{"id":104213,"date":"2026-09-12T02:33:06","date_gmt":"2026-09-11T18:33:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104213.html"},"modified":"2026-09-12T02:33:06","modified_gmt":"2026-09-11T18:33:06","slug":"2026%e5%b9%b49%e6%9c%8811%e6%97%a5%ef%bd%9cchatgpt-pro-codex%ef%bc%9agpt-6-astra-%e6%95%b0%e6%8d%ae%e5%ba%93%e6%80%a7%e8%83%bd%e4%bc%98%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104213.html","title":{"rendered":"2026\u5e749\u670811\u65e5\uff5cChatGPT Pro + Codex\uff1aGPT\u20116 Astra \u6570\u636e\u5e93\u6027\u80fd\u4f18\u5316"},"content":{"rendered":"

\u672c\u6587\u4ee5\u8f6f\u4ef6\u5de5\u7a0b\u4e0e AI \u5f00\u53d1\u5b9e\u8df5\u4e3a\u4e3b，\u4e0d\u8ba8\u8bba\u5145\u503c\u3001\u4ee3\u5145\u3001\u652f\u4ed8\u6e20\u9053\u3001\u5171\u4eab\u8d26\u53f7\u6216\u8d26\u53f7\u4ea4\u6613\u3002\u6839\u636e OpenAI \u5f53\u524d\u516c\u5f00\u8d44\u6599，GPT\u20116 Pro \u7531 GPT\u20116 Astra \u9a71\u52a8；Pro \u53ef\u5728 Chat\u3001ChatGPT Work \u4e0e Codex \u4e2d\u4f7f\u7528 Astra（\u4e0d\u540c\u5165\u53e3\u7684\u5b9e\u9645\u53ef\u7528\u6027\u4ecd\u53ef\u80fd\u968f rollout \u8fdb\u5ea6\u800c\u4e0d\u540c）\u3002Plus \u4e5f\u5305\u542b Astra \u7684 Work\/Codex \u4f7f\u7528，\u4f46 Astra \u7528\u91cf\u76f8\u5bf9\u6709\u9650\u3002\u4f7f\u7528 API key \u8c03\u7528 gpt-6-astra \u5219\u6309 API \u89c4\u5219\u5355\u72ec\u8ba1\u7b97\u3002<\/p>\n

\u6570\u636e\u5e93\u6027\u80fd\u4f18\u5316\u662f\u6700\u5bb9\u6613\u88ab\u201c\u770b\u8d77\u6765\u6b63\u786e\u7684 AI \u5efa\u8bae\u201d\u8bef\u5bfc\u7684\u9886\u57df\u4e4b\u4e00\u3002\u6a21\u578b\u770b\u5230\u6162 SQL \u540e\u5f88\u5bb9\u6613\u5efa\u8bae\u201c\u52a0\u7d22\u5f15\u201d，\u4f46\u771f\u5b9e\u7cfb\u7edf\u53ef\u80fd\u56e0\u4e3a\u5199\u5165\u538b\u529b\u3001\u7d22\u5f15\u9009\u62e9\u6027\u3001\u6392\u5e8f\u3001\u9501\u3001\u4e8b\u52a1\u3001\u7f13\u5b58\u6216\u6570\u636e\u5206\u5e03\u5bfc\u81f4\u95ee\u9898\u3002\u4e00\u4e2a\u7d22\u5f15\u5728\u6d4b\u8bd5\u5e93\u91cc\u52a0\u901f 20 \u500d，\u4e5f\u53ef\u80fd\u5728\u751f\u4ea7\u5199\u5165\u8def\u5f84\u4e0a\u4ea7\u751f\u5de8\u5927\u4ee3\u4ef7\u3002<\/p>\n

\u6240\u4ee5\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u8bb2\u8ba9 GPT\u20116 Astra \u81ea\u52a8\u4f18\u5316 SQL，\u800c\u662f\u8bb2\u5982\u4f55\u8ba9 ChatGPT Pro\u3001Codex \u4e0e GPT\u20116 Astra \u8fdb\u5165\u4e00\u4e2a\u6709\u8bc1\u636e\u3001\u6709\u57fa\u51c6\u3001\u6709\u56de\u6eda\u7684\u6570\u636e\u5e93\u4f18\u5316\u6d41\u7a0b\u3002<\/p>\n

\u4e00\u3001\u7b2c\u4e00\u539f\u5219：\u5148\u6d4b，\u4e0d\u8981\u5148\u731c<\/h3>\n

\u5047\u8bbe\u67e5\u8be2：<\/p>\n

SELECT<\/span> id,<\/span> user_id,<\/span> total_cents,<\/span> created_at
\nFROM<\/span> orders
\nWHERE<\/span> user_id =<\/span> 123<\/span>
\nORDER<\/span> BY<\/span> created_at DESC<\/span>
\nLIMIT<\/span> 50<\/span>;<\/span><\/p>\n

\u4e0d\u8981\u5148\u8bf4\u201c\u9700\u8981\u7d22\u5f15\u201d\u3002<\/p>\n

\u5148\u770b\u6267\u884c\u8ba1\u5212：<\/p>\n

EXPLAIN<\/span> (<\/span>ANALYZE<\/span>,<\/span> BUFFERS)<\/span>
\nSELECT<\/span> id,<\/span> user_id,<\/span> total_cents,<\/span> created_at
\nFROM<\/span> orders
\nWHERE<\/span> user_id =<\/span> 123<\/span>
\nORDER<\/span> BY<\/span> created_at DESC<\/span>
\nLIMIT<\/span> 50<\/span>;<\/span><\/p>\n

\u4f60\u771f\u6b63\u8981\u77e5\u9053：<\/p>\n

\u662f\u5426 Seq Scan？
\n\u626b\u63cf\u591a\u5c11\u884c？
\n\u8fd4\u56de\u591a\u5c11\u884c？
\n\u6392\u5e8f\u662f\u5426\u843d\u76d8？
\nBuffer hit\/read？
\n\u4f30\u7b97\u4e0e\u771f\u5b9e\u884c\u6570\u5dee\u591a\u5c11？<\/p>\n

\u4e8c\u3001\u7d22\u5f15\u5fc5\u987b\u670d\u52a1\u771f\u5b9e\u8bbf\u95ee\u6a21\u5f0f<\/h3>\n

\u9488\u5bf9\u4e0a\u9762\u67e5\u8be2，\u53ef\u80fd\u7684\u7d22\u5f15：<\/p>\n

CREATE<\/span> INDEX<\/span> idx_orders_user_created
\nON<\/span> orders (<\/span>user_id,<\/span> created_at DESC<\/span>)<\/span>;<\/span><\/p>\n

\u4f46\u5982\u679c\u771f\u5b9e\u9ad8\u9891\u67e5\u8be2\u662f：<\/p>\n

WHERE<\/span> status<\/span> =<\/span> 'pending'<\/span>
\nORDER<\/span> BY<\/span> created_at<\/p>\n

\u8bbf\u95ee\u6a21\u5f0f\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n

\u6a21\u578b\u5728\u63a8\u8350\u7d22\u5f15\u524d，\u5e94\u8be5\u770b\u5230\u9ad8\u9891 Query Set，\u800c\u4e0d\u662f\u4e00\u6761\u5b64\u7acb SQL\u3002<\/p>\n

\u4e09\u3001\u4f4e\u9009\u62e9\u6027\u5b57\u6bb5\u8981\u770b\u7ec4\u5408\u4e0e\u90e8\u5206\u7d22\u5f15<\/h3>\n

status \u53ea\u6709\u51e0\u4e2a\u503c：<\/p>\n

paid
\npending
\ncancelled<\/p>\n

\u5355\u72ec\u7d22\u5f15\u4ef7\u503c\u53ef\u80fd\u6709\u9650\u3002<\/p>\n

\u5982\u679c\u7cfb\u7edf\u5927\u91cf\u8bfb\u53d6\u5f85\u5904\u7406\u8ba2\u5355，\u53ef\u4ee5：<\/p>\n

CREATE<\/span> INDEX<\/span> idx_orders_pending_created
\nON<\/span> orders (<\/span>created_at)<\/span>
\nWHERE<\/span> status<\/span> =<\/span> 'pending'<\/span>;<\/span><\/p>\n

Partial Index \u7684\u4ef7\u503c\u6765\u81ea\u771f\u5b9e\u4e1a\u52a1\u8bbf\u95ee\u65b9\u5f0f\u3002GPT\u20116 Astra \u53ef\u4ee5\u63d0\u51fa\u5019\u9009\u65b9\u6848，\u4f46\u5fc5\u987b\u7528\u6267\u884c\u8ba1\u5212\u548c\u6570\u636e\u91cf\u9a8c\u8bc1\u3002<\/p>\n

\u56db\u3001N+1 \u5f80\u5f80\u6bd4 SQL \u672c\u8eab\u66f4\u81f4\u547d<\/h3>\n

\u9519\u8bef：<\/p>\n

orders =<\/span> repo.<\/span>list_orders(<\/span>)<\/span><\/p>\n

for<\/span> order in<\/span> orders:<\/span>
\n order.<\/span>user =<\/span> user_repo.<\/span>get(<\/span>order.<\/span>user_id)<\/span><\/p>\n

100 \u4e2a\u8ba2\u5355\u53ef\u80fd\u4ea7\u751f 101 \u4e2a\u67e5\u8be2\u3002<\/p>\n

\u53ef\u4ee5\u6539 JOIN \u6216 ORM eager loading：<\/p>\n

SELECT<\/span>
\n o.<\/span>id,<\/span>
\n o.<\/span>total_cents,<\/span>
\n u.<\/span>id AS<\/span> user_id,<\/span>
\n u.<\/span>name AS<\/span> user_name
\nFROM<\/span> orders o
\nJOIN<\/span> users u ON<\/span> u.<\/span>id =<\/span> o.<\/span>user_id
\nLIMIT<\/span> 100<\/span>;<\/span><\/p>\n

\u8ba9 Codex Review：<\/p>\n

\u627e\u51fa\u5faa\u73af\u5185\u90e8\u6570\u636e\u5e93\u8bbf\u95ee\u3002
\n\u6bcf\u4e2a\u95ee\u9898\u7ed9\u8c03\u7528\u94fe\u548c\u4f30\u7b97\u67e5\u8be2\u6b21\u6570\u3002
\n\u4e0d\u8981\u53ea\u770b\u5230 repository \u540d\u5b57\u5c31\u65ad\u8a00 N+1\u3002<\/p>\n

\u4e94\u3001\u8fde\u63a5\u6c60\u4e0d\u662f\u8d8a\u5927\u8d8a\u597d<\/h3>\n

\u5f88\u591a\u7cfb\u7edf\u51fa\u73b0\u7b49\u5f85\u540e\u76f4\u63a5：<\/p>\n

pool_size 20 \u2192 200<\/p>\n

\u4f46\u603b\u8fde\u63a5\u6570\u7b49\u4e8e：<\/p>\n

def<\/span> total_connections<\/span>(<\/span>instances,<\/span> pool_size)<\/span>:<\/span>
\n return<\/span> instances *<\/span> pool_size<\/p>\n

print<\/span>(<\/span>total_connections(<\/span>20<\/span>,<\/span> 30<\/span>)<\/span>)<\/span> # 600<\/span><\/p>\n

\u5982\u679c\u6570\u636e\u5e93\u4e0a\u9650 500，\u4f60\u4e0d\u662f\u89e3\u51b3\u7b49\u5f85，\u800c\u662f\u5728\u5236\u9020\u66f4\u5927\u95ee\u9898\u3002<\/p>\n

\u4e00\u8d77\u770b：<\/p>\n

\u670d\u52a1\u5b9e\u4f8b\u6570
\n\u6bcf\u5b9e\u4f8b pool
\n\u6570\u636e\u5e93 max connections
\n\u5e73\u5747 query latency
\n\u8fde\u63a5\u7b49\u5f85\u65f6\u95f4<\/p>\n

\u516d\u3001\u4e8b\u52a1\u8d8a\u957f，\u9501\u98ce\u9669\u8d8a\u9ad8<\/h3>\n

\u5371\u9669：<\/p>\n

with<\/span> transaction(<\/span>)<\/span>:<\/span>
\n order =<\/span> load_order(<\/span>)<\/span>
\n call_external_payment_api(<\/span>)<\/span>
\n update_order(<\/span>)<\/span><\/p>\n

\u5916\u90e8 API \u53ef\u80fd\u51e0\u79d2\u751a\u81f3\u51e0\u5341\u79d2\u3002<\/p>\n

\u66f4\u5408\u7406\u7684\u8bbe\u8ba1\u901a\u5e38\u662f：<\/p>\n

\u4e8b\u52a1 A：\u521b\u5efa payment intent
\n\u63d0\u4ea4
\n\u8c03\u7528\u5916\u90e8\u670d\u52a1
\n\u4e8b\u52a1 B：\u66f4\u65b0\u7ed3\u679c<\/p>\n

\u4f46\u8fd9\u4f1a\u5f15\u5165\u5e42\u7b49\u3001\u8865\u507f\u548c\u72b6\u6001\u673a\u95ee\u9898\u3002\u6570\u636e\u5e93\u6027\u80fd\u4f18\u5316\u7ecf\u5e38\u4e0d\u662f\u5355\u7eaf SQL \u6280\u5de7，\u800c\u662f\u67b6\u6784\u95ee\u9898\u3002<\/p>\n

\u4e03\u3001\u9501\u7b49\u5f85\u5fc5\u987b\u7528\u6570\u636e\u5e93\u8bc1\u636e\u786e\u8ba4<\/h3>\n

\u4e0d\u8981\u53ea\u51ed\u201c\u8bf7\u6c42\u5f88\u6162\u201d\u5224\u65ad\u9501\u95ee\u9898\u3002<\/p>\n

\u771f\u6b63\u8981\u56de\u7b54：<\/p>\n

\u8c01\u5728\u7b49\u5f85？
\n\u7b49\u4ec0\u4e48？
\n\u8c01\u6301\u6709\u9501？
\n\u4e8b\u52a1\u5df2\u7ecf\u591a\u4e45？
\n\u5bf9\u5e94 SQL \u662f\u4ec0\u4e48？<\/p>\n

GPT\u20116 Astra \u53ef\u4ee5\u5e2e\u52a9\u628a\u9501\u94fe\u548c\u8bf7\u6c42\u65f6\u95f4\u7ebf\u6574\u7406\u51fa\u6765，\u4f46\u4e0d\u80fd\u5728\u6ca1\u6709\u6570\u636e\u5e93\u8bc1\u636e\u65f6\u76f4\u63a5\u5ba3\u5e03\u67d0\u4e2a\u4e8b\u52a1\u662f\u6839\u56e0\u3002<\/p>\n

\u516b\u3001\u5927\u8868\u5206\u9875\u4f18\u5148\u8003\u8651 Keyset<\/h3>\n

Offset：<\/p>\n

SELECT<\/span> *<\/span>
\nFROM<\/span> orders
\nORDER<\/span> BY<\/span> id
\nLIMIT<\/span> 50<\/span> OFFSET<\/span> 1000000<\/span>;<\/span><\/p>\n

\u6570\u636e\u5e93\u4ecd\u7136\u9700\u8981\u8de8\u8fc7\u5927\u91cf\u8bb0\u5f55\u3002<\/p>\n

Keyset：<\/p>\n

SELECT<\/span> *<\/span>
\nFROM<\/span> orders
\nWHERE<\/span> id ><\/span> 1000000<\/span>
\nORDER<\/span> BY<\/span> id
\nLIMIT<\/span> 50<\/span>;<\/span><\/p>\n

\u5982\u679c\u4e1a\u52a1\u5141\u8bb8\u8fde\u7eed\u6e38\u6807，\u8fd9\u79cd\u65b9\u5f0f\u901a\u5e38\u66f4\u9002\u5408\u5927\u6570\u636e\u91cf\u3002<\/p>\n

\u5982\u679c\u4ea7\u54c1\u5fc5\u987b\u5141\u8bb8\u201c\u8df3\u5230\u7b2c 20000 \u9875\u201d，\u5219\u9700\u8981\u91cd\u65b0\u5206\u6790\u771f\u6b63\u9700\u6c42，\u800c\u4e0d\u662f\u53ea\u4f18\u5316 SQL\u3002<\/p>\n

\u4e5d\u3001\u7f13\u5b58\u4e0d\u662f\u6162\u67e5\u8be2\u7684\u9ed8\u8ba4\u7b54\u6848<\/h3>\n

\u7f13\u5b58\u4f1a\u5e26\u6765：<\/p>\n

\u5931\u6548
\n\u4e00\u81f4\u6027
\n\u70ed\u70b9
\n\u7a7f\u900f
\n\u96ea\u5d29
\n\u989d\u5916\u8fd0\u7ef4<\/p>\n

\u5982\u679c SQL \u901a\u8fc7\u6b63\u786e\u7d22\u5f15\u4ece 800ms \u964d\u5230 8ms，\u5c31\u4e0d\u4e00\u5b9a\u9700\u8981\u589e\u52a0 Redis\u3002<\/p>\n

\u63a8\u8350\u987a\u5e8f：<\/p>\n

\u786e\u8ba4\u95ee\u9898
\n\u2192 \u4f18\u5316\u8bbf\u95ee\u65b9\u5f0f
\n\u2192 \u4f18\u5316 SQL \/ \u7d22\u5f15
\n\u2192 \u518d\u8bc4\u4f30\u7f13\u5b58<\/p>\n

\u5341\u3001\u4f18\u5316\u4e00\u5b9a\u8981\u6709\u53ef\u91cd\u590d Benchmark<\/h3>\n

import<\/span> time<\/p>\n

def<\/span> benchmark<\/span>(<\/span>fn,<\/span> rounds=<\/span>50<\/span>)<\/span>:<\/span>
\n values =<\/span> [<\/span>]<\/span><\/p>\n

for<\/span> _ in<\/span> range<\/span>(<\/span>rounds)<\/span>:<\/span>
\n start =<\/span> time.<\/span>perf_counter(<\/span>)<\/span>
\n fn(<\/span>)<\/span>
\n values.<\/span>append(<\/span>
\n time.<\/span>perf_counter(<\/span>)<\/span> –<\/span> start
\n )<\/span><\/p>\n

return<\/span> sorted<\/span>(<\/span>values)<\/span><\/p>\n

\u5355\u673a\u7ed3\u679c\u4e0d\u4ee3\u8868\u751f\u4ea7，\u81f3\u5c11\u8bb0\u5f55：<\/p>\n

\u6570\u636e\u91cf
\n\u51b7\u7f13\u5b58\/\u70ed\u7f13\u5b58
\n\u5e76\u53d1\u6570
\nP50\/P95\/P99
\n\u6570\u636e\u5e93\u7248\u672c
\n\u786c\u4ef6\u73af\u5883<\/p>\n

\u5426\u5219\u201c\u4f18\u5316\u524d\u540e\u201d\u65e0\u6cd5\u516c\u5e73\u6bd4\u8f83\u3002<\/p>\n

\u5341\u4e00\u3001\u6162\u67e5\u8be2\u53ef\u80fd\u6765\u81ea\u9519\u8bef\u7684\u7edf\u8ba1\u4fe1\u606f<\/h3>\n

\u6267\u884c\u8ba1\u5212\u4e25\u91cd\u4f4e\u4f30\u6216\u9ad8\u4f30\u884c\u6570\u65f6，\u4f18\u5316\u5668\u53ef\u80fd\u505a\u51fa\u9519\u8bef\u9009\u62e9\u3002<\/p>\n

\u6240\u4ee5\u770b\u5230：<\/p>\n

estimated rows = 10
\nactual rows = 200000<\/p>\n

\u4e0d\u8981\u7acb\u523b\u5f00\u59cb\u6539\u4e1a\u52a1\u4ee3\u7801\u3002<\/p>\n

\u5148\u68c0\u67e5\u7edf\u8ba1\u4fe1\u606f\u3001\u6570\u636e\u503e\u659c\u548c\u5b57\u6bb5\u76f8\u5173\u6027\u3002<\/p>\n

\u6a21\u578b\u53ef\u4ee5\u5e2e\u4f60\u9605\u8bfb Plan，\u4f46\u6570\u636e\u5e93\u4f18\u5316\u5668\u7684\u771f\u5b9e\u9009\u62e9\u624d\u662f\u8bc1\u636e\u3002<\/p>\n

\u5341\u4e8c\u3001SELECT * \u4e0d\u662f\u6c38\u8fdc\u9519\u8bef，\u4f46\u8981\u77e5\u9053\u4ee3\u4ef7<\/h3>\n

\u5982\u679c\u53ea\u9700\u8981：<\/p>\n

id
\nstatus
\ncreated_at<\/p>\n

\u5374\u67e5\u8be2 30 \u4e2a\u5927\u5b57\u6bb5，\u53ef\u80fd\u589e\u52a0：<\/p>\n

\u7f51\u7edc\u4f20\u8f93
\nBuffer
\n\u5e8f\u5217\u5316
\n\u5e94\u7528\u5185\u5b58<\/p>\n

\u5c24\u5176\u5305\u542b JSON\/BLOB \u65f6\u66f4\u660e\u663e\u3002<\/p>\n

\u6240\u4ee5\u9ad8\u9891\u63a5\u53e3\u5e94\u8be5\u660e\u786e Projection：<\/p>\n

SELECT<\/span> id,<\/span> status<\/span>,<\/span> created_at
\nFROM<\/span> orders
\nWHERE<\/span> .<\/span>.<\/span>.<\/span><\/p>\n

\u5341\u4e09\u3001\u7d22\u5f15\u4e5f\u6709\u5199\u5165\u6210\u672c<\/h3>\n

\u6bcf\u65b0\u589e\u4e00\u4e2a\u7d22\u5f15，INSERT\/UPDATE \u90fd\u53ef\u80fd\u591a\u4e00\u4efd\u7ef4\u62a4\u6210\u672c\u3002<\/p>\n

\u6240\u4ee5 PR \u4e0d\u80fd\u53ea\u5199：<\/p>\n

\u67e5\u8be2\u5feb\u4e86 10 \u500d\u3002<\/p>\n

\u8fd8\u5e94\u8be5\u8bf4\u660e：<\/p>\n

\u7d22\u5f15\u5927\u5c0f
\n\u5199\u5165\u541e\u5410\u5f71\u54cd
\n\u662f\u5426\u589e\u52a0 VACUUM\/\u7ef4\u62a4\u6210\u672c
\n\u662f\u5426\u548c\u73b0\u6709\u7d22\u5f15\u91cd\u590d<\/p>\n

\u6709\u65f6\u771f\u6b63\u9700\u8981\u7684\u662f\u5220\u9664\u91cd\u590d\u7d22\u5f15，\u800c\u4e0d\u662f\u7ee7\u7eed\u589e\u52a0\u3002<\/p>\n

\u5341\u56db\u3001Schema Migration \u5fc5\u987b\u72ec\u7acb\u8bbe\u8ba1<\/h3>\n

\u5927\u8868\u52a0\u7d22\u5f15\u3001\u6539\u7c7b\u578b\u3001\u52a0 NOT NULL \u90fd\u53ef\u80fd\u5e26\u6765\u9501\u6216\u957f\u65f6\u95f4\u6267\u884c\u3002<\/p>\n

\u9700\u8981\u8003\u8651：<\/p>\n

\u5728\u7ebf DDL
\n\u9501\u65f6\u95f4
\n\u590d\u5236\u5ef6\u8fdf
\n\u78c1\u76d8\u589e\u957f
\n\u56de\u6eda
\n\u7070\u5ea6<\/p>\n

\u4e0d\u8981\u8ba9\u6a21\u578b\u5728\u4e0d\u77e5\u9053\u751f\u4ea7\u6570\u636e\u91cf\u65f6\u751f\u6210\u4e00\u53e5\u201c\u6267\u884c\u4ee5\u4e0b ALTER \u5373\u53ef\u201d\u3002<\/p>\n

\u5341\u4e94\u3001Codex \u6700\u9002\u5408\u505a\u8bc1\u636e\u9a71\u52a8\u7684\u6570\u636e\u5e93 PR<\/h3>\n

\u4efb\u52a1：<\/p>\n

\u76ee\u6807：\u4f18\u5316\u8ba2\u5355\u5217\u8868\u67e5\u8be2\u3002<\/p>\n

\u7b2c\u4e00\u9636\u6bb5\u53ea\u5206\u6790：
\n– SQL\/ORM \u5165\u53e3；
\n– \u5f53\u524d\u7d22\u5f15；
\n– \u76f8\u5173\u6d4b\u8bd5；
\n– N+1 \u98ce\u9669；
\n– pagination\u3002<\/p>\n

\u7b2c\u4e8c\u9636\u6bb5：
\n– \u4e0d\u6539\u53d8 API；
\n– \u4e0d\u6dfb\u52a0\u7f13\u5b58；
\n– \u4e0d\u505a destructive migration；
\n– \u65b0\u7d22\u5f15\u5fc5\u987b\u6709 migration；
\n– \u589e\u52a0 benchmark \u8bf4\u660e；
\n– \u8dd1\u76f8\u5173\u6d4b\u8bd5\u3002<\/p>\n

\u8fd9\u79cd\u4efb\u52a1\u6bd4\u201c\u6570\u636e\u5e93\u592a\u6162\u5e2e\u6211\u4f18\u5316\u201d\u53ef\u9760\u5f97\u591a\u3002<\/p>\n

\u5341\u516d\u3001\u6027\u80fd\u56de\u5f52\u4e5f\u5e94\u8be5\u8fdb\u5165 CI<\/h3>\n

\u4e0d\u662f\u6bcf\u4e2a\u9879\u76ee\u90fd\u9002\u5408\u5728 CI \u8dd1\u5b8c\u6574\u6570\u636e\u5e93 Benchmark，\u4f46\u81f3\u5c11\u53ef\u4ee5\u4fdd\u62a4\u660e\u663e\u9000\u5316：<\/p>\n

def<\/span> test_query_count_not_explode<\/span>(<\/span>client,<\/span> query_counter)<\/span>:<\/span>
\n client.<\/span>get(<\/span>"\/orders"<\/span>)<\/span><\/p>\n

assert<\/span> query_counter.<\/span>count <=<\/span> 5<\/span><\/p>\n

\u6216\u8005\u56fa\u5b9a\u96c6\u6210\u6d4b\u8bd5\u6570\u636e，\u76d1\u63a7\u5173\u952e\u8bf7\u6c42\u67e5\u8be2\u6570\u91cf\u3002<\/p>\n

\u8fd9\u6837\u4ee5\u540e Codex \u91cd\u6784\u4e1a\u52a1\u5c42\u65f6，\u4e0d\u5bb9\u6613\u6084\u6084\u628a JOIN \u6539\u56de N+1\u3002<\/p>\n

\u5341\u4e03\u3001\u4e3a\u4ec0\u4e48\u6570\u636e\u5e93\u4efb\u52a1\u5f88\u9002\u5408 Pro<\/h3>\n

\u771f\u5b9e\u6027\u80fd\u4efb\u52a1\u901a\u5e38\u7ecf\u5386：<\/p>\n

\u8bfb\u4ee3\u7801
\n\u627e SQL
\n\u770b schema
\n\u8bfb\u6267\u884c\u8ba1\u5212
\n\u8bbe\u8ba1\u7d22\u5f15
\n\u5199 migration
\n\u8dd1\u6d4b\u8bd5
\n\u505a benchmark
\nReview<\/p>\n

\u8fd9\u662f\u4e00\u4e2a\u957f\u4efb\u52a1\u800c\u4e0d\u662f\u4e00\u6b21\u95ee\u7b54\u3002\u5bf9\u4e8e\u7ecf\u5e38\u7ef4\u62a4\u540e\u7aef\u3001\u6570\u636e\u5e93\u548c\u5927\u578b\u4ed3\u5e93\u7684\u4eba，Pro + Codex + GPT\u20116 Astra \u66f4\u9002\u5408\u4f5c\u4e3a\u6301\u7eed\u5de5\u7a0b\u73af\u5883\u3002<\/p>\n

\u5341\u516b\u3001\u4e00\u4e2a\u6570\u636e\u5e93 Review Prompt<\/h3>\n

\u53ea\u5ba1\u67e5\u5f53\u524d PR \u7684\u6570\u636e\u5e93\u6027\u80fd\u5f71\u54cd\u3002<\/p>\n

\u68c0\u67e5：
\n1. \u65b0\u67e5\u8be2\u662f\u5426\u6709\u754c；
\n2. \u662f\u5426\u51fa\u73b0 N+1；
\n3. \u662f\u5426\u65b0\u589e\u5168\u8868\u626b\u63cf\u98ce\u9669；
\n4. \u662f\u5426\u6269\u5927\u4e8b\u52a1；
\n5. \u662f\u5426\u6539\u53d8\u7d22\u5f15；
\n6. migration \u662f\u5426\u53ef\u56de\u6eda；
\n7. \u662f\u5426\u6709 explain \/ benchmark \u8bc1\u636e\u3002<\/p>\n

\u6ca1\u6709\u8bc1\u636e\u5c31\u5199\u201c\u9700\u8981\u9a8c\u8bc1\u201d，\u4e0d\u8981\u65ad\u8a00\u3002<\/p>\n

\u7ed3\u8bed<\/h3>\n

\u6570\u636e\u5e93\u6027\u80fd\u4e0d\u662f SQL \u5199\u5f97\u6f02\u4eae\u5c31\u591f\u4e86\u3002\u53ef\u9760\u4f18\u5316\u4e00\u5b9a\u6765\u81ea：<\/p>\n

\u771f\u5b9e\u67e5\u8be2
\n\u771f\u5b9e\u6267\u884c\u8ba1\u5212
\n\u771f\u5b9e\u6570\u636e\u89c4\u6a21
\n\u771f\u5b9e\u57fa\u51c6<\/p>\n

GPT\u20116 Astra \u80fd\u5e2e\u52a9\u7406\u89e3\u590d\u6742\u6267\u884c\u8def\u5f84，Codex \u80fd\u628a\u4fee\u6539\u843d\u5230\u4ee3\u7801\u3001\u6d4b\u8bd5\u548c migration，\u4f46\u6700\u7ec8\u5fc5\u987b\u8ba9\u6570\u636e\u5e93\u81ea\u5df1\u7ed9\u51fa\u8bc1\u636e\u3002<\/p>\n

\u5bf9\u91cd\u5ea6\u540e\u7aef\u5f00\u53d1\u8005\u6765\u8bf4，\u8fd9\u4e5f\u662f Pro \u5de5\u4f5c\u6d41\u6bd4\u5355\u7eaf\u804a\u5929\u66f4\u6709\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u672c\u6587\u4ee5\u8f6f\u4ef6\u5de5\u7a0b\u4e0e AI \u5f00\u53d1\u5b9e\u8df5\u4e3a\u4e3b，\u4e0d\u8ba8\u8bba\u5145\u503c\u3001\u4ee3\u5145\u3001\u652f\u4ed8\u6e20\u9053\u3001\u5171\u4eab\u8d26\u53f7\u6216\u8d26\u53f7\u4ea4\u6613\u3002\u6839\u636e OpenAI \u5f53\u524d\u516c\u5f00\u8d44\u6599，GPT\u20116 Pro \u7531 GPT\u20116 Astra \u9a71\u52a8；Pro \u53ef\u5728 Chat\u3001ChatGPT Work \u4e0e Codex \u4e2d\u4f7f\u7528 Astra（\u4e0d\u540c\u5165\u53e3\u7684\u5b9e\u9645\u53ef\u7528\u6027\u4ecd\u53ef\u80fd\u968f rollout \u8fdb\u5ea6\u800c\u4e0d\u540c）\u3002Plus \u4e5f\u5305\u542b Astra \u7684 Work\/Codex \u4f7f\u7528，\u4f46 Astra<\/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":[175,1646,100],"topic":[],"class_list":["post-104213","post","type-post","status-publish","format-standard","hentry","category-server","tag-chatgpt","tag-gpt","tag-100"],"yoast_head":"\n2026\u5e749\u670811\u65e5\uff5cChatGPT Pro + Codex\uff1aGPT\u20116 Astra \u6570\u636e\u5e93\u6027\u80fd\u4f18\u5316 - \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\/104213.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2026\u5e749\u670811\u65e5\uff5cChatGPT Pro + Codex\uff1aGPT\u20116 Astra \u6570\u636e\u5e93\u6027\u80fd\u4f18\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6587\u4ee5\u8f6f\u4ef6\u5de5\u7a0b\u4e0e AI \u5f00\u53d1\u5b9e\u8df5\u4e3a\u4e3b，\u4e0d\u8ba8\u8bba\u5145\u503c\u3001\u4ee3\u5145\u3001\u652f\u4ed8\u6e20\u9053\u3001\u5171\u4eab\u8d26\u53f7\u6216\u8d26\u53f7\u4ea4\u6613\u3002\u6839\u636e OpenAI \u5f53\u524d\u516c\u5f00\u8d44\u6599，GPT\u20116 Pro \u7531 GPT\u20116 Astra \u9a71\u52a8；Pro \u53ef\u5728 Chat\u3001ChatGPT Work \u4e0e Codex \u4e2d\u4f7f\u7528 Astra（\u4e0d\u540c\u5165\u53e3\u7684\u5b9e\u9645\u53ef\u7528\u6027\u4ecd\u53ef\u80fd\u968f rollout \u8fdb\u5ea6\u800c\u4e0d\u540c）\u3002Plus \u4e5f\u5305\u542b Astra \u7684 Work\/Codex \u4f7f\u7528，\u4f46 Astra\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/104213.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-11T18:33:06+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=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/104213.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/104213.html\",\"name\":\"2026\u5e749\u670811\u65e5\uff5cChatGPT Pro + Codex\uff1aGPT\u20116 Astra \u6570\u636e\u5e93\u6027\u80fd\u4f18\u5316 - 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