{"id":93774,"date":"2026-08-13T08:40:54","date_gmt":"2026-08-13T00:40:54","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93774.html"},"modified":"2026-08-13T08:40:54","modified_gmt":"2026-08-13T00:40:54","slug":"llm%e5%9c%a8%e5%8f%8d%e6%b1%87%e7%bc%96%e4%bb%bb%e5%8a%a1%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%e7%a0%94%e7%a9%b6%ef%bc%9a%e6%96%87%e7%8c%ae%e8%b0%83%e7%a0%94%e8%bf%9b%e5%b1%95%e4%b8%8e%e5%90%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93774.html","title":{"rendered":"LLM\u5728\u53cd\u6c47\u7f16\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u7814\u7a76\uff1a\u6587\u732e\u8c03\u7814\u8fdb\u5c55\u4e0e\u540e\u7eed\u89c4\u5212\u6c47\u62a5"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0\">\u5bf9\u4e8e\u4e09\u7bc7\u5206\u4eab\u7684\u8bba\u6587\u8fdb\u884c\u4e86\u9605\u8bfb\u548c\u68b3\u7406&#xff0c;\u5e76\u505a\u4e86\u76f8\u5173\u7b14\u8bb0\u3002\u5bf9\u4e8eLLM\u8fdb\u884c\u53cd\u6c47\u7f16\u4efb\u52a1\u6709\u4e86\u8fdb\u4e00\u6b65\u4e86\u89e3&#xff0c;\u540c\u65f6\u5bf9\u4e8e\u8bba\u6587\u4e2d\u63d0\u5230\u7684\u5176\u4ed6\u76f8\u5173\u5de5\u4f5c&#xff08;\u4e3b\u8981\u662f\u57fa\u4e8e\u7efc\u8ff0\u90a3\u7bc7\u8bba\u6587&#xff09;\u8fdb\u884c\u4e86\u641c\u7d22\u9605\u8bfb\u3002\u73b0\u5728\u8fd8\u6ca1\u6709\u5bf9\u8bba\u6587\u4e2d\u63d0\u5230\u7684\u5f00\u653e\u4ee3\u7801\u8fdb\u884c\u590d\u73b0\u3002<\/p>\n<h2>LLM\u5728\u53cd\u6c47\u7f16\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u7814\u7a76&#xff1a;\u6587\u732e\u8c03\u7814\u8fdb\u5c55\u4e0e\u540e\u7eed\u89c4\u5212\u6c47\u62a5<\/h2>\n<p>\u6c47\u62a5\u4eba&#xff1a;<\/p>\n<p>\u6c47\u62a5\u65e5\u671f&#xff1a;\u200b 202X\u5e74X\u6708X\u65e5<\/p>\n<p>\u6838\u5fc3\u4e3b\u9898&#xff1a;\u200b \u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u7684\u4e8c\u8fdb\u5236\u4ee3\u7801\u53cd\u6c47\u7f16\u6280\u672f\u7814\u7a76\u73b0\u72b6\u8c03\u7814<\/p>\n<h3>\u4e00\u3001 \u5f15\u8a00\u4e0e\u8c03\u7814\u80cc\u666f<\/h3>\n<p>\u968f\u7740\u8f6f\u4ef6\u89c4\u6a21\u7684\u7206\u70b8\u5f0f\u589e\u957f\u4ee5\u53ca\u9006\u5411\u5de5\u7a0b\u5728\u5b89\u5168\u7814\u7a76\u3001\u6f0f\u6d1e\u6316\u6398\u548c\u8f6f\u4ef6\u7ef4\u62a4\u4e2d\u7684\u91cd\u8981\u6027\u65e5\u76ca\u51f8\u663e&#xff0c;\u4f20\u7edf\u7684\u4e8c\u8fdb\u5236\u4ee3\u7801\u5206\u6790\u624b\u6bb5\u6b63\u9762\u4e34\u7740\u4e25\u5cfb\u7684\u6548\u7387\u74f6\u9888\u3002\u7279\u522b\u662f\u5728\u9762\u5bf9\u6df7\u6dc6\u4ee3\u7801\u3001\u52a0\u58f3\u7a0b\u5e8f\u4ee5\u53ca\u7f3a\u4e4f\u7b26\u53f7\u4fe1\u606f\u7684\u65f6&#xff0c;\u4eba\u5de5\u9006\u5411\u5206\u6790\u7684\u8017\u65f6\u5de8\u5927&#xff0c;\u800c\u57fa\u4e8e\u6a21\u5f0f\u5339\u914d\u7684\u81ea\u52a8\u5316\u5de5\u5177\u5f80\u5f80\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002<\/p>\n<p>\u8fd1\u5e74\u6765&#xff0c;\u5927\u8bed\u8a00\u6a21\u578b&#xff08;Large Language Models, LLMs&#xff09;\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406&#xff08;NLP&#xff09;\u548c\u4ee3\u7801\u7406\u89e3\u9886\u57df\u5c55\u73b0\u4e86\u60ca\u4eba\u7684\u6f5c\u529b\u3002\u9274\u4e8e\u6c47\u7f16\u4ee3\u7801\u672c\u8d28\u4e0a\u4e5f\u662f\u4e00\u79cd\u5f62\u5f0f\u5316\u8bed\u8a00&#xff0c;\u5176\u5177\u5907\u4e25\u683c\u7684\u8bed\u6cd5\u7ed3\u6784\u548c\u6f5c\u5728\u7684\u8bed\u4e49\u903b\u8f91&#xff0c;\u5229\u7528LLM\u8fdb\u884c\u53cd\u6c47\u7f16\u53ca\u4e8c\u8fdb\u5236\u7406\u89e3\u6210\u4e3a\u4e86\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5173\u6ce8\u7684\u65b0\u5174\u70ed\u70b9\u3002<\/p>\n<p>\u57fa\u4e8e\u9879\u76ee\u7ec4\u7684\u7814\u7a76\u65b9\u5411&#xff0c;\u672c\u5468\u6211\u91cd\u70b9\u9488\u5bf9LLM\u5728\u53cd\u6c47\u7f16&#xff08;Disassembly&#xff09;\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u5c55\u5f00\u4e86\u7cfb\u7edf\u6027\u7684\u6587\u732e\u8c03\u7814\u3002\u672c\u6b21\u6c47\u62a5\u65e8\u5728\u68b3\u7406\u5df2\u5b8c\u6210\u7684\u9605\u8bfb\u5de5\u4f5c&#xff0c;\u603b\u7ed3\u5f53\u524d\u6280\u672f\u8def\u5f84&#xff0c;\u5206\u6790\u73b0\u5b58\u6311\u6218&#xff0c;\u5e76\u660e\u786e\u4e0b\u4e00\u9636\u6bb5\u7684\u4ee3\u7801\u590d\u73b0\u4e0e\u5b9e\u9a8c\u9a8c\u8bc1\u8ba1\u5212\u3002<\/p>\n<h3>\u4e8c\u3001 \u6838\u5fc3\u6587\u732e\u7814\u8bfb\u4e0e\u6df1\u5ea6\u68b3\u7406<\/h3>\n<p>\u5728\u672c\u6b21\u8c03\u7814\u4e2d&#xff0c;\u6211\u9009\u53d6\u4e86\u4e09\u7bc7\u5177\u6709\u4ee3\u8868\u6027\u7684\u6838\u5fc3\u8bba\u6587\u8fdb\u884c\u6df1\u5165\u7cbe\u8bfb\u3002\u8fd9\u4e09\u7bc7\u8bba\u6587\u5206\u522b\u4ece\u4e0d\u540c\u7684\u5207\u5165\u70b9\u63a2\u8ba8\u4e86LLM\u5982\u4f55\u8d4b\u80fd\u53cd\u6c47\u7f16\u4efb\u52a1&#xff0c;\u6db5\u76d6\u4e86\u4ece\u9884\u8bad\u7ec3\u7b56\u7565\u3001\u5fae\u8c03\u65b9\u6cd5\u5230\u5177\u4f53\u4e0b\u6e38\u4efb\u52a1\u5e94\u7528\u7684\u5b8c\u6574\u94fe\u6761\u3002<\/p>\n<h4>1. \u8bba\u6587\u9605\u8bfb\u4e0e\u903b\u8f91\u91cd\u6784<\/h4>\n<p>\u6211\u9996\u5148\u5bf9\u8fd9\u4e09\u7bc7\u8bba\u6587\u8fdb\u884c\u4e86\u9010\u5b57\u7cbe\u8bfb&#xff0c;\u5e76\u672a\u505c\u7559\u5728\u6458\u8981\u548c\u7ed3\u8bba\u5c42\u9762&#xff0c;\u800c\u662f\u6df1\u5165\u5230\u4e86\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u3001\u635f\u5931\u51fd\u6570\u5b9a\u4e49\u4ee5\u53ca\u5b9e\u9a8c\u6570\u636e\u96c6\u6784\u5efa\u7684\u7ec6\u8282\u4e2d\u3002\u5728\u9605\u8bfb\u8fc7\u7a0b\u4e2d&#xff0c;\u6211\u91cd\u70b9\u68b3\u7406\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u7684\u4fe1\u606f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4efb\u52a1\u5b9a\u4e49\u5dee\u5f02&#xff1a;\u660e\u786e\u4e86\u4e0d\u540c\u8bba\u6587\u662f\u5c06\u53cd\u6c47\u7f16\u5b9a\u4e49\u4e3a\u5355\u7eaf\u7684\u5e8f\u5217\u6807\u6ce8\u95ee\u9898&#xff08;Token Classification&#xff09;&#xff0c;\u8fd8\u662f\u5c06\u5176\u89c6\u4e3a\u751f\u6210\u5f0f\u4efb\u52a1&#xff08;Seq2Seq&#xff09;\u3002\u8fd9\u4e00\u533a\u522b\u51b3\u5b9a\u4e86\u6a21\u578b\u9009\u578b\u662f\u504f\u5411Encoder-Only&#xff08;\u5982BERT&#xff09;\u8fd8\u662fDecoder-Only&#xff08;\u5982GPT\u7cfb\u5217&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u7279\u5f81\u8f93\u5165\u5f62\u5f0f&#xff1a;\u5206\u6790\u4e86\u5404\u8bba\u6587\u5982\u4f55\u5904\u7406\u4e8c\u8fdb\u5236\u5b57\u8282\u6d41\u3002\u662f\u76f4\u63a5\u8f93\u5165\u5341\u516d\u8fdb\u5236\u5b57\u7b26\u4e32&#xff0c;\u8fd8\u662f\u5c06\u5176\u8f6c\u6362\u4e3aOpcode\u5e8f\u5217&#xff0c;\u4ea6\u6216\u662f\u7ed3\u5408\u4e86\u63a7\u5236\u6d41\u56fe&#xff08;CFG&#xff09;\u7684\u7ed3\u6784\u4fe1\u606f\u3002<\/p>\n<\/li>\n<li>\n<p>\u6027\u80fd\u8bc4\u4f30\u6307\u6807&#xff1a;\u91cd\u70b9\u5173\u6ce8\u4e86\u53cd\u6c47\u7f16\u51c6\u786e\u7387&#xff08;Accuracy&#xff09;\u3001\u51fd\u6570\u8fb9\u754c\u8bc6\u522b\u7387&#xff08;Function Boundary Detection&#xff09;\u4ee5\u53ca\u8bef\u62a5\u7387\u7b49\u5173\u952e\u6307\u6807&#xff0c;\u5e76\u5bf9\u8bba\u6587\u4e2d\u58f0\u79f0\u7684SOTA&#xff08;State-of-the-Art&#xff09;\u7ed3\u679c\u8fdb\u884c\u4e86\u4ea4\u53c9\u6bd4\u5bf9\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u8be6\u5b9e\u7b14\u8bb0\u4e0e\u77e5\u8bc6\u6c89\u6dc0<\/h4>\n<p>\u4e3a\u4e86\u5c06\u9605\u8bfb\u6210\u679c\u5185\u5316&#xff0c;\u6211\u5efa\u7acb\u4e86\u7ed3\u6784\u5316\u7684\u7b14\u8bb0\u6587\u6863\u3002\u7b14\u8bb0\u5185\u5bb9\u4e0d\u4ec5\u5305\u62ec\u8bba\u6587\u7684\u6838\u5fc3\u89c2\u70b9\u6458\u5f55&#xff0c;\u8fd8\u5305\u542b\u4e86\u6211\u4e2a\u4eba\u7684\u601d\u8003\u4e0e\u8d28\u7591\u3002\u4f8b\u5982&#xff0c;\u9488\u5bf9\u67d0\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u201c\u901a\u8fc7\u63a9\u7801\u8bed\u8a00\u6a21\u578b&#xff08;MLM&#xff09;\u6062\u590d\u88ab\u6df7\u6dc6\u7684\u6307\u4ee4\u201d&#xff0c;\u6211\u5728\u7b14\u8bb0\u4e2d\u63a8\u5bfc\u4e86\u5176\u6570\u5b66\u539f\u7406&#xff0c;\u5e76\u5c1d\u8bd5\u5206\u6790\u4e86\u5176\u5728\u9762\u5bf9\u4e0d\u540c\u7f16\u8bd1\u5668\u4f18\u5316\u7b49\u7ea7&#xff08;O0-O3&#xff09;\u65f6\u7684\u9c81\u68d2\u6027\u5dee\u5f02\u3002\u8fd9\u4e9b\u7b14\u8bb0\u4e3a\u540e\u7eed\u56e2\u961f\u5185\u90e8\u7684\u6280\u672f\u5206\u4eab\u548c\u8ba8\u8bba\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u6750\u6599\u57fa\u7840\u3002<\/p>\n<h3>\u4e09\u3001 \u57fa\u4e8e\u7efc\u8ff0\u7684\u5173\u8054\u5de5\u4f5c\u62d3\u5c55\u4e0e\u6280\u672f\u56fe\u8c31\u6784\u5efa<\/h3>\n<p>\u5728\u6838\u5fc3\u8bba\u6587\u4e4b\u5916&#xff0c;\u6211\u53d1\u73b0\u5176\u4e2d\u4e00\u7bc7\u5c5e\u4e8e\u9ad8\u8d28\u91cf\u7684\u7efc\u8ff0\u6027\u6587\u7ae0&#xff08;Survey&#xff09;\u3002\u8fd9\u7c7b\u6587\u7ae0\u901a\u5e38\u5177\u6709\u6781\u9ad8\u7684\u4fe1\u606f\u5bc6\u5ea6&#xff0c;\u662f\u5feb\u901f\u5207\u5165\u4e00\u4e2a\u65b0\u9886\u57df\u7684\u201c\u5730\u56fe\u201d\u3002\u56e0\u6b64&#xff0c;\u6211\u5e76\u672a\u6b62\u6b65\u4e8e\u8be5\u7efc\u8ff0\u672c\u8eab&#xff0c;\u800c\u662f\u4ee5\u5176\u4e3a\u7d22\u5f15&#xff0c;\u5f00\u5c55\u4e86\u5e7f\u6cdb\u7684\u5173\u8054\u5de5\u4f5c\u68c0\u7d22\u4e0e\u9605\u8bfb\u3002<\/p>\n<h4>1. \u201c\u987a\u85e4\u6478\u74dc\u201d\u5f0f\u7684\u6587\u732e\u8ffd\u8e2a<\/h4>\n<p>\u6211\u4f9d\u636e\u7efc\u8ff0\u4e2d\u63d0\u4f9b\u7684\u5206\u7c7b\u6cd5&#xff08;Taxonomy&#xff09;&#xff0c;\u5bf9LLM\u5728\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u7684\u5e94\u7528\u8fdb\u884c\u4e86\u5206\u5c42\u68b3\u7406&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e0a\u6e38\u9884\u8bad\u7ec3\u6a21\u578b&#xff1a;\u8c03\u7814\u4e86CodeBERT\u3001GraphCodeBERT\u3001StarCoder\u7b49\u5728\u4ee3\u7801\u8bed\u6599\u4e0a\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u7279\u522b\u5173\u6ce8\u4e86\u5b83\u4eec\u662f\u5426\u652f\u6301\u6c47\u7f16\u8bed\u8a00&#xff08;Assembly&#xff09;\u6216\u4e2d\u95f4\u8868\u793a&#xff08;IR&#xff09;\u7684\u8bad\u7ec3&#xff0c;\u56e0\u4e3a\u8fd9\u5bf9\u8fc1\u79fb\u5b66\u4e60\u7684\u6548\u679c\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0b\u6e38\u4efb\u52a1\u6620\u5c04&#xff1a;\u9664\u4e86\u6838\u5fc3\u7684\u53cd\u6c47\u7f16\u4efb\u52a1\u5916&#xff0c;\u6211\u8fd8\u8c03\u7814\u4e86LLM\u5728\u4e8c\u8fdb\u5236\u4ee3\u7801\u76f8\u4f3c\u6027\u68c0\u6d4b&#xff08;BCSD&#xff09;\u3001\u53d8\u91cf\u91cd\u547d\u540d&#xff08;Variable Renaming&#xff09;\u3001\u7c7b\u578b\u6062\u590d&#xff08;Type Inference&#xff09;\u4ee5\u53ca\u6f0f\u6d1e\u68c0\u6d4b&#xff08;Vulnerability Detection&#xff09;\u7b49\u65b9\u9762\u7684\u5e94\u7528\u3002\u8fd9\u6709\u52a9\u4e8e\u6211\u4eec\u4ece\u5168\u5c40\u89c6\u89d2\u7406\u89e3\u53cd\u6c47\u7f16\u4efb\u52a1\u5728\u6574\u4e2a\u4e8c\u8fdb\u5236\u5206\u6790 pipeline \u4e2d\u7684\u4f4d\u7f6e\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u6280\u672f\u8def\u7ebf\u5bf9\u6bd4\u4e0e\u5206\u6790<\/h4>\n<p>\u901a\u8fc7\u5e7f\u6cdb\u7684\u9605\u8bfb&#xff0c;\u6211\u521d\u6b65\u6784\u5efa\u4e86\u8be5\u9886\u57df\u7684\u201c\u6280\u672f\u56fe\u8c31\u201d\u3002\u76ee\u524d\u4e3b\u6d41\u7684\u6280\u672f\u8def\u7ebf\u5927\u81f4\u5206\u4e3a\u4e24\u7c7b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5224\u522b\u5f0f\u8def\u7ebf&#xff1a;\u5229\u7528BERT\u7c7b\u6a21\u578b\u5bf9\u4e8c\u8fdb\u5236\u7247\u6bb5\u8fdb\u884c\u5206\u7c7b&#xff0c;\u5224\u65ad\u6307\u4ee4\u8fb9\u754c\u6216\u51fd\u6570\u8d77\u59cb\u70b9\u3002\u8fd9\u7c7b\u65b9\u6cd5\u63a8\u7406\u901f\u5ea6\u5feb&#xff0c;\u4f46\u5728\u5904\u7406\u957f\u7a0b\u4f9d\u8d56\u65f6\u8868\u73b0\u53d7\u9650\u3002<\/p>\n<\/li>\n<li>\n<p>\u751f\u6210\u5f0f\u8def\u7ebf&#xff1a;\u5229\u7528GPT\u7c7b\u6a21\u578b\u5c06\u4e8c\u8fdb\u5236\u5b57\u8282\u6d41\u201c\u7ffb\u8bd1\u201d\u4e3a\u6c47\u7f16\u4ee3\u7801\u6216\u4f2a\u4ee3\u7801\u3002\u8fd9\u7c7b\u65b9\u6cd5\u7075\u6d3b\u6027\u9ad8&#xff0c;\u80fd\u591f\u751f\u6210\u7b26\u5408\u8bed\u6cd5\u7684\u5e8f\u5217&#xff0c;\u4f46\u5bf9\u7b97\u529b\u548c\u6570\u636e\u91cf\u7684\u8981\u6c42\u6781\u9ad8&#xff0c;\u4e14\u5b58\u5728\u5e7b\u89c9&#xff08;Hallucination&#xff09;\u98ce\u9669\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u76ee\u524d&#xff0c;\u6211\u6b63\u5728\u6574\u7406\u4e00\u5f20\u8be6\u7ec6\u7684\u5bf9\u6bd4\u8868\u683c&#xff0c;\u7f57\u5217\u5404\u4ee3\u8868\u6027\u5de5\u4f5c\u5728\u6a21\u578b\u89c4\u6a21\u3001\u8bad\u7ec3\u6570\u636e\u6765\u6e90\u3001\u5f00\u6e90\u7a0b\u5ea6\u4ee5\u53ca\u5728\u57fa\u51c6\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0&#xff0c;\u4ee5\u4fbf\u4e3a\u540e\u7eed\u7684\u6280\u672f\u9009\u578b\u63d0\u4f9b\u6570\u636e\u652f\u6491\u3002<\/p>\n<h3>\u56db\u3001 \u5f53\u524d\u8fdb\u5ea6\u8bf4\u660e&#xff1a;\u7406\u8bba\u8c03\u7814\u4e0e\u4ee3\u7801\u590d\u73b0\u7684\u8854\u63a5<\/h3>\n<p>\u5fc5\u987b\u5ba2\u89c2\u6307\u51fa\u7684\u662f&#xff0c;\u76ee\u524d\u7684\u5de5\u4f5c\u91cd\u5fc3\u5b8c\u5168\u96c6\u4e2d\u5728\u7406\u8bba\u8c03\u7814\u4e0e\u6587\u732e\u7efc\u8ff0\u9636\u6bb5\u3002\u622a\u81f3\u76ee\u524d&#xff0c;\u5c1a\u672a\u542f\u52a8\u5bf9\u76f8\u5173\u8bba\u6587\u5f00\u6e90\u4ee3\u7801\u7684\u590d\u73b0\u5de5\u4f5c\u3002<\/p>\n<p>\u505a\u51fa\u8fd9\u4e00\u5b89\u6392\u7684\u539f\u56e0\u4e3b\u8981\u6709\u4e24\u70b9&#xff1a;<\/p>\n<li>\n<p>\u786e\u4fdd\u65b9\u5411\u6b63\u786e&#xff1a;\u5728\u5c1a\u672a\u5b8c\u5168\u5398\u6e05\u9886\u57df\u5185\u5404\u79cd\u6280\u672f\u8def\u7ebf\u7684\u4f18\u52a3\u4e4b\u524d\u8d38\u7136\u8fdb\u884c\u4ee3\u7801\u590d\u73b0&#xff0c;\u5bb9\u6613\u9677\u5165\u201c\u8c03\u5305\u201d\u7684\u8bef\u533a&#xff0c;\u65e0\u6cd5\u4ece\u6839\u672c\u4e0a\u7406\u89e3\u7b97\u6cd5\u7684\u8bbe\u8ba1\u610f\u56fe\u3002\u5145\u5206\u7684\u8c03\u7814\u6709\u52a9\u4e8e\u6211\u4eec\u5728\u590d\u73b0\u65f6\u66f4\u6709\u9488\u5bf9\u6027\u5730\u8bbe\u8ba1\u5bf9\u7167\u5b9e\u9a8c\u3002<\/p>\n<\/li>\n<li>\n<p>\u73af\u5883\u590d\u6742\u6027\u9884\u5224&#xff1a;\u4e8c\u8fdb\u5236\u5206\u6790\u5de5\u5177\u7684\u590d\u73b0\u901a\u5e38\u6d89\u53ca\u7279\u5b9a\u7684LLVM\u7248\u672c\u3001Capstone\u5f15\u64ce\u4ee5\u53ca\u7279\u5b9a\u7684Python\/C&#043;&#043;\u6df7\u5408\u7f16\u8bd1\u73af\u5883\u3002\u63d0\u524d\u901a\u8fc7\u6587\u732e\u4e86\u89e3\u4e0d\u540c\u5de5\u4f5c\u4f9d\u8d56\u7684\u73af\u5883\u5dee\u5f02&#xff0c;\u6709\u52a9\u4e8e\u6211\u4eec\u89c4\u5212\u7edf\u4e00\u7684Docker\u955c\u50cf\u6216\u865a\u62df\u73af\u5883&#xff0c;\u907f\u514d\u5728\u590d\u73b0\u9636\u6bb5\u56e0\u73af\u5883\u95ee\u9898\u6d6a\u8d39\u8fc7\u591a\u65f6\u95f4\u3002<\/p>\n<\/li>\n<p>\u76ee\u524d&#xff0c;\u6211\u5df2\u6536\u96c6\u4e86\u76f8\u5173\u8bba\u6587\u7684GitHub\u4ed3\u5e93\u94fe\u63a5&#xff0c;\u5e76\u5bf9\u4f9d\u8d56\u5e93\u7684\u7248\u672c\u8fdb\u884c\u4e86\u521d\u6b65\u8bb0\u5f55&#xff0c;\u505a\u597d\u4e86\u4ece\u201c\u9605\u8bfb\u201d\u8f6c\u5411\u201c\u5b9e\u8df5\u201d\u7684\u51c6\u5907\u3002<\/p>\n<h3>\u4e94\u3001 \u9762\u4e34\u7684\u6311\u6218\u4e0e\u601d\u8003<\/h3>\n<p>\u5728\u8c03\u7814\u8fc7\u7a0b\u4e2d&#xff0c;\u6211\u4e5f\u53d1\u73b0\u4e86\u5f53\u524dLLM\u5e94\u7528\u4e8e\u53cd\u6c47\u7f16\u4efb\u52a1\u5b58\u5728\u7684\u51e0\u4e2a\u663e\u8457\u6311\u6218&#xff0c;\u8fd9\u4e9b\u95ee\u9898\u4e5f\u5c06\u662f\u6211\u4eec\u540e\u7eed\u7814\u7a76\u548c\u590d\u73b0\u65f6\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u7684\u65b9\u5411&#xff1a;<\/p>\n<li>\n<p>\u6570\u636e\u7a00\u7f3a\u4e0e\u9690\u79c1\u95ee\u9898&#xff1a;\u9ad8\u8d28\u91cf\u7684\u3001\u5e26\u6709\u6807\u6ce8\u7684\u4e8c\u8fdb\u5236-\u6e90\u7801\u914d\u5bf9\u6570\u636e\u96c6\u975e\u5e38\u7a00\u7f3a&#xff0c;\u4e14\u5f88\u591a\u6d89\u53ca\u5546\u4e1a\u8f6f\u4ef6&#xff0c;\u96be\u4ee5\u83b7\u53d6\u3002\u5982\u4f55\u901a\u8fc7\u5408\u6210\u6570\u636e\u6216\u81ea\u76d1\u7763\u5b66\u4e60\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898&#xff0c;\u503c\u5f97\u63a2\u8ba8\u3002<\/p>\n<\/li>\n<li>\n<p>\u957f\u4e0a\u4e0b\u6587\u4f9d\u8d56&#xff1a;\u4e8c\u8fdb\u5236\u51fd\u6570\u53ef\u80fd\u5f88\u957f&#xff0c;\u800c\u73b0\u6709\u7684LLM\u901a\u5e38\u6709\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236&#xff08;Context Window Limit&#xff09;\u3002\u5982\u4f55\u5728\u6709\u9650\u7684Token\u957f\u5ea6\u5185\u6355\u6349\u8de8\u57fa\u672c\u5757\u7684\u8bed\u4e49\u5173\u7cfb&#xff0c;\u662f\u76ee\u524d\u7684\u4e00\u5927\u96be\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p>\u6cdb\u5316\u80fd\u529b\u74f6\u9888&#xff1a;\u5927\u591a\u6570\u8bba\u6587\u4ec5\u5728\u6709\u9650\u7684\u67b6\u6784&#xff08;\u5982x86&#xff09;\u548c\u64cd\u4f5c\u7cfb\u7edf&#xff08;\u5982Linux&#xff09;\u4e0a\u8fdb\u884c\u4e86\u9a8c\u8bc1\u3002\u6a21\u578b\u5728\u9762\u5bf9ARM\u67b6\u6784\u3001\u5d4c\u5165\u5f0f\u56fa\u4ef6\u6216\u7ecf\u8fc7\u91cd\u5ea6\u6df7\u6dc6\u7684\u4ee3\u7801\u65f6&#xff0c;\u6027\u80fd\u5f80\u5f80\u4f1a\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n<\/li>\n<h3>\u516d\u3001 \u4e0b\u4e00\u6b65\u5de5\u4f5c\u8ba1\u5212\u4e0e\u9884\u671f\u76ee\u6807<\/h3>\n<p>\u57fa\u4e8e\u5f53\u524d\u7684\u8c03\u7814\u57fa\u7840&#xff0c;\u4e0b\u4e00\u9636\u6bb5\u7684\u5de5\u4f5c\u5c06\u6b63\u5f0f\u8f6c\u5165\u4ee3\u7801\u590d\u73b0\u4e0e\u5b9e\u9a8c\u9a8c\u8bc1\u9636\u6bb5&#xff0c;\u5177\u4f53\u89c4\u5212\u5982\u4e0b&#xff1a;<\/p>\n<h4>\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u73af\u5883\u642d\u5efa\u4e0e\u57fa\u7ebf\u590d\u73b0&#xff08;\u9884\u8ba1X\u6708X\u65e5 &#8211; X\u6708X\u65e5&#xff09;<\/h4>\n<ul>\n<li>\n<p>\u76ee\u6807&#xff1a;\u6210\u529f\u8dd1\u901a\u81f3\u5c11\u4e00\u7bc7\u4ee3\u8868\u6027\u8bba\u6587\u7684\u5b98\u65b9\u5f00\u6e90\u4ee3\u7801\u3002<\/p>\n<\/li>\n<li>\n<p>\u884c\u52a8&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u62c9\u53d6\u76f8\u5173\u4ee3\u7801\u4ed3\u5e93&#xff0c;\u4e25\u683c\u5bf9\u7167requirements.txt\u914d\u7f6e\u73af\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0b\u8f7d\u6216\u9884\u5904\u7406\u8bba\u6587\u4e2d\u4f7f\u7528\u7684\u516c\u5f00\u6570\u636e\u96c6&#xff08;\u5982BinBench\u7b49&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5355\u5361GPU\u73af\u5883\u4e0b\u8fdb\u884c\u5c0f\u89c4\u6a21\u8bad\u7ec3\u4e0e\u63a8\u7406\u6d4b\u8bd5&#xff0c;\u786e\u4fdd\u6d41\u7a0b\u901a\u7545\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u4ea4\u4ed8\u7269&#xff1a;\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u5e93\u3001\u73af\u5883\u914d\u7f6e\u6587\u6863\u3001\u521d\u59cb\u8fd0\u884c\u65e5\u5fd7\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u5bf9\u6bd4\u5b9e\u9a8c\u4e0e\u6027\u80fd\u8bc4\u4f30&#xff08;\u9884\u8ba1X\u6708X\u65e5 &#8211; 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