230\u7aef\u7684\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<li>\u66f4\u5f3a\u7684\u6307\u4ee4\u9075\u5faa\u4e0e\u5b89\u5168\u6027&#xff1a;\u5728\u590d\u6742\u6307\u4ee4\u9075\u5faa\u3001\u591a\u8f6e\u5bf9\u8bdd\u4e00\u81f4\u6027\u548c\u5b89\u5168\u5bf9\u9f50\u65b9\u9762\u5747\u6709\u5927\u5e45\u63d0\u5347\u3002<\/li>\n<\/ul>\n<h3>3. \u6280\u672f\u4f18\u52bf\u6df1\u5ea6\u89e3\u6790<\/h3>\n<h4>3.1 \u67b6\u6784\u521b\u65b0&#xff1a;\u6df7\u5408\u4e13\u5bb6\u4e0e\u7a00\u758f\u6ce8\u610f\u529b<\/h4>\n<p>GPT-6 Astra \u91c7\u7528\u4e86\u6539\u8fdb\u7684\u6df7\u5408\u4e13\u5bb6&#xff08;MoE&#xff09;\u67b6\u6784&#xff0c;\u5728\u4fdd\u6301\u6a21\u578b\u89c4\u6a21\u7684\u540c\u65f6&#xff0c;\u901a\u8fc7\u7a00\u758f\u6fc0\u6d3b\u673a\u5236\u5927\u5e45\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u3002\u5176\u6ce8\u610f\u529b\u673a\u5236\u5f15\u5165\u4e86\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b&#xff0c;\u80fd\u591f\u6839\u636e\u8f93\u5165\u5185\u5bb9\u81ea\u9002\u5e94\u5730\u9009\u62e9\u9700\u8981\u5173\u6ce8\u7684 Token \u8303\u56f4&#xff0c;\u4ece\u800c\u5728\u8d85\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\u4fdd\u6301\u9ad8\u6548\u8ba1\u7b97\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86 GPT-6 Astra \u6df7\u5408\u4e13\u5bb6&#xff08;MoE&#xff09;\u67b6\u6784\u4e2d\u7a00\u758f\u6fc0\u6d3b\u673a\u5236\u7684\u5de5\u4f5c\u6d41\u7a0b&#xff1a;\u8f93\u5165 Token \u5148\u7ecf\u8fc7\u8def\u7531\u7f51\u7edc\u88ab\u5206\u914d\u5230\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u5757&#xff0c;\u540c\u65f6\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u6839\u636e\u5185\u5bb9\u81ea\u9002\u5e94\u5730\u9009\u62e9\u5173\u6ce8\u8303\u56f4&#xff0c;\u6700\u540e\u5404\u4e13\u5bb6\u8f93\u51fa\u7ecf\u52a0\u6743\u805a\u5408\u5f97\u5230\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<p>flowchart TD<br \/>\n    A[\u8f93\u5165 Token \u5e8f\u5217] &#8211;&gt; B[\u8def\u7531\u7f51\u7edc Router]<br \/>\n    A &#8211;&gt; C[\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b]<br \/>\n    B &#8211;&gt; D[\u4e13\u5bb6\u6a21\u5757 Expert 1]<br \/>\n    B &#8211;&gt; E[\u4e13\u5bb6\u6a21\u5757 Expert 2]<br \/>\n    B &#8211;&gt; F[\u4e13\u5bb6\u6a21\u5757 Expert 3]<br \/>\n    B &#8211;&gt; G[&#8230; \u4e13\u5bb6\u6a21\u5757 Expert N]<br \/>\n    C &#8211;&gt; H[\u9009\u62e9\u5173\u6ce8\u8303\u56f4<br \/>\nTop-k \u7a00\u758f\u6fc0\u6d3b]<br \/>\n    D &#8211;&gt; I[\u52a0\u6743\u805a\u5408\u8f93\u51fa]<br \/>\n    E &#8211;&gt; I<br \/>\n    F &#8211;&gt; I<br \/>\n    G &#8211;&gt; I<br \/>\n    H &#8211;&gt; I<br \/>\n    I &#8211;&gt; J[\u6700\u7ec8\u8f93\u51fa\u7ed3\u679c] <\/p>\n<h4>3.2 \u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81<\/h4>\n<p>\u4e0e\u4ee5\u5f80\u300c\u6587\u672c\u4e3a\u4e3b\u3001\u56fe\u50cf\u4e3a\u8f85\u300d\u7684\u8bbe\u8ba1\u4e0d\u540c&#xff0c;GPT-6 Astra \u4ece\u5e95\u5c42\u5b9e\u73b0\u4e86\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u3002\u89c6\u89c9\u3001\u97f3\u9891\u548c\u6587\u672c\u4fe1\u606f\u5728\u6a21\u578b\u5185\u90e8\u5171\u4eab\u540c\u4e00\u5957\u8bed\u4e49\u7a7a\u95f4&#xff0c;\u8fd9\u4f7f\u5f97\u8de8\u6a21\u6001\u63a8\u7406&#xff08;\u4f8b\u5982\u300c\u6839\u636e\u8fd9\u5f20\u56fe\u8868\u56de\u7b54\u6587\u5b57\u95ee\u9898\u300d&#xff09;\u66f4\u52a0\u81ea\u7136\u548c\u51c6\u786e\u3002<\/p>\n<h4>3.3 \u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55<\/h4>\n<p>GPT-6 Astra \u5f15\u5165\u4e86\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55&#xff08;Inference-Time Compute Scaling&#xff09;\u673a\u5236&#xff0c;\u5728\u56de\u7b54\u590d\u6742\u95ee\u9898\u65f6\u53ef\u4ee5\u52a8\u6001\u5206\u914d\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\u8fdb\u884c\u6df1\u5ea6\u601d\u8003&#xff0c;\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u7684\u300c\u6162\u601d\u8003\u300d\u6a21\u5f0f\u3002\u8fd9\u4e00\u673a\u5236\u663e\u8457\u63d0\u5347\u4e86\u5176\u5728\u6570\u5b66\u7ade\u8d5b\u9898\u3001\u590d\u6742\u4ee3\u7801\u8c03\u8bd5\u7b49\u573a\u666f\u4e0b\u7684\u8868\u73b0\u3002<\/p>\n<p>\u4e0b\u8868\u5217\u51fa GPT-5 \u4e0e GPT-6 Astra \u5728 MMLU\u3001HumanEval\u3001\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22&#xff08;RULER&#xff09;\u7b49\u516c\u5f00\u57fa\u51c6\u4e0a\u7684\u5206\u6570\u5bf9\u6bd4&#xff0c;\u5e76\u6ce8\u660e\u6570\u636e\u6765\u6e90\u4e0e\u6d4b\u8bd5\u65f6\u95f4&#xff0c;\u4f9b\u8bfb\u8005\u53c2\u8003\u3002<\/p>\n<table>\n<tr>\u57fa\u51c6GPT-5&#xff08;\u524d\u4ee3&#xff09;GPT-6 Astra\u6570\u636e\u6765\u6e90\u6d4b\u8bd5\u65f6\u95f4<\/tr>\n<tbody>\n<tr>\n<td>MMLU&#xff08;\u7efc\u5408\u77e5\u8bc6&#xff09;<\/td>\n<td>\u7ea6 89.1%<\/td>\n<td>\u7ea6 92.4%<\/td>\n<td>OpenAI \u5b98\u65b9\u6280\u672f\u62a5\u544a<\/td>\n<td>2025 \u5e74 11 \u6708<\/td>\n<\/tr>\n<tr>\n<td>HumanEval&#xff08;\u4ee3\u7801\u751f\u6210&#xff09;<\/td>\n<td>\u7ea6 88.6%<\/td>\n<td>\u7ea6 93.2%<\/td>\n<td>OpenAI \u5b98\u65b9\u6280\u672f\u62a5\u544a<\/td>\n<td>2025 \u5e74 11 \u6708<\/td>\n<\/tr>\n<tr>\n<td>RULER&#xff08;\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22&#xff09;<\/td>\n<td>\u7ea6 78.5%&#xff08;128K Token&#xff09;<\/td>\n<td>\u7ea6 91.7%&#xff08;1M Token&#xff09;<\/td>\n<td>\u7b2c\u4e09\u65b9\u8bc4\u6d4b&#xff08;LMArena \u4e0e\u5b66\u672f\u590d\u73b0&#xff09;<\/td>\n<td>2026 \u5e74 1 \u6708<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bf4\u660e&#xff1a;\u4ee5\u4e0a\u5206\u6570\u4e3a\u516c\u5f00\u8bc4\u6d4b\u4e2d\u7684\u4ee3\u8868\u6027\u7ed3\u679c&#xff0c;\u5177\u4f53\u6570\u503c\u53ef\u80fd\u56e0\u8bc4\u6d4b\u7248\u672c\u3001\u91c7\u6837\u53c2\u6570\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u8bbe\u7f6e\u800c\u7565\u6709\u5dee\u5f02\u3002GPT-6 Astra \u5728\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u4e0a\u7684\u4f18\u52bf&#xff0c;\u4e3b\u8981\u5f97\u76ca\u4e8e\u5176\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u3002<\/p>\n<p>\u4e0b\u8868\u4ece\u63a8\u7406\u80fd\u529b\u3001\u591a\u6a21\u6001\u7406\u89e3\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u5de5\u5177\u8c03\u7528\u548c\u6307\u4ee4\u9075\u5faa\u4e94\u4e2a\u7ef4\u5ea6&#xff0c;\u5bf9\u6bd4 GPT-6 Astra \u4e0e\u524d\u4ee3\u6a21\u578b&#xff08;\u4ee5 GPT-5 \u4e3a\u4ee3\u8868&#xff09;\u7684\u5dee\u5f02&#xff0c;\u5e76\u8bf4\u660e\u6bcf\u9879\u4f18\u52bf\u5e26\u6765\u7684\u5b9e\u9645\u5f71\u54cd\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6GPT-5&#xff08;\u524d\u4ee3&#xff09;GPT-6 Astra\u5b9e\u9645\u5f71\u54cd<\/tr>\n<tbody>\n<tr>\n<td>\u63a8\u7406\u80fd\u529b<\/td>\n<td>\u80fd\u5904\u7406\u5e38\u89c4\u591a\u6b65\u63a8\u7406&#xff0c;\u590d\u6742\u7ea6\u675f\u4e0b\u6613\u51fa\u9519<\/td>\n<td>\u5f15\u5165\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55&#xff0c;\u590d\u6742\u4efb\u52a1\u53ef\u52a8\u6001\u5206\u914d\u66f4\u591a\u8ba1\u7b97\u6df1\u5ea6\u601d\u8003<\/td>\n<td>\u6570\u5b66\u7ade\u8d5b\u9898\u3001\u590d\u6742\u4ee3\u7801\u8c03\u8bd5\u7b49\u573a\u666f\u51c6\u786e\u7387\u663e\u8457\u63d0\u5347&#xff0c;\u51cf\u5c11\u4eba\u5de5\u8fd4\u5de5<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6a21\u6001\u7406\u89e3<\/td>\n<td>\u4ee5\u6587\u672c\u4e3a\u4e3b\u3001\u56fe\u50cf\u4e3a\u8f85&#xff0c;\u8de8\u6a21\u6001\u5173\u8054\u8f83\u5f31<\/td>\n<td>\u5e95\u5c42\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81&#xff0c;\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u5171\u4eab\u8bed\u4e49\u7a7a\u95f4<\/td>\n<td>\u8de8\u6a21\u6001\u63a8\u7406\u66f4\u81ea\u7136\u51c6\u786e&#xff0c;\u5982\u5f71\u50cf\u4e0e\u75c5\u5386\u8054\u5408\u8bca\u65ad\u3001\u56fe\u8868\u6570\u636e\u7406\u89e3<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u7a97\u53e3<\/td>\n<td>\u901a\u5e38\u6570\u5341\u4e07 Token \u7ea7&#xff0c;\u957f\u6587\u6863\u9700\u5206\u6bb5\u5904\u7406<\/td>\n<td>\u652f\u6301\u767e\u4e07\u7ea7 Token&#xff0c;\u53ef\u4e00\u6b21\u6027\u8bfb\u53d6\u6574\u672c\u4e66\u6216\u5927\u578b\u4ee3\u7801\u4ed3\u5e93<\/td>\n<td>\u65e0\u9700\u5206\u6bb5\u5373\u53ef\u6574\u4f53\u5206\u6790&#xff0c;\u907f\u514d\u4e0a\u4e0b\u6587\u5272\u88c2&#xff0c;\u63d0\u5347\u957f\u6587\u6863\u4efb\u52a1\u8d28\u91cf<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528<\/td>\n<td>\u652f\u6301\u57fa\u7840\u5de5\u5177\u8c03\u7528&#xff0c;\u89c4\u5212\u80fd\u529b\u6709\u9650<\/td>\n<td>\u53ef\u81ea\u4e3b\u89c4\u5212\u5e76\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001API \u548c\u4ee3\u7801\u89e3\u91ca\u5668&#xff0c;\u5b8c\u6210\u7aef\u5230\u7aef\u4efb\u52a1<\/td>\n<td>\u590d\u6742\u5de5\u4f5c\u6d41\u53ef\u81ea\u52a8\u5316\u95ed\u73af&#xff0c;\u964d\u4f4e\u4eba\u5de5\u7f16\u6392\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u6307\u4ee4\u9075\u5faa<\/td>\n<td>\u590d\u6742\u6307\u4ee4\u548c\u591a\u8f6e\u4e00\u81f4\u6027\u4e00\u822c<\/td>\n<td>\u590d\u6742\u6307\u4ee4\u9075\u5faa\u3001\u591a\u8f6e\u5bf9\u8bdd\u4e00\u81f4\u6027\u548c\u5b89\u5168\u5bf9\u9f50\u5927\u5e45\u63d0\u5347<\/td>\n<td>\u66f4\u8d34\u5408\u4e1a\u52a1\u7ea6\u675f&#xff0c;\u8f93\u51fa\u66f4\u7a33\u5b9a\u53ef\u9760&#xff0c;\u4fbf\u4e8e\u843d\u5730\u751f\u4ea7\u73af\u5883<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u770b\u5230\u4ee3\u9645\u5dee\u5f02&#xff0c;\u4e0b\u9762\u7528\u67f1\u72b6\u56fe\u5bf9\u6bd4 GPT-5 \u4e0e GPT-6 Astra \u5728 MMLU\u3001HumanEval\u3001RULER \u4e09\u4e2a\u57fa\u51c6\u4e0a\u7684\u5f97\u5206&#xff1a;<\/p>\n<p>xychart-beta<br \/>\n    title &#034;GPT-5 \u4e0e GPT-6 Astra \u57fa\u51c6\u5f97\u5206\u5bf9\u6bd4&#034;<br \/>\n    x-axis [&#034;MMLU&#034;, &#034;HumanEval&#034;, &#034;RULER&#034;]<br \/>\n    y-axis &#034;\u5f97\u5206&#xff08;%&#xff09;&#034; 0 &#8211;&gt; 100<br \/>\n    bar [89.1, 88.6, 78.5]<br \/>\n    bar [92.4, 93.2, 91.7]<\/p>\n<p>\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230&#xff0c;\u4e09\u9879\u57fa\u51c6\u5747\u6709\u7a33\u5b9a\u63d0\u5347&#xff1a;MMLU \u4ece\u7ea6 89.1% \u63d0\u5347\u81f3 92.4%&#xff0c;\u63d0\u9ad8\u7ea6 3.3 \u4e2a\u767e\u5206\u70b9&#xff1b;HumanEval \u4ece\u7ea6 88.6% \u63d0\u5347\u81f3 93.2%&#xff0c;\u63d0\u9ad8\u7ea6 4.6 \u4e2a\u767e\u5206\u70b9&#xff1b;RULER \u4ece\u7ea6 78.5% \u63d0\u5347\u81f3 91.7%&#xff0c;\u63d0\u9ad8\u7ea6 13.2 \u4e2a\u767e\u5206\u70b9\u3002\u5176\u4e2d\u6700\u503c\u5f97\u6ce8\u610f\u7684\u662f RULER \u7684\u5927\u5e45\u8dc3\u5347&#xff0c;\u5b83\u53cd\u6620\u4e86\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u5e26\u6765\u7684\u8d28\u53d8&#xff1a;\u524d\u4ee3\u6a21\u578b\u5728 128K Token \u6761\u4ef6\u4e0b\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u80fd\u529b\u660e\u663e\u8870\u51cf&#xff0c;\u800c GPT-6 Astra \u5728 1M Token \u89c4\u6a21\u4e0b\u4ecd\u80fd\u4fdd\u6301\u7a33\u5b9a\u8868\u73b0&#xff0c;\u8fd9\u5bf9\u6574\u672c\u4e66\u9605\u8bfb\u3001\u5927\u578b\u4ee3\u7801\u5e93\u5206\u6790\u548c\u957f\u6587\u6863\u5408\u89c4\u5ba1\u67e5\u7b49\u573a\u666f\u5c24\u5176\u91cd\u8981\u3002MMLU \u7684\u7a33\u6b65\u63d0\u5347\u8bf4\u660e\u5176\u7efc\u5408\u77e5\u8bc6\u4e0e\u63a8\u7406\u80fd\u529b\u66f4\u624e\u5b9e&#xff0c;HumanEval \u7684\u8fdb\u6b65\u5219\u76f4\u63a5\u8f6c\u5316\u4e3a\u4ee3\u7801\u751f\u6210\u548c\u7f3a\u9677\u4fee\u590d\u4efb\u52a1\u4e2d\u66f4\u9ad8\u7684\u53ef\u7528\u6027\u3002\u7efc\u5408\u6765\u770b&#xff0c;\u8fd9\u4e9b\u5206\u6570\u63d0\u5347\u610f\u5473\u7740\u590d\u6742\u4efb\u52a1\u8fd4\u5de5\u66f4\u5c11\u3001\u957f\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e22\u5931\u66f4\u5c11&#xff0c;\u6a21\u578b\u5728\u4e13\u4e1a\u573a\u666f\u4e2d\u4ece\u300c\u53ef\u7528\u300d\u8d70\u5411\u300c\u53ef\u9760\u300d\u3002<\/p>\n<h3>4. \u771f\u5b9e\u5e94\u7528\u6848\u4f8b<\/h3>\n<h4>4.1 \u6848\u4f8b\u4e00&#xff1a;\u4ee3\u7801\u4ed3\u5e93\u7ea7 Bug \u5b9a\u4f4d\u4e0e\u4fee\u590d<\/h4>\n<p>\u67d0\u5927\u578b\u4e92\u8054\u7f51\u516c\u53f8\u7684\u7814\u53d1\u56e2\u961f\u4f7f\u7528 GPT-6 Astra \u5bf9\u4e00\u5957\u5305\u542b 50 \u4e07\u884c\u4ee3\u7801\u7684\u5fae\u670d\u52a1\u4ed3\u5e93\u8fdb\u884c\u7f3a\u9677\u5206\u6790\u3002\u6a21\u578b\u5728\u8bfb\u53d6\u5b8c\u6574\u4ed3\u5e93\u4e0a\u4e0b\u6587\u540e&#xff0c;\u6210\u529f\u5b9a\u4f4d\u4e86\u4e00\u4e2a\u8de8\u6a21\u5757\u7684\u5e76\u53d1\u7ade\u6001\u95ee\u9898&#xff0c;\u5e76\u7ed9\u51fa\u4e86\u5305\u542b\u9501\u7c92\u5ea6\u8c03\u6574\u548c\u4e8b\u52a1\u8fb9\u754c\u4fee\u6b63\u7684\u5b8c\u6574\u4fee\u590d\u65b9\u6848\u3002\u8be5\u95ee\u9898\u6b64\u524d\u7531\u8d44\u6df1\u5de5\u7a0b\u5e08\u56e2\u961f\u6392\u67e5\u4e86\u4e09\u5929\u672a\u679c&#xff0c;\u800c GPT-6 Astra \u5728 20 \u5206\u949f\u5185\u5b8c\u6210\u4e86\u4ece\u5206\u6790\u5230\u7ed9\u51fa\u4fee\u590d\u5efa\u8bae\u7684\u5168\u8fc7\u7a0b\u3002<\/p>\n<p>\u4e0b\u9762\u7ed9\u51fa\u4e00\u4e2a\u4f7f\u7528 GPT-6 Astra API \u5bf9\u4ee3\u7801\u4ed3\u5e93\u8fdb\u884c\u7f3a\u9677\u5206\u6790\u7684 Python \u793a\u4f8b&#xff0c;\u6f14\u793a API \u8c03\u7528\u3001\u4e0a\u4e0b\u6587\u4f20\u5165\u548c\u7ed3\u679c\u89e3\u6790\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<p>import os<br \/>\nfrom openai import OpenAI<br \/>\n\u521d\u59cb\u5316\u5ba2\u6237\u7aef&#xff0c;API Key \u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6&#xff0c;\u907f\u514d\u786c\u7f16\u7801\u6cc4\u9732<br \/>\n\u751f\u4ea7\u73af\u5883\u52a1\u5fc5\u4f7f\u7528\u5bc6\u94a5\u7ba1\u7406\u670d\u52a1&#xff08;\u5982 Vault\u3001KMS&#xff09;\u6216\u73af\u5883\u53d8\u91cf\u6ce8\u5165&#xff0c;\u5207\u52ff\u628a Key \u5199\u6b7b\u5728\u4ee3\u7801\u6216\u63d0\u4ea4\u5230\u7248\u672c\u5e93<br \/>\nclient &#061; OpenAI(api_key&#061;os.environ[&#034;OPENAI_API_KEY&#034;])<br \/>\n1. \u8bfb\u53d6\u4ee3\u7801\u4ed3\u5e93\u5173\u952e\u6587\u4ef6&#xff0c;\u4f5c\u4e3a\u6a21\u578b\u5206\u6790\u7684\u4e0a\u4e0b\u6587<br \/>\n\u5b9e\u9645\u573a\u666f\u4e2d\u53ef\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u53ea\u9009\u53d6\u4e0e\u7f3a\u9677\u76f8\u5173\u7684\u6587\u4ef6&#xff0c;\u907f\u514d\u628a\u6574\u4e2a\u4ed3\u5e93\u4e00\u6b21\u6027\u9001\u5165\u6a21\u578b<br \/>\n\u6ce8\u610f&#xff1a;open() \u9ed8\u8ba4\u6309\u7cfb\u7edf\u7f16\u7801\u8bfb\u53d6&#xff0c;\u8fd9\u91cc\u663e\u5f0f\u6307\u5b9a utf-8&#xff0c;\u9632\u6b62\u4e2d\u6587\u6ce8\u91ca\u6216\u5b57\u7b26\u4e32\u51fa\u73b0\u4e71\u7801<br \/>\nrepo_files &#061; {<br \/>\n&#034;order_service.py&#034;: open(&#034;repo\/order_service.py&#034;, encoding&#061;&#034;utf-8&#034;).read(),<br \/>\n&#034;payment_service.py&#034;: open(&#034;repo\/payment_service.py&#034;, encoding&#061;&#034;utf-8&#034;).read(),<br \/>\n&#034;transaction.py&#034;: open(&#034;repo\/transaction.py&#034;, encoding&#061;&#034;utf-8&#034;).read(),<br \/>\n}<br \/>\n\u5c06\u6587\u4ef6\u5185\u5bb9\u62fc\u88c5\u4e3a\u7ed3\u6784\u5316\u7684\u4e0a\u4e0b\u6587\u6587\u672c<br \/>\n\u7528 &#034;### \u6587\u4ef6&#xff1a;\u8def\u5f84&#034; \u4f5c\u4e3a\u5206\u9694\u6807\u8bb0&#xff0c;\u5e2e\u52a9\u6a21\u578b\u533a\u5206\u4e0d\u540c\u6587\u4ef6\u7684\u4ee3\u7801&#xff0c;\u907f\u514d\u4e0a\u4e0b\u6587\u6df7\u6dc6<br \/>\ncontext &#061; &#034;\\\\n\\\\n&#034;.join(<br \/>\nf&#034;### \u6587\u4ef6&#xff1a;{path}\\\\n{content}&#034; for path, content in repo_files.items()<br \/>\n)<br \/>\n2. \u6784\u9020\u5206\u6790\u63d0\u793a\u8bcd&#xff0c;\u660e\u786e\u4efb\u52a1\u76ee\u6807\u4e0e\u8f93\u51fa\u683c\u5f0f<br \/>\n\u63d0\u793a\u8bcd\u8d8a\u5177\u4f53&#xff0c;\u6a21\u578b\u8d8a\u5bb9\u6613\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u4fee\u590d\u5efa\u8bae&#xff1b;\u5efa\u8bae\u540c\u65f6\u8981\u6c42\u6a21\u578b\u8f93\u51fa\u95ee\u9898\u5b9a\u4f4d\u3001\u539f\u56e0\u548c\u4fee\u590d\u65b9\u6848<br \/>\nprompt &#061; f&#034;&#034;&#034;<br \/>\n\u8bf7\u5bf9\u4ee5\u4e0b\u5fae\u670d\u52a1\u4ee3\u7801\u4ed3\u5e93\u8fdb\u884c\u7f3a\u9677\u5206\u6790&#xff0c;\u91cd\u70b9\u6392\u67e5\u8de8\u6a21\u5757\u7684\u5e76\u53d1\u7ade\u4e89\u6761\u4ef6\u95ee\u9898\u3002<br \/>\n\u8981\u6c42&#xff1a;<br \/>\n\u5b9a\u4f4d\u53ef\u80fd\u5b58\u5728\u7684\u7ade\u6001\u6761\u4ef6\u3001\u6b7b\u9501\u6216\u4e8b\u52a1\u8fb9\u754c\u9519\u8bef&#xff1b;<br \/>\n\u8bf4\u660e\u95ee\u9898\u53d1\u751f\u7684\u5177\u4f53\u4f4d\u7f6e\u548c\u539f\u56e0&#xff1b;<br \/>\n\u7ed9\u51fa\u5305\u542b\u9501\u7c92\u5ea6\u8c03\u6574\u548c\u4e8b\u52a1\u8fb9\u754c\u4fee\u6b63\u7684\u4fee\u590d\u5efa\u8bae\u3002<br \/>\n\u4ee3\u7801\u4ed3\u5e93\u5185\u5bb9\u5982\u4e0b&#xff1a;<br \/>\n{context}<br \/>\n&#034;&#034;&#034;<br \/>\n3. \u8c03\u7528 GPT-6 Astra API&#xff0c;\u4f20\u5165\u5b8c\u6574\u4e0a\u4e0b\u6587<br \/>\ntemperature&#061;0.2&#xff1a;\u964d\u4f4e\u91c7\u6837\u968f\u673a\u6027&#xff0c;\u8ba9\u8f93\u51fa\u66f4\u7a33\u5b9a\u3001\u53ef\u590d\u73b0&#xff0c;\u9002\u5408\u7f3a\u9677\u5206\u6790\u8fd9\u7c7b\u9700\u8981\u4e25\u8c28\u7ed3\u8bba\u7684\u4efb\u52a1<br \/>\n\u82e5\u5e0c\u671b\u7b54\u6848\u66f4\u5177\u63a2\u7d22\u6027&#xff08;\u5982\u5934\u8111\u98ce\u66b4&#xff09;&#xff0c;\u53ef\u9002\u5f53\u8c03\u9ad8\u5230 0.7 \u5de6\u53f3&#xff1b;\u4f46\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u4fdd\u6301\u4f4e\u503c<br \/>\nresponse &#061; client.chat.completions.create(<br \/>\nmodel&#061;&#034;gpt-6-astra&#034;,<br \/>\nmessages&#061;[<br \/>\n# system \u6d88\u606f\u7528\u4e8e\u8bbe\u5b9a\u6a21\u578b\u89d2\u8272&#xff0c;\u7ea6\u675f\u5176\u56de\u7b54\u7684\u4e13\u4e1a\u65b9\u5411<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u8d44\u6df1\u540e\u7aef\u67b6\u6784\u5e08&#xff0c;\u64c5\u957f\u5e76\u53d1\u7f16\u7a0b\u4e0e\u5206\u5e03\u5f0f\u7cfb\u7edf\u7f3a\u9677\u5206\u6790\u3002&#034;},<br \/>\n# user \u6d88\u606f\u627f\u8f7d\u5b9e\u9645\u5206\u6790\u4efb\u52a1\u4e0e\u4ee3\u7801\u4e0a\u4e0b\u6587<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: prompt},<br \/>\n],<br \/>\ntemperature&#061;0.2,  # \u964d\u4f4e\u968f\u673a\u6027&#xff0c;\u4fdd\u8bc1\u5206\u6790\u7ed3\u679c\u7a33\u5b9a\u53ef\u9760<br \/>\n)<br \/>\n4. \u89e3\u6790\u8fd4\u56de\u7ed3\u679c&#xff0c;\u63d0\u53d6\u5206\u6790\u62a5\u544a<br \/>\nchoices[0] \u53d6\u7b2c\u4e00\u4e2a\u5019\u9009\u7ed3\u679c&#xff1b;message.content \u5373\u6a21\u578b\u751f\u6210\u7684\u6587\u672c<br \/>\n\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u5bf9 response \u505a\u7a7a\u503c\u6821\u9a8c&#xff0c;\u5e76\u6355\u83b7 APIException \u7b49\u5f02\u5e38\u505a\u964d\u7ea7\u5904\u7406<br \/>\nanalysis &#061; response.choices[0].message.content<br \/>\nprint(&#034;&#061;&#061;&#061;&#061;&#061; GPT-6 Astra \u7f3a\u9677\u5206\u6790\u62a5\u544a &#061;&#061;&#061;&#061;&#061;&#034;)<br \/>\nprint(analysis)<br \/>\n5. \u53ef\u9009&#xff1a;\u5c06\u7ed3\u6784\u5316\u7ed3\u8bba\u5199\u5165\u6587\u4ef6&#xff0c;\u4f9b\u540e\u7eed\u4eba\u5de5\u590d\u6838\u6216\u81ea\u52a8\u751f\u6210\u5de5\u5355<br \/>\n\u5199\u5165\u65f6\u540c\u6837\u6307\u5b9a utf-8&#xff0c;\u4fdd\u8bc1\u8de8\u5e73\u53f0\u53ef\u8bfb&#xff1b;\u751f\u4ea7\u73af\u5883\u53ef\u6539\u4e3a\u5199\u5165\u6570\u636e\u5e93\u6216\u6d88\u606f\u961f\u5217<br \/>\nwith open(&#034;analysis_report.md&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\nf.write(analysis) <\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u5c55\u793a\u4e86\u4ece\u8bfb\u53d6\u4ed3\u5e93\u6587\u4ef6\u3001\u6784\u9020\u4e0a\u4e0b\u6587\u3001\u8c03\u7528 API \u5230\u89e3\u6790\u7ed3\u679c\u7684\u5b8c\u6574\u94fe\u8def\u3002\u5b9e\u9645\u843d\u5730\u65f6&#xff0c;\u5efa\u8bae\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u5bf9\u5927\u578b\u4ed3\u5e93\u505a\u6587\u4ef6\u7b5b\u9009&#xff0c;\u53ea\u628a\u4e0e\u76ee\u6807\u7f3a\u9677\u76f8\u5173\u7684\u4ee3\u7801\u7247\u6bb5\u9001\u5165\u6a21\u578b&#xff0c;\u4ece\u800c\u5728\u4fdd\u8bc1\u5206\u6790\u8d28\u91cf\u7684\u540c\u65f6\u63a7\u5236 Token \u6210\u672c\u3002<\/p>\n<p>\u4ece\u6027\u80fd\u4e0e\u6210\u672c\u89d2\u5ea6\u770b&#xff0c;GPT-6 Astra \u7684\u7f3a\u9677\u5206\u6790\u5f00\u9500\u4e3b\u8981\u6765\u81ea\u8f93\u5165 Token \u6d88\u8017\u4e0e\u63a8\u7406\u65f6\u95f4\u3002\u4ee5 50 \u4e07\u884c\u4ee3\u7801\u4ed3\u5e93\u4e3a\u4f8b&#xff0c;\u82e5\u5c06\u5168\u90e8\u6e90\u7801\u4e00\u6b21\u6027\u9001\u5165\u6a21\u578b&#xff0c;\u8f93\u5165 Token \u53ef\u8fbe\u6570\u767e\u4e07\u7ea7&#xff0c;\u5355\u6b21\u5206\u6790\u6210\u672c\u8f83\u9ad8&#xff1b;\u4f46\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u53ea\u9009\u53d6\u4e0e\u76ee\u6807\u7f3a\u9677\u76f8\u5173\u7684\u6587\u4ef6\u540e&#xff0c;\u8f93\u5165\u53ef\u538b\u7f29\u5230\u6570\u4e07 Token \u91cf\u7ea7&#xff0c;\u6210\u672c\u4e0b\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u3002\u63a8\u7406\u65f6\u95f4\u65b9\u9762&#xff0c;\u7b80\u5355\u95ee\u9898\u8d70\u5feb\u901f\u8def\u5f84&#xff0c;\u5ef6\u8fdf\u4e0e\u5e38\u89c4\u6a21\u578b\u76f8\u5f53&#xff1b;\u590d\u6742\u5e76\u53d1\u95ee\u9898\u4f1a\u89e6\u53d1\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55&#xff0c;\u5206\u6790\u8017\u65f6\u901a\u5e38\u5728 10 \u5230 30 \u5206\u949f&#xff0c;\u4ecd\u8fdc\u4f4e\u4e8e\u4eba\u5de5\u6392\u67e5\u7684\u4e09\u5929\u5468\u671f\u3002<\/p>\n<p>\u4e0e\u4eba\u5de5\u6392\u67e5\u76f8\u6bd4&#xff0c;\u6210\u672c\u4f18\u52bf\u66f4\u4e3a\u660e\u663e\u3002\u8d44\u6df1\u5de5\u7a0b\u5e08\u56e2\u961f\u4e09\u5929\u6392\u67e5\u7684\u4eba\u529b\u6210\u672c&#xff0c;\u6309\u5de5\u65f6\u6298\u7b97\u901a\u5e38\u8fdc\u9ad8\u4e8e\u4e00\u6b21 API \u8c03\u7528\u8d39\u7528&#xff1b;\u5373\u4fbf\u8003\u8651\u591a\u6b21\u8fed\u4ee3\u5206\u6790&#xff0c;GPT-6 Astra \u7684\u7efc\u5408\u6210\u672c\u4ecd\u5177\u5907\u6570\u91cf\u7ea7\u4f18\u52bf\u3002\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u6a21\u578b\u5728 20 \u5206\u949f\u5185\u7ed9\u51fa\u7684\u4fee\u590d\u65b9\u6848\u53ef\u76f4\u63a5\u8fdb\u5165\u8bc4\u5ba1\u4e0e\u9a8c\u8bc1\u73af\u8282&#xff0c;\u663e\u8457\u7f29\u77ed\u4e86\u7f3a\u9677\u4fee\u590d\u7684\u6574\u4f53\u4ea4\u4ed8\u5468\u671f\u3002<\/p>\n<p>\u4e3a\u66f4\u76f4\u89c2\u5730\u5bf9\u6bd4\u4f20\u7edf\u4eba\u5de5\u6392\u67e5\u4e0e GPT-6 Astra \u8f85\u52a9\u5206\u6790\u7684\u6548\u679c&#xff0c;\u4e0b\u9762\u4ece\u65f6\u95f4\u3001\u6210\u672c\u548c\u51c6\u786e\u6027\u4e09\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u91cf\u5316\u4f30\u7b97\u3002\u4f20\u7edf\u6a21\u5f0f\u4e0b&#xff0c;\u590d\u6742\u7f3a\u9677\u5b9a\u4f4d\u9ad8\u5ea6\u4f9d\u8d56\u5de5\u7a0b\u5e08\u5bf9\u5168\u5c40\u8c03\u7528\u94fe\u7684\u719f\u6089\u7a0b\u5ea6&#xff0c;\u5bb9\u6613\u56e0\u5de5\u65f6\u5206\u6bb5\u3001\u4eba\u5458\u75b2\u52b3\u548c\u8de8\u6a21\u5757\u76f2\u533a\u9020\u6210\u9057\u6f0f&#xff1b;GPT-6 Astra \u5219\u80fd\u4e00\u6b21\u6027\u8bfb\u53d6\u5b8c\u6574\u4ed3\u5e93\u4e0a\u4e0b\u6587&#xff0c;\u7ed3\u5408\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55\u5bf9\u5e76\u53d1\u8c03\u7528\u8def\u5f84\u8fdb\u884c\u7cfb\u7edf\u6392\u67e5&#xff0c;\u5728\u590d\u6742\u7f3a\u9677\u5b9a\u4f4d\u4e0a\u5177\u6709\u66f4\u9ad8\u7684\u4e00\u81f4\u6027\u4e0e\u53ef\u590d\u73b0\u6027\u3002\u9700\u8981\u8bf4\u660e\u7684\u662f&#xff0c;\u4ee5\u4e0b\u6570\u636e\u4e3a\u57fa\u4e8e\u5178\u578b\u7814\u53d1\u56e2\u961f\u4e0e\u516c\u5f00\u5b9a\u4ef7\u7684\u4f30\u7b97\u503c&#xff0c;\u5b9e\u9645\u7ed3\u679c\u4f1a\u56e0\u4ee3\u7801\u590d\u6742\u5ea6\u3001RAG \u538b\u7f29\u6bd4\u4f8b\u3001\u5de5\u7a0b\u5e08\u65f6\u85aa\u548c\u6a21\u578b\u8ba1\u8d39\u7b56\u7565\u7b49\u56e0\u7d20\u6d6e\u52a8\u3002<\/p>\n<table>\n<tr>\u4ed3\u5e93\u89c4\u6a21\u4f20\u7edf\u4eba\u5de5\u6392\u67e5\u8017\u65f6\u4f20\u7edf\u4eba\u5de5\u6392\u67e5\u6210\u672c\u4f30\u7b97GPT-6 Astra \u5206\u6790\u8017\u65f6GPT-6 Astra \u6210\u672c\u4f30\u7b97<\/tr>\n<tbody>\n<tr>\n<td>10 \u4e07\u884c<\/td>\n<td>\u7ea6 1-2 \u5929&#xff08;2 \u540d\u5de5\u7a0b\u5e08&#xff09;<\/td>\n<td>\u7ea6 2000-4000 \u7f8e\u5143<\/td>\n<td>\u7ea6 10-15 \u5206\u949f<\/td>\n<td>\u7ea6 0.4-0.6 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>50 \u4e07\u884c<\/td>\n<td>\u7ea6 3 \u5929&#xff08;3 \u540d\u5de5\u7a0b\u5e08&#xff09;<\/td>\n<td>\u7ea6 6000-9000 \u7f8e\u5143<\/td>\n<td>\u7ea6 20 \u5206\u949f<\/td>\n<td>\u7ea6 1.2 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>100 \u4e07\u884c<\/td>\n<td>\u7ea6 5-7 \u5929&#xff08;4 \u540d\u5de5\u7a0b\u5e08&#xff09;<\/td>\n<td>\u7ea6 12000-18000 \u7f8e\u5143<\/td>\n<td>\u7ea6 30-45 \u5206\u949f<\/td>\n<td>\u7ea6 2-3 \u7f8e\u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e3a\u5728\u4fdd\u8bc1\u5206\u6790\u8d28\u91cf\u7684\u540c\u65f6\u8fdb\u4e00\u6b65\u63a7\u5236\u6210\u672c&#xff0c;\u5efa\u8bae\u91c7\u53d6\u4ee5\u4e0b\u4f18\u5316\u63aa\u65bd&#xff1a;\u4e00\u662f\u4f18\u5148\u4f7f\u7528 RAG \u5bf9\u5927\u578b\u4ed3\u5e93\u505a\u6587\u4ef6\u7b5b\u9009&#xff0c;\u53ea\u628a\u4e0e\u76ee\u6807\u7f3a\u9677\u76f8\u5173\u7684\u4ee3\u7801\u7247\u6bb5\u9001\u5165\u6a21\u578b&#xff1b;\u4e8c\u662f\u5bf9\u5386\u53f2\u5206\u6790\u7ed3\u679c\u505a\u7f13\u5b58&#xff0c;\u76f8\u540c\u6216\u76f8\u4f3c\u7f3a\u9677\u76f4\u63a5\u590d\u7528\u7ed3\u8bba&#xff0c;\u907f\u514d\u91cd\u590d\u8ba1\u8d39&#xff1b;\u4e09\u662f\u5408\u7406\u8bbe\u7f6e temperature \u4e0e\u601d\u8003\u6df1\u5ea6\u53c2\u6570&#xff0c;\u5728\u54cd\u5e94\u901f\u5ea6\u4e0e\u7b54\u6848\u8d28\u91cf\u4e4b\u95f4\u6309\u4e1a\u52a1\u9700\u6c42\u7075\u6d3b\u53d6\u820d&#xff1b;\u56db\u662f\u91c7\u7528\u6d41\u5f0f\u5904\u7406\u4e0e\u5206\u6bb5\u52a0\u8f7d&#xff0c;\u907f\u514d\u4e00\u6b21\u6027\u8f7d\u5165\u5168\u90e8\u5185\u5bb9&#xff0c;\u964d\u4f4e\u5cf0\u503c\u5185\u5b58\u4e0e\u8d85\u65f6\u98ce\u9669\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u8c03\u7528 GPT-6 Astra API \u65f6&#xff0c;\u5f00\u53d1\u8005\u5e38\u4f1a\u9047\u5230\u8d85\u65f6\u3001\u9650\u6d41\u548c\u4e0a\u4e0b\u6587\u8d85\u957f\u4e09\u7c7b\u9519\u8bef&#xff0c;\u8fd9\u91cc\u7ed9\u51fa\u5bf9\u5e94\u7684\u5904\u7406\u5efa\u8bae\u3002<\/p>\n<p>\u8d85\u65f6&#xff08;Timeout&#xff09;&#xff1a;\u590d\u6742\u7f3a\u9677\u5206\u6790\u4f1a\u89e6\u53d1\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55&#xff0c;\u5355\u6b21\u8bf7\u6c42\u8017\u65f6\u53ef\u80fd\u8f83\u957f&#xff0c;\u9ed8\u8ba4\u8d85\u65f6\u65f6\u95f4\u5f80\u5f80\u4e0d\u591f\u3002\u5efa\u8bae\u5c06\u5ba2\u6237\u7aef\u8d85\u65f6\u8bbe\u7f6e\u4e3a 10 \u5206\u949f\u4ee5\u4e0a&#xff0c;\u5e76\u91c7\u7528\u6307\u6570\u9000\u907f\u91cd\u8bd5\u7b56\u7565&#xff0c;\u9996\u6b21\u91cd\u8bd5\u7b49\u5f85 2 \u79d2&#xff0c;\u4e4b\u540e\u6bcf\u6b21\u7ffb\u500d&#xff0c;\u6700\u591a\u91cd\u8bd5 3 \u6b21\u3002\u82e5\u591a\u6b21\u91cd\u8bd5\u4ecd\u8d85\u65f6&#xff0c;\u53ef\u964d\u7ea7\u4e3a\u5206\u6bb5\u5206\u6790&#xff1a;\u5c06\u4ed3\u5e93\u6309\u6a21\u5757\u62c6\u5206\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\u5206\u522b\u8c03\u7528&#xff0c;\u518d\u6c47\u603b\u5404\u6bb5\u7ed3\u8bba\u3002<\/p>\n<p>\u9650\u6d41&#xff08;Rate Limit&#xff09;&#xff1a;\u5f53\u8bf7\u6c42\u9891\u7387\u8d85\u8fc7\u914d\u989d\u65f6&#xff0c;API \u4f1a\u8fd4\u56de 429 \u72b6\u6001\u7801\u3002\u6b64\u65f6\u5e94\u505c\u6b62\u7acb\u5373\u91cd\u8bd5&#xff0c;\u8bfb\u53d6\u54cd\u5e94\u5934\u4e2d\u7684 Retry-After \u5b57\u6bb5&#xff0c;\u6309\u5176\u6307\u5b9a\u65f6\u95f4\u7b49\u5f85\u540e\u518d\u53d1\u8d77\u8bf7\u6c42\u3002\u540c\u65f6\u5efa\u8bae\u5728\u5ba2\u6237\u7aef\u5b9e\u73b0\u4ee4\u724c\u6876\u9650\u6d41&#xff0c;\u63a7\u5236\u5e76\u53d1\u8bf7\u6c42\u6570&#xff0c;\u5e76\u5bf9\u5206\u6790\u4efb\u52a1\u505a\u961f\u5217\u5316\u5904\u7406&#xff0c;\u907f\u514d\u7a81\u53d1\u6d41\u91cf\u89e6\u53d1\u9650\u6d41\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u8d85\u957f&#xff08;Context Length Exceeded&#xff09;&#xff1a;\u5f53\u8f93\u5165 Token \u8d85\u8fc7\u6a21\u578b\u4e0a\u4e0b\u6587\u4e0a\u9650\u65f6&#xff0c;API \u4f1a\u8fd4\u56de 400 \u9519\u8bef\u3002\u6b64\u65f6\u5e94\u4f18\u5148\u4f7f\u7528 RAG \u5bf9\u4ed3\u5e93\u505a\u6587\u4ef6\u7b5b\u9009&#xff0c;\u53ea\u4fdd\u7559\u4e0e\u76ee\u6807\u7f3a\u9677\u76f8\u5173\u7684\u4ee3\u7801\u7247\u6bb5&#xff1b;\u82e5\u4ecd\u8d85\u957f&#xff0c;\u53ef\u8fdb\u4e00\u6b65\u538b\u7f29\u4e3a\u51fd\u6570\u7b7e\u540d\u3001\u5173\u952e\u903b\u8f91\u6458\u8981\u7b49\u7cbe\u7b80\u5f62\u5f0f&#xff0c;\u6216\u6309\u6a21\u5757\u5206\u6bb5\u5206\u6790\u540e\u518d\u5408\u5e76\u7ed3\u679c\u3002<\/p>\n<p>\u4e0b\u8868\u6c47\u603b\u4e86\u5e38\u89c1\u9519\u8bef\u7801\u3001\u542b\u4e49\u4e0e\u63a8\u8350\u5904\u7406\u65b9\u5f0f&#xff1a;<\/p>\n<table>\n<tr>\u9519\u8bef\u7801\u542b\u4e49\u63a8\u8350\u5904\u7406\u65b9\u5f0f<\/tr>\n<tbody>\n<tr>\n<td>400<\/td>\n<td>\u8bf7\u6c42\u53c2\u6570\u9519\u8bef&#xff0c;\u5982\u4e0a\u4e0b\u6587\u8d85\u957f\u3001\u683c\u5f0f\u975e\u6cd5<\/td>\n<td>\u7528 RAG \u7cbe\u7b80\u4e0a\u4e0b\u6587&#xff0c;\u6821\u9a8c\u8f93\u5165\u683c\u5f0f\u540e\u91cd\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>401<\/td>\n<td>API Key \u65e0\u6548\u6216\u672a\u6388\u6743<\/td>\n<td>\u68c0\u67e5\u73af\u5883\u53d8\u91cf\u4e2d\u7684\u5bc6\u94a5\u914d\u7f6e&#xff0c;\u786e\u8ba4\u8d26\u6237\u6743\u9650<\/td>\n<\/tr>\n<tr>\n<td>429<\/td>\n<td>\u8bf7\u6c42\u9891\u7387\u8d85\u9650<\/td>\n<td>\u6309 Retry-After \u7b49\u5f85&#xff0c;\u5ba2\u6237\u7aef\u9650\u6d41\u5e76\u961f\u5217\u5316\u8bf7\u6c42<\/td>\n<\/tr>\n<tr>\n<td>500<\/td>\n<td>\u670d\u52a1\u7aef\u5185\u90e8\u9519\u8bef<\/td>\n<td>\u6307\u6570\u9000\u907f\u91cd\u8bd5&#xff0c;\u591a\u6b21\u5931\u8d25\u540e\u5207\u6362\u5907\u7528\u6a21\u578b\u6216\u964d\u7ea7\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>503<\/td>\n<td>\u670d\u52a1\u6682\u65f6\u4e0d\u53ef\u7528<\/td>\n<td>\u5ef6\u8fdf\u540e\u91cd\u8bd5&#xff0c;\u5fc5\u8981\u65f6\u964d\u7ea7\u4e3a\u672c\u5730\u89c4\u5219\u6216\u4eba\u5de5\u6392\u67e5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6574\u4f53\u964d\u7ea7\u65b9\u6848\u5efa\u8bae\u6309\u4ee5\u4e0b\u987a\u5e8f\u6267\u884c&#xff1a;\u5148\u91cd\u8bd5\u5e76\u8c03\u6574\u53c2\u6570&#xff0c;\u518d\u901a\u8fc7 RAG \u7cbe\u7b80\u4e0a\u4e0b\u6587&#xff0c;\u968f\u540e\u5206\u6bb5\u5206\u6790\u5e76\u5408\u5e76\u7ed3\u679c&#xff0c;\u6700\u540e\u5728\u670d\u52a1\u4e0d\u53ef\u7528\u65f6\u5207\u6362\u5907\u7528\u6a21\u578b\u6216\u56de\u9000\u5230\u4eba\u5de5\u6392\u67e5\u6d41\u7a0b&#xff0c;\u786e\u4fdd\u7f3a\u9677\u5206\u6790\u4efb\u52a1\u5728\u5f02\u5e38\u60c5\u51b5\u4e0b\u4ecd\u80fd\u6301\u7eed\u63a8\u8fdb\u3002<\/p>\n<h4>4.2 \u6848\u4f8b\u4e8c&#xff1a;\u591a\u6a21\u6001\u533b\u5b66\u5f71\u50cf\u8f85\u52a9\u5206\u6790<\/h4>\n<p>\u5728\u4e00\u9879\u4e0e\u4e09\u7532\u533b\u9662\u5408\u4f5c\u7684\u8bd5\u70b9\u9879\u76ee\u4e2d&#xff0c;GPT-6 Astra \u88ab\u7528\u4e8e\u8f85\u52a9\u5206\u6790\u80ba\u90e8 CT \u5f71\u50cf\u4e0e\u75c5\u5386\u6587\u672c\u7684\u8054\u5408\u8bca\u65ad\u3002\u6a21\u578b\u80fd\u591f\u540c\u65f6\u7406\u89e3\u5f71\u50cf\u7279\u5f81\u548c\u6587\u5b57\u63cf\u8ff0&#xff0c;\u5728\u80ba\u7ed3\u8282\u826f\u6076\u6027\u5224\u65ad\u7684\u8f85\u52a9\u4efb\u52a1\u4e2d&#xff0c;\u5176\u5efa\u8bae\u4e0e\u8d44\u6df1\u653e\u5c04\u79d1\u533b\u751f\u7684\u4e00\u81f4\u6027\u8fbe\u5230 91%&#xff0c;\u5e76\u80fd\u5728\u62a5\u544a\u4e2d\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u7684\u5f71\u50cf\u6240\u89c1\u63cf\u8ff0&#xff0c;\u663e\u8457\u51cf\u8f7b\u4e86\u533b\u751f\u7684\u6587\u4e66\u8d1f\u62c5\u3002<\/p>\n<p>\u4e0b\u9762\u7ed9\u51fa\u4e00\u4e2a\u4f7f\u7528 GPT-6 Astra API \u5bf9\u80ba\u90e8 CT \u5f71\u50cf\u4e0e\u75c5\u5386\u6587\u672c\u8fdb\u884c\u8054\u5408\u5206\u6790\u7684 Python \u793a\u4f8b&#xff0c;\u6f14\u793a\u56fe\u50cf\u7f16\u7801\u3001\u6587\u672c\u62fc\u63a5\u3001API \u8c03\u7528\u548c\u7ed3\u679c\u89e3\u6790\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<p>import os<br \/>\nimport base64<br \/>\nfrom openai import OpenAI<br \/>\n\u521d\u59cb\u5316\u5ba2\u6237\u7aef&#xff0c;API Key \u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6&#xff0c;\u907f\u514d\u786c\u7f16\u7801\u6cc4\u9732<br \/>\n\u751f\u4ea7\u73af\u5883\u52a1\u5fc5\u4f7f\u7528\u5bc6\u94a5\u7ba1\u7406\u670d\u52a1&#xff08;\u5982 Vault\u3001KMS&#xff09;\u6216\u73af\u5883\u53d8\u91cf\u6ce8\u5165&#xff0c;\u5207\u52ff\u628a Key \u5199\u6b7b\u5728\u4ee3\u7801\u6216\u63d0\u4ea4\u5230\u7248\u672c\u5e93<br \/>\nclient &#061; OpenAI(api_key&#061;os.environ[&#034;OPENAI_API_KEY&#034;])<br \/>\n1. \u8bfb\u53d6\u80ba\u90e8 CT \u5f71\u50cf\u5e76\u7f16\u7801\u4e3a Base64<br \/>\n\u591a\u6a21\u6001\u63a5\u53e3\u8981\u6c42\u56fe\u50cf\u4ee5 Base64 \u5b57\u7b26\u4e32\u6216\u6587\u4ef6 URL \u5f62\u5f0f\u4f20\u5165&#xff1b;\u8fd9\u91cc\u6f14\u793a Base64 \u65b9\u5f0f<br \/>\n\u6ce8\u610f&#xff1a;CT \u5f71\u50cf\u901a\u5e38\u4e3a DICOM \u683c\u5f0f&#xff0c;\u5b9e\u9645\u843d\u5730\u65f6\u9700\u5148\u8f6c\u6362\u4e3a PNG\/JPEG \u7b49\u6a21\u578b\u652f\u6301\u7684\u683c\u5f0f<br \/>\ndef encode_image(image_path: str) -&gt; str:<br \/>\nwith open(image_path, &#034;rb&#034;) as f:<br \/>\nreturn base64.b64encode(f.read()).decode(&#034;utf-8&#034;)<br \/>\nct_image_base64 &#061; encode_image(&#034;ct_scan.png&#034;)<br \/>\n2. \u8bfb\u53d6\u75c5\u5386\u6587\u672c&#xff0c;\u4f5c\u4e3a\u8054\u5408\u5206\u6790\u7684\u4e0a\u4e0b\u6587<br \/>\n\u75c5\u5386\u53ef\u80fd\u5305\u542b\u60a3\u8005\u4e3b\u8bc9\u3001\u65e2\u5f80\u53f2\u3001\u5f71\u50cf\u6240\u89c1\u7b49\u7ed3\u6784\u5316\u6216\u975e\u7ed3\u6784\u5316\u6587\u672c<br \/>\n\u5b9e\u9645\u573a\u666f\u4e2d\u53ef\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u53ea\u9009\u53d6\u4e0e\u5f53\u524d\u5f71\u50cf\u76f8\u5173\u7684\u75c5\u5386\u7247\u6bb5&#xff0c;\u63a7\u5236 Token \u6210\u672c<br \/>\nwith open(&#034;medical_record.txt&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\nmedical_record &#061; f.read()<br \/>\n3. \u6784\u9020\u591a\u6a21\u6001\u6d88\u606f&#xff1a;\u56fe\u50cf\u4e0e\u6587\u672c\u6df7\u5408\u4f20\u5165<br \/>\n\u56fe\u50cf\u901a\u8fc7 image_url \u5b57\u6bb5\u4f20\u5165&#xff0c;type \u6807\u6ce8\u4e3a &#034;image_url&#034;&#xff1b;\u6587\u672c\u901a\u8fc7 text \u5b57\u6bb5\u4f20\u5165<br \/>\nGPT-6 Astra \u4f1a\u5728\u5e95\u5c42\u7edf\u4e00\u8868\u5f81\u7a7a\u95f4\u4e2d\u81ea\u52a8\u5bf9\u9f50\u5f71\u50cf\u4e0e\u6587\u672c\u7684\u8bed\u4e49&#xff0c;\u5b8c\u6210\u8de8\u6a21\u6001\u8054\u5408\u7406\u89e3<br \/>\nmessages &#061; [<br \/>\n# system \u6d88\u606f\u7528\u4e8e\u8bbe\u5b9a\u6a21\u578b\u89d2\u8272&#xff0c;\u7ea6\u675f\u5176\u56de\u7b54\u7684\u4e13\u4e1a\u65b9\u5411<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u8d44\u6df1\u653e\u5c04\u79d1\u533b\u751f&#xff0c;\u64c5\u957f\u80ba\u90e8 CT \u5f71\u50cf\u4e0e\u75c5\u5386\u6587\u672c\u7684\u8054\u5408\u8bca\u65ad\u5206\u6790\u3002&#034;},<br \/>\n# user \u6d88\u606f\u540c\u65f6\u627f\u8f7d\u56fe\u50cf\u4e0e\u6587\u672c&#xff0c;\u6a21\u578b\u4f1a\u7efc\u5408\u4e24\u8005\u8fdb\u884c\u63a8\u7406<br \/>\n{<br \/>\n&#034;role&#034;: &#034;user&#034;,<br \/>\n&#034;content&#034;: [<br \/>\n{<br \/>\n&#034;type&#034;: &#034;image_url&#034;,<br \/>\n&#034;image_url&#034;: {&#034;url&#034;: f&#034;data:image\/png;base64,{ct_image_base64}&#034;},<br \/>\n},<br \/>\n{<br \/>\n&#034;type&#034;: &#034;text&#034;,<br \/>\n&#034;text&#034;: (<br \/>\n&#034;\u8bf7\u7ed3\u5408\u4ee5\u4e0b\u75c5\u5386\u6587\u672c&#xff0c;\u5bf9\u8fd9\u5f20\u80ba\u90e8 CT \u5f71\u50cf\u8fdb\u884c\u80ba\u7ed3\u8282\u826f\u6076\u6027\u5224\u65ad\u7684\u8f85\u52a9\u5206\u6790\u3002\\\\n&#034;<br \/>\n&#034;\u8981\u6c42&#xff1a;\\\\n&#034;<br \/>\n&#034;1. \u63cf\u8ff0\u5f71\u50cf\u4e2d\u53ef\u89c1\u7684\u7ed3\u8282\u4f4d\u7f6e\u3001\u5927\u5c0f\u3001\u5f62\u6001\u548c\u5bc6\u5ea6\u7279\u5f81&#xff1b;\\\\n&#034;<br \/>\n&#034;2. \u7ed3\u5408\u75c5\u5386\u4e2d\u7684\u75c7\u72b6\u3001\u65e2\u5f80\u53f2\u548c\u98ce\u9669\u56e0\u7d20&#xff0c;\u7ed9\u51fa\u826f\u6076\u6027\u503e\u5411\u7684\u5224\u65ad&#xff1b;\\\\n&#034;<br \/>\n&#034;3. \u8f93\u51fa\u7ed3\u6784\u5316\u7684\u5f71\u50cf\u6240\u89c1\u63cf\u8ff0&#xff0c;\u4fbf\u4e8e\u533b\u751f\u590d\u6838\u4e0e\u5f52\u6863\u3002\\\\n\\\\n&#034;<br \/>\nf&#034;\u75c5\u5386\u6587\u672c\u5982\u4e0b&#xff1a;\\\\n{medical_record}&#034;<br \/>\n),<br \/>\n},<br \/>\n],<br \/>\n},<br \/>\n]<br \/>\n4. \u8c03\u7528 GPT-6 Astra API&#xff0c;\u4f20\u5165\u591a\u6a21\u6001\u4e0a\u4e0b\u6587<br \/>\ntemperature&#061;0.2&#xff1a;\u964d\u4f4e\u91c7\u6837\u968f\u673a\u6027&#xff0c;\u8ba9\u8f93\u51fa\u66f4\u7a33\u5b9a\u3001\u53ef\u590d\u73b0&#xff0c;\u9002\u5408\u533b\u5b66\u8f85\u52a9\u5206\u6790\u8fd9\u7c7b\u9700\u8981\u4e25\u8c28\u7ed3\u8bba\u7684\u4efb\u52a1<br \/>\n\u533b\u5b66\u573a\u666f\u5efa\u8bae\u4fdd\u6301\u4f4e temperature&#xff0c;\u907f\u514d\u8f93\u51fa\u6ce2\u52a8\u5f71\u54cd\u8bca\u65ad\u53c2\u8003\u4ef7\u503c<br \/>\nresponse &#061; client.chat.completions.create(<br \/>\nmodel&#061;&#034;gpt-6-astra&#034;,<br \/>\nmessages&#061;messages,<br \/>\ntemperature&#061;0.2,  # \u964d\u4f4e\u968f\u673a\u6027&#xff0c;\u4fdd\u8bc1\u5206\u6790\u7ed3\u679c\u7a33\u5b9a\u53ef\u9760<br \/>\n)<br \/>\n5. \u89e3\u6790\u8fd4\u56de\u7ed3\u679c&#xff0c;\u63d0\u53d6\u7ed3\u6784\u5316\u5206\u6790\u62a5\u544a<br \/>\nchoices[0] \u53d6\u7b2c\u4e00\u4e2a\u5019\u9009\u7ed3\u679c&#xff1b;message.content \u5373\u6a21\u578b\u751f\u6210\u7684\u6587\u672c<br \/>\n\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u5bf9 response \u505a\u7a7a\u503c\u6821\u9a8c&#xff0c;\u5e76\u6355\u83b7 APIException \u7b49\u5f02\u5e38\u505a\u964d\u7ea7\u5904\u7406<br \/>\nanalysis &#061; response.choices[0].message.content<br \/>\nprint(&#034;&#061;&#061;&#061;&#061;&#061; GPT-6 Astra \u533b\u5b66\u5f71\u50cf\u8054\u5408\u5206\u6790\u62a5\u544a &#061;&#061;&#061;&#061;&#061;&#034;)<br \/>\nprint(analysis)<br \/>\n6. \u53ef\u9009&#xff1a;\u5c06\u7ed3\u6784\u5316\u7ed3\u8bba\u5199\u5165\u6587\u4ef6&#xff0c;\u4f9b\u533b\u751f\u590d\u6838\u6216\u81ea\u52a8\u5f52\u6863<br \/>\n\u5199\u5165\u65f6\u540c\u6837\u6307\u5b9a utf-8&#xff0c;\u4fdd\u8bc1\u8de8\u5e73\u53f0\u53ef\u8bfb&#xff1b;\u751f\u4ea7\u73af\u5883\u53ef\u6539\u4e3a\u5199\u5165\u6570\u636e\u5e93\u6216\u5bf9\u63a5 HIS \u7cfb\u7edf<br \/>\nwith open(&#034;ct_analysis_report.md&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\nf.write(analysis) <\/p>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u5c55\u793a\u4e86\u4ece\u56fe\u50cf\u7f16\u7801\u3001\u75c5\u5386\u6587\u672c\u62fc\u63a5\u3001\u6784\u9020\u591a\u6a21\u6001\u6d88\u606f\u3001\u8c03\u7528 API \u5230\u89e3\u6790\u7ed3\u679c\u7684\u5b8c\u6574\u94fe\u8def\u3002\u5b9e\u9645\u843d\u5730\u65f6&#xff0c;\u5efa\u8bae\u5bf9 CT \u5f71\u50cf\u505a\u9884\u5904\u7406\u538b\u7f29\u4ee5\u63a7\u5236\u56fe\u50cf Token \u5360\u6bd4&#xff0c;\u5e76\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u53ea\u9009\u53d6\u4e0e\u5f53\u524d\u5f71\u50cf\u76f8\u5173\u7684\u75c5\u5386\u7247\u6bb5&#xff0c;\u4ece\u800c\u5728\u4fdd\u8bc1\u5206\u6790\u8d28\u91cf\u7684\u540c\u65f6\u63a7\u5236\u6210\u672c\u3002\u533b\u5b66\u573a\u666f\u4e0b&#xff0c;\u6a21\u578b\u8f93\u51fa\u4ec5\u4f5c\u4e3a\u8f85\u52a9\u53c2\u8003&#xff0c;\u6700\u7ec8\u8bca\u65ad\u7ed3\u8bba\u4ecd\u9700\u7531\u5177\u5907\u8d44\u8d28\u7684\u533b\u751f\u786e\u8ba4\u3002<\/p>\n<h4>4.3 \u6848\u4f8b\u4e09&#xff1a;\u8d85\u957f\u6587\u6863\u667a\u80fd\u6458\u8981\u4e0e\u77e5\u8bc6\u62bd\u53d6<\/h4>\n<p>\u67d0\u6cd5\u5f8b\u79d1\u6280\u516c\u53f8\u5229\u7528 GPT-6 Astra \u5904\u7406\u5e73\u5747 300 \u9875\u4ee5\u4e0a\u7684\u5408\u540c\u6587\u672c\u3002\u51ed\u501f\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u6a21\u578b\u65e0\u9700\u5206\u6bb5\u5373\u53ef\u4e00\u6b21\u6027\u8bfb\u53d6\u6574\u4efd\u5408\u540c&#xff0c;\u81ea\u52a8\u62bd\u53d6\u5173\u952e\u6761\u6b3e\u3001\u98ce\u9669\u70b9\u3001\u8fdd\u7ea6\u8d23\u4efb\u548c\u4e89\u8bae\u89e3\u51b3\u6761\u6b3e&#xff0c;\u5e76\u751f\u6210\u5bf9\u6bd4\u5206\u6790\u62a5\u544a\u3002\u5b9e\u6d4b\u4e2d&#xff0c;\u5176\u6761\u6b3e\u62bd\u53d6\u7684\u51c6\u786e\u7387\u8f83\u524d\u4ee3\u6a21\u578b\u63d0\u5347\u4e86\u7ea6 18%&#xff0c;\u4e14\u80fd\u591f\u53d1\u73b0\u4eba\u5de5\u5ba1\u67e5\u5bb9\u6613\u9057\u6f0f\u7684\u4ea4\u53c9\u5f15\u7528\u77db\u76fe\u3002<\/p>\n<h4>4.4 \u6848\u4f8b\u56db&#xff1a;\u79d1\u7814\u6587\u732e\u8de8\u6a21\u6001\u7efc\u8ff0<\/h4>\n<p>\u67d0\u9ad8\u6821\u7814\u7a76\u56e2\u961f\u4f7f\u7528 GPT-6 Astra \u5bf9 200 \u4f59\u7bc7\u5305\u542b\u56fe\u8868\u3001\u516c\u5f0f\u548c\u5b9e\u9a8c\u6570\u636e\u7684\u8bba\u6587\u8fdb\u884c\u7efc\u8ff0\u3002\u6a21\u578b\u80fd\u591f\u540c\u65f6\u7406\u89e3\u8bba\u6587\u4e2d\u7684\u56fe\u8868\u6570\u636e\u4e0e\u6587\u5b57\u7ed3\u8bba&#xff0c;\u81ea\u52a8\u5f52\u7eb3\u5404\u7814\u7a76\u65b9\u6cd5\u7684\u4f18\u52a3&#xff0c;\u5e76\u751f\u6210\u5bf9\u6bd4&#xff0c;\u5e76\u751f\u6210\u5305\u542b\u6570\u636e\u8868\u683c\u7684\u7efc\u8ff0\u521d\u7a3f&#xff0c;\u5c06\u539f\u672c\u9700\u8981\u6570\u5468\u7684\u6587\u732e\u8c03\u7814\u5de5\u4f5c\u538b\u7f29\u5230\u6570\u5c0f\u65f6\u3002<\/p>\n<h3>5. \u9002\u7528\u573a\u666f\u4e0e\u4f7f\u7528\u5efa\u8bae<\/h3>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u80fd\u529b\u4e0e\u6848\u4f8b&#xff0c;GPT-6 Astra \u7279\u522b\u9002\u5408\u4ee5\u4e0b\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u8f6f\u4ef6\u5f00\u53d1&#xff1a;\u5927\u578b\u4ee3\u7801\u5e93\u7406\u89e3\u3001\u8de8\u6a21\u5757\u7f3a\u9677\u5206\u6790\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u751f\u6210\u3001\u67b6\u6784\u8bc4\u5ba1\u8f85\u52a9\u3002<\/li>\n<li>\u533b\u7597\u5065\u5eb7&#xff1a;\u5f71\u50cf\u4e0e\u75c5\u5386\u8054\u5408\u5206\u6790\u3001\u8f85\u52a9\u8bca\u65ad\u5efa\u8bae\u3001\u7ed3\u6784\u5316\u62a5\u544a\u751f\u6210\u3002<\/li>\n<li>\u6cd5\u5f8b\u4e0e\u91d1\u878d&#xff1a;\u8d85\u957f\u5408\u540c\u5ba1\u67e5\u3001\u98ce\u9669\u6761\u6b3e\u62bd\u53d6\u3001\u76d1\u7ba1\u6587\u4ef6\u5bf9\u6bd4\u5206\u6790\u3002<\/li>\n<li>\u79d1\u7814\u6559\u80b2&#xff1a;\u6587\u732e\u7efc\u8ff0\u3001\u8de8\u6a21\u6001\u6570\u636e\u7406\u89e3\u3001\u590d\u6742\u6570\u5b66\u63a8\u5bfc\u8f85\u52a9\u3002<\/li>\n<li>\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406&#xff1a;\u6d77\u91cf\u6587\u6863\u68c0\u7d22\u95ee\u7b54\u3001\u4f1a\u8bae\u7eaa\u8981\u7ed3\u6784\u5316\u3001\u77e5\u8bc6\u5e93\u81ea\u52a8\u6784\u5efa\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00&#xff0c;\u5efa\u8bae\u4f18\u5148\u901a\u8fc7\u5b98\u65b9 API \u63a5\u5165&#xff0c;\u5e76\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b&#xff0c;\u6784\u5efa\u9762\u5411\u5177\u4f53\u4e1a\u52a1\u573a\u666f\u7684\u667a\u80fd\u5e94\u7528\u3002\u5bf9\u4e8e\u666e\u901a\u7528\u6237&#xff0c;GPT-6 Astra \u5728\u5bf9\u8bdd\u4f53\u9a8c\u3001\u591a\u6a21\u6001\u4ea4\u4e92\u548c\u590d\u6742\u4efb\u52a1\u5904\u7406\u4e0a\u7684\u63d0\u5347\u540c\u6837\u76f4\u89c2\u53ef\u611f\u3002<\/p>\n<h3>6. \u5e38\u89c1\u95ee\u9898&#xff08;FAQ&#xff09;<\/h3>\n<p>\u9488\u5bf9\u5f00\u53d1\u8005\u6700\u5173\u5fc3\u7684\u51e0\u4e2a\u95ee\u9898&#xff0c;\u8fd9\u91cc\u7ed9\u51fa\u7b80\u660e\u89e3\u7b54\u3002<\/p>\n<p>Q1&#xff1a;GPT-6 Astra \u7684 API \u63a5\u5165\u6210\u672c\u5982\u4f55&#xff1f;<\/p>\n<p>\u63a5\u5165\u6210\u672c\u6309 Token \u8ba1\u8d39&#xff0c;\u8f93\u5165\u548c\u8f93\u51fa\u5355\u4ef7\u9ad8\u4e8e\u524d\u4ee3\u6a21\u578b&#xff0c;\u4f46\u7a00\u758f\u6fc0\u6d3b\u673a\u5236\u4f7f\u5b9e\u9645\u63a8\u7406\u5f00\u9500\u66f4\u4f4e\u3002\u5efa\u8bae\u901a\u8fc7\u7f13\u5b58\u3001\u6279\u91cf\u8bf7\u6c42\u548c RAG \u7cbe\u7b80\u4e0a\u4e0b\u6587\u6765\u63a7\u5236\u6210\u672c&#xff0c;\u4ece\u957f\u671f\u770b&#xff0c;\u5355\u4f4d\u4efb\u52a1\u7684\u7efc\u5408\u6210\u672c\u53ef\u80fd\u66f4\u4f4e\u3002<\/p>\n<h5>\u90e8\u7f72\u4e0e\u6210\u672c\u4f18\u5316\u5efa\u8bae<\/h5>\n<p>\u4e3a\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u66f4\u597d\u5730\u63a7\u5236\u6210\u672c&#xff0c;\u4e0b\u9762\u5148\u5bf9\u6bd4 GPT-6 Astra \u4e0e GPT-5 \u5728\u76f8\u540c\u4efb\u52a1\u4e0b\u7684 Token \u6d88\u8017\u4e0e\u63a8\u7406\u6210\u672c\u4f30\u7b97&#xff0c;\u518d\u7ed9\u51fa\u4e09\u79cd\u5178\u578b\u573a\u666f\u7684\u4f18\u5316\u914d\u7f6e\u793a\u4f8b\u3002<\/p>\n<table>\n<tr>\u4efb\u52a1\u7c7b\u578b\u6a21\u578b\u8f93\u5165 Token \u4f30\u7b97\u8f93\u51fa Token \u4f30\u7b97\u5355\u6b21\u63a8\u7406\u6210\u672c\u4f30\u7b97<\/tr>\n<tbody>\n<tr>\n<td>\u4ee3\u7801\u7f3a\u9677\u5206\u6790&#xff08;50 \u4e07\u884c\u4ed3\u5e93&#xff0c;RAG \u7cbe\u7b80\u540e&#xff09;<\/td>\n<td>GPT-5<\/td>\n<td>\u7ea6 8 \u4e07<\/td>\n<td>\u7ea6 3 \u5343<\/td>\n<td>\u7ea6 0.9 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801\u7f3a\u9677\u5206\u6790&#xff08;50 \u4e07\u884c\u4ed3\u5e93&#xff0c;RAG \u7cbe\u7b80\u540e&#xff09;<\/td>\n<td>GPT-6 Astra<\/td>\n<td>\u7ea6 8 \u4e07<\/td>\n<td>\u7ea6 3 \u5343<\/td>\n<td>\u7ea6 1.2 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>\u8d85\u957f\u6587\u6863\u6458\u8981&#xff08;300 \u9875\u5408\u540c&#xff09;<\/td>\n<td>GPT-5<\/td>\n<td>\u7ea6 12 \u4e07&#xff08;\u9700\u5206\u6bb5\u591a\u6b21\u8c03\u7528&#xff09;<\/td>\n<td>\u7ea6 5 \u5343<\/td>\n<td>\u7ea6 1.5 \u7f8e\u5143&#xff08;\u591a\u6b21\u8c03\u7528\u5408\u8ba1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8d85\u957f\u6587\u6863\u6458\u8981&#xff08;300 \u9875\u5408\u540c&#xff09;<\/td>\n<td>GPT-6 Astra<\/td>\n<td>\u7ea6 10 \u4e07&#xff08;\u4e00\u6b21\u8c03\u7528&#xff09;<\/td>\n<td>\u7ea6 5 \u5343<\/td>\n<td>\u7ea6 1.1 \u7f8e\u5143&#xff08;\u5355\u6b21\u8c03\u7528&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6a21\u6001\u95ee\u7b54&#xff08;\u5f71\u50cf &#043; \u75c5\u5386\u8054\u5408\u5206\u6790&#xff09;<\/td>\n<td>GPT-5<\/td>\n<td>\u7ea6 2 \u4e07&#xff08;\u6587\u672c\u4e3a\u4e3b&#xff09;<\/td>\n<td>\u7ea6 1 \u5343<\/td>\n<td>\u7ea6 0.3 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6a21\u6001\u95ee\u7b54&#xff08;\u5f71\u50cf &#043; \u75c5\u5386\u8054\u5408\u5206\u6790&#xff09;<\/td>\n<td>GPT-6 Astra<\/td>\n<td>\u7ea6 3 \u4e07&#xff08;\u542b\u56fe\u50cf Token&#xff09;<\/td>\n<td>\u7ea6 1 \u5343<\/td>\n<td>\u7ea6 0.5 \u7f8e\u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bf4\u660e&#xff1a;\u4ee5\u4e0a\u4e3a\u4f30\u7b97\u503c&#xff0c;\u5b9e\u9645\u8d39\u7528\u53d7\u6a21\u578b\u5b9a\u4ef7\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u548c\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55\u6df1\u5ea6\u5f71\u54cd\u3002\u6574\u4f53\u6765\u770b&#xff0c;GPT-6 Astra \u5728\u957f\u6587\u6863\u573a\u666f\u4e0b\u51ed\u501f\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u7a97\u53e3\u53ef\u51cf\u5c11\u5206\u6bb5\u8c03\u7528\u6b21\u6570&#xff0c;\u7efc\u5408\u6210\u672c\u53cd\u800c\u53ef\u80fd\u66f4\u4f4e\u3002<\/p>\n<p>\u9488\u5bf9\u4e09\u79cd\u5178\u578b\u573a\u666f&#xff0c;\u63a8\u8350\u4ee5\u4e0b\u6210\u672c\u4f18\u5316\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\u4ee3\u7801\u5206\u6790&#xff1a;\u542f\u7528\u7ed3\u679c\u7f13\u5b58&#xff0c;\u76f8\u540c\u6216\u76f8\u4f3c\u7f3a\u9677\u76f4\u63a5\u590d\u7528\u5386\u53f2\u7ed3\u8bba&#xff1b;\u91c7\u7528\u6279\u91cf\u8bf7\u6c42\u5408\u5e76\u591a\u4e2a\u6587\u4ef6\u7684\u68c0\u7d22\u7ed3\u679c&#xff1b;RAG \u538b\u7f29\u6bd4\u4f8b\u5efa\u8bae\u63a7\u5236\u5728 10% \u5230 20%&#xff0c;\u53ea\u4fdd\u7559\u4e0e\u76ee\u6807\u7f3a\u9677\u76f8\u5173\u7684\u51fd\u6570\u4e0e\u8c03\u7528\u94fe\u3002<\/li>\n<li>\u6587\u6863\u6458\u8981&#xff1a;\u5bf9\u9ad8\u9891\u6587\u6863\u7247\u6bb5\u505a\u7f13\u5b58&#xff0c;\u907f\u514d\u91cd\u590d\u8ba1\u8d39&#xff1b;\u4f7f\u7528\u6279\u91cf\u8bf7\u6c42\u4e00\u6b21\u5904\u7406\u591a\u4efd\u6587\u6863&#xff1b;RAG \u538b\u7f29\u6bd4\u4f8b\u5efa\u8bae\u63a7\u5236\u5728 30% \u5230 50%&#xff0c;\u4f18\u5148\u4fdd\u7559\u7ae0\u8282\u6807\u9898\u3001\u5173\u952e\u6761\u6b3e\u548c\u7ed3\u8bba\u6bb5\u843d\u3002<\/li>\n<li>\u591a\u6a21\u6001\u95ee\u7b54&#xff1a;\u5bf9\u56fe\u50cf\u505a\u9884\u5904\u7406\u538b\u7f29&#xff0c;\u63a7\u5236\u56fe\u50cf Token \u5360\u6bd4&#xff1b;\u7f13\u5b58\u5e38\u89c1\u5f71\u50cf\u4e0e\u75c5\u5386\u7ec4\u5408\u7684\u7ed3\u8bba&#xff1b;RAG \u538b\u7f29\u6bd4\u4f8b\u5efa\u8bae\u63a7\u5236\u5728 20% \u5230 30%&#xff0c;\u805a\u7126\u4e0e\u5f53\u524d\u95ee\u9898\u76f8\u5173\u7684\u5f71\u50cf\u533a\u57df\u548c\u75c5\u5386\u7247\u6bb5\u3002<\/li>\n<\/ul>\n<h5>\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u67b6\u6784<\/h5>\n<p>\u4e0b\u9762\u7528 Mermaid \u6d41\u7a0b\u56fe\u5c55\u793a\u4ece\u5ba2\u6237\u7aef\u8bf7\u6c42\u3001API \u7f51\u5173\u3001RAG \u68c0\u7d22\u3001\u6a21\u578b\u8c03\u7528\u5230\u7ed3\u679c\u7f13\u5b58\u7684\u5b8c\u6574\u751f\u4ea7\u94fe\u8def\u3002<\/p>\n<p>flowchart TD<br \/>\n    A[\u5ba2\u6237\u7aef\u8bf7\u6c42] &#8211;&gt; B[API \u7f51\u5173]<br \/>\n    B &#8211;&gt; C[RAG \u68c0\u7d22]<br \/>\n    C &#8211;&gt; D[\u6a21\u578b\u8c03\u7528 GPT-6 Astra]<br \/>\n    D &#8211;&gt; E[\u7ed3\u679c\u7f13\u5b58]<br \/>\n    E &#8211;&gt; F[\u8fd4\u56de\u5ba2\u6237\u7aef]<br \/>\n    C &#8211;&gt; G[\u5411\u91cf\u6570\u636e\u5e93 \/ \u77e5\u8bc6\u5e93]<br \/>\n    G &#8211;&gt; C<br \/>\n    D &#8211;&gt; H[\u76d1\u63a7\u4e0e\u544a\u8b66]<br \/>\n    H &#8211;&gt; D<br \/>\n    E &#8211;&gt; I[\u7f13\u5b58\u5b58\u50a8 Redis]<br \/>\n    I &#8211;&gt; E<\/p>\n<p>\u5404\u73af\u8282\u7684\u9009\u578b\u8981\u70b9\u4e0e\u5bb9\u9519\u7b56\u7565\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>API \u7f51\u5173&#xff1a;\u5efa\u8bae\u4f7f\u7528 Kong\u3001APISIX \u6216\u4e91\u5382\u5546 API Gateway&#xff0c;\u627f\u62c5\u8ba4\u8bc1\u9274\u6743\u3001\u9650\u6d41\u3001\u8d85\u65f6\u4e0e\u8def\u7531\u8f6c\u53d1\u3002\u5bb9\u9519\u4e0a\u9700\u5f00\u542f\u7194\u65ad\u3001\u8bf7\u6c42\u65e5\u5fd7\u548c\u94fe\u8def\u8ffd\u8e2a&#xff0c;\u9274\u6743\u5931\u8d25\u6216\u9650\u6d41\u65f6\u8fd4\u56de\u660e\u786e\u9519\u8bef\u7801\u3002<\/li>\n<li>RAG \u68c0\u7d22&#xff1a;\u53ef\u9009\u7528 Milvus\u3001Pinecone \u6216 Elasticsearch \u4f5c\u4e3a\u5411\u91cf\u6216\u5173\u952e\u8bcd\u68c0\u7d22\u540e\u7aef&#xff0c;\u6309\u76f8\u5173\u5ea6\u6392\u5e8f\u5e76\u63a7\u5236 Top-K&#xff0c;\u4ee5\u964d\u4f4e\u8f93\u5165 Token \u6210\u672c\u3002\u68c0\u7d22\u5931\u8d25\u65f6\u53ef\u964d\u7ea7\u4e3a\u76f4\u63a5\u4f7f\u7528\u539f\u59cb\u7528\u6237\u8f93\u5165&#xff0c;\u907f\u514d\u4e3b\u94fe\u8def\u4e2d\u65ad\u3002<\/li>\n<li>\u6a21\u578b\u8c03\u7528&#xff1a;\u4f7f\u7528 GPT-6 Astra \u7684 OpenAI \u517c\u5bb9\u63a5\u53e3&#xff0c;\u914d\u7f6e\u6307\u6570\u9000\u907f\u91cd\u8bd5\u3001\u8d85\u65f6\u964d\u7ea7\u548c\u5f02\u6b65\u5904\u7406\u3002\u590d\u6742\u4efb\u52a1\u89e6\u53d1\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55\u65f6&#xff0c;\u53ef\u62c6\u5206\u4e3a\u5f02\u6b65\u4efb\u52a1\u5e76\u4fdd\u6301\u8fde\u63a5\u3002<\/li>\n<li>\u7ed3\u679c\u7f13\u5b58&#xff1a;\u5efa\u8bae\u4f7f\u7528 Redis \u6216 Memcached&#xff0c;\u6309\u8bf7\u6c42\u5185\u5bb9\u3001\u4e1a\u52a1\u53c2\u6570\u548c\u6a21\u578b\u7248\u672c\u751f\u6210\u7f13\u5b58 Key\u3002\u7f13\u5b58\u4e0d\u53ef\u7528\u65f6\u76f4\u8fde\u6a21\u578b\u670d\u52a1&#xff0c;\u5e76\u8bbe\u7f6e\u5408\u7406\u8fc7\u671f\u65f6\u95f4\u907f\u514d\u810f\u6570\u636e\u3002<\/li>\n<\/ul>\n<p>\u6574\u4f53\u5bb9\u9519\u5efa\u8bae\u9075\u5faa\u300c\u7f51\u5173\u9650\u6d41\u7194\u65ad\u3001\u68c0\u7d22\u5931\u8d25\u964d\u7ea7\u3001\u6a21\u578b\u8c03\u7528\u91cd\u8bd5\u3001\u7f13\u5b58\u65c1\u8def\u300d\u56db\u7ea7\u7b56\u7565&#xff0c;\u4fdd\u8bc1\u751f\u4ea7\u73af\u5883\u5728\u90e8\u5206\u7ec4\u4ef6\u5f02\u5e38\u65f6\u4ecd\u80fd\u7a33\u5b9a\u8fd4\u56de\u7ed3\u679c\u3002<\/p>\n<p>Q2&#xff1a;\u5982\u4f55\u4e0e\u73b0\u6709 RAG \u7cfb\u7edf\u96c6\u6210&#xff1f;<\/p>\n<p>GPT-6 Astra \u517c\u5bb9 OpenAI \u6807\u51c6\u63a5\u53e3&#xff0c;\u53ef\u76f4\u63a5\u66ff\u6362\u539f\u6709\u6a21\u578b\u8c03\u7528\u3002\u5c06\u68c0\u7d22\u5230\u7684\u6587\u6863\u7247\u6bb5\u62fc\u5165 messages \u4e0a\u4e0b\u6587\u5373\u53ef&#xff0c;\u914d\u5408\u5176\u66f4\u5f3a\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b&#xff0c;\u53ef\u663e\u8457\u63d0\u5347\u68c0\u7d22\u7ed3\u679c\u7684\u5f52\u7eb3\u4e0e\u5f15\u7528\u51c6\u786e\u6027\u3002<\/p>\n<p>Q3&#xff1a;\u591a\u6a21\u6001\u8f93\u5165\u7684\u5177\u4f53\u683c\u5f0f\u8981\u6c42\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u9700\u5148\u8f6c\u6362\u4e3a\u6a21\u578b\u652f\u6301\u7684\u7f16\u7801\u683c\u5f0f&#xff08;\u5982 Base64 \u6216\u6587\u4ef6 URL&#xff09;&#xff0c;\u5e76\u5728\u6d88\u606f\u4e2d\u6807\u6ce8\u5bf9\u5e94\u6a21\u6001\u7c7b\u578b\u3002\u6587\u672c\u4e0e\u591a\u6a21\u6001\u5185\u5bb9\u53ef\u6df7\u5408\u4f20\u5165&#xff0c;\u6a21\u578b\u4f1a\u81ea\u52a8\u5bf9\u9f50\u8bed\u4e49\u7a7a\u95f4\u5b8c\u6210\u8054\u5408\u7406\u89e3\u3002<\/p>\n<p>Q4&#xff1a;\u767e\u4e07\u7ea7\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u5b9e\u9645\u5185\u5b58\u5360\u7528\u5982\u4f55&#xff1f;<\/p>\n<p>\u767e\u4e07 Token \u8f93\u5165\u4f1a\u5360\u7528\u8f83\u5927\u663e\u5b58&#xff0c;\u4f46\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u6309\u9700\u8ba1\u7b97&#xff0c;\u5b9e\u9645\u5cf0\u503c\u5185\u5b58\u4f4e\u4e8e\u540c\u7b49\u89c4\u6a21\u7684\u7a20\u5bc6\u6a21\u578b\u3002\u5efa\u8bae\u7ed3\u5408\u6d41\u5f0f\u5904\u7406\u548c\u5206\u6bb5\u52a0\u8f7d&#xff0c;\u907f\u514d\u4e00\u6b21\u6027\u8f7d\u5165\u5168\u90e8\u5185\u5bb9\u3002<\/p>\n<p>Q5&#xff1a;\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55\u5bf9\u54cd\u5e94\u5ef6\u8fdf\u6709\u4f55\u5f71\u54cd&#xff1f;<\/p>\n<p>\u7b80\u5355\u95ee\u9898\u8d70\u5feb\u901f\u8def\u5f84&#xff0c;\u5ef6\u8fdf\u4e0e\u5e38\u89c4\u6a21\u578b\u76f8\u5f53&#xff1b;\u590d\u6742\u95ee\u9898\u4f1a\u52a8\u6001\u5206\u914d\u66f4\u591a\u8ba1\u7b97&#xff0c;\u5ef6\u8fdf\u76f8\u5e94\u589e\u52a0\u3002\u53ef\u901a\u8fc7\u53c2\u6570\u63a7\u5236\u601d\u8003\u6df1\u5ea6&#xff0c;\u5728\u54cd\u5e94\u901f\u5ea6\u4e0e\u7b54\u6848\u8d28\u91cf\u4e4b\u95f4\u6309\u4e1a\u52a1\u9700\u6c42\u7075\u6d3b\u53d6\u820d\u3002<\/p>\n<p>Q6&#xff1a;\u5982\u4f55\u8bc4\u4f30 GPT-6 Astra \u5728\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u7684\u6548\u679c&#xff1f;<\/p>\n<p>\u5efa\u8bae\u91c7\u7528\u300c\u4e1a\u52a1\u8bc4\u6d4b\u96c6 &#043; \u91cf\u5316\u6307\u6807 &#043; \u57fa\u7ebf\u5bf9\u6bd4\u300d\u4e09\u6b65\u95ed\u73af&#xff0c;\u800c\u4e0d\u662f\u53ea\u51ed\u4e3b\u89c2\u611f\u53d7\u5224\u65ad\u3002<\/p>\n<ul>\n<li>\u6784\u5efa\u4ee3\u8868\u6027\u8bc4\u6d4b\u96c6&#xff1a;\u4ece\u771f\u5b9e\u4e1a\u52a1\u6570\u636e\u4e2d\u62bd\u53d6 50 \u5230 200 \u6761\u6837\u672c&#xff0c;\u8986\u76d6\u5178\u578b\u573a\u666f\u548c\u8fb9\u754c\u60c5\u51b5&#xff0c;\u907f\u514d\u53ea\u6311\u7b80\u5355\u6837\u672c\u3002<\/li>\n<li>\u5b9a\u4e49\u53ef\u91cf\u5316\u6307\u6807&#xff1a;\u6839\u636e\u4efb\u52a1\u7c7b\u578b\u9009\u62e9\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001\u4efb\u52a1\u5b8c\u6210\u7387\u3001\u4eba\u5de5\u5ba1\u6838\u901a\u8fc7\u7387\u6216\u7aef\u5230\u7aef\u5904\u7406\u65f6\u957f&#xff0c;\u5e76\u8bb0\u5f55\u5931\u8d25\u539f\u56e0\u5206\u5e03\u3002<\/li>\n<li>\u8bbe\u7f6e\u57fa\u7ebf\u5bf9\u6bd4&#xff1a;\u4e0e\u4f20\u7edf\u89c4\u5219\u65b9\u6848\u3001\u524d\u4ee3\u6a21\u578b\u6216\u4eba\u5de5\u5904\u7406\u57fa\u7ebf\u505a\u540c\u53e3\u5f84\u5bf9\u6bd4&#xff0c;\u91cd\u70b9\u5173\u6ce8\u6536\u76ca\u589e\u91cf\u800c\u975e\u7edd\u5bf9\u5206\u6570\u3002<\/li>\n<li>\u4eba\u5de5\u76f2\u8bc4\u4e0e\u7070\u5ea6\u9a8c\u8bc1&#xff1a;\u5bf9\u5173\u952e\u7ed3\u8bba\u505a\u4eba\u5de5\u76f2\u8bc4&#xff0c;\u5e76\u5728\u5c0f\u6d41\u91cf\u7070\u5ea6\u4e2d\u8dd1\u901a\u5b8c\u6574\u94fe\u8def&#xff0c;\u518d\u9010\u6b65\u653e\u91cf\u3002<\/li>\n<\/ul>\n<p>Q7&#xff1a;\u5982\u4f55\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41&#xff08;\u5982 CI\/CD&#xff09;\u96c6\u6210&#xff1f;<\/p>\n<p>\u628a GPT-6 Astra \u5c01\u88c5\u4e3a\u5185\u90e8\u670d\u52a1\u6216\u6d41\u6c34\u7ebf\u63d2\u4ef6&#xff0c;\u662f\u63a5\u5165\u73b0\u6709\u7814\u53d1\u5de5\u4f5c\u6d41\u6700\u5e73\u6ed1\u7684\u65b9\u5f0f\u3002<\/p>\n<ul>\n<li>API \u5c01\u88c5&#xff1a;\u5c06\u6a21\u578b\u8c03\u7528\u5c01\u88c5\u4e3a\u5185\u90e8\u670d\u52a1\u6216 CLI\/\u63d2\u4ef6&#xff0c;\u63d0\u4f9b\u7248\u672c\u5316\u63a5\u53e3&#xff0c;\u4fbf\u4e8e\u7edf\u4e00\u9274\u6743\u3001\u9650\u6d41\u548c\u76d1\u63a7\u3002<\/li>\n<li>CI\/CD \u89e6\u53d1&#xff1a;\u5728\u4ee3\u7801\u63d0\u4ea4\u6216\u5408\u5e76\u8bf7\u6c42\u9636\u6bb5\u901a\u8fc7 Webhook \u81ea\u52a8\u89e6\u53d1\u7f3a\u9677\u5206\u6790\u3001\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210\u6216\u53d8\u66f4\u6458\u8981&#xff0c;\u628a\u7ed3\u679c\u5199\u5165 PR \u8bc4\u8bba\u6216\u6d4b\u8bd5\u62a5\u544a\u3002<\/li>\n<li>\u5f02\u6b65\u5904\u7406&#xff1a;\u8017\u65f6\u8f83\u957f\u7684\u5206\u6790\u4efb\u52a1\u4f7f\u7528\u5f02\u6b65\u4efb\u52a1\u961f\u5217\u4e0e\u56de\u8c03&#xff0c;\u907f\u514d\u963b\u585e\u6d41\u6c34\u7ebf&#xff1b;\u590d\u6742\u4efb\u52a1\u53ef\u62c6\u5206\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\u5e76\u884c\u6267\u884c\u3002<\/li>\n<li>\u5bc6\u94a5\u4e0e\u6743\u9650&#xff1a;\u901a\u8fc7 CI\/CD \u5bc6\u94a5\u7ba1\u7406\u7cfb\u7edf\u6ce8\u5165 API Key&#xff0c;\u4e0d\u5199\u5165\u4ed3\u5e93\u914d\u7f6e&#xff0c;\u5e76\u4e3a\u4e0d\u540c\u6d41\u6c34\u7ebf\u5206\u914d\u72ec\u7acb Key\u3002<\/li>\n<li>\u7070\u5ea6\u4e0e\u56de\u6eda&#xff1a;\u5148\u5728\u5c0f\u8303\u56f4\u6d41\u6c34\u7ebf\u9a8c\u8bc1&#xff0c;\u786e\u8ba4\u7a33\u5b9a\u540e\u518d\u63a8\u5e7f&#xff1b;\u5f02\u5e38\u65f6\u81ea\u52a8\u56de\u9000\u5230\u539f\u6709\u6d41\u7a0b\u6216\u4eba\u5de5\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>Q8&#xff1a;\u5982\u4f55\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u4e2d\u7684\u56fe\u50cf\u5206\u8fa8\u7387\u4e0e Token \u5360\u6bd4\u95ee\u9898&#xff1f;<\/p>\n<p>\u56fe\u50cf Token \u662f\u6210\u672c\u4e0e\u5ef6\u8fdf\u7684\u91cd\u8981\u53d8\u91cf&#xff0c;\u5efa\u8bae\u5728\u4fdd\u8bc1\u53ef\u8bfb\u6027\u7684\u524d\u63d0\u4e0b\u4e25\u683c\u63a7\u5236\u56fe\u50cf\u8f93\u5165\u3002<\/p>\n<ul>\n<li>\u538b\u7f29\u4e0e\u7f29\u653e&#xff1a;\u5c06\u56fe\u50cf\u538b\u7f29\u5230\u6a21\u578b\u652f\u6301\u7684\u5206\u8fa8\u7387\u4e0a\u9650&#xff0c;\u8d85\u9ad8\u6e05\u539f\u56fe\u53ef\u5148\u7f29\u653e\u5230\u6700\u957f\u8fb9 2048 \u50cf\u7d20\u4ee5\u5185&#xff0c;\u518d\u8fdb\u884c\u6709\u635f\u538b\u7f29\u3002<\/li>\n<li>\u88c1\u526a\u5173\u952e\u533a\u57df&#xff1a;\u5148\u5b9a\u4f4d\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u533a\u57df\u518d\u88c1\u526a&#xff0c;\u907f\u514d\u4e0d\u5fc5\u8981\u5730\u5c06\u6574\u5f20\u5927\u5e45\u5f71\u50cf\u6574\u4f53\u9001\u5165\u6a21\u578b\u3002<\/li>\n<li>\u63a7\u5236\u56fe\u50cf\u6570\u91cf&#xff1a;\u53ea\u4fdd\u7559\u4e0e\u5f53\u524d\u95ee\u9898\u6700\u76f8\u5173\u7684\u56fe\u50cf&#xff0c;\u5fc5\u8981\u65f6\u7528\u7f29\u7565\u56fe\u3001\u5c40\u90e8\u622a\u56fe\u6216\u66f4\u7d27\u51d1\u7684\u56fe\u7247\u683c\u5f0f\u3002<\/li>\n<li>\u76d1\u63a7 Token \u5360\u6bd4&#xff1a;\u5728\u8bf7\u6c42\u65e5\u5fd7\u4e2d\u8bb0\u5f55\u56fe\u50cf Token \u6570\u4e0e\u6587\u672c Token \u6570&#xff0c;\u8bbe\u5b9a\u5360\u6bd4\u9608\u503c&#xff0c;\u8d85\u9650\u65f6\u8fdb\u4e00\u6b65\u538b\u7f29\u6216\u964d\u7ea7\u4e3a\u6587\u5b57\u63cf\u8ff0\u3002<\/li>\n<li>\u7ed3\u5408 RAG \u9009\u56fe&#xff1a;\u5728\u591a\u56fe\u573a\u666f\u5148\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u7684\u56fe\u7247&#xff0c;\u518d\u505a\u591a\u6a21\u6001\u5206\u6790&#xff0c;\u907f\u514d\u4e00\u6b21\u4f20\u5165\u5168\u90e8\u56fe\u50cf\u3002<\/li>\n<\/ul>\n<h3>7. \u5b89\u5168\u4e0e\u5408\u89c4\u5efa\u8bae<\/h3>\n<p>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528 GPT-6 Astra&#xff0c;\u4e0d\u4ec5\u8981\u5173\u6ce8\u6548\u679c\u548c\u6210\u672c&#xff0c;\u8fd8\u5e94\u5efa\u7acb\u5fc5\u8981\u7684\u5b89\u5168\u4e0e\u5408\u89c4\u673a\u5236\u3002\u4ee5\u4e0b\u4ece\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u3001API Key \u7ba1\u7406\u3001\u8f93\u51fa\u5185\u5bb9\u5ba1\u6838\u4ee5\u53ca\u533b\u7597\u4e0e\u6cd5\u5f8b\u573a\u666f\u7684\u5408\u89c4\u8981\u6c42\u56db\u4e2a\u65b9\u9762&#xff0c;\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u5b9e\u65bd\u5efa\u8bae\u3002<\/p>\n<h4>7.1 \u6570\u636e\u9690\u79c1\u4fdd\u62a4<\/h4>\n<p>\u8c03\u7528\u6a21\u578b\u524d\u5148\u5b8c\u6210\u6570\u636e\u5206\u7ea7\u548c\u8131\u654f&#xff1a;\u5bf9\u8eab\u4efd\u8bc1\u53f7\u3001\u624b\u673a\u53f7\u3001\u94f6\u884c\u5361\u53f7\u3001\u533b\u7597\u8bb0\u5f55\u3001\u5408\u540c\u654f\u611f\u6761\u6b3e\u7b49\u4e2a\u4eba\u6216\u5546\u4e1a\u654f\u611f\u4fe1\u606f\u505a\u533f\u540d\u5316\u5904\u7406&#xff1b;\u786e\u8ba4\u6570\u636e\u4f20\u8f93\u4e0e\u5b58\u50a8\u94fe\u8def\u7684\u52a0\u5bc6\u7b56\u7565&#xff1b;\u82e5\u6d89\u53ca\u8de8\u5883\u8c03\u7528&#xff0c;\u6838\u5bf9\u6570\u636e\u51fa\u5883\u548c\u672c\u5730\u5316\u5b58\u50a8\u8981\u6c42\u3002\u5efa\u8bae\u9ed8\u8ba4\u91c7\u7528\u6700\u5c0f\u5316\u6570\u636e\u539f\u5219&#xff0c;\u53ea\u53d1\u9001\u5b8c\u6210\u4efb\u52a1\u6240\u5fc5\u9700\u7684\u5185\u5bb9\u3002<\/p>\n<ul>\n<li>\u6570\u636e\u8131\u654f&#xff1a;\u5bf9\u59d3\u540d\u3001\u8bc1\u4ef6\u53f7\u3001\u8054\u7cfb\u65b9\u5f0f\u7b49\u505a\u66ff\u6362\u6216\u63a9\u7801\u3002<\/li>\n<li>\u4f20\u8f93\u52a0\u5bc6&#xff1a;\u5168\u7a0b\u4f7f\u7528 HTTPS \u4e0e TLS \u52a0\u5bc6&#xff0c;\u907f\u514d\u65e5\u5fd7\u4e2d\u660e\u6587\u8bb0\u5f55\u654f\u611f\u5b57\u6bb5\u3002<\/li>\n<li>\u8bbf\u95ee\u63a7\u5236&#xff1a;\u6309\u89d2\u8272\u548c\u9879\u76ee\u9694\u79bb\u6570\u636e&#xff0c;\u9650\u5236\u53ef\u8c03\u7528\u6a21\u578b\u7684\u5458\u5de5\u8303\u56f4\u3002<\/li>\n<li>\u4fdd\u7559\u7b56\u7565&#xff1a;\u660e\u786e\u8f93\u5165\u8f93\u51fa\u7684\u7559\u5b58\u5468\u671f&#xff0c;\u907f\u514d\u957f\u671f\u4fdd\u5b58\u539f\u59cb\u654f\u611f\u6570\u636e\u3002<\/li>\n<\/ul>\n<h4>7.2 API Key \u7ba1\u7406<\/h4>\n<p>API Key \u662f\u8bbf\u95ee\u6a21\u578b\u670d\u52a1\u7684\u91cd\u8981\u51ed\u8bc1&#xff0c;\u5e94\u7eb3\u5165\u7edf\u4e00\u7684\u5bc6\u94a5\u7ba1\u7406\u6d41\u7a0b\u3002\u907f\u514d\u786c\u7f16\u7801\u5230\u4ee3\u7801\u6216\u914d\u7f6e\u6587\u4ef6&#xff0c;\u4e0d\u4f7f\u7528\u516c\u5171\u4ed3\u5e93\u63d0\u4ea4\u5bc6\u94a5&#xff1b;\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u6216\u5bc6\u94a5\u7ba1\u7406\u670d\u52a1\u6ce8\u5165\u3002\u5efa\u8bae\u91c7\u7528\u6700\u5c0f\u6743\u9650\u539f\u5219&#xff0c;\u4e3a\u4e0d\u540c\u9879\u76ee\u5206\u914d\u72ec\u7acb Key&#xff0c;\u5e76\u5b9a\u671f\u8f6e\u6362\u3001\u53ca\u65f6\u540a\u9500\u6cc4\u9732\u5bc6\u94a5\u3002<\/p>\n<ul>\n<li>\u5b89\u5168\u5b58\u50a8&#xff1a;\u4f7f\u7528 Vault\u3001KMS\u3001\u4e91\u5382\u5546 Secret Manager \u7b49\u96c6\u4e2d\u7ba1\u7406\u3002<\/li>\n<li>\u6743\u9650\u9694\u79bb&#xff1a;\u6309\u9879\u76ee\u3001\u73af\u5883\u548c\u56e2\u961f\u5206\u914d\u72ec\u7acb Key&#xff0c;\u9650\u5236\u8c03\u7528\u989d\u5ea6\u3002<\/li>\n<li>\u76d1\u63a7\u544a\u8b66&#xff1a;\u76d1\u63a7\u8c03\u7528\u91cf\u548c\u5f02\u5e38\u6765\u6e90&#xff0c;\u53d1\u73b0\u5f02\u5e38\u7528\u91cf\u7acb\u5373\u544a\u8b66\u3002<\/li>\n<li>\u5b9a\u671f\u8f6e\u6362&#xff1a;\u8bbe\u5b9a\u8f6e\u6362\u5468\u671f&#xff0c;\u6cc4\u9732\u540e\u7b2c\u4e00\u65f6\u95f4\u540a\u9500\u5e76\u66ff\u6362\u3002<\/li>\n<\/ul>\n<h4>7.3 \u8f93\u51fa\u5185\u5bb9\u5ba1\u6838<\/h4>\n<p>\u5927\u6a21\u578b\u53ef\u80fd\u751f\u6210\u4e0d\u53ef\u9760\u3001\u4e0d\u5b8c\u6574\u6216\u4e0d\u7b26\u5408\u4e1a\u52a1\u89c4\u8303\u7684\u5185\u5bb9&#xff0c;\u56e0\u6b64\u9700\u8981\u5efa\u7acb\u8f93\u51fa\u4fa7\u5ba1\u6838\u673a\u5236\u3002\u4e1a\u52a1\u7cfb\u7edf\u5e94\u6839\u636e\u98ce\u9669\u7b49\u7ea7\u914d\u7f6e\u4eba\u5de5\u590d\u6838\u3001\u89c4\u5219\u8fc7\u6ee4\u548c\u81ea\u52a8\u5316\u6821\u9a8c&#xff0c;\u5e76\u8bb0\u5f55\u6a21\u578b\u8f93\u5165\u8f93\u51fa\u65e5\u5fd7&#xff0c;\u4fbf\u4e8e\u8ffd\u6eaf\u548c\u5ba1\u8ba1\u3002\u5bf9\u9762\u5411\u516c\u4f17\u6216\u9ad8\u98ce\u9669\u573a\u666f\u7684\u8f93\u51fa&#xff0c;\u5e94\u589e\u52a0\u654f\u611f\u8bcd\u8fc7\u6ee4\u3001\u4e8b\u5b9e\u6838\u67e5\u548c\u4eba\u5de5\u5ba1\u6279\u73af\u8282\u3002<\/p>\n<ul>\n<li>\u89c4\u5219\u8fc7\u6ee4&#xff1a;\u62e6\u622a\u8fdd\u6cd5\u3001\u66b4\u529b\u3001\u8272\u60c5\u7b49\u8fdd\u89c4\u5185\u5bb9\u548c\u654f\u611f\u8bcd\u3002<\/li>\n<li>\u4e1a\u52a1\u6821\u9a8c&#xff1a;\u5bf9\u8f93\u51fa\u683c\u5f0f\u3001\u6570\u503c\u8303\u56f4\u3001\u5173\u952e\u5b57\u6bb5\u505a\u4e8c\u6b21\u6821\u9a8c\u3002<\/li>\n<li>\u4eba\u5de5\u590d\u6838&#xff1a;\u9ad8\u98ce\u9669\u7ed3\u8bba\u3001\u5bf9\u5916\u53d1\u5e03\u5185\u5bb9\u6216\u5408\u540c\u6587\u672c\u9700\u4eba\u5de5\u786e\u8ba4\u3002<\/li>\n<li>\u65e5\u5fd7\u5ba1\u8ba1&#xff1a;\u4fdd\u7559\u8bf7\u6c42\u4e0e\u54cd\u5e94\u65e5\u5fd7&#xff0c;\u6ee1\u8db3\u53ef\u8ffd\u6eaf\u548c\u5408\u89c4\u5ba1\u8ba1\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h4>7.4 \u533b\u7597\u4e0e\u6cd5\u5f8b\u573a\u666f\u7684\u5408\u89c4\u8981\u6c42<\/h4>\n<p>\u533b\u7597\u548c\u6cd5\u5f8b\u573a\u666f\u5c5e\u4e8e\u9ad8\u98ce\u9669\u9886\u57df&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u4f9d\u8d56\u6a21\u578b\u8f93\u51fa\u4f5c\u4e3a\u6700\u7ec8\u7ed3\u8bba\u3002\u533b\u7597\u5e94\u7528\u4e2d&#xff0c;\u6a21\u578b\u53ea\u80fd\u4f5c\u4e3a\u8f85\u52a9\u53c2\u8003&#xff0c;\u6700\u7ec8\u8bca\u65ad\u9700\u7531\u5177\u5907\u8d44\u8d28\u7684\u533b\u751f\u786e\u8ba4&#xff1b;\u540c\u65f6\u9075\u5b88\u533b\u7597\u6570\u636e\u9690\u79c1\u3001\u533b\u7597\u5668\u68b0\u8f6f\u4ef6\u548c\u75c5\u5386\u7ba1\u7406\u7b49\u76f8\u5173\u89c4\u5b9a\u3002\u6cd5\u5f8b\u5e94\u7528\u4e2d&#xff0c;\u6a21\u578b\u751f\u6210\u7684\u5408\u540c\u5206\u6790\u3001\u98ce\u9669\u63d0\u793a\u6216\u6cd5\u5f8b\u610f\u89c1\u5e94\u7ecf\u6267\u4e1a\u5f8b\u5e08\u590d\u6838&#xff0c;\u5e76\u660e\u786e\u544a\u77e5\u7528\u6237\u6a21\u578b\u8f93\u51fa\u7684\u8f85\u52a9\u6027\u8d28\u3002<\/p>\n<ul>\n<li>\u533b\u7597\u8f85\u52a9\u8fb9\u754c&#xff1a;\u4ec5\u7528\u4e8e\u8f85\u52a9\u8bca\u65ad\u5efa\u8bae\u548c\u62a5\u544a\u751f\u6210&#xff0c;\u4e0d\u66ff\u4ee3\u533b\u751f\u5224\u65ad\u3002<\/li>\n<li>\u77e5\u60c5\u540c\u610f&#xff1a;\u6d89\u53ca\u60a3\u8005\u6570\u636e\u65f6\u53d6\u5f97\u5408\u6cd5\u6388\u6743&#xff0c;\u5e76\u9075\u5b88\u533b\u9662\u6570\u636e\u7ba1\u7406\u5236\u5ea6\u3002<\/li>\n<li>\u6cd5\u5f8b\u610f\u89c1\u590d\u6838&#xff1a;\u7531\u6267\u4e1a\u5f8b\u5e08\u5bf9\u5408\u540c\u5ba1\u67e5\u3001\u5408\u89c4\u5206\u6790\u7b49\u7ed3\u8bba\u8fdb\u884c\u590d\u6838\u3002<\/li>\n<li>\u98ce\u9669\u63d0\u793a&#xff1a;\u5728\u8f93\u51fa\u4e2d\u660e\u786e\u6807\u6ce8\u300c\u6a21\u578b\u8f85\u52a9\u751f\u6210&#xff0c;\u4ec5\u4f9b\u4e13\u4e1a\u590d\u6838\u53c2\u8003\u300d\u3002<\/li>\n<\/ul>\n<h3>8. \u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<p>GPT-6 Astra \u4ee3\u8868\u4e86\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u6df1\u5ea6\u3001\u591a\u6a21\u6001\u878d\u5408\u548c\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u4e0a\u7684\u524d\u6cbf\u6c34\u5e73\u3002\u4ece\u4ee3\u7801\u4ed3\u5e93\u7ea7\u7f3a\u9677\u5b9a\u4f4d\u5230\u533b\u5b66\u5f71\u50cf\u8f85\u52a9\u5206\u6790&#xff0c;\u4ece\u8d85\u957f\u5408\u540c\u5ba1\u67e5\u5230\u79d1\u7814\u6587\u732e\u7efc\u8ff0&#xff0c;\u771f\u5b9e\u6848\u4f8b\u8868\u660e\u5b83\u5df2\u7ecf\u80fd\u591f\u5728\u9ad8\u4ef7\u503c\u573a\u666f\u4e2d\u521b\u9020\u53ef\u91cf\u5316\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n<p>\u968f\u7740\u63a8\u7406\u65f6\u8ba1\u7b97\u6269\u5c55\u3001\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u7b49\u6280\u672f\u7684\u6301\u7eed\u6f14\u8fdb&#xff0c;\u53ef\u4ee5\u9884\u89c1 GPT-6 Astra \u5c06\u5728\u66f4\u591a\u4e13\u4e1a\u9886\u57df\u91ca\u653e\u6f5c\u529b&#xff0c;\u6210\u4e3a\u63a8\u52a8\u5404\u884c\u4e1a\u667a\u80fd\u5316\u8f6c\u578b\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h3>9. \u53c2\u8003\u8d44\u6599<\/h3>\n<p>\u672c\u6587\u5f15\u7528\u7684\u6570\u636e\u4e0e\u6848\u4f8b\u6765\u6e90\u5982\u4e0b&#xff0c;\u4f9b\u8bfb\u8005\u8fdb\u4e00\u6b65\u67e5\u9605\u4e0e\u6838\u9a8c\u3002<\/p>\n<li>OpenAI \u5b98\u65b9\u6280\u672f\u62a5\u544a&#xff1a;\u300aGPT-6 Astra Technical Report\u300b&#xff0c;\u6db5\u76d6 MMLU\u3001HumanEval \u7b49\u57fa\u51c6\u8bc4\u6d4b\u6570\u636e\u4e0e\u6a21\u578b\u67b6\u6784\u8bf4\u660e\u3002\u8bbf\u95ee\u94fe\u63a5&#xff1a;https:\/\/openai.com\/research\/gpt-6-astra&#xff0c;\u8bbf\u95ee\u65e5\u671f&#xff1a;2026 \u5e74 9 \u6708 11 \u65e5\u3002<\/li>\n<li>LMArena \u7b2c\u4e09\u65b9\u8bc4\u6d4b\u5e73\u53f0&#xff1a;RULER \u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u57fa\u51c6\u516c\u5f00\u699c\u5355\u4e0e\u5b66\u672f\u590d\u73b0\u6570\u636e\u3002\u8bbf\u95ee\u94fe\u63a5&#xff1a;https:\/\/lmarena.ai\/leaderboard&#xff0c;\u8bbf\u95ee\u65e5\u671f&#xff1a;2026 \u5e74 9 \u6708 11 \u65e5\u3002<\/li>\n<li>\u4e09\u7532\u533b\u9662\u5408\u4f5c\u8bd5\u70b9\u9879\u76ee\u516c\u5f00\u4fe1\u606f&#xff1a;\u80ba\u90e8 CT \u5f71\u50cf\u4e0e\u75c5\u5386\u6587\u672c\u8054\u5408\u8bca\u65ad\u8bd5\u70b9\u9879\u76ee\u8bf4\u660e&#xff0c;\u542b\u80ba\u7ed3\u8282\u826f\u6076\u6027\u5224\u65ad\u4e00\u81f4\u6027 91% \u7684\u516c\u5f00\u62a5\u9053\u3002\u8bbf\u95ee\u94fe\u63a5&#xff1a;https:\/\/openai.com\/customer-stories\/medical-imaging&#xff0c;\u8bbf\u95ee\u65e5\u671f&#xff1a;2026 \u5e74 9 \u6708 11 \u65e5\u3002<\/li>\n<li>OpenAI API \u6587\u6863&#xff1a;\u6a21\u578b\u63a5\u5165\u3001\u591a\u6a21\u6001\u8f93\u5165\u683c\u5f0f\u3001\u9519\u8bef\u7801\u4e0e\u9650\u6d41\u7b56\u7565\u8bf4\u660e\u3002\u8bbf\u95ee\u94fe\u63a5&#xff1a;https:\/\/platform.openai.com\/docs&#xff0c;\u8bbf\u95ee\u65e5\u671f&#xff1a;2026 \u5e74 9 \u6708 11 \u65e5\u3002<\/li>\n<li>OpenAI \u5b9a\u4ef7\u9875\u9762&#xff1a;GPT-6 Astra \u4e0e GPT-5 \u7684 Token \u8ba1\u8d39\u5355\u4ef7\u8bf4\u660e\u3002\u8bbf\u95ee\u94fe\u63a5&#xff1a;https:\/\/openai.com\/api\/pricing&#xff0c;\u8bbf\u95ee\u65e5\u671f&#xff1a;2026 \u5e74 9 \u6708 11 \u65e5\u3002<\/li>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981&#xff1a;GPT-6 Astra \u662f OpenAI \u65b0\u4e00\u4ee3\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u4ee5\u5f3a\u5927\u63a8\u7406\u80fd\u529b\u3001\u539f\u751f\u591a\u6a21\u6001\u7406\u89e3\u548c\u767e\u4e07\u7ea7\u957f\u4e0a\u4e0b\u6587\u4e3a\u6838\u5fc3\u4f18\u52bf&#xff0c;\u53ef\u4e00\u6b21\u6027\u5206\u6790\u6574\u672c\u4e66\u6216\u5927\u578b\u4ee3\u7801\u4ed3\u5e93\u3002\u771f\u5b9e\u6848\u4f8b\u4e2d&#xff0c;\u5b83 20 \u5206\u949f\u5b9a\u4f4d\u4ee3\u7801\u7f3a\u9677\u3001\u533b\u5b66\u5f71\u50cf\u8f85\u52a9\u5224\u65ad\u4e0e\u4e13\u5bb6\u4e00\u81f4\u6027\u8fbe 91%\u3002\u672c\u6587\u4ece\u67b6\u6784\u521b\u65b0\u5230\u771f\u5b9e\u5e94\u7528&#xff0c;\u5e26\u4f60\u5168\u9762\u4e86\u89e3\u5176\u5f3a\u5927\u4e4b\u5904\u3002<br \/>\n1. \u5f15\u8a00&#xff1a;GPT-6 Astra \u662f\u4ec0\u4e48<br \/>\nGPT-6 Astra \u662f OpenAI \u63a8\u51fa\u7684\u65b0\u4e00<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11820,175,1646,50,323,51],"topic":[],"class_list":["post-105154","post","type-post","status-publish","format-standard","hentry","category-server","tag-atomgit","tag-chatgpt","tag-gpt","tag-50","tag-323","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/105154.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6458\u8981&#xff1a;GPT-6 Astra \u662f OpenAI \u65b0\u4e00\u4ee3\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u4ee5\u5f3a\u5927\u63a8\u7406\u80fd\u529b\u3001\u539f\u751f\u591a\u6a21\u6001\u7406\u89e3\u548c\u767e\u4e07\u7ea7\u957f\u4e0a\u4e0b\u6587\u4e3a\u6838\u5fc3\u4f18\u52bf&#xff0c;\u53ef\u4e00\u6b21\u6027\u5206\u6790\u6574\u672c\u4e66\u6216\u5927\u578b\u4ee3\u7801\u4ed3\u5e93\u3002\u771f\u5b9e\u6848\u4f8b\u4e2d&#xff0c;\u5b83 20 \u5206\u949f\u5b9a\u4f4d\u4ee3\u7801\u7f3a\u9677\u3001\u533b\u5b66\u5f71\u50cf\u8f85\u52a9\u5224\u65ad\u4e0e\u4e13\u5bb6\u4e00\u81f4\u6027\u8fbe 91%\u3002\u672c\u6587\u4ece\u67b6\u6784\u521b\u65b0\u5230\u771f\u5b9e\u5e94\u7528&#xff0c;\u5e26\u4f60\u5168\u9762\u4e86\u89e3\u5176\u5f3a\u5927\u4e4b\u5904\u3002 1. \u5f15\u8a00&#xff1a;GPT-6 Astra \u662f\u4ec0\u4e48 GPT-6 Astra \u662f OpenAI \u63a8\u51fa\u7684\u65b0\u4e00\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/105154.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-14T16:48:22+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/105154.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/105154.html\",\"name\":\"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-14T16:48:22+00:00\",\"dateModified\":\"2026-09-14T16:48:22+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/105154.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/105154.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/105154.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/105154.html","og_locale":"zh_CN","og_type":"article","og_title":"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6458\u8981&#xff1a;GPT-6 Astra \u662f OpenAI \u65b0\u4e00\u4ee3\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u4ee5\u5f3a\u5927\u63a8\u7406\u80fd\u529b\u3001\u539f\u751f\u591a\u6a21\u6001\u7406\u89e3\u548c\u767e\u4e07\u7ea7\u957f\u4e0a\u4e0b\u6587\u4e3a\u6838\u5fc3\u4f18\u52bf&#xff0c;\u53ef\u4e00\u6b21\u6027\u5206\u6790\u6574\u672c\u4e66\u6216\u5927\u578b\u4ee3\u7801\u4ed3\u5e93\u3002\u771f\u5b9e\u6848\u4f8b\u4e2d&#xff0c;\u5b83 20 \u5206\u949f\u5b9a\u4f4d\u4ee3\u7801\u7f3a\u9677\u3001\u533b\u5b66\u5f71\u50cf\u8f85\u52a9\u5224\u65ad\u4e0e\u4e13\u5bb6\u4e00\u81f4\u6027\u8fbe 91%\u3002\u672c\u6587\u4ece\u67b6\u6784\u521b\u65b0\u5230\u771f\u5b9e\u5e94\u7528&#xff0c;\u5e26\u4f60\u5168\u9762\u4e86\u89e3\u5176\u5f3a\u5927\u4e4b\u5904\u3002 1. \u5f15\u8a00&#xff1a;GPT-6 Astra \u662f\u4ec0\u4e48 GPT-6 Astra \u662f OpenAI \u63a8\u51fa\u7684\u65b0\u4e00","og_url":"https:\/\/www.wsisp.com\/helps\/105154.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-14T16:48:22+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"9 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/105154.html","url":"https:\/\/www.wsisp.com\/helps\/105154.html","name":"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-14T16:48:22+00:00","dateModified":"2026-09-14T16:48:22+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/105154.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/105154.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/105154.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u4e00\u6587\u8bfb\u61c2 GPT-6 Astra\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u8868\u5f81\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/105154","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=105154"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/105154\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=105154"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=105154"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=105154"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=105154"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}