{"id":1226,"date":"2024-04-27T05:31:23","date_gmt":"2024-04-27T05:31:23","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1226"},"modified":"2024-04-27T05:31:38","modified_gmt":"2024-04-27T05:31:38","slug":"dayuyanmoxingllmshijianshibieyuxiufufengxiandaima","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/dayuyanmoxingllmshijianshibieyuxiufufengxiandaima.html","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5b9e\u8df5 | \u8bc6\u522b\u4e0e\u4fee\u590d\u98ce\u9669\u4ee3\u7801"},"content":{"rendered":"<h1 data-id=\"heading-0\"><strong>\u4e00\u3001<\/strong> <strong>\u4f4e\u6210\u672c\u89e3\u51b3\u201c\u98ce\u9669\u4ee3\u7801\u201d<\/strong><\/h1>\n<p>\u4e00\u76f4\u4ee5\u6765\uff0c\u201c\u6f0f\u6d1e\u201d\u4f5c\u4e3a\u4e00\u79cd\u5178\u578b\u7684\u98ce\u9669\u7ba1\u7406\u5bf9\u8c61\uff0c\u94fe\u63a5\u4e86\u52a8\u6001\u626b\u63cf\uff08DAST\uff09\u3001\u9759\u6001\u626b\u63cf\uff08SAST\uff09\u7b49\u98ce\u9669\u53d1\u73b0\u5de5\u5177\u548c\u4f01\u4e1a\u98ce\u9669\u4fee\u590d\u6d41\u7a0b\u3002\u4f46\u56f4\u7ed5\u6f0f\u6d1e\u5efa\u7acb\u7684\u201c\u98ce\u9669\u53d1\u73b0\u201d\u548c\u201c\u98ce\u9669\u4fee\u590d\u201d\u4e24\u8005\u95f4\u5b58\u5728\u5929\u7136\u77db\u76fe\uff0c\u4e14\u968f\u7740\u98ce\u9669\u6cbb\u7406\u4ece\u4e8b\u540e\u79fb\u5411\u4e8b\u524d\u800c\u52a0\u5267\u3002\u4e00\u65b9\u9762\uff0c\u98ce\u9669\u53d1\u73b0\u65f6\u673a\u524d\u79fb\uff0c\u8ddd\u79bb\u7ebf\u4e0a\u5b9e\u9645\u72b6\u6001\u66f4\u8fdc\uff0c\u589e\u52a0\u4e86\u201c\u6f0f\u6d1e\u201d\u53ef\u5229\u7528\u6027\u548c\u5371\u5bb3\u7684\u8bc4\u4f30\u96be\u5ea6\uff0c\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u7684\u6570\u91cf\u7ea7\u4e0a\u5347\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u6f0f\u6d1e\u4fee\u590d\u6d41\u7a0b\u5b9e\u65bd\u6210\u672c\u9ad8\u6602\uff0c\u4f9d\u8d56\u5b89\u5168\u4e0e\u4e1a\u52a1\u53cc\u65b9\u4eba\u5de5\u5206\u6790\u3001\u534f\u540c\u4fee\u590d\uff0c\u4e14\u5f80\u5f80\u4f18\u5148\u5904\u7406\u53ef\u5229\u7528\u6027\u9ad8\u4e14\u5371\u5bb3\u660e\u786e\u7684\u6f0f\u6d1e\uff1b\u77db\u76fe\u52a0\u5267\u53cd\u800c\u4f1a\u963b\u585e\u524d\u79fb\u540e\u7684\u98ce\u9669\u6cbb\u7406\u3002<\/p>\n<p>\u65e0\u6052\u5b9e\u9a8c\u5ba4\u5c1d\u8bd5<strong>\u5c06\u98ce\u9669\u7ba1\u7406\u5bf9\u8c61\u4ece\u4f20\u7edf\u201c\u6f0f\u6d1e\u201d\u8f6c\u53d8\u4e3a\u201c\u98ce\u9669\u4ee3\u7801\u201d\uff0c\u5e76\u8054\u5408\u4ee3\u7801\u667a\u80fd\u56e2\u961f\u5c1d\u8bd5\u5229\u7528LLM\u5b9e\u73b0\u201c\u98ce\u9669\u4ee3\u7801\u81ea\u52a8\u53d1\u73b0\u4e0e\u4fee\u590d\u95ed\u73af\u201d<\/strong>\uff0c\u964d\u4f4e\u6cbb\u7406\u6210\u672c\u3001\u63d0\u5347\u6cbb\u7406\u6548\u7387\u3002<\/p>\n<p>\u201c\u98ce\u9669\u4ee3\u7801\u201d\u6307\u7531\u4e8e\u5b58\u5728\u201c\u7f3a\u9677\u201d\u6709\u6982\u7387\u5f15\u53d1\u7ebf\u4e0a\u6f0f\u6d1e\u7684\u4ee3\u7801\uff0c\u662f\u6784\u6210\u4ee3\u7801\u6f0f\u6d1e\u7684\u5fc5\u8981\u4e0d\u5145\u5206\u6761\u4ef6\u3002\u800c\u201c\u6821\u9a8c\u7f3a\u5931\u201d\u662f\u6700\u5e38\u89c1\u7684\u98ce\u9669\u4ee3\u7801\u7c7b\u578b\u4e4b\u4e00\u3002\u7531\u4e8e\u7f3a\u5c11\u5bf9\u5173\u952e\u53d8\u91cf\u8fdb\u884c\u5173\u7cfb\u6821\u9a8c\u3001\u503c\u57df\u6821\u9a8c\u3001\u7c7b\u578b\u6821\u9a8c\u3001\u6a21\u5f0f\u6821\u9a8c\u7b49\u5fc5\u8981\u5408\u6cd5\u6027\u68c0\u67e5\uff0c\u4f1a\u5bfc\u81f4\u975e\u6cd5\u8bf7\u6c42\u6570\u636e\u8fdb\u5165\u4e1a\u52a1\u6d41\u7a0b\uff0c\u9020\u6210\u5b89\u5168\u5371\u5bb3\u3002\u4f8b\u5982\u5728\u4e0b\u8ff0\u83b7\u53d6\u8ba2\u5355\u8be6\u60c5\u7684\u4ee3\u7801\u4e2d\uff0c\u5982\u679c\u4e0d\u6821\u9a8c\u8ba2\u5355\u5c5e\u4e3b\u4e0e\u5f53\u524d\u767b\u5f55\u7528\u6237\u662f\u5426\u4e00\u81f4\uff0c\u5219\u53ef\u5bfc\u81f4\u653b\u51fb\u8005\u5229\u7528\u8d8a\u6743\u6f0f\u6d1e\u83b7\u53d6\u4ed6\u4eba\u8ba2\u5355\u9020\u6210\u4fe1\u606f\u6cc4\u9732\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">go<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-go code-block-extension-codeShowNum\" lang=\"go\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">func<\/span> <span class=\"hljs-title\">GetOrder<\/span><span class=\"hljs-params\">(ctx *gin.Context, req *OrderReq)<\/span><\/span> (*OrderResp, <span class=\"hljs-type\">error<\/span>) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">   <span class=\"hljs-keyword\">if<\/span> req.OrderId == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.ReqError, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">   orderResp, err := order.GetOrder(req.OrderId)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">   <span class=\"hljs-keyword\">if<\/span> err != <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Get Order error\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, err<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">   <span class=\"hljs-keyword\">if<\/span> orderResp == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">   <span class=\"hljs-keyword\">if<\/span> orderResp.GetAccount().Id != GetUserId(ctx) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"The current user does not have permission to obtain the order info\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.AuthError, <span class=\"hljs-string\">\"The current user does not have permission to obtain the order info\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">   <span class=\"hljs-keyword\">return<\/span> orderResp, <span class=\"hljs-literal\">nil<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">}<\/span>\n<\/code><\/pre>\n<p align=\"center\">\u56fe1: \u7f3a\u5c11if-condition\u6821\u9a8c\u4ee3\u7801\uff0817-20\u884c\uff09\u4f1a\u5bfc\u81f4\u6c34\u5e73\u8d8a\u6743\u6f0f\u6d1e<\/p>\n<p align=\"center\">\uff08\u4e3a\u65b9\u4fbf\u672c\u6587\u9610\u8ff0\u6784\u9020\u7684\u6d4b\u8bd5\u4ee3\u7801\uff0c\u4e0d\u5b58\u5728\u4e8e\u6a21\u578b\u6570\u636e\u96c6\u4e2d\uff09<\/p>\n<h1 data-id=\"heading-1\"><strong>\u4e8c\u3001<\/strong> <strong>\u6821\u9a8c\u7f3a\u5931\u98ce\u9669 \u4e0e<\/strong> <strong>LLM<\/strong> <strong>\u57fa\u7840\u80fd\u529b<\/strong><\/h1>\n<p>\u89e3\u51b3\u6821\u9a8c\u7f3a\u5931\u98ce\u9669\u7684\u5173\u952e<strong>\u662f\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u5206\u6790\u6821\u9a8c\u9700\u6c42<\/strong>\u3002\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u95f4\u7684\u6821\u9a8c\u9700\u6c42\u6709\u663e\u8457\u5dee\u5f02\uff0c\u6bd4\u5982\u8ba2\u5355\u67e5\u8be2\u573a\u666f\u9700\u8981\u6821\u9a8c\u8ba2\u5355\u548c\u7528\u6237\u7684\u5f52\u5c5e\u5173\u7cfb\u3001\u5458\u5de5\u7ec4\u7ec7\u67b6\u6784\u4fe1\u606f\u67e5\u8be2\u573a\u666f\u9700\u8981\u6821\u9a8c\u90e8\u95e8\u548c\u5458\u5de5\u7684\u5c42\u7ea7\u5173\u7cfb\u3001\u5de5\u4f5c\u6d41\u66f4\u65b0\u573a\u666f\u9700\u8981\u6821\u9a8c\u8bbf\u95ee\u7528\u6237\u662f\u5426\u6709\u76ee\u6807\u5de5\u4f5c\u6d41\u7684\u7f16\u8f91\u6743\u9650\u3002\u901a\u8fc7\u4eba\u5de5\u5b9a\u5236\u89c4\u5219\u6765\u4e00\u4e00\u8986\u76d6\u6240\u6709\u573a\u666f\u662f\u4e0d\u73b0\u5b9e\u7684\uff0c\u6211\u4eec\u9700\u8981\u7528\u6280\u672f\u81ea\u52a8\u5b8c\u6210\u4ee5\u4e0b\u4efb\u52a1\uff1a<\/p>\n<p>1\uff09\u4ece\u4ee3\u7801\u4e2d\u8bc6\u522b\u5b9a\u4e49\u6821\u9a8c\u9700\u6c42\u7684\u5173\u952e\u4fe1\u606f\uff1b<\/p>\n<p>2\uff09\u4ece\u5386\u53f2\u6570\u636e\u81ea\u52a8\u5b66\u4e60\u6821\u9a8c\u9700\u6c42\u548c\u6821\u9a8c\u5b9e\u73b0\u65b9\u5f0f\uff1b<\/p>\n<p>3\uff09\u6700\u7ec8\u5bf9\u4e8e\u7ed9\u5b9a\u4ee3\u7801\u80fd\u81ea\u52a8\u8865\u5168\u7f3a\u5931\u7684\u6821\u9a8c\u4ee3\u7801\u3002<\/p>\n<p>\u8fd1\u671f\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6280\u672f\u7684\u53d1\u5c55\uff0c\u7279\u522b\u662fCodeX\u3001Codegen\u3001StarCoder\u7b49\u5927\u89c4\u6a21\u4ee3\u7801\u751f\u6210\u6a21\u578b\u7684\u51fa\u73b0\uff0c\u4e3a\u81ea\u52a8\u8bc6\u522b\u4e0e\u4fee\u590d\u6821\u9a8c\u7f3a\u5931\u98ce\u9669\u63d0\u4f9b\u53ef\u884c\u8def\u7ebf\uff1a<\/p>\n<ul>\n<li><strong>LLM\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b<\/strong>\uff1aLLM\u6a21\u578b\u901a\u8fc7Billion\u5230Trillion\u7ea7\u522b\u53c2\u6570\u3001\u7ed3\u5408\u4e0a\u767eG\u4ee3\u7801\/\u6587\u672c\u6df7\u5408\u6570\u636e\u8bad\u7ec3\uff0c\u5df2\u5c55\u73b0\u51fa\u5bf9\u5f00\u53d1\u8005\u7f16\u7801\u610f\u56fe\u7684\u7406\u89e3\u80fd\u529b\uff0c\u5e76\u80fd\u636e\u6b64\u8865\u5168\u540e\u7eed\u4ee3\u7801\u3002\u53ef\u5229\u7528\u5176\u4ee3\u7801\u751f\u6210\u80fd\u529b\u5b9e\u73b0\u6821\u9a8c\u4ee3\u7801\u751f\u6210\u8865\u5168\u3001\u5b9e\u73b0\u81ea\u52a8\u4fee\u590d\u3002<\/li>\n<li><strong>LLM\u7684\u4ee3\u7801\u7406\u89e3\u548c\u5206\u6790\u80fd\u529b<\/strong>\uff1a\u7ecf\u8fc7\u9884\u8bad\u7ec3\uff08Pretraining\uff09\uff0cLLM\u6a21\u578b\u672c\u8eab\u638c\u63e1\u901a\u7528\u7684\u4ee3\u7801\u8bed\u6cd5\u548c\u6587\u672c\u8bed\u4e49\u5206\u6790\u80fd\u529b\u3002\u5e76\u57fa\u4e8e\u5bf9\u5386\u53f2\u4ee3\u7801\u5206\u6790\u4efb\u52a1\u6570\u636e\u7684\u5b66\u4e60\u3001\u5177\u5907\u4e00\u5b9a\u7a0b\u5ea6\u7684\u4ee3\u7801\u9886\u57df\u4efb\u52a1\u5206\u6790\u80fd\u529b\u3001e.g.\uff0c\u7b80\u5355\u7684\u6570\u636e\u6d41\u5206\u6790\u3002\u53ef\u6ee1\u8db3\u4ee3\u7801\u5206\u6790\u548c\u573a\u666f\u7406\u89e3\u7684\u57fa\u7840\u9700\u6c42\u3002<\/li>\n<li><strong>LLM\u5bf9\u6821\u9a8c\u9700\u6c42\u63a8\u65ad\u80fd\u529b<\/strong>\uff1aLLM\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u53ef\u5e2e\u52a9\u4ece\u4ee3\u7801\u4e2d\u591a\u89d2\u5ea6\u4fe1\u606f\u5408\u7406\u63a8\u65ad\u6821\u9a8c\u9700\u6c42\uff0c\u5305\u542b\u4f46\u4e0d\u9650\u4e8e\u9ad8\u9636\u8bed\u4e49\u3001\u6ce8\u91ca\u542b\u4e49\u3001\u6570\u636e\u6d41\u4f9d\u8d56\u7b49\u3002\u751a\u81f3\u6709\u80fd\u529b\u89e3\u91ca\u8865\u5145\u6821\u9a8c\u8bed\u53e5\u7684\u539f\u56e0\uff0c\u5bf9\u4e1a\u52a1\u7814\u53d1\u66f4\u4e3a\u53cb\u597d\u3002\u4ee5\u56fe1\u4e2d\u51fd\u6570\u7247\u6bb5\u4e3a\u4f8b\uff0c\u5c0617-20\u884c\u6821\u9a8c\u8bed\u53e5\u79fb\u9664\u540e\u8be2\u95eeStarChat\u5f15\u5165\u6821\u9a8c\u539f\u56e0\uff0c\u53ef\u83b7\u5f97\u5408\u7406\u56de\u7b54\uff1a<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/25d0ef72b7d3f116729ce1b56eb84b89.png\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5b9e\u8df5 | \u8bc6\u522b\u4e0e\u4fee\u590d\u98ce\u9669\u4ee3\u7801\" \/><\/figure>\n<\/p>\n<p align=\"center\">\u56fe2: StarChat\u5206\u6790\u9700\u8865\u5168\u6821\u9a8c\u539f\u56e0<\/p>\n<h1 data-id=\"heading-2\">\u4e09 <strong>\u3001<\/strong> <strong>\u8bad\u7ec3\u98ce\u9669\u4ee3\u7801<\/strong> <strong>LLM<\/strong> <strong>\u4e0e\u6548\u679c\u6848\u4f8b<\/strong> <strong>\u5206\u4eab<\/strong><\/h1>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/fc39e702abcbd2a2f8801a287c2def0f.png\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5b9e\u8df5 | \u8bc6\u522b\u4e0e\u4fee\u590d\u98ce\u9669\u4ee3\u7801\" \/><\/figure>\n<\/p>\n<p align=\"center\">\u56fe3: \u98ce\u9669\u4ee3\u7801LLM\u8bad\u7ec3\u6d41\u7a0b<\/p>\n<p>\u65e0\u6052\u5b9e\u9a8c\u5ba4&amp;\u4ee3\u7801\u667a\u80fd\u56e2\u961f\u4f7f\u7528\u5f00\u6e90LLM\u6a21\u578b\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2FSalesforce%2Fcodegen-6B-mono\" target=\"_blank\" title=\"https:\/\/huggingface.co\/Salesforce\/codegen-6B-mono\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">CodeGen<\/a>\u3001<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fbigcode%2Fstarcoder\" target=\"_blank\" title=\"https:\/\/huggingface.co\/bigcode\/starcoder\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">StarCoder<\/a>\u3001<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2FSalesforce%2Fcodegen-6B-mono\" target=\"_blank\" title=\"https:\/\/huggingface.co\/Salesforce\/codegen-6B-mono\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">StarChat<\/a>\uff09\u4f5c\u4e3abase model\uff0c\u7ed3\u5408\u516c\u53f8\u5185\u90e8\u4ee3\u7801\u548c\u5386\u53f2\u6f0f\u6d1e\u6570\u636e\uff0c\u5bf9base model\u8fdb\u4e00\u6b65Continue Training \u548c Supervised Fine-Tune\uff0c\u8bad\u7ec3\u5176\u5bf9\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u98ce\u9669\u4ee3\u7801\u7684\u8bc6\u522b\u4e0e\u4fee\u590d\u80fd\u529b\u3002\u5728\u4f7f\u7528Risky Code LLM\u89e3\u51b3\u6821\u9a8c\u7f3a\u5931\u98ce\u9669\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5f97\u5230\u5982\u4e0b\u521d\u6b65\u7ed3\u8bba\uff1a<\/p>\n<h3 data-id=\"heading-3\">1\u3001Risky Code LLM\u53ef\u5728\u8bed\u4e49\u5c42\u9762\u7406\u89e3\u4e1a\u52a1\u573a\u666f\u3001\u5206\u6790\u6821\u9a8c\u9700\u6c42\u5e76\u8865\u5168\u6821\u9a8c\u8bed\u53e5<\/h3>\n<p>\u5c06\u56fe1\u79fb\u966417-20\u884c\u6821\u9a8c\u8bed\u53e5\u540e\u8f93\u5165Risky Code LLM\uff0c\u6a21\u578b\u4f1a\u751f\u6210\u5982\u4e0b\u6821\u9a8c\u8bed\u53e5\uff08PS:\u56fe1\u4e2d\u793a\u4f8b\u4e0d\u5b58\u5728\u4e8e\u6a21\u578b\u4efb\u4f55\u6570\u636e\u96c6\u3001\u66f4\u80fd\u8bf4\u660e\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff09\u3002\u65b0\u751f\u6210\u6821\u9a8c\u8bed\u53e5\u4e0e\u539f\u6821\u9a8c\u8bed\u53e5\u4e0d\u5b8c\u5168\u76f8\u540c\uff0c\u5c06<code>orderResp.GetAccount().Id<\/code> \u66ff\u6362\u4e3a\u4e86\u540c\u8bed\u4e49\u7684<code>orderResp.UserId<\/code>\u3002\u8bf4\u660e\u6a21\u578b\u5728\u2018\u8bed\u4e49\u5c42\u9762\u2019\u8fdb\u884c\u8865\u5168\uff0c\u6210\u529f\u8bc6\u522b\u5230\u4ee3\u7801\u6765\u81ea\u201c\u83b7\u53d6\u8ba2\u5355\u4fe1\u606f\u201d\u573a\u666f\uff0c\u5173\u8054\u2018\u9700\u8981\u5bf9\u8ba2\u5355\u7684\u5c5e\u4e3b\u4e0e\u5f53\u524d\u767b\u5f55\u7528\u6237\u8fdb\u884c\u6821\u9a8c\u2019\u9700\u6c42\uff0c\u5e76\u751f\u6210\u6821\u9a8c\u4ee3\u7801\u3002\u540c\u65f6\uff0c\u6a21\u578b\u80fd\u591f\u4eff\u7167\u8f93\u5165Prompt\u4e2d\u7684\u65e5\u5fd7\u6253\u5370\u8bed\u53e5\u548c\u8fd4\u56de\u8bed\u53e5\u7684\u683c\u5f0f\uff0c\u751f\u6210\u683c\u5f0f\u6b63\u786e\u7684\u65e5\u5fd7\u6253\u5370\u8bed\u53e5\u548c\u8fd4\u56de\u8bed\u53e5\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">go<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-go code-block-extension-codeShowNum\" lang=\"go\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Q:&lt;function&gt;<span class=\"hljs-string\">``<\/span><span class=\"hljs-function\"><span class=\"hljs-keyword\">func<\/span> <span class=\"hljs-title\">GetOrder<\/span><span class=\"hljs-params\">(ctx *gin.Context, req *OrderReq)<\/span><\/span> (*OrderResp, <span class=\"hljs-type\">error<\/span>) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">   <span class=\"hljs-keyword\">if<\/span> req.OrderId == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.ReqError, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">   orderResp, err := order.GetOrder(req.OrderId)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">   <span class=\"hljs-keyword\">if<\/span> err != <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Get Order error\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, err<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">   <span class=\"hljs-keyword\">if<\/span> orderResp == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">   <span class=\"hljs-keyword\">return<\/span> orderResp, <span class=\"hljs-literal\">nil<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">}<span class=\"hljs-string\">``<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">&lt;validate&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">---- \u4ee5\u4e0b\u4e3aRisky Code LLM\u8865\u5168\u7ed3\u679c----<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">A: <span class=\"hljs-keyword\">if<\/span> orderResp.UserId != common.GetUserID(ctx) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">  logs.CtxError(ctx, <span class=\"hljs-string\">\"No permission to get order, OrderID:%v, UserID:%v\"<\/span>, req.OrderId, common.GetUserID(ctx))<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">  <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"No permission to get order\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">}<\/span>\n<\/code><\/pre>\n<p align=\"center\">\u56fe4: \u98ce\u9669\u4ee3\u7801\u8bc6\u522b\u4e0e\u4fee\u590d\u80fd\u529b\u5c55\u793a<\/p>\n<h3 data-id=\"heading-4\">2\u3001Risky Code LLM \u4f1a\u7ed3\u5408Prompt \u7ec6\u7c92\u5ea6\u4fe1\u606f\u8c03\u7528\u903b\u8f91\u63a8\u7406\u80fd\u529b<\/h3>\n<p>LLM\u5728\u751f\u6210\u4ee3\u7801\u8fc7\u7a0b\u4e2d\u5bf9\u7ed9\u5b9aPrompt\u8fdb\u884c\u4e86\u7ec6\u7c92\u5ea6\u5206\u6790\uff0c\u80fd\u591f\u6355\u6349prompt\u4e2d\u4fe1\u606f\u7684\u53d8\u5316\uff0c\u52a8\u6001\u751f\u6210\u76f8\u7b26\u7684\u6821\u9a8c\u8bed\u53e5\u3002\u5c06Case 1\u8bf7\u6c42\u4ee3\u7801\u4e2d\u7684\u53d8\u91cf<code>orderResp<\/code>\u4fee\u6539\u6210<code>orderInfo<\/code>\uff0c\u8865\u5168\u6821\u9a8c\u8bed\u53e5\u4e5f\u968f\u4e4b\u6539\u53d8\u3002\u8fd9\u4e5f\u8bf4\u660eLLM\u8865\u5168\u4ee3\u7801\u5e76\u4e0d\u662f\u5728\u6b7b\u677f\u62f7\u8d1d\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7279\u5b9a\u8bed\u53e5\uff0c\u800c\u662f\u4ece\u8bad\u7ec3\u6837\u4ee3\u7801\u672c\u4e2d\u63d0\u70bc\u51fa\u2018\u66f4\u9ad8\u5c42\u2019\u7684\u2018\u6821\u9a8c\u9700\u6c42\u2019\uff0c\u5e76\u57fa\u4e8e\u5f53\u524d\u573a\u666f\u63a8\u7406\u51fa\u6700\u7ec8\u5b9e\u73b0\u5f62\u5f0f\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">go<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-go code-block-extension-codeShowNum\" lang=\"go\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Q:&lt;function&gt;<span class=\"hljs-string\">``<\/span><span class=\"hljs-function\"><span class=\"hljs-keyword\">func<\/span> <span class=\"hljs-title\">GetOrder<\/span><span class=\"hljs-params\">(ctx *gin.Context, req *OrderReq)<\/span><\/span> (*OrderResp, <span class=\"hljs-type\">error<\/span>) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">   <span class=\"hljs-keyword\">if<\/span> req.OrderId == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.ReqError, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">   orderInfo, err := order.GetOrder(req.OrderId)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">   <span class=\"hljs-keyword\">if<\/span> err != <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Get Order error\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, err<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">   <span class=\"hljs-keyword\">if<\/span> orderInfo == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">   <span class=\"hljs-keyword\">return<\/span> orderInfo, <span class=\"hljs-literal\">nil<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">}<span class=\"hljs-string\">``<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">&lt;validate&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">---- \u4ee5\u4e0b\u4e3aRisky Code LLM\u8865\u5168\u7ed3\u679c----<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">A: <span class=\"hljs-keyword\">if<\/span> orderInfo.UserId != common.GetUserID(ctx) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">  logs.CtxError(ctx, <span class=\"hljs-string\">\"No permission to get order, OrderID:%v, UserID:%v\"<\/span>, req.OrderId, common.GetUserID(ctx))<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">  <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"No permission to get order\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">}<\/span>\n<\/code><\/pre>\n<p align=\"center\">\u56fe 5: \u7ec6\u5fae\u6270\u52a8\u5b9e\u9a8c\u8bf4\u660eRisk Code LLM\u8c03\u7528\u63a8\u7406\u80fd\u529b<\/p>\n<h3 data-id=\"heading-5\">3\u3001\u5728Prompt\u5185\u4e30\u5bcc\u4e0a\u4e0b\u6587\u4fe1\u606f\u53ef\u7f13\u89e3\u5e7b\u89c9\uff08hallucination\uff09\u95ee\u9898<\/h3>\n<p>\u5e7b\u89c9\u95ee\u9898\u5728\u6211\u4eec\u573a\u666f\u4e2d\u7684\u4f53\u73b0\u662f\uff0cLLM\u6709\u65f6\u4f1a\u65e0\u4e2d\u751f\u6709\u3001\u5f3a\u884c\u7f16\u9020\u4e00\u4e9b\u7ed3\u6784\u4f53\u7684\u6210\u5458\u53d8\u91cf\uff0c\u5bfc\u81f4\u751f\u6210\u9519\u8bef\u7684\u6821\u9a8c\u8bed\u53e5\u3002LLM\u4ea7\u751f\u5e7b\u89c9\u7684\u4e3b\u8981\u539f\u56e0\u662f\u4fe1\u606f\u7f3a\u5931\uff0c\u56e0\u6b64LLM\u57fa\u4e8ePretraining\u4e60\u5f97\u80fd\u529b\u5c1d\u8bd5\u751f\u6210\u7684\u7b54\u6848\u5e76\u4e0d\u6b63\u786e\u3002\u6bd4\u5982\uff0c\u5728\u4e0a\u8ff0\u201c\u83b7\u53d6\u8ba2\u5355\u4fe1\u606f\u201d\u573a\u666f\u4e2d\uff0c\u5047\u8bbe\u4e1a\u52a1\u573a\u666f\u4e2d\u8ba2\u5355\u7684\u5f52\u5c5e\u662f\u67d0\u4e2a\u7ec4\u7ec7\uff0c\u800c\u4e0d\u662f\u4e2a\u4eba\uff0c\u540c\u7ec4\u7ec7\u7684\u7528\u6237\u53ef\u4ee5\u4e92\u76f8\u67e5\u770b\u8ba2\u5355\uff0c\u90a3\u4e48\u6b64\u65f6\u751f\u6210\u6821\u9a8cUserId\u7684\u4e00\u81f4\u6027\u5c31\u662f\u9519\u8bef\u7684\u3002\u6211\u4eec\u53ef\u4ee5\u5728prompt\u4e2d\u8865\u5145orderResp\u7684\u7ed3\u6784\u4f53\u5b9a\u4e49\uff0c\u6a21\u578b\u901a\u8fc7In-Context Learning\u5b66\u4e60\u5230orderResp\u4e2d\u7684\u6210\u5458\u53d8\u91cf\uff0c\u8fdb\u800c\u751f\u6210\u6b63\u786e\u7684\u6821\u9a8c\u8bed\u53e5\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">go<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-go code-block-extension-codeShowNum\" lang=\"go\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Q:&lt;context&gt;<span class=\"hljs-string\">``<\/span><span class=\"hljs-keyword\">type<\/span> OrderResp <span class=\"hljs-keyword\">struct<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    GroupId         <span class=\"hljs-type\">int<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    OrderId         <span class=\"hljs-type\">int<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    OrderStatus     <span class=\"hljs-type\">int<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    OrderContent    <span class=\"hljs-type\">string<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">}<span class=\"hljs-string\">``<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">&lt;function&gt;<span class=\"hljs-string\">``<\/span><span class=\"hljs-function\"><span class=\"hljs-keyword\">func<\/span> <span class=\"hljs-title\">GetOrder<\/span><span class=\"hljs-params\">(ctx *gin.Context, req *OrderReq)<\/span><\/span> (*OrderResp, <span class=\"hljs-type\">error<\/span>) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">   <span class=\"hljs-keyword\">if<\/span> req.OrderId == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.ReqError, <span class=\"hljs-string\">\"OrderId is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">   orderResp, err := order.GetOrder(req.OrderId)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">   <span class=\"hljs-keyword\">if<\/span> err != <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Get Order error\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, err<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">   <span class=\"hljs-keyword\">if<\/span> orderResp == <span class=\"hljs-literal\">nil<\/span> {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">      logs.CtxError(ctx, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">      <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"Order is nil\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">   }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">   <span class=\"hljs-keyword\">return<\/span> orderResp, <span class=\"hljs-literal\">nil<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">}<span class=\"hljs-string\">``<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">&lt;validate&gt;<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">---- \u4ee5\u4e0b\u4e3aRisky Code LLM\u8865\u5168\u7ed3\u679c----<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">A: <span class=\"hljs-keyword\">if<\/span> orderResp.GroupId != common.GetGroupID(ctx) {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">  logs.CtxError(ctx, <span class=\"hljs-string\">\"GroupId not match, req:%v, orderResp:%v\"<\/span>, req, orderResp)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">  <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-literal\">nil<\/span>, common.NewError(common.RespError, <span class=\"hljs-string\">\"GroupId not match\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\">}<\/span>\n<\/code><\/pre>\n<p align=\"center\">\u56fe 6: \u901a\u8fc7\u4e30\u5bccPrompt\u4e0a\u4e0b\u6587\u89e3\u51b3\u5e7b\u89c9<\/p>\n<h1 data-id=\"heading-6\">\u56db\u3001\u8ba8\u8bba<\/h1>\n<p>\u6211\u4eec\u5c55\u793a\u4e86\u5229\u7528LLM\u4f4e\u6210\u672c\u89e3\u51b3\u98ce\u9669\u4ee3\u7801\u7684\u53ef\u80fd\u6027\uff0c\u4f46\u76ee\u524d\u4ecd\u6709\u5f88\u591a\u6280\u672f\u6311\u6218\u9700\u8981\u89e3\u51b3\uff1a<\/p>\n<p><strong>\u5982\u4f55\u5229\u7528<\/strong> <strong>LLM<\/strong> <strong>\u89e3\u51b3\u4e0d\u540c\u7c7b\u578b\u7684\u98ce\u9669\u4ee3\u7801\uff1a<\/strong> \u901a\u8fc7LLM\u5b9e\u73b0\u98ce\u9669\u4ee3\u7801\u81ea\u52a8\u4fee\u590d\uff0c\u53ef\u8282\u7701\u4f20\u7edf\u6f0f\u6d1e\u6cbb\u7406\u6d41\u7a0b\u4e2d\u4eba\u5de5\u6210\u672c\u3001\u63d0\u5347\u4e86\u4fee\u590d\u6548\u7387\u3001\u7f29\u77ed\u98ce\u9669\u66b4\u9732\u65f6\u95f4\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6709\u53ef\u80fd\u505a\u5230\u771f\u6b63\u6cbb\u7406\u201c\u672a\u77e5\u6f0f\u6d1e\u201d\u7684\u6548\u679c\u3002\u98ce\u9669\u4ee3\u7801\u662f\u6f0f\u6d1e\u53d1\u751f\u7684\u5fc5\u8981\u4e0d\u5145\u5206\u6761\u4ef6\uff0c\u68b3\u7406\u53ef\u80fd\u5f15\u53d1\u6f0f\u6d1e\u7684\u98ce\u9669\u4ee3\u7801\u7c7b\u578b\u5e76\u5168\u91cf\u6cbb\u7406\u3001\u53ef\u4ee5\u63d0\u524d\u89e3\u51b3\u5f88\u591a\u6f5c\u5728\u6f0f\u6d1e\u5371\u5bb3\u3002\u4f46\u76ee\u524d\u98ce\u9669\u4ee3\u7801\u7c7b\u578b\u7684\u5b9a\u4e49\u8fd8\u9700\u8981\u4eba\u5de5\u5206\u6790\uff0c\u65b9\u6848\u7684\u5b8c\u6574\u5b9e\u65bd\u9700\u63a2\u7d22\u66f4\u9ad8\u6548\u3001\u652f\u6491\u6240\u6709\u7c7b\u578b\u98ce\u9669\u4ee3\u7801\u7684\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u5982\u4f55\u5229\u7528<\/strong> <strong>LLM<\/strong> <strong>\u81ea\u8eab\u8bed\u8a00\u903b\u8f91\u89e3\u91ca<\/strong> <strong>SFT<\/strong> <strong>\u4efb\u52a1\uff1a<\/strong> \u6a21\u578b\u901a\u8fc7SFT\u7684\u786e\u6210\u529f\u8c03\u7528\u4e86\u5176\u8bed\u4e49\u5206\u6790\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u6765\u8bc6\u522b\u4e0e\u4fee\u590d\u98ce\u9669\u4ee3\u7801\uff0c\u5f62\u6210\u4e86\u89e3\u51b3\u98ce\u9669\u4ee3\u7801\u7684\u201c\u4efb\u52a1\u903b\u8f91\u201d\u3002\u76ee\u524d\u6211\u4eec\u6b63\u5f15\u5bfcRisky Code LLM\u4f7f\u7528\u8bed\u8a00\u6765\u63cf\u8ff0\u98ce\u9669\u4ee3\u7801\u8bc6\u522b\u4e0e\u4fee\u590d\u4efb\u52a1\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e0c\u671b\u901a\u8fc7LLM\u539f\u6709\u7684\u201c\u8bed\u8a00\u903b\u8f91\u201d\u6765\u8868\u793aSFT\u4efb\u52a1\u4e60\u5f97\u7684\u201c\u4efb\u52a1\u903b\u8f91\u201d\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4efb\u52a1\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<h1 data-id=\"heading-7\"><strong>\u4e94\u3001\u7ed3\u8bed<\/strong><\/h1>\n<p>\u4ee5ChatGPT\u4e3a\u9996\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u51fa\u73b0\u4f7f\u5f97\u5b89\u5168\u9886\u57df\u4e2d\u5f88\u591a\u4f20\u7edf\u65b9\u6cd5\u7684\u9057\u7559\u95ee\u9898\u51fa\u73b0\u4e86\u65b0\u89e3\u6cd5\u3002\u76ee\u524d\uff0c\u5b57\u8282\u8df3\u52a8\u65e0\u6052\u5b9e\u9a8c\u5ba4&amp;\u4ee3\u7801\u667a\u80fd\u56e2\u961f\u6b63\u5728\u5229\u7528LLM\u6280\u672f\u5b9e\u73b0IDE\u5b89\u5168\u63d2\u4ef6\uff0c\u7528\u4e8e\u5728\u7814\u53d1\u5f00\u53d1\u7684\u8fc7\u7a0b\u4e2d\u5bf9\u6821\u9a8c\u8bed\u53e5\u7f3a\u5931\u7684\u573a\u666f\u8fdb\u884c\u9884\u8b66\u548c\u4fee\u590d\uff0c\u5b9e\u73b0\u5b89\u5168\u98ce\u9669\u7684\u5de6\u79fb\u3002\u540c\u65f6\uff0c\u4e5f\u5728\u4f7f\u7528\u8be5\u6280\u672f\u5f25\u8865\u4f20\u7edf\u7684\u6570\u636e\u6d41\u5206\u6790\u65b9\u6cd5\u65e0\u6cd5\u8986\u76d6\u7684\u6f0f\u6d1e\uff0c\u5171\u540c\u4fdd\u62a4\u7528\u6237\u6570\u636e\u548c\u9690\u79c1\u5b89\u5168\u3002<\/p>\n<p>\u5728\u672a\u6765\uff0c\u65e0\u6052\u5b9e\u9a8c\u5ba4\u5c06\u6301\u7eed\u63a2\u7d22\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5728\u5b89\u5168\u9886\u57df\u7684\u5e94\u7528\uff0c\u9488\u5bf9\u4f20\u7edf\u65b9\u6cd5\u9762\u4e34\u7684\u7591\u96be\u95ee\u9898\u7ed9\u51fa\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u7b54\u6848\uff0c\u4e3a\u7528\u6237\u7684\u6570\u636e\u9690\u79c1\u5b89\u5168\u63d0\u4f9b\u5207\u5b9e\u4fdd\u969c\u3002\u6700\u540e\uff0c\u6b22\u8fce\u5927\u5bb6\u8fdb\u884c\u6280\u672f\u4ea4\u6d41\u8ba8\u8bba\u3002<\/p>\n<h1 data-id=\"heading-8\">\u516d\u3001\u5173\u4e8e\u65e0\u6052\u5b9e\u9a8c\u5ba4&amp;\u4ee3\u7801\u667a\u80fd\u56e2\u961f<\/h1>\n<p><strong>\u4ee3\u7801\u667a\u80fd\u56e2\u961f\u662f\u5b57\u8282\u8df3\u52a8Dev Infra\u7684\u521b\u65b0\u6280\u672f\u5b9e\u9a8c\u5ba4\uff0c\u5b9e\u9a8c\u5ba4\u7684\u4f7f\u547d\u662f\u52a0\u901f\u8f6f\u4ef6\u5de5\u7a0b\u548c\u667a\u80fd\u6280\u672f\u7684\u878d\u5408\u548c\u4e92\u8865\uff0c\u63a8\u52a8\u8f6f\u4ef6\u5f00\u53d1\u5404\u4e2a\u65b9\u9762\u7684\u6280\u672f\u8fdb\u6b65<\/strong>\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u5b9e\u9a8c\u5ba4\u6c47\u96c6\u4e86\u6765\u81ea\u4e0d\u540c\u9886\u57df\u548c\u80cc\u666f\u7684\u6700\u4f18\u79c0\u7684\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u5de5\u7a0b\u5e08\uff0c\u63a8\u52a8\u89e3\u51b3\u5b57\u8282\u8df3\u52a8\u548c\u8f6f\u4ef6\u5de5\u7a0b\u793e\u533a\u7684\u6311\u6218\u3002<\/p>\n<p><strong>\u65e0\u6052\u5b9e\u9a8c\u5ba4\u662f\u7531\u5b57\u8282\u8df3\u52a8\u8d44\u6df1\u5b89\u5168\u7814\u7a76\u4eba\u5458\u7ec4\u6210\u7684\u4e13\u4e1a\u653b\u9632\u7814\u7a76\u5b9e\u9a8c\u5ba4<\/strong>\uff0c\u81f4\u529b\u4e8e\u4e3a\u5b57\u8282\u8df3\u52a8\u65d7\u4e0b\u4ea7\u54c1\u4e0e\u4e1a\u52a1\u4fdd\u9a7e\u62a4\u822a\u3002\u901a\u8fc7\u6f0f\u6d1e\u6316\u6398\u3001\u5b9e\u6218\u6f14\u7ec3\u3001\u9ed1\u4ea7\u6253\u51fb\u3001\u5e94\u6025\u54cd\u5e94\u7b49\u624b\u6bb5\uff0c\u4e0d\u65ad\u63d0\u5347\u516c\u53f8\u57fa\u7840\u5b89\u5168\u3001\u4e1a\u52a1\u5b89\u5168\u6c34\u4f4d\uff0c\u6781\u529b\u964d\u4f4e\u5b89\u5168\u4e8b\u4ef6\u5bf9\u4e1a\u52a1\u548c\u516c\u53f8\u7684\u5f71\u54cd\u7a0b\u5ea6\u3002\u65e0\u6052\u5b9e\u9a8c\u5ba4\u5e0c\u671b\u6301\u7eed\u4e0e\u4e1a\u754c\u5171\u4eab\u7814\u7a76\u6210\u679c\uff0c\u534f\u52a9\u4f01\u4e1a\u907f\u514d\u906d\u53d7\u5b89\u5168\u98ce\u9669\uff0c\u4ea6\u671b\u80fd\u4e0e\u4e1a\u5185\u540c\u884c\u5171\u540c\u5408\u4f5c\uff0c\u4e3a\u7f51\u7edc\u5b89\u5168\u884c\u4e1a\u7684\u53d1\u5c55\u505a\u51fa\u8d21\u732e\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5b57\u8282\u8df3\u52a8\u65e0\u6052\u5b9e\u9a8c\u5ba4&#038;\u4ee3\u7801\u667a\u80fd\u56e2\u961f\u6b63\u5728\u5229\u7528LLM\u6280\u672f\u5b9e\u73b0IDE\u5b89\u5168\u63d2\u4ef6\uff0c\u7528\u4e8e\u5728\u7814\u53d1\u5f00\u53d1\u7684\u8fc7\u7a0b\u4e2d\u5bf9\u6821\u9a8c\u8bed\u53e5\u7f3a\u5931\u7684\u573a\u666f\u8fdb\u884c\u9884\u8b66\u548c\u4fee\u590d\uff0c\u5b9e\u73b0\u5b89\u5168\u98ce\u9669\u7684\u5de6\u79fb\u3002<\/p>\n","protected":false},"author":1,"featured_media":2589,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"LLM\u8d4b\u80fd\u4ee3\u7801\u5b89\u5168\uff1a\u98ce\u9669\u4ee3\u7801\u81ea\u52a8\u4fee\u590d - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528LLM (\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b) \u6280\u672f\u8bc6\u522b\u548c\u4fee\u590d\u98ce\u9669\u4ee3\u7801\uff0c\u4ece\u800c\u4f4e\u6210\u672c\u5730\u89e3\u51b3\u4ee3\u7801\u5b89\u5168\u95ee\u9898\uff0c\u63d0\u5347\u6f0f\u6d1e\u4fee\u590d\u6548\u7387\uff0c\u964d\u4f4e\u4f01\u4e1a\u5b89\u5168\u98ce\u9669\u3002","rank_math_focus_keyword":"\u98ce\u9669\u4ee3\u7801, LLM, \u4ee3\u7801\u5b89\u5168, \u6f0f\u6d1e\u4fee\u590d, 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