{"id":198,"date":"2026-06-10T16:16:42","date_gmt":"2026-06-10T08:16:42","guid":{"rendered":"https:\/\/www.mianka.xyz\/?p=198"},"modified":"2026-06-10T16:16:55","modified_gmt":"2026-06-10T08:16:55","slug":"%e5%b8%b8%e8%a7%81-ai-%e7%bc%96%e7%a8%8b%e5%b7%a5%e5%85%b7%e9%81%bf%e5%9d%91%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.mianka.xyz\/?p=198","title":{"rendered":"\u5e38\u89c1 AI \u7f16\u7a0b\u5de5\u5177\u907f\u5751\u6307\u5357"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">WEB\u9879\u76ee\u5730\u5740\uff1a<a href=\"https:\/\/shop.mianka.xyz\/\">AI\u667a\u80fd\u5546\u54c1\u5bfc\u8d2d\u7cfb\u7edf<\/a><br>\u5b89\u5353APP\u4e0b\u8f7d\u5730\u5740\uff1a<a href=\"https:\/\/www.mianka.xyz\/app-release.apk\">\u7cbe\u6253\u7ec6\u7b97<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u662f\u4e0d\u662f\u4e5f\u8fd9\u6837\uff1a\u5237\u5230\u522b\u4eba\u7528 AI \u5199\u4ee3\u7801\u6548\u7387\u7ffb\u500d\uff0c\u5174\u51b2\u51b2\u88c5\u4e86\u4e00\u5806\u5de5\u5177\uff0c\u7ed3\u679c\u81ea\u5df1\u4e00\u7528\u5c31\u5404\u79cd\u7ffb\u8f66\u2014\u2014\u8981\u4e48\u62a5\u9519\u770b\u4e0d\u61c2\uff0c\u8981\u4e48\u751f\u6210\u7684\u4ee3\u7801\u8dd1\u4e0d\u8d77\u6765\uff0c\u6700\u60e8\u7684\u662f\u6298\u817e\u534a\u5929\u53d1\u73b0 API \u6ca1\u901a\u2026\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u522b\u614c\uff0c\u4f60\u4e0d\u662f\u4e00\u4e2a\u4eba\u3002\u4eca\u5929\u8fd9\u7bc7\u5c31\u662f\u7ed9\u65b0\u624b\u8e29\u5751\u7528\u7684\uff0c\u6211\u628a\u81ea\u5df1\u548c\u8eab\u8fb9\u4eba\u8e29\u8fc7\u7684 20 \u591a\u4e2a\u5751\u6574\u7406\u6210 10 \u7c7b\uff0c\u4f60\u5bf9\u7740\u770b\uff0c\u80fd\u5c11\u8d70\u4e00\u4e2a\u6708\u5f2f\u8def\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2460 \u5f00\u59cb\u4e4b\u524d\uff1a\u5148\u68c0\u67e5\u4f60\u7684\u73af\u5883<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u4eba\u7b2c\u4e00\u6b65\u5c31\u683d\u4e86\u2014\u2014\u770b\u6559\u7a0b\u91cc\u8bf4\u201c\u4e00\u952e\u5b89\u88c5\u201d\uff0c\u70b9\u4e86\u4e4b\u540e\u7b49\u534a\u5929\u53d1\u73b0\u7f3a\u8fd9\u7f3a\u90a3\u3002\u63d0\u524d\u82b1 5 \u5206\u949f\u68c0\u67e5\uff0c\u6bd4\u6298\u817e\u4e24\u5c0f\u65f6\u5212\u7b97\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5fc5\u67e5\u6e05\u5355\uff08\u5bf9\u7740\u6253\u94a9\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u786c\u4ef6\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u5b58\uff1a\u672c\u5730\u8dd1 7B \u6a21\u578b\u81f3\u5c11\u8981 8GB\uff0c13B \u8981 16GB\uff0c\u8dd1 70B \u7684\u4f60\u5c31\u522b\u60f3\u4e86\uff0c\u8001\u8001\u5b9e\u5b9e\u7528 API<\/li>\n\n\n\n<li>\u663e\u5361\uff1aNVIDIA \u663e\u5361\u4f18\u5148\uff0c\u663e\u5b58\u4f4e\u4e8e 4GB \u5c31\u522b\u672c\u5730\u8dd1\u5927\u6a21\u578b\u4e86\uff0c\u4f1a\u5361\u5230\u6000\u7591\u4eba\u751f<\/li>\n\n\n\n<li>\u786c\u76d8\uff1a\u81f3\u5c11\u7559 20GB \u7a7a\u95f4\uff08\u6a21\u578b\u6587\u4ef6\u52a8\u4e0d\u52a8\u5c31 5-10GB\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8f6f\u4ef6\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.mianka.xyz\/?cat=3\" rel=\"noopener\" class=\"smart-seo-link\">Python<\/a> 3.10 \u6216 3.11\uff08\u5f88\u591a\u5de5\u5177\u8fd8\u6ca1\u9002\u914d 3.12\uff0c\u88c5\u4e86\u4f1a\u62a5\u9519\uff09<\/li>\n\n\n\n<li>Git\uff08\u4f1a <code>git clone<\/code> \u5c31\u884c\uff09<\/li>\n\n\n\n<li>CUDA \u9a71\u52a8\uff08\u7528 NVIDIA \u663e\u5361\u7684\u8bdd\uff0c\u8fd0\u884c <code>nvidia-smi<\/code> \u770b\u770b\u7248\u672c\uff0c\u8981 11.8 \u4ee5\u4e0a\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u600e\u4e48\u5feb\u901f\u68c0\u67e5\uff1f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f00\u4e2a\u547d\u4ee4\u884c\uff08Windows \u7528 PowerShell\uff0cMac \u7528\u7ec8\u7aef\uff09<\/li>\n\n\n\n<li>\u8f93 <code>python --version<\/code> \u770b\u7248\u672c<\/li>\n\n\n\n<li>\u8f93 <code>nvidia-smi<\/code> \u770b\u663e\u5361\uff08\u6ca1\u88c5\u9a71\u52a8\u4f1a\u62a5\u9519\uff0c\u88c5\u5c31\u5b8c\u4e86\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u7528\u7684\u662f VSCode + Copilot \u8fd9\u7c7b\u4e91\u670d\u52a1\uff0c\u786c\u4ef6\u4e0d\u7528\u7ba1\uff0c\u4f46\u7f51\u7edc\u4f60\u5f97\u770b\u4e00\u773c\u2014\u2014\u540e\u9762\u4f1a\u8bb2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2461 \u672c\u5730\u90e8\u7f72\u6a21\u578b\uff1a\u8fd9 5 \u4e2a\u5751\u6700\u5751<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u5730\u8dd1\u6a21\u578b\u770b\u8d77\u6765\u9177\uff0c\u5b9e\u9645\u4e0a\u65b0\u624b\u5341\u6709\u516b\u4e5d\u8981\u683d\u3002\u5148\u7ed9\u4f60\u6253\u9884\u9632\u9488\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57511\uff1a\u4e0b\u8f7d\u6a21\u578b\u4e0d\u77e5\u9053\u653e\u54ea<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u6559\u7a0b\u8bf4\u201c\u7528 Ollama \u62c9\u53d6\u6a21\u578b\u201d\uff0c\u4f60\u76f4\u63a5 <code>ollama pull llama3<\/code> \u7b49\u534a\u5929\uff0c\u7ed3\u679c\u4e0b\u6b21\u60f3\u7528\u627e\u4e0d\u5230\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6b63\u786e\u505a\u6cd5\uff1a<\/strong> Ollama \u9ed8\u8ba4\u628a\u6a21\u578b\u653e <code>~\/.ollama\/models\/<\/code>\uff08Mac\/Linux\uff09\u6216 <code>C:\\Users\\\u4f60\u7684\u7528\u6237\u540d\\.ollama\\models<\/code>\uff08Windows\uff09\u3002\u522b\u632a\u5b83\uff0c\u632a\u4e86\u5c31\u4e0d\u8ba4\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57512\uff1a\u6a21\u578b\u4e0b\u8f7d\u4e00\u534a\u65ad\u7f51<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6587\u4ef6\u51e0\u4e2a G\uff0c\u4e0b\u5230 90% \u65ad\u4e86\uff0c\u6709\u4e9b\u5de5\u5177\u4e0d\u4f1a\u65ad\u70b9\u7eed\u4f20\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong> \u7528 <code>ollama pull<\/code> \u5176\u5b9e\u652f\u6301\u7eed\u4f20\uff0c\u4f46\u5982\u679c\u7528 <code>huggingface-cli<\/code> \u4e0b\u8f7d\uff0c\u52a0 <code>--resume-download<\/code> \u53c2\u6570\u3002\u6216\u8005\u76f4\u63a5\u7528 Modelscope \u7684\u52a0\u901f\uff0c\u56fd\u5185\u5feb\u5f88\u591a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57513\uff1a\u663e\u5b58\u4e0d\u591f\u8fd8\u786c\u8dd1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ea\u6709 6GB \u663e\u5b58\uff0c\u975e\u8981\u53bb\u8dd1 Llama 3 8B\uff08FP16 \u8981 16GB\uff09\uff0c\u7ed3\u679c\u76f4\u63a5 OOM\uff08\u5185\u5b58\u6ea2\u51fa\uff09\u3002\u90a3\u79cd\u75db\u82e6\u6211\u61c2\u2014\u2014\u7535\u8111\u5361\u6b7b\uff0c\u53ea\u80fd\u5f3a\u5236\u91cd\u542f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5148\u7b97\u8d26\uff1a<\/strong> \u4e00\u4e2a 7B \u6a21\u578b\u7528 FP16 \u5927\u6982 14GB\uff0c\u7528 INT4 \u91cf\u5316\u5927\u6982 4GB\u3002\u4f60\u663e\u5b58 6GB\uff0c\u5c31\u53ea\u80fd\u8dd1\u91cf\u5316\u7248\u3002\u6240\u4ee5\u62c9\u6a21\u578b\u7684\u65f6\u5019\u6311\u5e26 <code>-Q4_K_M<\/code> \u8fd9\u79cd\u540e\u7f00\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57514\uff1aCPU \u8dd1\u5f97\u6bd4\u4e4c\u9f9f\u6162<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e9b\u65b0\u624b\u6ca1\u6ce8\u610f\uff0c\u6a21\u578b\u8dd1\u5230 CPU \u4e0a\u4e86\uff0c\u4e00\u4e2a\u7b80\u5355\u95ee\u9898\u7b49\u4e24\u5206\u949f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u68c0\u67e5\u65b9\u6cd5\uff1a<\/strong> \u8dd1\u7684\u65f6\u5019\u770b\u547d\u4ee4\u884c\u8f93\u51fa\uff0c\u6709 <code>cuda<\/code> \u5b57\u6837\u624d\u662f\u7528\u663e\u5361\u3002\u6216\u8005\u5f00\u4efb\u52a1\u7ba1\u7406\u5668\uff08Windows\uff09\u770b\u5230 GPU \u5360\u7528\u7387\u4e0a\u53bb\u4e86\u624d\u6b63\u5e38\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57515\uff1a\u4f9d\u8d56\u7248\u672c\u6253\u67b6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u89c1\u7684\u62a5\u9519\uff1a<code>ImportError: cannot import name 'LlamaForCausalLM'<\/code>\u3002\u591a\u534a\u662f\u4f60\u88c5\u7684\u8001\u7248\u672c transformers\uff0c\u6a21\u578b\u9700\u8981\u65b0\u7248\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6025\u6551\u547d\u4ee4\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install --upgrade transformers torch accelerate<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u522b\u7528 <code>pip install<\/code> \u4e0d\u5e26\u7248\u672c\u53f7\uff0c\u5f88\u53ef\u80fd\u88c5\u5230\u8fc7\u65f6\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2462 API \u5bc6\u94a5\u914d\u7f6e\uff1a\u9519\u4e00\u4e2a\u5b57\u6bcd\u5c31\u767d\u5e72<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528 ChatGPT\u3001\u901a\u4e49\u5343\u95ee\u3001DeepSeek \u4e4b\u7c7b\u7684 API\uff0c\u5bc6\u94a5\u914d\u7f6e\u770b\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u5751\u5168\u5728\u5c0f\u5730\u65b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u89c1\u9519\u8bef\u6e05\u5355<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9519\u8bef1\uff1a\u5bc6\u94a5\u91cc\u6709\u7a7a\u683c<\/strong><br>\u4f60\u590d\u5236\u7c98\u8d34\u65f6\uff0c\u524d\u540e\u53ef\u80fd\u5e26\u4e86\u7a7a\u683c\u3002API \u670d\u52a1\u7aef\u4e0d\u4f1a\u5e2e\u4f60 trim\uff0c\u76f4\u63a5\u5c31\u62a5 <code>Invalid API key<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3\uff1a<\/strong> \u7c98\u8d34\u5230\u8bb0\u4e8b\u672c\u91cc\u5148\u770b\u770b\uff0c<code>sk-xxxx<\/code> \u524d\u540e\u4e0d\u80fd\u6709\u7a7a\u683c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9519\u8bef2\uff1a\u914d\u9519\u4e86\u73af\u5883\u53d8\u91cf\u540d<\/strong><br>\u6709\u7684\u5de5\u5177\u8981\u6c42 <code>OPENAI_API_KEY<\/code>\uff0c\u6709\u7684\u8981 <code>ANTHROPIC_API_KEY<\/code>\uff0c\u6709\u7684\u8981 <code>DASHSCOPE_API_KEY<\/code>\u3002\u4f60\u914d\u6210 <code>API_KEY<\/code> \u80af\u5b9a\u4e0d\u8ba4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3\uff1a<\/strong> \u53bb\u5de5\u5177\u6587\u6863\u91cc\u627e\u201cEnvironment Variables\u201d\u90a3\u4e00\u6bb5\uff0c\u4e00\u4e2a\u5b57\u90fd\u4e0d\u80fd\u5dee\u3002\u5927\u5c0f\u5199\u4e5f\u8981\u5bf9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9519\u8bef3\uff1a\u5bc6\u94a5\u6743\u9650\u592a\u5927<\/strong><br>\u6709\u4e9b\u4e91\u5e73\u53f0\u8ba9\u4f60\u521b\u5efa API key \u65f6\u9009\u6743\u9650\uff0c\u4f60\u56fe\u7701\u4e8b\u9009\u4e86\u201c\u6240\u6709\u6743\u9650\u201d\uff0c\u4e07\u4e00\u6cc4\u9732\u4e86\u5371\u9669\u3002\u4f46\u65b0\u624b\u5bb9\u6613\u53cd\u8fc7\u6765\u2014\u2014\u9009\u4e86\u201c\u53ea\u8bfb\u6743\u9650\u201d\uff0c\u7ed3\u679c\u8c03\u7528\u5199\u64cd\u4f5c\uff08\u6bd4\u5982\u4e0a\u4f20\u5fae\u8c03\u6570\u636e\uff09\u62a5 403\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u51b3\uff1a<\/strong> \u5148\u6309\u6700\u5c0f\u6743\u9650\u539f\u5219\uff0c\u7f3a\u4ec0\u4e48\u518d\u52a0\uff0c\u522b\u4e00\u4e0a\u6765\u7ed9\u5168\u90e8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9519\u8bef4\uff1a\u5728\u4ee3\u7801\u91cc\u786c\u7f16\u7801\u5bc6\u94a5<\/strong><br>\u8fd9\u4e2a\u592a\u5e38\u89c1\u4e86\uff0c\u4e5f\u6700\u5371\u9669\u3002\u5199 <code>api_key = \"sk-xxxx\"<\/code> \u7136\u540e\u63d0\u4ea4\u5230 GitHub\uff0c\u51e0\u5206\u949f\u540e\u5c31\u88ab\u722c\u866b\u626b\u5230\uff0c\u522b\u4eba\u7528\u4f60\u7684\u989d\u5ea6\u8dd1\u811a\u672c\uff0c\u4f60\u6708\u5e95\u6536\u5230\u51e0\u5343\u5757\u8d26\u5355\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6b63\u786e\u505a\u6cd5\uff1a<\/strong> \u6c38\u8fdc\u7528\u73af\u5883\u53d8\u91cf\u3002\u9879\u76ee\u91cc\u5efa\u4e00\u4e2a <code>.env<\/code> \u6587\u4ef6\uff08\u8bb0\u5f97\u52a0\u5230 <code>.gitignore<\/code>\uff09\uff0c\u7136\u540e\u4ee3\u7801\u91cc\u7528 <code>os.getenv(\"OPENAI_API_KEY\")<\/code> \u8bfb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u9a8c\u8bc1\u5bc6\u94a5\u662f\u5426\u6709\u6548<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5199\u4e2a 3 \u884c\u4ee3\u7801\u6d4b\u8bd5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from openai import OpenAI\nclient = OpenAI(api_key=\"\u4f60\u7684\u5bc6\u94a5\")\nresponse = client.chat.completions.create(model=\"gpt-3.5-turbo\", messages=&#91;{\"role\":\"user\",\"content\":\"hi\"}])\nprint(response.choices&#91;0].message.content)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u80fd\u8fd4\u56de\u5185\u5bb9\u5c31\u8bf4\u660e\u901a\u4e86\u3002\u62a5\u9519\u770b\u63d0\u793a\u2014\u2014401 \u662f\u5bc6\u94a5\u9519\uff0c429 \u662f\u914d\u989d\u7528\u5b8c\uff0c403 \u662f\u6ca1\u6743\u9650\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2463 \u4ee3\u7801\u751f\u6210\u4e0d\u51c6\u786e\uff1a\u4e0d\u662f AI \u8822\uff0c\u662f\u4fe1\u606f\u4e0d\u591f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u89c9\u5f97 AI \u751f\u6210\u7684\u4ee3\u7801\u8dd1\u4e0d\u901a\uff0c\u5c31\u602a\u5b83\u50bb\u3002\u5176\u5b9e 80% \u7684\u60c5\u51b5\u662f\u4f60\u6ca1\u8bf4\u6e05\u695a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5178\u578b\u573a\u666f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f60\u7ed9\u7684\u8f93\u5165\uff1a<\/strong> \u201c\u5e2e\u6211\u5199\u4e2a\u767b\u5f55\u63a5\u53e3\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI \u8f93\u51fa\uff1a<\/strong> \u7528\u4e86 Flask\u3001\u7528\u4e86 JWT\u3001\u5bc6\u7801\u660e\u6587\u4f20\u8f93\u3001\u6ca1\u505a\u9a8c\u8bc1\u7801\u3002\u4f60\u7528\u7684\u662f Spring Boot\uff0c\u53ea\u60f3\u8981\u4e2a\u7b80\u5355 demo\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898\u51fa\u5728\u54ea\uff1f<\/strong> \u4f60\u6ca1\u544a\u8bc9\u5b83\u6280\u672f\u6808\u3001\u5b89\u5168\u7ea7\u522b\u3001\u4f9d\u8d56\u7248\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u529e\u6cd5\uff1a\u628a AI \u5f53\u201c\u65b0\u6765\u7684\u5b9e\u4e60\u751f\u201d\u5bf9\u5f85<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u544a\u8bc9\u5b83\u4f60\u7528\u4ec0\u4e48\u6846\u67b6\uff1a<code>\u7528 FastAPI\uff0c\u4e0d\u8981 Django<\/code><\/li>\n\n\n\n<li>\u544a\u8bc9\u5b83\u73b0\u6709\u4ee3\u7801\u98ce\u683c\uff1a<code>\u53c2\u8003 src\/utils\/auth.py \u91cc\u7684\u5199\u6cd5<\/code><\/li>\n\n\n\n<li>\u544a\u8bc9\u5b83\u8fb9\u754c\u6761\u4ef6\uff1a<code>\u7528\u6237\u540d\u548c\u5bc6\u7801\u4e0d\u80fd\u4e3a\u7a7a\uff0c\u9519\u8bef\u6700\u591a\u8bd5 3 \u6b21<\/code><\/li>\n\n\n\n<li>\u544a\u8bc9\u5b83\u4e0d\u8981\u505a\u4ec0\u4e48\uff1a<code>\u4e0d\u8981\u5f15\u5165\u65b0\u4f9d\u8d56\uff0c\u7528\u9879\u76ee\u5df2\u6709\u7684 bcrypt<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u8fd8\u53ef\u4ee5\u76f4\u63a5\u628a\u76f8\u5173\u4ee3\u7801\u7247\u6bb5\u7c98\u7ed9\u5b83\uff0c\u8bf4\u201c\u6309\u7167\u8fd9\u4e2a\u98ce\u683c\u5199\u201d\u3002\u6bd4\u4f60\u63cf\u8ff0\u534a\u5929\u7ba1\u7528\u5f97\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\uff0c\u5982\u679c AI \u4e00\u76f4\u51fa\u9519\uff0c\u68c0\u67e5\u4e00\u4e0b\u4f60\u7528\u7684\u6a21\u578b\u662f\u4e0d\u662f\u201c\u5199\u4ee3\u7801\u4e13\u7528\u201d\u7684\u3002\u901a\u7528\u804a\u5929\u6a21\u578b\u5199\u4ee3\u7801\u786e\u5b9e\u4e0d\u884c\uff0c\u6362 CodeLlama \u6216 DeepSeek-Coder \u8fd9\u7c7b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2464 \u4e0a\u4e0b\u6587\u8d85\u9650\uff1a\u5bf9\u8bdd\u4e00\u957f\u5c31\u622a\u65ad<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u8ddf AI \u804a\u4e86\u534a\u5c0f\u65f6\uff0c\u8d34\u4e86\u5341\u51e0\u4e2a\u6587\u4ef6\uff0c\u7a81\u7136\u5b83\u5f00\u59cb\u7b54\u975e\u6240\u95ee\uff0c\u751a\u81f3\u76f4\u63a5\u62a5\u9519 <code>context length exceeded<\/code>\u3002\u8fd9\u5c31\u662f\u8d85\u9650\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u4f1a\u8d85\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e2a\u6a21\u578b\u6709\u4e2a\u201c\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\uff0c\u6bd4\u5982 GPT-3.5 \u662f 16K tokens\uff08\u7ea6 1 \u4e07\u6c49\u5b57\uff09\uff0c\u672c\u5730\u8dd1\u7684 Llama 3 \u53ef\u80fd\u662f 8K\u3002\u4f60\u8d34\u7684\u4ee3\u7801 + \u5386\u53f2\u5bf9\u8bdd\u8d85\u8fc7\u8fd9\u4e2a\u6570\uff0c\u540e\u9762\u7684\u5185\u5bb9\u5c31\u88ab\u5207\u6389\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8868\u73b0\u662f\u4ec0\u4e48\uff1f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f60\u95ee\u201c\u4e0a\u9762\u7b2c 5 \u4e2a\u6587\u4ef6\u91cc\u7684\u90a3\u4e2a\u51fd\u6570\u53eb\u4ec0\u4e48\u201d\uff0c\u5b83\u8bf4\u201c\u6211\u6ca1\u6709\u770b\u5230\u90a3\u4e2a\u6587\u4ef6\u201d<\/li>\n\n\n\n<li>\u751f\u6210\u7684\u4ee3\u7801\u7a81\u7136\u98ce\u683c\u53d8\u4e86\uff08\u56e0\u4e3a\u524d\u9762\u7684\u89c4\u8303\u5df2\u7ecf\u88ab\u622a\u6389\uff09<\/li>\n\n\n\n<li>\u76f4\u63a5\u62a5\u9519\u4e0d\u7ed9\u56de\u7b54<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u600e\u4e48\u89e3\u51b3\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e34\u65f6\u65b9\u6848\uff1a<\/strong> \u5f00\u65b0\u5bf9\u8bdd\uff0c\u53ea\u8d34\u5fc5\u8981\u7684\u6587\u4ef6\uff0c\u4e0d\u8981\u95f2\u804a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u957f\u671f\u65b9\u6848\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u652f\u6301\u66f4\u957f\u4e0a\u4e0b\u6587\u7684\u6a21\u578b\uff08\u6bd4\u5982 Claude 3 \u6709 200K\uff0cGPT-4 Turbo \u6709 128K\uff0cYi-34B \u6709 200K\uff09<\/li>\n\n\n\n<li>\u81ea\u5df1\u5b66\u4f1a\u7cbe\u7b80\uff1a\u4e0d\u9700\u8981\u628a\u6574\u4e2a\u9879\u76ee\u8d34\u8fdb\u53bb\uff0c\u628a\u76f8\u5173\u51fd\u6570\u3001\u7c7b\u578b\u5b9a\u4e49\u3001\u8c03\u7528\u5173\u7cfb\u62bd\u51fa\u6765\u5c31\u884c<\/li>\n\n\n\n<li>\u7528 <code>#<\/code> \u6ce8\u91ca\u6807\u6ce8\u91cd\u70b9\uff0c\u6bd4\u5982 <code># \u91cd\u70b9\uff1a\u53ea\u770b\u8fd9\u4e2a\u7c7b\u7684 doSomething \u65b9\u6cd5<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9ad8\u7ea7\u6280\u5de7\uff1a<\/strong> \u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u628a\u9879\u76ee\u6587\u6863\u5efa\u4e2a\u7d22\u5f15\uff0c\u6bcf\u6b21\u53ea\u68c0\u7d22\u76f8\u5173\u7247\u6bb5\u5582\u7ed9 AI\u3002\u4f46\u8fd9\u5bf9\u65b0\u624b\u6709\u70b9\u590d\u6742\uff0c\u4ee5\u540e\u518d\u8bf4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2465 \u63d2\u4ef6\u51b2\u7a81\uff1aVSCode \u91cc\u88c5\u591a\u4e86\u5c31\u6253\u67b6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u88c5\u4e86 Copilot\u3001Codeium\u3001Tabnine\u3001\u901a\u4e49\u7075\u7801\u2026\u2026\u7ed3\u679c\u53d1\u73b0\uff1a\u8981\u4e48\u8865\u5168\u4e0d\u51fa\u6765\uff0c\u8981\u4e48\u4e24\u4e2a\u540c\u65f6\u5f39\u7a97\u62a2\u5149\u6807\uff0c\u8981\u4e48 CPU \u5360\u7528 100%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u4f1a\u51b2\u7a81\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u4e2a AI \u63d2\u4ef6\u90fd\u5728\u76d1\u542c\u4f60\u7684\u7f16\u8f91\u5668\u4e8b\u4ef6\uff0c\u90fd\u8bd5\u56fe\u63a5\u7ba1\u8865\u5168\u3002\u8fd9\u5c31\u50cf\u591a\u4e2a\u4eba\u540c\u65f6\u62a2\u7740\u5e2e\u4f60\u6253\u5b57\uff0c\u5fc5\u7136\u4e71\u5957\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5efa\u8bae<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ea\u88c5 1-2 \u4e2a<\/strong>\uff1a\u63a8\u8350 Copilot + \u4e00\u4e2a\u56fd\u5185\u5907\u7528\u7684\uff0c\u6216\u8005\u53ea\u7528 Continue \u8fd9\u7c7b\u5f00\u6e90\u805a\u5408\u5668<\/li>\n\n\n\n<li>\u5982\u679c\u975e\u8981\u7528\u591a\u4e2a\uff0c\u5728\u63d2\u4ef6\u7684\u8bbe\u7f6e\u91cc\u5173\u6389\u201c\u81ea\u52a8\u8865\u5168\u201d\uff0c\u53ea\u7559\u4e00\u4e2a\u5f00\u81ea\u52a8\u8865\u5168\uff0c\u5176\u4ed6\u7684\u6539\u6210\u201c\u5feb\u6377\u952e\u89e6\u53d1\u201d<\/li>\n\n\n\n<li>\u9047\u5230\u5361\u987f\uff0c\u53bb VSCode \u7684\u201c\u8f93\u51fa\u201d\u9762\u677f\u770b\u54ea\u4e2a\u63d2\u4ef6\u5728\u72c2\u5237\u65e5\u5fd7\uff0c\u7981\u7528\u90a3\u4e2a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7248\u672c\u517c\u5bb9\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e9b\u63d2\u4ef6\u8981\u6c42 VSCode \u7248\u672c 1.85 \u4ee5\u4e0a\uff0c\u4f60\u8fd8\u5728\u7528 1.70\uff0c\u88c5\u5b8c\u53d1\u73b0\u83dc\u5355\u90fd\u6ca1\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u600e\u4e48\u529e\uff1f<\/strong> \u5728\u63d2\u4ef6\u9875\u9762\u4e0a\u4f1a\u5199\u201cRequires: vscode ^1.85.0\u201d\uff0c\u5148\u770b\u4e00\u773c\u3002\u4e0d\u884c\u5c31\u5347\u7ea7 VSCode\uff0c\u6216\u8005\u627e\u8001\u7248\u672c\u63d2\u4ef6\uff08\u4f46\u4e0d\u63a8\u8350\uff0c\u53ef\u80fd\u6709 bug\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2466 \u7f51\u7edc\u95ee\u9898\uff1a\u8fde\u4e0d\u4e0a\u3001\u54cd\u5e94\u6162\u3001\u9891\u7e41\u8d85\u65f6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u5728\u56fd\u5185\u8c03 OpenAI API\uff0c\u6216\u8005\u4ece HuggingFace \u4e0b\u8f7d\u6a21\u578b\uff0c\u4e0d\u914d\u4ee3\u7406\u7684\u8bdd\uff0c\u8981\u4e48\u6162\u6b7b\uff0c\u8981\u4e48\u76f4\u63a5\u5931\u8d25\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u75c7\u72b6<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u62a5 <code>requests.exceptions.Timeout<\/code><\/li>\n\n\n\n<li>\u62a5 <code>Connection refused<\/code> \u6216 <code>Max retries exceeded<\/code><\/li>\n\n\n\n<li>\u8f6c\u5708\u51e0\u5206\u949f\u540e\u7ed9\u4f60\u4e2a\u7a7a\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u65b9\u6848\u5206\u4e09\u6b65\u8d70<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u8bbe\u7f6e\u4ee3\u7406\uff08\u5982\u679c\u4f60\u6709\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Python \u4ee3\u7801\u91cc\u52a0\nimport os\nos.environ&#91;'HTTP_PROXY'] = 'http:\/\/127.0.0.1:7890'\nos.environ&#91;'HTTPS_PROXY'] = 'http:\/\/127.0.0.1:7890'<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6216\u8005\u5728\u547d\u4ee4\u884c\u8dd1\u4e4b\u524d\u8bbe\u597d\uff1aWindows \u7528 <code>set HTTP_PROXY=http:\/\/127.0.0.1:7890<\/code>\uff0cMac\/Linux \u7528 <code>export HTTP_PROXY=...<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u7528\u56fd\u5185\u955c\u50cf<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HuggingFace \u955c\u50cf\uff1a<code>export HF_ENDPOINT=https:\/\/hf-mirror.com<\/code><\/li>\n\n\n\n<li>\u6a21\u578b\u4e0b\u8f7d\u7528 Modelscope\uff08\u963f\u91cc\u65d7\u4e0b\uff09\u6bd4\u4ece\u56fd\u5916\u62c9\u5feb\u5f88\u591a<\/li>\n\n\n\n<li>OpenAI API \u7528\u56fd\u5185\u4ee3\u7406\u670d\u52a1\uff08\u6bd4\u5982 API2D\uff09\uff0c\u4f46\u8981\u5c0f\u5fc3\u5b89\u5168\u6027<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. \u589e\u52a0\u8d85\u65f6\u65f6\u95f4<\/strong><br>\u4ee3\u7801\u91cc\u8fd9\u4e48\u5199\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>client = OpenAI(timeout=60.0)  # \u4ece\u9ed8\u8ba4 20 \u79d2\u6539\u6210 60 \u79d2<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6700\u7701\u4e8b\u7684\u65b9\u6848\uff1a<\/strong> \u76f4\u63a5\u7528\u56fd\u5185\u5382\u5546\u7684 API\uff08\u901a\u4e49\u5343\u95ee\u3001\u667a\u8c31\u3001DeepSeek\uff09\uff0c\u5ef6\u8fdf\u4f4e\uff0c\u4e0d\u7528\u7ffb\u5899\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2467 \u9690\u79c1\u6570\u636e\u6cc4\u9732\uff1a\u8fd9\u6761\u6700\u8981\u547d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u628a\u9879\u76ee\u4ee3\u7801\u8d34\u7ed9\u5728\u7ebf AI\uff0c\u91cc\u9762\u85cf\u7740\u6570\u636e\u5e93\u5bc6\u7801\u3001API \u5bc6\u94a5\u3001\u5ba2\u6237\u624b\u673a\u53f7\u2026\u2026\u8fd9\u4e9b\u6570\u636e\u53ef\u80fd\u88ab\u6a21\u578b\u670d\u52a1\u5546\u8bb0\u5f55\uff0c\u751a\u81f3\u88ab\u7528\u4e8e\u8bad\u7ec3\u3002\u4e0d\u662f\u5413\u4f60\uff0c\u771f\u7684\u6709\u516c\u53f8\u56e0\u6b64\u6cc4\u5bc6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7edd\u5bf9\u4e0d\u8981\u505a\u7684\u4e8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u8981\u628a <code>.env<\/code>\u3001<code>config<\/code> \u6587\u4ef6\u5185\u5bb9\u8d34\u7ed9\u4e91\u7aef AI<\/li>\n\n\n\n<li>\u4e0d\u8981\u628a\u751f\u4ea7\u6570\u636e\u5e93\u7684\u771f\u5b9e\u6570\u636e\u7ed9 AI \u5206\u6790<\/li>\n\n\n\n<li>\u4e0d\u8981\u5728\u516c\u53f8\u9879\u76ee\u91cc\u7528\u4e2a\u4eba\u8d26\u53f7\u7684\u514d\u8d39 AI \u5de5\u5177\uff08\u516c\u53f8\u8d26\u53f7\u901a\u5e38\u6709\u6570\u636e\u9694\u79bb\u627f\u8bfa\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b89\u5168\u64cd\u4f5c\u4e60\u60ef<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u68481\uff08\u63a8\u8350\uff09\uff1a<\/strong> \u654f\u611f\u4fe1\u606f\u5148\u8131\u654f\u3002\u5bc6\u7801\u6539\u6210 <code>your_db_password<\/code>\uff0c\u624b\u673a\u53f7\u6539\u6210 <code>138****1234<\/code>\uff0c\u5730\u5740\u6539\u6210 <code>\u6d4b\u8bd5\u5730\u5740<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u68482\uff1a<\/strong> \u7528\u672c\u5730\u6a21\u578b\u3002Ollama \u8dd1\u4e2a CodeLlama 7B\uff0c\u867d\u7136\u6bd4 GPT-4 \u7b28\u4e00\u70b9\uff0c\u4f46\u6570\u636e\u4e0d\u51fa\u4f60\u7684\u7535\u8111\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u68483\uff1a<\/strong> \u7528\u4f01\u4e1a\u7248\u3002GitHub Copilot Business\u3001\u901a\u4e49\u7075\u7801\u4f01\u4e1a\u7248\u90fd\u6709\u6570\u636e\u4fdd\u62a4\u627f\u8bfa\uff0c\u4e0d\u62ff\u4f60\u7684\u4ee3\u7801\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8fd8\u6709\u4e00\u4e2a\u5f88\u591a\u4eba\u90fd\u4e2d\u62db\u7684<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u622a\u56fe\u7ed9 AI \u770b\u62a5\u9519\u4fe1\u606f\uff0c\u622a\u56fe\u91cc\u5e26\u7740\u4f60\u7684\u7535\u8111\u7528\u6237\u540d\u3001\u6587\u4ef6\u8def\u5f84\u3001\u9879\u76ee\u540d\u3002\u8fd9\u4e9b\u4fe1\u606f\u62fc\u8d77\u6765\u4e5f\u80fd\u5b9a\u4f4d\u4f60\u3002\u8981\u4e48\u6253\u7801\uff0c\u8981\u4e48\u590d\u5236\u6587\u5b57\u800c\u975e\u622a\u56fe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u2468 \u63d0\u793a\u8bcd\u8bef\u533a\uff1a\u8fd9\u4e48\u8bf4 AI \u624d\u61c2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u4eba\u628a AI \u5f53\u641c\u7d22\u5f15\u64ce\u7528\uff0c\u95ee\u201c\u600e\u4e48\u5199\u5192\u6ce1\u6392\u5e8f\u201d\u3002\u5176\u5b9e\u7f16\u7a0b\u573a\u666f\u4e0b\uff0c\u63d0\u793a\u8bcd\u7684\u5199\u6cd5\u5dee\u522b\u5de8\u5927\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u89c1\u8bef\u533a\u4e0e\u6539\u8fdb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a1\uff1a\u592a\u7b80\u77ed<\/strong><br>\u274c \u201c\u4fee\u590d\u8fd9\u4e2a bug\u201d<br>\u2705 \u201c\u4e0b\u9762\u8fd9\u6bb5\u8ba1\u7b97\u6298\u6263\u7684\u51fd\u6570\uff0c\u5f53\u4ef7\u683c\u662f 0 \u65f6\u4f1a\u62a5\u9664\u4ee5\u96f6\u9519\u8bef\uff0c\u8bf7\u4fee\u590d\u5e76\u6dfb\u52a0\u8fb9\u754c\u68c0\u67e5\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a2\uff1a\u6ca1\u6709\u4f8b\u5b50<\/strong><br>\u274c \u201c\u5199\u4e2a\u6e05\u6670\u7684\u65e5\u5fd7\u51fd\u6570\u201d<br>\u2705 \u201c\u53c2\u8003\u8fd9\u4e2a\u98ce\u683c\uff1a<code>logger.info('User %s logged in', user_id)<\/code>\uff0c\u7528 <code>logging<\/code> \u5e93\u5199\u4e00\u4e2a\u5e26\u65f6\u95f4\u6233\u548c\u7b49\u7ea7\u7684\u65e5\u5fd7\u51fd\u6570\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a3\uff1a\u4e00\u6b21\u95ee\u592a\u591a<\/strong><br>\u274c \u201c\u5e2e\u6211\u5199\u4e2a\u5b8c\u6574\u7535\u5546\u7cfb\u7edf\u7684\u7528\u6237\u6a21\u5757\uff0c\u5305\u62ec\u6ce8\u518c\u3001\u767b\u5f55\u3001\u627e\u56de\u5bc6\u7801\u3001\u4fee\u6539\u8d44\u6599\u3001\u79ef\u5206\u7cfb\u7edf\u3001\u4f18\u60e0\u5238\u2026\u2026\u201d<br>\u2705 \u201c\u5148\u5199\u7528\u6237\u6ce8\u518c\u63a5\u53e3\uff0c\u8981\u6c42\uff1a\u624b\u673a\u53f7\u9a8c\u8bc1\u7801\u767b\u5f55\uff0c\u7528 FastAPI + Redis \u5b58\u9a8c\u8bc1\u7801\uff0c\u5176\u4ed6\u529f\u80fd\u7b49\u4e0b\u518d\u95ee\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a4\uff1a\u4e0d\u660e\u786e\u7ea6\u675f\u6761\u4ef6<\/strong><br>\u274c \u201c\u5199\u4e2a\u8bfb\u53d6 CSV \u7684\u51fd\u6570\u201d<br>\u2705 \u201c\u5199\u4e2a\u8bfb\u53d6 CSV \u7684\u51fd\u6570\uff0c\u8981\u6c42\uff1a1. \u6587\u4ef6\u53ef\u80fd\u4e0d\u5b58\u5728\u65f6\u8981\u62a5\u81ea\u5b9a\u4e49\u5f02\u5e38 2. \u652f\u6301 GBK \u7f16\u7801 3. \u6700\u591a\u8bfb\u524d 10000 \u884c\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e07\u80fd\u6a21\u677f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u5957\u8fd9\u4e2a\u7ed3\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u89d2\u8272\uff1a\u4f60\u662f XXX \u6280\u672f\u4e13\u5bb6\n\u4efb\u52a1\uff1a\u5b9e\u73b0 XXX \u529f\u80fd\n\u6280\u672f\u6808\uff1a\u7528 XXX \u6846\u67b6\uff0cXXX \u8bed\u8a00\n\u7ea6\u675f\uff1a\u4e0d\u8981 XXX\uff0c\u5fc5\u987b XXX\n\u8f93\u5165\uff1aXXX \u683c\u5f0f\n\u8f93\u51fa\uff1aXXX \u683c\u5f0f\n\u793a\u4f8b\uff1a\u53c2\u8003\u4e0b\u9762\u7684\u4ee3\u7801\u98ce\u683c<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4f60\u662f Python \u540e\u7aef\u4e13\u5bb6\u3002\u5b9e\u73b0\u4e00\u4e2a\u4ece Redis \u83b7\u53d6\u7528\u6237 session \u7684\u4e2d\u95f4\u4ef6\uff0c\u7528 FastAPI \u6846\u67b6\u3002\u4e0d\u8981\u7528\u5168\u5c40\u53d8\u91cf\uff0c\u5fc5\u987b\u5f02\u6b65\u3002\u8f93\u5165\u662f\u8bf7\u6c42\u5934\u91cc\u7684 <code>Authorization: Bearer &lt;token&gt;<\/code>\uff0c\u8f93\u51fa\u662f\u628a user_id \u6ce8\u5165\u5230 request.state\u3002\u53c2\u8003 <code>src\/middleware\/auth.py<\/code> \u7684\u98ce\u683c\uff08\u6211\u7c98\u5728\u4e0b\u9762\u4e86\uff09\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u2469 \u9ad8\u9891\u62a5\u9519\u901f\u67e5\u8868<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\u7ed9\u4f60\u4e00\u5f20\u8868\uff0c\u62a5\u9519\u65f6\u522b\u614c\uff0c\u5bf9\u7740\u627e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u62a5\u9519\u4fe1\u606f\uff08\u5173\u952e\u8bcd\uff09<\/th><th>\u5927\u6982\u7387\u539f\u56e0<\/th><th>\u600e\u4e48\u529e<\/th><\/tr><\/thead><tbody><tr><td><code>ModuleNotFoundError<\/code><\/td><td>\u6ca1\u88c5\u4f9d\u8d56\u5305<\/td><td><code>pip install xxx<\/code><\/td><\/tr><tr><td><code>CUDA out of memory<\/code><\/td><td>\u663e\u5b58\u4e0d\u591f<\/td><td>\u6362\u91cf\u5316\u6a21\u578b\uff0c\u6216\u5173\u6389\u5176\u4ed6\u7a0b\u5e8f<\/td><\/tr><tr><td><code>401 Unauthorized<\/code><\/td><td>API \u5bc6\u94a5\u9519\u6216\u8fc7\u671f<\/td><td>\u91cd\u65b0\u751f\u6210 key\uff0c\u68c0\u67e5\u524d\u540e\u6709\u6ca1\u6709\u7a7a\u683c<\/td><\/tr><tr><td><code>429 Rate limit<\/code><\/td><td>\u8bf7\u6c42\u592a\u9891\u7e41\u6216\u4f59\u989d\u4e0d\u8db3<\/td><td>\u52a0 sleep\uff0c\u6216\u8005\u5145\u503c<\/td><\/tr><tr><td><code>Connection timeout<\/code><\/td><td>\u7f51\u7edc\u4e0d\u901a<\/td><td>\u5f00\u4ee3\u7406\u3001\u6362\u955c\u50cf\u3001\u52a0\u8d85\u65f6\u65f6\u95f4<\/td><\/tr><tr><td><code>InvalidRequestError: context length<\/code><\/td><td>\u5bf9\u8bdd\u592a\u957f<\/td><td>\u5f00\u65b0\u5bf9\u8bdd\uff0c\u7cbe\u7b80\u7c98\u8d34\u5185\u5bb9<\/td><\/tr><tr><td><code>FileNotFoundError: model.bin<\/code><\/td><td>\u6a21\u578b\u6587\u4ef6\u6ca1\u4e0b\u8f7d\u5b8c\u6216\u8def\u5f84\u9519<\/td><td>\u786e\u8ba4\u4e0b\u8f7d\u5b8c\u6574\uff0c\u8def\u5f84\u7528\u7edd\u5bf9\u8def\u5f84<\/td><\/tr><tr><td><code>Segmentation fault (core dumped)<\/code><\/td><td>\u4e00\u822c\u662f\u4f9d\u8d56\u7248\u672c\u51b2\u7a81<\/td><td>\u91cd\u65b0\u521b\u5efa\u865a\u62df\u73af\u5883\uff0c\u6309\u6587\u6863\u6307\u5b9a\u7248\u672c\u91cd\u88c5<\/td><\/tr><tr><td><code>ERROR: Could not find a version<\/code><\/td><td>pip \u6e90\u91cc\u6ca1\u6709\u8fd9\u4e2a\u5305<\/td><td>\u6362\u6e90 <code>-i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple<\/code><\/td><\/tr><tr><td><code>TypeError: ...() missing 1 required positional argument<\/code><\/td><td>\u51fd\u6570\u8c03\u7528\u65f6\u5c11\u4f20\u53c2\u6570<\/td><td>\u68c0\u67e5\u6587\u6863\uff0c\u8865\u4e0a\u53c2\u6570<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\u4e00\u53e5\uff1a\u78b0\u5230\u62a5\u9519\u522b\u786c\u625b\uff0c\u628a\u5b8c\u6574\u62a5\u9519\u4fe1\u606f\u590d\u5236\u5230\u641c\u7d22\u5f15\u64ce\uff08\u52a0\u4e0a\u4f60\u7684\u5de5\u5177\u540d\uff09\uff0c\u516b\u6210\u80fd\u627e\u5230\u524d\u4eba\u8e29\u8fc7\u7684\u5751\u3002AI 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