{"id":81440,"date":"2026-07-25T01:42:35","date_gmt":"2026-07-24T17:42:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/81440.html"},"modified":"2026-07-25T01:42:35","modified_gmt":"2026-07-24T17:42:35","slug":"gemma-4-26b-a4b-it-gguf%e6%95%88%e6%9e%9c%e5%b1%95%e7%a4%ba%ef%bc%9a%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9b%91%e6%8e%a7%e5%91%8a%e8%ad%a6%e6%88%aa%e5%9b%be%e7%9a%84%e6%a0%b9%e5%9b%a0%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/81440.html","title":{"rendered":"Gemma-4-26B-A4B-it-GGUF\u6548\u679c\u5c55\u793a\uff1a\u670d\u52a1\u5668\u76d1\u63a7\u544a\u8b66\u622a\u56fe\u7684\u6839\u56e0\u5206\u6790\u4e0e\u5904\u7f6e\u5efa\u8bae"},"content":{"rendered":"<h2>Gemma-4-26B-A4B-it-GGUF\u6548\u679c\u5c55\u793a&#xff1a;\u670d\u52a1\u5668\u76d1\u63a7\u544a\u8b66\u622a\u56fe\u7684\u6839\u56e0\u5206\u6790\u4e0e\u5904\u7f6e\u5efa\u8bae<\/h2>\n<h3>1. \u6a21\u578b\u80fd\u529b\u6982\u89c8<\/h3>\n<p>Google Gemma-4-26B-A4B-it-GGUF\u662fGemma 4\u7cfb\u5217\u4e2d\u7684\u9ad8\u6027\u80fdMoE&#xff08;\u6df7\u5408\u4e13\u5bb6&#xff09;\u6a21\u578b&#xff0c;\u5177\u5907256K tokens\u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u3002\u8fd9\u4e2a\u5f00\u6e90\u6a21\u578b\u5728Arena Elo\u6392\u884c\u699c\u4e0a\u4ee51441\u5206\u4f4d\u5217\u5168\u7403\u5f00\u6e90\u6a21\u578b\u7b2c6\u540d&#xff0c;\u91c7\u7528Apache 2.0\u534f\u8bae\u53ef\u514d\u8d39\u5546\u7528\u3002<\/p>\n<h4>1.1 \u6838\u5fc3\u4f18\u52bf<\/h4>\n<ul>\n<li>\u591a\u6a21\u6001\u7406\u89e3&#xff1a;\u539f\u751f\u652f\u6301\u6587\u672c&#043;\u56fe\u50cf\u8f93\u5165&#xff0c;\u7279\u522b\u9002\u5408\u5206\u6790\u76d1\u63a7\u622a\u56fe\u8fd9\u7c7b\u56fe\u6587\u6df7\u5408\u5185\u5bb9<\/li>\n<li>\u5f3a\u63a8\u7406\u80fd\u529b&#xff1a;\u80fd\u7406\u89e3\u590d\u6742\u7cfb\u7edf\u544a\u8b66\u95f4\u7684\u56e0\u679c\u5173\u7cfb&#xff0c;\u63d0\u4f9b\u51c6\u786e\u7684\u6839\u56e0\u5206\u6790<\/li>\n<li>\u7ed3\u6784\u5316\u8f93\u51fa&#xff1a;\u53ef\u751f\u6210\u5305\u542b\u5904\u7f6e\u6b65\u9aa4\u3001\u4f18\u5148\u7ea7\u8bc4\u4f30\u7684JSON\u683c\u5f0f\u5efa\u8bae<\/li>\n<li>\u957f\u6587\u672c\u5904\u7406&#xff1a;256K tokens\u4e0a\u4e0b\u6587\u7a97\u53e3\u8db3\u4ee5\u5206\u6790\u5305\u542b\u591a\u4e2a\u6307\u6807\u7684\u5b8c\u6574\u76d1\u63a7\u9762\u677f<\/li>\n<\/ul>\n<h3>2. \u76d1\u63a7\u544a\u8b66\u5206\u6790\u5b9e\u6218<\/h3>\n<h4>2.1 \u5178\u578b\u8f93\u5165\u793a\u4f8b<\/h4>\n<p>\u6211\u4eec\u5411\u6a21\u578b\u63d0\u4ea4\u4e86\u4e00\u5f20\u5305\u542b\u4ee5\u4e0b\u5143\u7d20\u7684\u670d\u52a1\u5668\u76d1\u63a7\u622a\u56fe&#xff1a;<\/p>\n<ul>\n<li>CPU\u4f7f\u7528\u7387\u7a81\u783495%\u6301\u7eed5\u5206\u949f<\/li>\n<li>\u5185\u5b58\u4f7f\u7528\u7387\u8fbe85%\u4e14swap\u5f00\u59cb\u589e\u957f<\/li>\n<li>\u78c1\u76d8IO\u5ef6\u8fdf\u8d85\u8fc7200ms<\/li>\n<li>\u7f51\u7edc\u8fde\u63a5\u6570\u63a5\u8fd1\u4e0a\u9650<\/li>\n<\/ul>\n<p>{<br \/>\n  &#034;prompt&#034;: &#034;\u5206\u6790\u8fd9\u5f20\u670d\u52a1\u5668\u76d1\u63a7\u622a\u56fe&#xff0c;\u6307\u51fa\u6700\u53ef\u80fd\u7684\u6839\u56e0\u5e76\u63d0\u4f9b\u5904\u7f6e\u5efa\u8bae&#034;,<br \/>\n  &#034;image&#034;: &#034;server_monitoring_screenshot.png&#034;<br \/>\n}<\/p>\n<h4>2.2 \u6a21\u578b\u8f93\u51fa\u6548\u679c<\/h4>\n<p>\u6a21\u578b\u5728\u7ea63\u79d2\u5185\u8fd4\u56de\u4e86\u7ed3\u6784\u5316\u5206\u6790\u7ed3\u679c&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;root_cause&#034;: {<br \/>\n    &#034;primary&#034;: &#034;\u5185\u5b58\u6cc4\u6f0f\u5bfc\u81f4\u9891\u7e41GC&#034;,<br \/>\n    &#034;secondary&#034;: [&#034;\u78c1\u76d8IO\u74f6\u9888&#034;, &#034;\u7f51\u7edc\u8fde\u63a5\u6c60\u4e0d\u8db3&#034;],<br \/>\n    &#034;confidence&#034;: 0.87<br \/>\n  },<br \/>\n  &#034;action_items&#034;: [<br \/>\n    {<br \/>\n      &#034;step&#034;: 1,<br \/>\n      &#034;action&#034;: &#034;\u68c0\u67e5Java\u5e94\u7528\u5806\u5185\u5b58\u4f7f\u7528\u60c5\u51b5&#034;,<br \/>\n      &#034;command&#034;: &#034;jstat -gcutil &lt;PID&gt;&#034;,<br \/>\n      &#034;priority&#034;: &#034;critical&#034;<br \/>\n    },<br \/>\n    {<br \/>\n      &#034;step&#034;: 2,<br \/>\n      &#034;action&#034;: &#034;\u5206\u6790GC\u65e5\u5fd7\u786e\u8ba4Full GC\u9891\u7387&#034;,<br \/>\n      &#034;command&#034;: &#034;grep &#039;Full GC&#039; \/path\/to\/gc.log&#034;,<br \/>\n      &#034;priority&#034;: &#034;high&#034;<br \/>\n    },<br \/>\n    {<br \/>\n      &#034;step&#034;: 3,<br \/>\n      &#034;action&#034;: &#034;\u4e34\u65f6\u589e\u52a0\u8fde\u63a5\u6c60\u5927\u5c0f&#034;,<br \/>\n      &#034;command&#034;: &#034;sysctl -w net.core.somaxconn&#061;2048&#034;,<br \/>\n      &#034;priority&#034;: &#034;medium&#034;<br \/>\n    }<br \/>\n  ]<br \/>\n}<\/p>\n<h3>3. \u6548\u679c\u6df1\u5ea6\u5206\u6790<\/h3>\n<h4>3.1 \u51c6\u786e\u6027\u9a8c\u8bc1<\/h4>\n<p>\u6211\u4eec\u5bf9\u6bd4\u4e86\u6a21\u578b\u8f93\u51fa\u4e0e\u771f\u5b9e\u6545\u969c\u539f\u56e0&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u6a21\u578b\u5224\u65ad\u5b9e\u9645\u539f\u56e0\u5339\u914d\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u4e3b\u56e0<\/td>\n<td>\u5185\u5b58\u6cc4\u6f0f<\/td>\n<td>Java\u5806\u5185\u5b58\u6cc4\u6f0f<\/td>\n<td>\u2705 \u5b8c\u5168\u5339\u914d<\/td>\n<\/tr>\n<tr>\n<td>\u6b21\u56e0<\/td>\n<td>\u78c1\u76d8IO\u74f6\u9888<\/td>\n<td>\u65e5\u5fd7\u5199\u5165\u8fc7\u9891<\/td>\n<td>\u2705 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