{"id":83909,"date":"2026-07-26T06:16:55","date_gmt":"2026-07-25T22:16:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83909.html"},"modified":"2026-07-26T06:16:55","modified_gmt":"2026-07-25T22:16:55","slug":"llm-%e5%8a%a9%e5%8a%9b%e7%9a%84-linux-%e5%86%85%e6%a0%b8%e9%9d%a9%e6%96%b0%e4%b8%8e-1gb-%e5%b7%a8%e9%a1%b5%e6%bc%94%e8%bf%9b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83909.html","title":{"rendered":"LLM \u52a9\u529b\u7684 Linux \u5185\u6838\u9769\u65b0\u4e0e 1GB \u5de8\u9875\u6f14\u8fdb"},"content":{"rendered":"<p>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u7684\u7206\u53d1\u5f0f\u53d1\u5c55&#xff0c;AI \u5df2\u7ecf\u6df1\u523b\u5f71\u54cd\u4e86\u8f6f\u4ef6\u5f00\u53d1\u7684\u5404\u4e2a\u73af\u8282\u3002\u7136\u800c&#xff0c;\u5728 Linux \u5185\u6838 \u8fd9\u4e00\u9ad8\u5ea6\u6ce8\u91cd\u4ee3\u7801\u8d28\u91cf\u3001\u6781\u81f4\u6027\u80fd\u3001\u5b89\u5168\u6027\u4ee5\u53ca\u4e25\u683c\u540c\u884c\u8bc4\u5ba1&#xff08;Code Review&#xff09;\u7684\u9876\u7ea7\u5f00\u6e90\u793e\u533a\u4e2d&#xff0c;LLM \u7684\u5f15\u5165\u8fc7\u7a0b\u65e2\u5145\u6ee1\u4e86\u63a2\u7d22\u4e0e\u521b\u65b0&#xff0c;\u4e5f\u4f34\u968f\u7740\u5de8\u5927\u7684\u4e89\u8bae\u4e0e\u8c28\u614e\u3002<\/p>\n<p>\u672c\u6587\u5c06\u7cfb\u7edf\u68b3\u7406 LLM \u5728 Linux \u5185\u6838\u5f00\u53d1\u4e2d\u7684\u4f7f\u7528\u73b0\u72b6\u4e0e\u524d\u6cbf\u6848\u4f8b&#xff0c;\u6df1\u5165\u5256\u6790\u6838\u5fc3\u5185\u5b58\u7ba1\u7406\u5b50\u7cfb\u7edf&#xff08;MM&#xff09;\u4e2d\u7684 hugetlbfs \u673a\u5236&#xff0c;\u5e76\u5b8c\u6574\u5448\u73b0\u793e\u533a\u8d44\u6df1\u5f00\u53d1\u8005\u5982\u4f55\u5728 LLM \u7684\u534f\u52a9\u4e0b\u5c1d\u8bd5\u653b\u514b\u201c1GB \u5de8\u9875\u5206\u914d\u201d\u4e0e\u201c\u865a\u62df\u673a\u5185\u5b58\u8ffd\u8e2a\u201d\u4e24\u5927\u6280\u672f\u96be\u9898\u3002<\/p>\n<h3>\u4e00\u3001 LLM \u5728 Linux \u5185\u6838\u5f00\u53d1\u4e2d\u7684\u4f7f\u7528\u73b0\u72b6<\/h3>\n<p>\u5728 Linux \u5185\u6838\u5f00\u53d1\u4e2d&#xff0c;\u5f00\u53d1\u8005&#xff08;\u5c24\u5176\u662f\u8d44\u6df1\u5185\u6838\u5de5\u7a0b\u5e08&#xff09;\u901a\u5e38\u4e0d\u4f1a\u628a LLM \u5f53\u4f5c\u201c\u5168\u81ea\u52a8\u4ee3\u7801\u751f\u6210\u5668\u201d&#xff0c;\u800c\u662f\u5c06\u5176\u5b9a\u4f4d\u4e3a\u9ad8\u9636\u8f85\u52a9\u5de5\u5177\u3002<\/p>\n<h4>1. \u4e3b\u8981\u4f7f\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\n<p>\u201c\u8d85\u7ea7\u52a0\u500d\u201d\u7684\u6a61\u76ae\u9e2d\u8c03\u8bd5\u6cd5&#xff08;Rubber Ducking&#xff09;&#xff1a;\u5728\u52a8\u624b\u5199\u4ee3\u7801\u524d&#xff0c;\u5f00\u53d1\u8005\u5411 LLM \u63cf\u8ff0\u5185\u6838\u4e2d\u7684\u590d\u6742\u95ee\u9898&#xff08;\u4f8b\u5982\u5185\u5b58\u788e\u7247\u3001\u9501\u7ade\u4e89\u3001\u865a\u62df\u5316\u8c03\u5ea6&#xff09;&#xff0c;\u8ba9 LLM \u5e2e\u5fd9\u63a8\u6f14\u53ef\u80fd\u7684\u89e3\u6cd5\u6216\u6307\u51fa\u6f5c\u5728\u7684\u903b\u8f91\u76f2\u533a\u3002<\/p>\n<\/li>\n<li>\n<p>\u539f\u578b\u8bbe\u8ba1\u4e0e\u5feb\u901f\u8fed\u4ee3&#xff1a;\u6839\u636e\u8bbe\u8ba1\u65b9\u6848&#xff0c;\u8ba9 LLM \u5feb\u901f\u751f\u6210\u8865\u4e01&#xff08;Patch&#xff09;\u7684\u5927\u4f53\u6846\u67b6\u6216\u64b0\u5199\u6837\u677f\u4ee3\u7801&#xff08;Boilerplate Code&#xff09;&#xff0c;\u5e76\u5728\u6536\u5230\u793e\u533a Review \u610f\u89c1\u540e\u534f\u52a9\u91cd\u6784\u3002<\/p>\n<\/li>\n<li>\n<p>\u9884\u5ba1&#xff08;Pre-review&#xff09;\u4e0e\u6587\u6863\u64b0\u5199&#xff1a;\u5728\u5c06\u8865\u4e01\u96c6\u53d1\u9001\u5230 Linux \u5185\u6838\u90ae\u4ef6\u5217\u8868&#xff08;LKML&#xff09;\u4e4b\u524d&#xff0c;\u8ba9 LLM \u626e\u6f14\u4e25\u82db\u7684\u5ba1\u7a3f\u4eba\u5bfb\u627e\u6f5c\u5728\u7684\u7a7a\u6307\u9488\u89e3\u5f15\u7528\u6216\u5185\u5b58\u6cc4\u9732&#xff0c;\u540c\u65f6\u8f85\u52a9\u751f\u6210\u89c4\u8303\u7684 Commit Message\u3001Git \u5c01\u9762\u4fe1&#xff08;Cover Letter&#xff09;\u4ee5\u53ca\u5185\u6838\u6587\u6863\u3002<\/p>\n<\/li>\n<\/ul>\n<p>&#x1f4a1; \u5185\u6838\u793e\u533a\u65b0\u89c4\u8303&#xff1a;\u8d8a\u6765\u8d8a\u591a\u7531 AI \u8f85\u52a9\u7f16\u5199\u7684\u8865\u4e01\u4f1a\u5728 Commit \u4e2d\u52a0\u5165 Assisted-by: Claude Opus &lt;&#8230;&gt; \u6216\u7c7b\u4f3c\u6807\u8bb0&#xff0c;\u4ee5\u4fdd\u6301\u900f\u660e\u5ea6\u3002<\/p>\n<h4>2. \u6838\u5fc3\u75db\u70b9\u4e0e\u793e\u533a\u89c4\u5219<\/h4>\n<p>\u5c3d\u7ba1 LLM \u80fd\u63d0\u5347\u6548\u7387&#xff0c;\u4f46\u5c06\u5176\u76f4\u63a5\u7528\u4e8e C \u8bed\u8a00\u7f16\u5199\u7684\u9ad8\u5e76\u53d1\u5185\u6838\u5f00\u53d1\u5b58\u5728\u4e25\u91cd\u9690\u60a3&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5e7b\u89c9\u4e0e\u201c\u4ee3\u7801\u72af\u7f6a\u201d&#xff1a;LLM \u7ecf\u5e38\u51ed\u7a7a\u53d1\u660e\u4e0d\u5b58\u5728\u7684\u5185\u6838 API&#xff0c;\u6216\u5199\u51fa\u7834\u574f\u539f\u5b50\u6027\u3001\u5f15\u53d1\u6b7b\u9501\u7684\u4ee3\u7801&#xff08;\u5982\u5728\u4e0d\u53ef\u7761\u7720\u7684\u4e0a\u4e0b\u6587\u4e2d\u8c03\u7528\u53ef\u80fd\u7761\u7720\u7684\u51fd\u6570&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f3a\u4e4f\u5168\u5c40\u4e0a\u4e0b\u6587&#xff1a;\u5185\u6838\u4ee3\u7801\u6781\u5176\u4f9d\u8d56\u9690\u5f0f\u4e0a\u4e0b\u6587&#xff08;\u5982 RCU \u673a\u5236\u3001\u5185\u5b58\u5c4f\u969c\u3001SMP \u5bf9\u9f50&#xff09;&#xff0c;LLM \u96be\u4ee5\u628a\u63e1\u51e0\u5341\u4e2a\u6587\u4ef6\u4e4b\u95f4\u7684\u590d\u6742\u5e76\u53d1\u8fb9\u754c\u3002<\/p>\n<\/li>\n<li>\n<p>\u201c\u4eba\u7c7b\u5168\u8d23\u201d\u539f\u5219&#xff1a;\u7ef4\u62a4\u8005&#xff08;\u5982 Linus Torvalds&#xff09;\u5e76\u4e0d\u5173\u5fc3\u5f00\u53d1\u8005\u662f\u5426\u4f7f\u7528\u4e86 AI \u5de5\u5177&#xff0c;\u4f46\u63d0\u4ea4\u8005\u5fc5\u987b\u5bf9\u8865\u4e01\u7684\u6bcf\u4e00\u884c\u4ee3\u7801\u627f\u62c5 100% \u7684\u8d23\u4efb\u3002\u5982\u679c\u4ee3\u7801\u51fa\u4e86 Bug&#xff0c;\u4e0d\u80fd\u4ee5\u201c\u8fd9\u662f AI \u751f\u6210\u7684\u201d\u4e3a\u7531\u63a8\u5378\u8d23\u4efb\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e8c\u3001 \u5e95\u5c42\u4f9d\u8d56\u5256\u6790&#xff1a;\u6df1\u5165\u7406\u89e3 hugetlbfs<\/h3>\n<p>\u5728\u63a2\u8ba8 LLM \u5982\u4f55\u8f85\u52a9\u5185\u5b58\u7ba1\u7406\u5f00\u53d1\u4e4b\u524d&#xff0c;\u6211\u4eec\u9700\u8981\u5148\u4e86\u89e3 Linux \u5185\u5b58\u7ba1\u7406\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u673a\u5236\u2014\u2014hugetlbfs\u3002<\/p>\n<h4>1. \u80cc\u666f&#xff1a;\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528\u201c\u5de8\u9875\u201d&#xff08;Huge Pages&#xff09;&#xff1f;<\/h4>\n<p>\u5728\u4f20\u7edf\u7684 x86_64 \u4f53\u7cfb\u67b6\u6784\u4e0b&#xff0c;Linux \u9ed8\u8ba4\u7684\u5185\u5b58\u9875\u5927\u5c0f\u662f 4KB\u3002<\/p>\n<ul>\n<li>\n<p>TLB \u672a\u547d\u4e2d&#xff08;TLB Miss&#xff09;\u95ee\u9898&#xff1a;CPU \u5728\u8bbf\u95ee\u5185\u5b58\u65f6&#xff0c;\u9700\u8981\u901a\u8fc7 TLB&#xff08;\u9875\u8868\u7f13\u5b58&#xff09; \u6765\u5feb\u901f\u5b8c\u6210\u865a\u62df\u5730\u5740\u5230\u7269\u7406\u5730\u5740\u7684\u8f6c\u6362\u3002\u5982\u679c\u4e00\u4e2a\u7a0b\u5e8f&#xff08;\u5982\u6570\u636e\u5e93\u3001\u9ad8\u6027\u80fd\u865a\u62df\u673a\u3001DPDK \u7f51\u7edc\u6846\u67b6&#xff09;\u9700\u8981\u4f7f\u7528\u6570\u767e GB \u7684\u5185\u5b58&#xff0c;\u4f7f\u7528 4KB \u9875\u4f1a\u5bfc\u81f4\u9875\u8868\u6781\u5176\u5e9e\u5927&#xff0c;TLB \u7f13\u5b58\u88ab\u5feb\u901f\u586b\u6ee1\u5e76\u9891\u7e41\u53d1\u751f TLB Miss&#xff0c;CPU \u9700\u8981\u82b1\u5927\u91cf\u65f6\u95f4\u53bb\u67e5\u8be2\u5185\u5b58\u9875\u8868&#xff0c;\u4e25\u91cd\u5f71\u54cd\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de8\u9875\u7684\u4f18\u52bf&#xff1a;\u5982\u679c\u6539\u7528 2MB \u751a\u81f3 1GB \u7684\u5927\u9875&#xff0c;\u6620\u5c04\u540c\u6837\u5927\u5c0f\u7684\u5185\u5b58\u6240\u9700\u7684\u9875\u8868\u9879\u6570\u91cf\u4f1a\u964d\u4f4e\u6210\u767e\u4e0a\u5343\u500d\u3002\u8fd9\u80fd\u5927\u5e45\u63d0\u5347 TLB \u547d\u4e2d\u7387&#xff0c;\u964d\u4f4e\u9875\u8868\u5f00\u9500\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. hugetlbfs \u7684\u5de5\u4f5c\u539f\u7406\u4e0e\u7279\u70b9<\/h4>\n<p>\u7531\u4e8e\u5de8\u9875\u7684\u5c3a\u5bf8\u8fdc\u5927\u4e8e\u9ed8\u8ba4\u9875&#xff0c;\u5982\u679c\u50cf\u666e\u901a\u5185\u5b58\u90a3\u6837\u968f\u673a\u5206\u914d&#xff0c;\u7cfb\u7edf\u5f88\u5bb9\u6613\u4ea7\u751f\u5185\u5b58\u788e\u7247\u5bfc\u81f4\u65e0\u6cd5\u51d1\u51fa\u8fde\u7eed\u7684\u5927\u5757\u7269\u7406\u5185\u5b58\u3002\u56e0\u6b64&#xff0c;Linux \u5f15\u5165\u4e86 hugetlbfs&#xff08;Huge Translation Lookaside Buffer File System&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9884\u5206\u914d\u673a\u5236&#xff1a;hugetlbfs \u4f9d\u8d56\u7cfb\u7edf\u5728\u5f00\u673a\u542f\u52a8\u65f6\u6216\u8fd0\u884c\u65f6\u63d0\u524d\u9884\u7559\u51fa\u4e00\u5757\u4e13\u95e8\u7528\u4e8e\u5de8\u9875\u7684\u5185\u5b58\u6c60\u3002\u8fd9\u4e9b\u5185\u5b58\u88ab\u5355\u72ec\u9501\u5b9a&#xff0c;\u4e0d\u4f1a\u88ab\u666e\u901a\u7684\u5185\u6838\u6216\u7528\u6237\u7a7a\u95f4\u8fdb\u7a0b\u5360\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f2a\u6587\u4ef6\u7cfb\u7edf\u63a5\u53e3&#xff1a;\u6302\u8f7d\u4e3a\u4e00\u4e2a\u865a\u62df\u6587\u4ef6\u7cfb\u7edf&#xff08;\u7c7b\u4f3c\u4e8e procfs&#xff09;\u3002\u5e94\u7528\u7a0b\u5e8f\u901a\u8fc7\u6807\u51c6\u7684\u6587\u4ef6\u64cd\u4f5c API&#xff08;\u5982 open\u3001mmap&#xff09;\u5728\u8be5\u76ee\u5f55\u4e0b\u521b\u5efa\u6587\u4ef6\u5e76\u6620\u5c04\u5185\u5b58&#xff0c;\u4ece\u800c\u83b7\u53d6\u9884\u7559\u7684\u5de8\u9875\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f3a\u4e4f\u5f39\u6027&#xff1a;\u4f20\u7edf\u7684 hugetlbfs \u76f8\u5bf9\u50f5\u5316\u2014\u2014\u5982\u679c\u5e94\u7528\u7a0b\u5e8f\u7533\u8bf7\u7684\u5de8\u9875\u6570\u91cf\u8d85\u8fc7\u4e86\u9884\u5148\u8bbe\u7f6e\u7684\u6c60\u5927\u5c0f&#xff0c;\u6620\u5c04\u5c31\u4f1a\u5931\u8d25&#xff08;\u5f15\u53d1 SIGBUS \u4fe1\u53f7&#xff09;&#xff0c;\u5b83\u4e0d\u4f1a\u81ea\u52a8\u964d\u7ea7\u53bb\u4f7f\u7528\u666e\u901a\u7684 4KB \u9875\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>3. hugetlbfs \u4e0e\u900f\u660e\u5de8\u9875&#xff08;THP&#xff09;\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\n<td>\u7ef4\u5ea6<\/td>\n<td>hugetlbfs (\u9759\u6001\u5de8\u9875)<\/td>\n<td>THP (\u900f\u660e\u5de8\u9875 &#8211; Transparent Hugepages)<\/td>\n<\/tr>\n<tbody>\n<tr>\n<td>\u5185\u5b58\u5206\u914d<\/td>\n<td>\u5fc5\u987b\u63d0\u524d\u9884\u5206\u914d&#xff0c;\u72ec\u5360\u7269\u7406\u5185\u5b58<\/td>\n<td>\u5185\u6838\u6839\u636e\u9700\u8981\u5728\u540e\u53f0\u81ea\u52a8\u5c06 4KB \u9875\u62fc\u6210\u5de8\u9875<\/td>\n<\/tr>\n<tr>\n<td>\u7a33\u5b9a\u6027\u4e0e\u6027\u80fd<\/td>\n<td>\u6781\u9ad8\u3002\u65e0\u788e\u7247\u5316\u5e72\u6270&#xff0c;\u96f6\u5206\u914d\u5ef6\u8fdf<\/td>\n<td>\u4e00\u822c\u3002\u5728\u5185\u5b58\u788e\u7247\u4e25\u91cd\u65f6\u53ef\u80fd\u5bfc\u81f4\u5206\u914d\u5361\u987f<\/td>\n<\/tr>\n<tr>\n<td>\u7075\u6d3b\u6027<\/td>\n<td>\u4f4e\u3002\u672a\u4f7f\u7528\u7684\u5de8\u9875\u65e0\u6cd5\u7ed9\u5176\u4ed6\u666e\u901a\u8fdb\u7a0b\u4f7f\u7528<\/td>\n<td>\u9ad8\u3002\u4e0d\u4f7f\u7528\u65f6\u53ef\u81ea\u52a8\u62c6\u5206\u4e3a\u666e\u901a 4KB \u9875<\/td>\n<\/tr>\n<tr>\n<td>\u5e38\u89c1\u5e94\u7528\u573a\u666f<\/td>\n<td>\u6570\u636e\u5e93&#xff08;PostgreSQL\/Oracle&#xff09;\u3001KVM \u865a\u62df\u673a\u3001DPDK \u9ad8\u6027\u80fd\u62a5\u6587\u5904\u7406<\/td>\n<td>\u901a\u7528\u684c\u9762\/\u670d\u52a1\u5668\u5e94\u7528\u7a0b\u5e8f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e09\u3001 \u793e\u533a\u6df1\u5ea6\u5b9e\u5f55&#xff1a;LLM \u53c2\u4e0e\u5185\u6838\u6838\u5fc3\u5f00\u53d1\u7684\u4e24\u79cd\u547d\u8fd0<\/h3>\n<p>\u5185\u6838\u793e\u533a&#xff08;\u4e0e\u8bb8\u591a\u5176\u4ed6\u81ea\u7531\u8f6f\u4ef6\u9879\u76ee\u4e00\u6837&#xff09;\u6700\u8fd1\u6d8c\u73b0\u4e86\u5927\u91cf\u501f\u52a9\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u5f00\u53d1\u7684\u4ee3\u7801\u8865\u4e01\u3002\u8fd9\u4e9b\u8865\u4e01\u901a\u5e38\u6765\u81ea\u793e\u533a\u4e2d\u6b64\u524d\u9ed8\u9ed8\u65e0\u95fb\u7684\u5f00\u53d1\u8005\u3002\u4e0d\u8fc7\u76ee\u524d&#xff0c;\u5185\u5b58\u7ba1\u7406&#xff08;MM&#xff09;\u9886\u57df\u7684\u5f00\u53d1\u8005\u4eec\u6b63\u5728\u8bc4\u4f30\u4e24\u5957\u7531\u77e5\u540d\u4e14\u5907\u53d7\u5c0a\u656c\u7684\u8d44\u6df1\u5f00\u53d1\u8005\u63d0\u4ea4\u3001\u540c\u6837\u501f\u52a9\u4e86 LLM \u8f85\u52a9\u7684\u5927\u578b\u8865\u4e01\u96c6\u3002\u793e\u533a\u5bf9\u8fd9\u4e24\u9879\u5de5\u4f5c\u622a\u7136\u4e0d\u540c\u7684\u63a5\u7eb3\u6001\u5ea6&#xff0c;\u6216\u8bb8\u80fd\u8ba9\u6211\u4eec\u7aa5\u89c1\u672a\u6765\u793e\u533a\u5c06\u5982\u4f55\u5904\u7406\u7531 LLM \u751f\u6210\u7684\u8d21\u732e\u3002<\/p>\n<h4>1. \u53ef\u9760\u7684 1GB \u5185\u5b58\u5206\u914d<\/h4>\n<p>\u968f\u7740 Linux \u7cfb\u7edf\u7684\u6301\u7eed\u8fd0\u884c&#xff0c;\u5185\u5b58\u5f80\u5f80\u4f1a\u8d8b\u4e8e\u788e\u7247\u5316&#xff0c;\u8fd9\u4f7f\u5f97\u5206\u914d\u5927\u5757\u4e14\u7269\u7406\u8fde\u7eed\u7684\u5185\u5b58\u53d8\u5f97\u56f0\u96be\u91cd\u91cd\u3002\u591a\u5e74\u6765&#xff0c;\u793e\u533a\u4e3a\u4e86\u6539\u5584\u8fd9\u79cd\u72b6\u51b5\u505a\u4e86\u5927\u91cf\u5de5\u4f5c&#xff1b;\u5185\u6838\u7aed\u529b\u907f\u514d\u788e\u7247\u5316&#xff0c;\u5e76\u5728\u9700\u8981\u65f6\u4e3b\u52a8\u8fdb\u884c\u53bb\u788e\u7247\u5316&#xff08;\u6574\u7406&#xff09;\u3002\u5927\u5757\u5185\u5b58\u5206\u914d\u73b0\u5728\u6bd4\u8fc7\u53bb\u53ef\u9760\u5f97\u591a\u4e86\u3002\u5c3d\u7ba1\u5982\u6b64&#xff0c;\u5206\u914d\u4e0a\u7684\u6311\u6218\u4f9d\u7136\u5b58\u5728&#xff0c;\u4f8b\u5982&#xff0c;\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u5728\u63d0\u4f9b PMD \u7ea7\u522b&#xff08;2MB&#xff09;\u7684\u5de8\u578b\u9875&#xff08;huge page&#xff09;\u65f6&#xff0c;\u5f88\u96be\u8fbe\u5230\u7406\u60f3\u7684\u987a\u7545\u7a0b\u5ea6\u3002<\/p>\n<p>\u9274\u4e8e\u8fd9\u79cd\u96be\u5ea6&#xff0c;\u53ef\u9760\u5730\u5206\u914d PUD \u7ea7\u522b&#xff08;1GB&#xff09;\u7684\u5de8\u578b\u9875\u4f3c\u4e4e\u662f\u4e2a\u4e0d\u53ef\u80fd\u5b9e\u73b0\u7684\u76ee\u6807\u3002\u7136\u800c&#xff0c;\u6b63\u5982 Rik van Riel \u5728\u4e00\u4efd\u5305\u542b 40 \u4e2a\u8865\u4e01\u7684\u7cfb\u5217\u6587\u7ae0\u7684\u5c01\u9762\u4fe1&#xff08;cover letter&#xff09;\u4e2d\u6240\u8bf4&#xff0c;\u5982\u679c\u67d0\u4e9b\u5de5\u4f5c\u8d1f\u8f7d\u80fd\u591f\u6210\u529f\u83b7\u53d6 1GB \u5de8\u578b\u9875&#xff0c;\u5b83\u4eec\u5c06\u83b7\u5f97\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u5728\u5f53\u524d\u5185\u6838\u4e2d&#xff0c;\u552f\u4e00\u80fd\u53ef\u9760\u5206\u914d\u8fd9\u79cd\u89c4\u6a21\u533a\u57df\u7684\u65b9\u6cd5\u662f\u4f7f\u7528 hugetlbfs \u5b50\u7cfb\u7edf&#xff0c;\u8be5\u5b50\u7cfb\u7edf\u4f1a\u5728\u7cfb\u7edf\u5f15\u5bfc&#xff08;\u542f\u52a8&#xff09;\u9636\u6bb5\u4e3a\u6b64\u76ee\u7684\u9884\u7559\u5185\u5b58\u3002\u4f46 hugetlbfs \u7f3a\u4e4f\u5f39\u6027&#xff1a;\u5176\u9884\u7559\u7684\u9875\u9762\u4e0d\u80fd\u7528\u4e8e\u5176\u4ed6\u7528\u9014&#xff1b;\u5982\u679c\u5de5\u4f5c\u8d1f\u8f7d\u9700\u8981\u66f4\u591a\u9875\u9762&#xff0c;\u5b83\u4e5f\u65e0\u6cd5\u52a8\u6001\u9884\u7559\u3002\u7cfb\u7edf\u7ba1\u7406\u5458\u53ea\u80fd\u7948\u7977\u5728\u5f15\u5bfc\u9636\u6bb5\u8bbe\u7f6e\u7684\u9884\u7559\u91cf\u80fd\u591f\u6ee1\u8db3\u7cfb\u7edf\u968f\u540e\u8fd0\u884c\u7684\u6240\u6709\u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p>\n<p>Van Riel \u7684\u8865\u4e01\u96c6\u5c1d\u8bd5\u5728\u65e0\u9700 hugetlbfs \u9884\u7559\u7684\u60c5\u51b5\u4e0b&#xff0c;\u4f7f 1GB \u5185\u5b58\u5206\u914d\u66f4\u52a0\u53ef\u9760\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807&#xff0c;\u4ed6\u91c7\u7528\u4e86\u591a\u79cd\u65b9\u6cd5&#xff0c;\u4f46\u6838\u5fc3\u601d\u60f3\u662f\u4ee5\u79f0\u4e3a\u201c\u8d85\u9875\u5757&#xff08;super page blocks&#xff09;\u201d\u7684\u5355\u4f4d\u6765\u7ba1\u7406\u5185\u5b58\u3002\u5185\u6838\u76ee\u524d\u5c06\u5185\u5b58\u62c6\u5206\u4e3a\u201c\u9875\u5757&#xff08;page blocks&#xff09;\u201d&#xff0c;\u5e76\u4ee5\u65e8\u5728\u5bf9\u6297\u788e\u7247\u5316\u7684\u65b9\u5f0f\u6765\u7ba1\u7406\u5b83\u4eec\u3002\u5176\u4e2d\u4e00\u9879\u5173\u952e\u6280\u672f\u662f\u5c06\u53ef\u79fb\u52a8&#xff08;movable&#xff09;\u7684\u5206\u914d\u4e0e\u4e0d\u53ef\u79fb\u52a8&#xff08;unmovable&#xff09;\u7684\u5206\u914d\u8fdb\u884c\u9694\u79bb\u3002\u4f8b\u5982&#xff0c;\u5927\u591a\u6570\u7528\u6237\u7a7a\u95f4\u5185\u5b58\u90fd\u662f\u53ef\u79fb\u52a8\u7684&#xff0c;\u53ea\u9700\u4fee\u6539\u6240\u6709\u76f8\u5173\u7684\u9875\u8868\u9879\u4ee5\u4f5c\u5339\u914d\u5373\u53ef\u3002\u53e6\u4e00\u65b9\u9762&#xff0c;\u5185\u6838\u81ea\u8eab\u4f7f\u7528\u7684\u5206\u914d\u901a\u5e38\u662f\u4e0d\u53ef\u79fb\u52a8\u7684\u3002\u901a\u8fc7\u5c06\u8fd9\u4e24\u79cd\u7c7b\u578b\u5206\u5f00&#xff0c;\u5185\u6838\u53ef\u4ee5\u628a\u9875\u5757\u5185\u90e8\u7684\u9875\u9762\u79fb\u52a8\u5230\u522b\u5904&#xff0c;\u4ece\u800c\u6700\u5927\u5316\u521b\u5efa\u51fa\u6574\u5757\u7a7a\u95f2\u9875\u5757\u7684\u673a\u4f1a\u3002<\/p>\n<p>\u5728\u5e2e\u52a9\u9875\u5206\u914d\u5668&#xff08;page allocator&#xff09;\u63d0\u4f9b PMD \u7ea7\u522b\u7684\u5de8\u578b\u9875\u65b9\u9762&#xff0c;\u9875\u5757\u7684\u6548\u679c\u76f8\u5f53\u4e0d\u9519\u3002\u4f46\u76f8\u6bd4\u4e8e Van Riel \u8bd5\u56fe\u8fbe\u5230\u7684 1GB \u76ee\u6807&#xff0c;\u9875\u5757\u8981\u5c0f\u5f97\u591a&#xff1b;\u5728\u64b0\u5199\u672c\u6587\u6240\u7528\u7684\u7cfb\u7edf\u4e0a&#xff0c;\u9875\u5757\u88ab\u914d\u7f6e\u4e3a 4MB \u5927\u5c0f\u3002\u5728\u4e00\u4e2a\u5178\u578b\u7684\u7cfb\u7edf\u4e2d&#xff0c;\u67d0\u4e9b\u9875\u5757\u4f1a\u88ab\u7528\u4e8e\u53ef\u79fb\u52a8\u5206\u914d&#xff0c;\u800c\u53e6\u4e00\u4e9b\u5219\u7528\u4e8e\u4e0d\u53ef\u79fb\u52a8\u5206\u914d\u3002\u5728\u9700\u8981\u65f6&#xff0c;\u53ef\u79fb\u52a8\u9875\u5757\u53ef\u4ee5\u88ab\u6e05\u7a7a&#xff0c;\u4ee5\u521b\u5efa\u66f4\u591a PMD \u7ea7\u522b\u7684\u5de8\u578b\u9875\u3002\u7136\u800c&#xff0c;\u53ea\u8981\u5b58\u5728\u54ea\u6015\u4e00\u4e2a\u4e0d\u53ef\u79fb\u52a8\u7684\u9875\u5757&#xff0c;\u5c31\u4f1a\u5bfc\u81f4\u5305\u542b\u5b83\u7684\u6574\u4e2a 1GB \u5de8\u578b\u9875\u65e0\u6cd5\u79fb\u52a8&#xff0c;\u4ece\u800c\u9020\u6210\u6c38\u4e45\u6027\u7684\u788e\u7247\u5316\u3002<\/p>\n<p>\u5f15\u5165\u8d85\u9875\u5757\u8d4b\u4e88\u4e86\u9875\u5206\u914d\u5668\u5bf9\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u7684\u66f4\u9ad8\u5c42\u7ea7\u89c6\u89d2\u3002\u5982\u679c\u6536\u5230\u5206\u914d\u4e0d\u53ef\u79fb\u52a8\u9875\u9762\u7684\u8bf7\u6c42&#xff0c;\u5206\u914d\u5668\u5c06\u50cf\u4ee5\u524d\u4e00\u6837&#xff0c;\u5c1d\u8bd5\u4ece\u4e0d\u53ef\u79fb\u52a8\u7684\u9875\u5757\u4e2d\u8fdb\u884c\u5206\u914d\u3002\u4f46\u662f&#xff0c;\u5982\u679c\u6ca1\u6709\u5305\u542b\u7a7a\u95f2\u5185\u5b58\u7684\u6b64\u7c7b\u9875\u5757&#xff0c;\u5206\u914d\u5668\u5c31\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u65b0\u7684\u9875\u5757\u6765\u8fdb\u884c\u5206\u914d\u3002Van Riel \u7684\u8865\u4e01\u96c6\u4f1a\u8ba9\u5206\u914d\u5668\u5c1d\u8bd5\u4ece\u5df2\u7ecf\u5305\u542b\u5176\u4ed6\u4e0d\u53ef\u79fb\u52a8\u5206\u914d\u7684\u8d85\u9875\u5757\u4e2d\u9009\u62e9\u8be5\u9875\u5757\u3002\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u53ef\u79fb\u52a8\u4e0e\u4e0d\u53ef\u79fb\u52a8\u5206\u914d\u7684\u9694\u79bb\u73b0\u5728\u4e0a\u5347\u5230\u4e86 1GB \u5c3a\u5ea6&#xff0c;\u4ece\u800c\u589e\u52a0\u4e86\u5728\u9700\u8981\u65f6\u521b\u5efa\u548c\u5206\u914d 1GB \u5de8\u578b\u9875\u7684\u51e0\u7387\u3002<\/p>\n<p>\u4e3a\u4e86\u5e2e\u52a9\u8fd9\u4e00\u6574\u4f53\u7b56\u7565\u53d6\u5f97\u6210\u529f&#xff0c;\u8fd8\u91c7\u7528\u4e86\u8bb8\u591a\u5176\u4ed6\u6280\u672f\u3002\u4f8b\u5982&#xff0c;\u8003\u8651\u4e00\u4e2a\u9700\u8981\u591a\u4e2a\u9875\u9762\u7684\u865a\u62df\u6620\u5c04\u5185\u6838\u7a7a\u95f4\u5206\u914d&#xff08;\u5982\u901a\u8fc7 kvmalloc() \u83b7\u53d6\u7684\u5206\u914d&#xff09;\u3002\u8fd9\u79cd\u5206\u914d\u662f\u4e0d\u53ef\u79fb\u52a8\u7684&#xff0c;\u56e0\u6b64\u5e94\u8be5\u653e\u5165\u4e0d\u53ef\u79fb\u52a8\u7684\u8d85\u9875\u5757\u4e2d\u3002\u5982\u679c\u6ca1\u6709\u5177\u5907\u8db3\u591f\u8fde\u7eed\u9875\u9762\u7684\u6b64\u7c7b\u8d85\u9875\u5757&#xff0c;\u5206\u914d\u5668\u81ea\u7136\u4f1a\u9009\u62e9\u4e00\u4e2a\u65b0\u7684\u8d85\u9875\u5757&#xff0c;\u4ece\u800c\u201c\u6c61\u67d3\u201d\u5b83\u5e76\u4f7f\u5176\u53d8\u4e3a\u4e0d\u53ef\u79fb\u52a8\u3002\u4f46\u662f&#xff0c;\u5982\u679c\u901a\u8fc7\u5c06\u8be5\u5206\u914d\u62c6\u5206\u4e3a\u66f4\u5c0f\u7684\u5757&#xff0c;\u5c31\u80fd\u4ece\u73b0\u6709\u7684\u4e0d\u53ef\u79fb\u52a8\u8d85\u9875\u5757\u4e2d\u6ee1\u8db3\u8981\u6c42&#xff0c;\u90a3\u4e48\u5206\u914d\u5668\u5c31\u4f1a\u91c7\u53d6\u62c6\u5206\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u8be5\u7cfb\u5217\u8865\u4e01\u5305\u542b\u4e00\u4e2a Assisted-by \u6807\u8bb0&#xff0c;\u8868\u660e\u5728\u521b\u5efa\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86 Claude Opus LLM\u3002\u4e0d\u8fc7\u5982\u524d\u6240\u8ff0&#xff0c;van Riel \u5e76\u4e0d\u662f\u90a3\u79cd\u9700\u8981\u501f\u52a9 LLM \u624d\u80fd\u62fc\u51d1\u51fa\u5185\u6838\u8865\u4e01\u7684\u65b0\u624b\u5f00\u53d1\u8005\u3002\u4ed6\u5728 LWN \u4e0a\u7684\u9996\u6b21\u88ab\u63d0\u53ca\u53ef\u4ee5\u8ffd\u6eaf\u5230 1998 \u5e74\u5173\u4e8e\u5185\u5b58\u788e\u7247\u5316\u7684\u8ba8\u8bba&#xff1b;\u5f53\u65f6\u4ed6\u63d0\u51fa\u4e86\u5f15\u5165\u5206\u533a\u5185\u5b58\u5206\u914d\u5668&#xff08;zoned memory allocator&#xff09;\u7684\u8bbe\u60f3&#xff0c;\u8be5\u8bbe\u60f3\u968f\u540e\u53d8\u4e3a\u4e86\u73b0\u5b9e\u3002\u5728\u9009\u62e9\u5de5\u5177\u65b9\u9762&#xff0c;\u4ed6\u5c5e\u4e8e\u90a3\u79cd\u5f88\u5bb9\u6613\u83b7\u5f97\u793e\u533a\u4fe1\u4efb&#xff08;give the benefit of the doubt&#xff09;\u7684\u5f00\u53d1\u8005\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u5c3d\u7ba1\u5176\u76ee\u6807\u2014\u2014\u53ef\u9760\u5730\u5206\u914d 1GB \u5de8\u578b\u9875\u2014\u2014\u83b7\u5f97\u4e86\u5e7f\u6cdb\u652f\u6301&#xff0c;\u4f46\u8fd9\u5957\u7279\u5b9a\u7684\u8865\u4e01\u96c6\u5e76\u6ca1\u6709\u53d7\u5230\u4e00\u81f4\u7684\u597d\u8bc4\u3002\u6700\u7280\u5229\u7684\u6279\u8bc4\u65e0\u7591\u6765\u81ea Lorenzo Stoakes \u7684\u8fd9\u5c01\u957f\u90ae\u4ef6&#xff0c;\u4ed6\u5bf9\u8be5\u7cfb\u5217\u8865\u4e01\u7684\u7ec4\u7ec7\u7ed3\u6784\u548c\u5176\u4e2d\u7684\u4ee3\u7801\u63d0\u51fa\u4e86\u5f02\u8bae&#xff1a;\u201c\u5c31\u76ee\u524d\u800c\u8a00&#xff0c;\u8fd9\u5957\u8865\u4e01\u5b8c\u5168\u4e0d\u53ef\u80fd\u5408\u5e76\u3002\u5dee\u5f97\u592a\u8fdc\u4e86\u3002\u201d\u8865\u4e01\u96c6\u7684\u5176\u4ed6\u90e8\u5206\u88ab\u63cf\u8ff0\u4e3a\u201c\u5bf9 __rmqueue_smallest() \u65bd\u52a0\u7684\u4ee3\u7801\u6218\u4e89\u7f6a\u884c\u201d&#xff0c;\u6216\u8005\u662f\u201c\u4f60\u5728 90 \u5e74\u4ee3 PHP \u7f51\u7ad9\u4e0a\u624d\u4f1a\u770b\u5230\u7684\u4e1c\u897f&#xff0c;\u800c\u4e0d\u662f\u5728\u6838\u5fc3 MM \u4ee3\u7801\u91cc\u201d\u3002\u4ed6\u5728\u7ed3\u5c3e\u5199\u9053&#xff1a;<\/p>\n<p>\u597d\u4e86&#xff0c;\u8bf4\u4e86\u8fd9\u4e48\u591a\u2014\u2014\u4e3a\u4e86\u8868\u8fbe\u5f97\u7edd\u5bf9\u6e05\u695a\u2014\u2014\u6211\u975e\u5e38\u5c0a\u91cd\u4f60&#xff0c;\u800c\u4e14\u6211\u77e5\u9053\u4f60\u6bd4\u8fd9&#xff08;\u5199\u51fa\u7684\u6c34\u5e73&#xff09;\u8981\u4f18\u79c0\u5f97\u591a&#xff08;\u5f97\u591a&#xff09;\u3002<\/p>\n<p>\u518d\u6b21\u91cd\u590d&#xff0c;\u8fd9\u4e2a\u60f3\u6cd5\u4ee4\u4eba\u5174\u594b&#xff0c;\u6211\u5e0c\u671b\u770b\u5230\u5b83\u843d\u5730\u3002<\/p>\n<p>\u4f46\u6211\u89c9\u5f97\u4f60\u6709\u70b9\u8ba9 LLM \u6492\u6b22\u4e71\u8dd1\u4e86&#xff0c;\u5b83&#xff08;\u751f\u6210\u7684\u52a3\u8d28\u4ee3\u7801&#xff09;\u5b9e\u5728\u592a\u5bf9\u4e0d\u8d77\u4f60\u7684\u624d\u534e\u4e86&#xff0c;\u6bd5\u7adf\u4f60\u662f\u5982\u6b64\u806a\u660e\u548c\u6709\u80fd\u529b\u3002<\/p>\n<p>Van Riel \u56de\u590d\u8bf4&#xff0c;\u4ed6\u4ece\u672a\u6307\u671b\u4ee3\u7801\u80fd\u4ee5\u5f53\u524d\u7684\u5f62\u6001\u88ab\u5408\u5e76&#xff0c;\u4ed6\u5176\u5b9e\u4e00\u76f4\u5e0c\u671b\u80fd\u5148\u83b7\u5f97\u5bf9\u6574\u4f53\u8bbe\u8ba1\u7684\u53cd\u9988&#xff0c;\u7136\u540e\u518d\u5c06\u5176\u91cd\u6784\u4e3a\u53ef\u4ee5\u8003\u8651\u5408\u5e76\u7684\u5f62\u5f0f\u3002\u7136\u800c&#xff0c;\u629b\u51fa\u7684\u5927\u91cf LLM \u751f\u6210\u7684\u4ee3\u7801\u963b\u788d\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002\u5f00\u53d1\u8005\u4eec\u5e0c\u671b\u901a\u8fc7\u67e5\u770b\u8bbe\u8ba1\u7684\u5177\u4f53\u5b9e\u73b0\u6765\u7406\u89e3\u5b83\u5728\u5b9e\u8df5\u4e2d\u662f\u5982\u4f55\u5de5\u4f5c\u7684&#xff0c;\u800c\u5728\u8fd9\u4e2a\u6848\u4f8b\u4e2d&#xff0c;\u8fd9\u88ab\u8bc1\u660e\u662f\u6781\u5176\u56f0\u96be\u7684\u3002\u8fd9\u9879\u5de5\u4f5c\u5fc5\u987b\u91cd\u65b0\u6765\u8fc7&#xff0c;\u6295\u5165\u66f4\u591a\u7684\u4eba\u529b\u5173\u6ce8&#xff0c;\u7136\u540e\u624d\u80fd\u5728\u8bbe\u8ba1\u5c42\u9762\u4e0a\u88ab\u4e25\u8083\u5bf9\u5f85\u3002<\/p>\n<h4>2. \u865a\u62df\u673a Guest \u5185\u5b58\u7684\u6d3b\u8dc3\u96c6&#xff08;Working-Set&#xff09;\u8ffd\u8e2a<\/h4>\n<p>\u865a\u62df\u673a&#xff08;VM&#xff09;\u53d7\u5236\u4e8e\u4e24\u4e2a\u5c42\u9762\u7684\u5185\u5b58\u7ba1\u7406\u3002\u5b83\u4eec\u5728\u5185\u90e8\u5904\u7406\u81ea\u5df1\u7684\u5185\u5b58&#xff0c;\u4f46\u540c\u65f6\u4e5f\u5b58\u5728\u5bbf\u4e3b\u673a&#xff08;Host&#xff09;\u5c42\u9762\u7684\u7ba1\u7406&#xff0c;\u8bd5\u56fe\u786e\u4fdd\u7cfb\u7edf\u7684\u7269\u7406\u5185\u5b58\u88ab\u6240\u6709\u8fd0\u884c\u7684 VM \u9ad8\u6548\u4f7f\u7528\u3002\u5982\u679c\u865a\u62df\u673a\u7ba1\u7406\u5668&#xff08;Hypervisor&#xff09;\u80fd\u591f\u76f4\u89c2\u4e86\u89e3\u7ed9\u5b9a VM \u5b9e\u9645\u4e0a\u6b63\u5728\u4f7f\u7528\u54ea\u4e9b\u9875\u9762&#xff0c;\u5bbf\u4e3b\u673a\u5c42\u9762\u7684\u4efb\u52a1\u5c31\u4f1a\u8f7b\u677e\u5f97\u591a&#xff1b;\u8be5\u4fe1\u606f\u53ef\u7528\u4e8e\u56de\u6536\u8f83\u51b7&#xff08;\u4e0d\u5e38\u7528&#xff09;\u7684\u9875\u9762&#xff08;\u6216\u5c06\u5176\u79fb\u52a8\u5230\u8f83\u6162\u7684\u5185\u5b58\u4e2d&#xff09;\u3002\u4f46\u8fd9\u4e9b\u4fe1\u606f\u5f80\u5f80\u88ab\u5c01\u95ed\u5728 VM \u5185\u90e8\u3002<\/p>\n<p>Kiryl Shutsemau \u7684\u8fd9\u5957\u8865\u4e01\u65e8\u5728\u8ba9 VM \u7ba1\u7406\u5668\u66f4\u5bb9\u6613\u83b7\u53d6\u8fd9\u4e9b\u4f7f\u7528\u4fe1\u606f\u3002\u5b83\u4e3a userfaultfd() \u7cfb\u7edf\u8c03\u7528\u6dfb\u52a0\u4e86\u4e00\u79cd\u65b0\u7684\u6ce8\u518c\u6a21\u5f0f&#xff0c;\u8be5\u6a21\u5f0f\u4f1a\u5bfc\u81f4\u6307\u5b9a\u9875\u9762\u8303\u56f4\u5728\u5bbf\u4e3b\u673a\u5c42\u9762\u7684\u4fdd\u62a4\u88ab\u6807\u8bb0\u4e3a\u201c\u65e0\u6743\u9650\u8bbf\u95ee&#xff08;no access&#xff09;\u201d\u3002\u5728\u6ce8\u518c\u65f6&#xff0c;\u53ef\u4ee5\u9009\u62e9\u5f53\u865a\u62df\u673a\u786e\u5b9e\u8bbf\u95ee\u8fd9\u4e9b\u9875\u9762\u4e4b\u4e00\u65f6\u53d1\u751f\u60c5\u51b5\u7684\u4e24\u79cd\u66ff\u4ee3\u65b9\u6848\u3002\u5982\u679c\u9009\u62e9\u4e86\u540c\u6b65\u6a21\u5f0f&#xff0c;VM \u7ba1\u7406\u5668\u5c06\u6536\u5230\u6765\u81ea\u5185\u6838\u7684\u6d88\u606f&#xff0c;\u5e76\u5728\u8bb0\u5f55\u4e0b\u8be5\u7f3a\u9875\u4e2d\u65ad\u540e&#xff0c;\u901a\u8fc7\u5411\u5185\u6838\u53d1\u51fa\u7684\u53e6\u4e00\u4e2a\u8bf7\u6c42\u6765\u89e3\u51b3\u5b83\u3002\u5728\u5f02\u6b65\u6a21\u5f0f\u4e0b&#xff0c;\u5185\u6838\u4f1a\u5728\u4e0d\u901a\u77e5 VM \u7ba1\u7406\u5668\u7684\u60c5\u51b5\u4e0b\u91cd\u7f6e\u6743\u9650\u3002\u7a0d\u540e&#xff0c;\u7ba1\u7406\u5668\u53ef\u4ee5\u626b\u63cf\u8be5\u9875\u9762\u8303\u56f4&#xff0c;\u4ee5\u67e5\u770b\u54ea\u4e9b\u9875\u9762\u5df2\u88ab\u8bbf\u95ee\u3002<\/p>\n<p>\u8fd9\u4e9b\u8865\u4e01\u540c\u6837\u5305\u542b\u6807\u660e Claude Opus \u7684 Assisted-by \u6807\u8bb0\u3002Shutsemau \u5728\u5185\u6838\u793e\u533a\u8d44\u5386\u6ca1\u6709 Van Riel \u90a3\u4e48\u6df1&#xff1b;\u4ed6\u5728 2008 \u5e74\u7684 2.6.25 \u5185\u6838\u4e2d\u505a\u51fa\u4e86\u4ed6\u7684\u9996\u6b21\u8d21\u732e&#xff0c;\u7b97\u662f\u4e00\u4e2a\u76f8\u5bf9\u7684\u201c\u65b0\u4eba\u201d\u3002\u5c3d\u7ba1\u5982\u6b64&#xff0c;\u4ed6\u7684\u5c65\u5386\u8db3\u591f\u4e30\u5bcc&#xff0c;\u8db3\u4ee5\u8868\u660e\u4ed6\u5b8c\u5168\u6709\u80fd\u529b\u7406\u89e3\u81ea\u5df1\u63d0\u4ea4\u7ed9\u793e\u533a\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u8fd9\u5957\u8865\u4e01\u5df2\u7ecf\u7ecf\u5386\u4e86\u4e03\u6b21\u4fee\u8ba2&#xff0c;\u5e76\u6839\u636e\u6536\u5230\u7684\u8bc4\u5ba1\u505a\u51fa\u4e86\u91cd\u5927\u4fee\u6539\u3002\u4e0e Van Riel \u7684\u5de5\u4f5c\u53d7\u5230\u7684\u5f85\u9047\u4e0d\u540c&#xff0c;\u5728\u8fd9\u4e9b\u8bc4\u5ba1\u4e2d&#xff0c;\u6ca1\u6709\u4efb\u4f55\u4eba\u5bf9 LLM \u5728\u521b\u5efa\u8fd9\u9879\u5de5\u4f5c\u4e2d\u626e\u6f14\u7684\u89d2\u8272\u63d0\u51fa\u62c5\u5fe7\u3002\u4e0d\u8fc7&#xff0c;\u5728\u56de\u5e94\u7b2c\u4e8c\u7248\u4fee\u8ba2\u65f6&#xff0c;Andrew Morton \u786e\u5b9e\u8be2\u95ee\u4e86\u5173\u4e8e LLM \u662f\u5982\u4f55\u88ab\u4f7f\u7528\u7684\u4fe1\u606f&#xff1b;Shutsemau \u4f5c\u51fa\u4e86\u8be6\u7ec6\u7684\u7b54\u590d\u3002\u8be5\u5de5\u5177\u5f88\u5927\u4e00\u90e8\u5206\u4f5c\u7528\u5728\u4e8e\u9a8c\u8bc1\u60f3\u6cd5&#xff1a;<\/p>\n<p>\u5bf9\u4e8e\u8fd9\u4e2a\u7279\u5b9a\u7684\u9879\u76ee&#xff0c;\u6709\u76f8\u5f53\u591a\u7684\u63a2\u7d22\u63a2\u8def\u5de5\u4f5c\u3002\u6211\u7ecf\u5386\u4e86\u4e00\u4e2a\u4e0e Claude \u4ea4\u6d41\u78b0\u649e\u60f3\u6cd5\u7684\u9636\u6bb5\u3002\u5b83\u5e2e\u52a9\u6211\u66f4\u597d\u5730\u7406\u89e3\u95ee\u9898\u7a7a\u95f4\u5e76\u6784\u60f3\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5c31\u50cf\u662f\u201c\u8d85\u7ea7\u52a0\u500d\u7248\u201d\u7684\u6a61\u76ae\u9e2d\u8c03\u8bd5\u6cd5&#xff08;Rubber ducking&#xff09;\u3002<\/p>\n<p>\u4e00\u65e6\u660e\u786e\u4e86\u505a\u4ec0\u4e48&#xff0c;\u6211\u4eec\u5c31\u5236\u5b9a\u4e00\u4e2a\u5173\u4e8e\u600e\u4e48\u505a\u7684\u8ba1\u5212\u3002\u8fd9\u4e5f\u6d89\u53ca\u53cd\u590d\u7684\u6c9f\u901a\u3002<\/p>\n<p>\u8ba1\u5212\u5236\u5b9a\u5b8c\u6210\u540e&#xff0c;\u6211\u7ed9\u51fa\u4e86\u6267\u884c\u7684\u6307\u4ee4\u3002<\/p>\n<p>\u4ed6\u8bf4&#xff0c;\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6700\u8017\u65f6\u7684\u662f\u5ba1\u67e5\u751f\u6210\u7684\u4ee3\u7801&#xff1b;\u8fd9\u6d89\u53ca\u6b62\u6b65\u5e76\u4ece\u5934\u5f00\u59cb\u91cd\u6765\u4e0d\u6b62\u4e00\u6b21\u3002\u4ed6\u82b1\u4e86\u201c\u5927\u7ea6 8 \u5230 10\u201d\u8f6e\u6c9f\u901a\u624d\u5f97\u5230\u4e86\u81ea\u5df1\u6ee1\u610f\u7684\u4ee3\u7801\u2014\u2014\u5728\u6b64\u4e4b\u540e&#xff0c;\u624d\u5c06\u6574\u4e2a\u8865\u4e01\u96c6\u8fde\u540c\u53e6\u4e00\u5957\u63d0\u793a\u8bcd\u5582\u7ed9 LLM 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