{"id":25097,"date":"2026-06-11T03:03:00","date_gmt":"2026-06-11T03:03:00","guid":{"rendered":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/"},"modified":"2026-06-11T03:03:00","modified_gmt":"2026-06-11T03:03:00","slug":"%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90","status":"publish","type":"post","link":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/","title":{"rendered":"\u8f6f\u901a\u52a8\u529b&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6"},"content":{"rendered":"<p>\u5168\u9762\u5b9a\u4e49\u5927\u6a21\u578b\u957f\u65f6\u8fd0\u884c\u4e0e\u6df7\u6c8c\u8d1f\u8f7d\u7279\u5f81\uff0c\u63a8\u8fdb\u884c\u4e1a\u5206\u5de5\u4e0e\u6d88\u8d39\u7aef\u8d28\u91cf\u76d1\u63a7\u6807\u51c6\u5316<\/p>\n<p><span class=\"legendSpanClass\">\u5317\u4eac<\/span><span class=\"legendSpanClass\">2026\u5e746\u670811\u65e5<\/span> \/\u7f8e\u901a\u793e\/ &#8212;\u00a0 2026\u5e74\u4ee5\u6765\uff0c\u968f\u7740Claude Code\u3001OpenClaw\u7b49\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6280\u672f\u7684\u5168\u9762\u7834\u5708\uff0cAGI\u6b63\u5f0f\u8fc8\u5165\u65b0\u7eaa\u5143\u3002\u6b63\u5982\u9ec4\u4ec1\u52cb\u5728GTC 2026\u4e3b\u9898\u6f14\u8bb2\u4e2d\u6240\u5f3a\u8c03\u7684\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6b63\u4ece\u7b80\u5355\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u52a0\u901f\u6f14\u8fdb\u4e3a\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u3001\u63a8\u7406\u5e76\u91c7\u53d6\u884c\u52a8\u4ee5\u8fbe\u6210\u590d\u6742\u76ee\u6807\u7684\u957f\u65f6\u8fd0\u884c\u7cfb\u7edf\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0b\uff0c\u5927\u6a21\u578b\u63a8\u7406\u7b97\u529b\u9700\u6c42\u5448\u4e95\u55b7\u5f0f\u589e\u957f\uff0c&#8221;Token\u5de5\u5382&#8221;\u6982\u5ff5\u8dc3\u5347\u4e3a\u8d44\u672c\u3001\u4ea7\u4e1a\u4e0e\u6280\u672f\u754c\u7684\u6838\u5fc3\u7126\u70b9\u3002<\/p>\n<p>\u7136\u800c\uff0c\u667a\u80fd\u4f53\uff08Agentic\uff09\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u4f20\u7edf\u7684\u4eba\u7c7b\u5bf9\u8bdd\u4ea4\u4e92\u5728\u7ed3\u6784\u4e0a\u622a\u7136\u4e0d\u540c\u3002\u5b83\u901a\u5e38\u5448\u73b0\u4e3a\u957f\u5468\u671f\u7684\u591a\u8f6e\u5faa\u73af\uff0c\u5728&#8221;\u63a8\u7406\u9636\u6bb5&#8221;\u548c&#8221;\u884c\u52a8\u9636\u6bb5&#8221;\u4e4b\u95f4\u9ad8\u9891\u5207\u6362\u3002\u968f\u7740AI\u4ece&#8221;\u5bf9\u8bdd\u5f0f\u751f\u6210&#8221;\u5168\u9762\u9a76\u5165&#8221;\u81ea\u4e3b\u667a\u80fd\u4f53&#8221;\u7684\u6df1\u6c34\u533a\uff0c\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u751f\u4ea7\u3001\u5ea6\u91cf\u4e0e\u6d88\u8017\u6807\u51c6\u8fce\u6765\u89e3\u6784\u6027\u53d8\u9769\u3002<\/p>\n<p>\u4eca\u65e5\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u5f0f\u5ba3\u5e03\uff0c\u5176\u9996\u4e2a\u6807\u6746\u793a\u8303\u9879\u76ee\u2014\u2014&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221; \u6b63\u5f0f\u6295\u5165\u8fd0\u884c\uff0c\u5e76\u540c\u6b65\u5411\u5168\u7403\u53d1\u5e03\u5e76\u5f00\u6e90&#8221;\u8f6f\u901a\u52a8\u529b\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6&#8221;\u3002\u8fd9\u6807\u5fd7\u7740\u5927\u6a21\u578b\u7b97\u529b\u6d88\u8017\u6b63\u5f0f\u544a\u522b\u7c97\u653e\u5f0f\u7684\u541e\u5410\u91cf\u6bd4\u62fc\uff0c\u6b65\u5165\u6807\u51c6\u5316\u3001\u5de5\u4e1a\u5316\u7684&#8221;Token\u6d41\u6c34\u7ebf&#8221;\u65f6\u4ee3\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\">\n<p><a href=\"https:\/\/mma.prnewswire.com\/media\/2996736\/image1.html\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<\/div>\n<p>\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\uff1a\u9762\u5411\u667a\u80fd\u4f53\u65f6\u4ee3\u7684&#8221;\u65b0\u578b\u7535\u5382&#8221;<\/p>\n<p>\u4f5c\u4e3a\u8f6f\u901a\u52a8\u529bAI\u6218\u7565\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u805a\u7126Agentic Serving\uff08\u667a\u80fd\u4f53\u670d\u52a1\uff09\u573a\u666f\uff0c\u901a\u8fc7\u6781\u9650\u5de5\u7a0b\u5316\u624b\u6bb5\u538b\u69a8\u786c\u4ef6\u6027\u80fd\uff0c\u96c6\u6210\u524d\u6cbf\u7b97\u529b\u8c03\u5ea6\u4e0eKV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\uff0c\u4ee5\u786e\u5b9a\u6027\u7684\u670d\u52a1\u8d28\u91cf\u4e0e\u6781\u81f4\u7684\u6027\u4ef7\u6bd4\uff0c\u5411\u5168\u793e\u4f1a\u8f93\u51fa\u6807\u51c6\u5316\u7684&#8221;\u6570\u5b57\u71c3\u6599&#8221;\u2014\u2014Token\uff0c\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u4f9b\u5e94\u4fdd\u969c\u3002<\/p>\n<p>\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u9879\u76ee\u8d1f\u8d23\u4eba\u8868\u793a\uff1a&#8221;\u5317\u4eac\u4f5c\u4e3a\u5168\u56fdAI\u521b\u65b0\u9ad8\u5730\uff0c\u96c6\u805a\u4e86\u6700\u591a\u7684\u5927\u6a21\u578b\u516c\u53f8\u548c\u667a\u80fd\u4f53\u5e94\u7528\u56e2\u961f\uff0c\u5bf9\u65b0\u578b\u7b97\u529b\u670d\u52a1\u7684\u9700\u6c42\u6700\u8feb\u5207\u3001\u6700\u524d\u6cbf\u3002\u5efa\u8bbe\u4e0e\u4e4b\u5339\u914d\u7684&#8217;Token\u5de5\u5382&#8217;\u662f\u5317\u4eac\u6253\u9020&#8217;\u5168\u7403\u6570\u5b57\u7ecf\u6d4e\u6807\u6746\u57ce\u5e02&#8217;\u7684\u5fc5\u7136\u8981\u6c42\u3002Agentic Serving\u5e26\u6765\u4e86\u5929\u7136\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u6700\u7ec8\u6307\u4ee4\u80cc\u540e\uff0c\u53ef\u80fd\u662f\u6a21\u578b\u5185\u90e8\u6570\u5341\u6b21\u63a8\u7406\u5faa\u73af\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u81ea\u6211\u53cd\u601d\u7684\u53e0\u52a0\u3002\u8fd9\u79cd\u6781\u5ea6\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u7684\u9759\u6001\u538b\u6d4b\u6307\u6807\u5b8c\u5168\u5931\u6548\u3002\u884c\u4e1a\u9677\u5165&#8217;\u6307\u6807\u8ff7\u96fe&#8217;\uff1a\u5e95\u5c42\u5efa\u8bbe\u8005\u4e0d\u77e5\u5982\u4f55\u9488\u5bf9\u957f\u4e0a\u4e0b\u6587\u4f18\u5316\u67b6\u6784\uff0c\u7b97\u529b\u8fd0\u8425\u8005\u96be\u4ee5\u9884\u4f30\u52a8\u6001\u6ce2\u52a8\u4e0b\u7684\u5e76\u53d1\u6c34\u4f4d\uff0c\u4f01\u4e1a\u7ea7\u4f7f\u7528\u8005\u7f3a\u4e4f\u660e\u786e\u7684SLA\u4f5c\u4e3a\u91c7\u8d2d\u4f9d\u636e\uff0c\u6700\u7ec8\u7528\u6237\u5219\u9891\u7e41\u906d\u9047\u9996\u5b57\u5ef6\u8fdf\u4e0d\u53ef\u63a7\u548c\u63a8\u7406\u4e2d\u9014\u65ad\u7ebf\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\u6211\u4eec\u53d1\u5e03\u8fd9\u4e00\u57fa\u51c6\uff0c\u6b63\u662f\u4e3a\u4e86\u6253\u9020\u7edf\u4e00\u7684&#8217;\u6807\u6746\u4e4b\u955c&#8217;\u3002&#8221;<\/p>\n<div class=\"PRN_ImbeddedAssetReference\">\n<p><a href=\"https:\/\/mma.prnewswire.com\/media\/2996734\/image2.html\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<\/div>\n<p>\u540c\u6b65\u53d1\u5e03\uff1a\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6<\/p>\n<p>\u4e3a\u4e86\u7cbe\u51c6\u6355\u6349\u5e76\u590d\u73b0\u667a\u80fd\u4f53\u670d\u52a1\u73af\u5883\u4e2d\u7684\u6781\u7aef\u538b\u529b\uff0c\u8f6f\u901a\u52a8\u529b\u5728\u53d1\u5e03\u4f1a\u4e0a\u5ba3\u5e03\uff1a\u6b63\u5f0f\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6\uff0c\u8be5\u57fa\u51c6\u4e0d\u662f\u5355\u4e00\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u9075\u5faa&#8221;\u4e00\u4e2a\u57fa\u51c6\uff08\u523b\u753b\u65b9\u6cd5\uff09&#8221;\uff0c\u91c7\u7528&#8221;\u4e09\u7c7b\u6d4b\u8bd5\u65b9\u6cd5&#8221;\uff0c\u6784\u5efa&#8221;\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6&#8221; \uff0c\u5b9e\u73b0\u5bf9\u7b97\u529b\u96c6\u7fa4\u771f\u5b9e\u670d\u52a1\u80fd\u529b\u7684\u7cbe\u51c6\u8bc4\u4f30\u4e0e\u516c\u5e73\u5bf9\u6bd4\u3002<\/p>\n<p>\u8f6f\u901a\u52a8\u529b\u5bf9\u57fa\u4e8e\u5927\u6a21\u578b\u53d1\u5c55\u521d\u671f\u884c\u4e1a\u901a\u7528\u7684MLPerf LoadGen\u8fdb\u884c\u4e86\u6df1\u5ea6\u91cd\u6784\uff0c\u5b9e\u73b0\u4e86\u4ece\u9759\u6001\u5e76\u53d1\u6ce8\u5165\u5230\u52a8\u6001\u884c\u4e3a\u4eff\u771f\u7684\u8de8\u8d8a\uff0c\u53d1\u5c55\u51fa\u4e86 LoadGen 2.0\u3002\u5176\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\uff1a\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u5b9a\u4e49\u5e76\u91cd\u73b0\u4e86\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\uff0c\u5b83\u5b9a\u4e49\u4e86&#8221;\u5927\u5bb6\u5171\u8bc6\u7684\u6df7\u6c8c\u7cfb\u7edf\u5982\u4f55\u523b\u753b\u548c\u91cd\u73b0&#8221;\u2014\u2014\u8fd9\u662f\u6240\u6709\u8bc4\u6d4b\u7684\u6839\u57fa\u3002<\/p>\n<p>\u4ee5\u6b64\u4e3a\u6839\u57fa\uff0c\u8f6f\u901a\u52a8\u529b\u6784\u5efa\u4e86\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff1a<\/p>\n<p>\u5e95\u5c42\u2014\u2014\u6df7\u6c8c\u8d1f\u8f7d\u523b\u753b\u65b9\u6cd5\uff1aLoadGen 2.0\u901a\u8fc7\u5f15\u5165&#8221;\u591a\u8f6e\u72b6\u6001\u4fdd\u6301\uff08Stateful Turn-based\uff09&#8221;\u6a21\u62df\u673a\u5236\u548c\u6df7\u5408\u6cca\u677e\u5206\u5e03\u903b\u8f91\uff0c\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u6a21\u62df\u51fa\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\u2014\u2014\u5305\u62ec\u8f6e\u6b21\u95f4\u9694\u7684\u4e25\u91cd\u6296\u52a8\u3001\u4e0a\u4e0b\u6587\u6307\u6570\u7ea7\u81a8\u80c0\uff08Context Ballooning\uff09\u3001KV Cache\u53cd\u590d\u7f6e\u6362\u7b49\u9ad8\u52a8\u6001\u573a\u666f\u3002\u5b83\u80fd\u591f\u8fd8\u539f\u7070\u5ea6\u751f\u4ea7\u73af\u5883\u4e2d\u957f\u65f6\u667a\u80fd\u4f53\u4e4b\u95f4\u4ea4\u7ec7\u3001\u91cd\u53e0\u4e14\u4e0d\u53ef\u9884\u6d4b\u7684\u8ba1\u7b97\u8bf7\u6c42\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u8fd0\u8425\u8005\u5728\u7cfb\u7edf\u4e0a\u7ebf\u524d\u63a2\u660e\u96c6\u7fa4\u9762\u5bf9\u6781\u7aef\u6df7\u6c8c\u8d1f\u8f7d\u65f6\u7684\u6027\u80fd\u5d29\u6e83\u8fb9\u754c\u4e0e\u8d44\u6e90\u8c03\u5ea6\u74f6\u9888\u3002\u4e2d\u5c42\u2014\u2014\u4e09\u7c7b\u6807\u51c6\u6d4b\u8bd5\u65b9\u6cd5\uff1a\u989d\u5b9a\u529f\u7387\u6d4b\u8bd5\u3001\u4e1a\u52a1\u6d4b\u8bd5\u3001\u7cbe\u5ea6\u6b63\u786e\u6027\u6d4b\u8bd5\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8bc4\u6d4b\u6d41\u7a0b\uff0c\u786e\u4fdd\u8bc4\u6d4b\u7ed3\u679c\u53ef\u590d\u73b0\u3001\u53ef\u5bf9\u6bd4\u3002\u4e0a\u5c42\u2014\u2014\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6\uff1a\u9762\u5411\u4ee3\u7801\u751f\u6210\u3001\u79d1\u5b66\u7814\u7a76\u3001\u901a\u7528\u5bf9\u8bdd\u7b49\u4e0d\u540c\u9886\u57df\u7684\u6807\u51c6\u6570\u636e\u96c6\uff0c\u4f7f\u8bc4\u6d4b\u4e0e\u771f\u5b9e\u5e94\u7528\u573a\u666f\u5bf9\u9f50\uff0c\u907f\u514d&#8221;\u9ad8\u5206\u4f4e\u80fd&#8221;\u6216\u53c2\u6570\u865a\u6807\u3002<\/p>\n<div class=\"PRN_ImbeddedAssetReference\">\n<p><a href=\"https:\/\/mma.prnewswire.com\/media\/2996735\/image3.html\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<\/div>\n<p>LoadGen 2.0\u5df2\u5b8c\u5168\u5f00\u6e90\uff08GitHub: <a href=\"http:\/\/github.com\/issair\/loadgen2\" target=\"_blank\" rel=\"noopener\">github.com\/issair\/loadgen2<\/a>\uff09\u3002<\/p>\n<p>\u8f6f\u901a\u52a8\u529b\u7684\u6838\u5fc3\u80fd\u529b<\/p>\n<p>\u968f\u7740\u6280\u672f\u6210\u719f\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u6b63\u590d\u5236\u4f20\u7edf\u5de5\u4e1a\u7684\u53d1\u5c55\u8f68\u8ff9\u2014\u2014\u6a21\u578b\u7b97\u6cd5\u7814\u53d1\u3001\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u8fd0\u8425\uff08Token\u751f\u4ea7\uff09\u3001\u667a\u80fd\u4f53\u8def\u7531\u5206\u53d1\u4ee5\u53ca\u5782\u76f4\u573a\u666f\u5e94\u7528\u9010\u6b65\u89e3\u8026\u3002\u4e13\u4e1a\u7684Token\u5de5\u5382\u9700\u8981\u5177\u5907&#8221;\u8f6f\u786c\u4e00\u4f53&#8221;\u7684\u5168\u6808\u80fd\u529b\u3002<\/p>\n<p>\u8f6f\u901a\u52a8\u529b\u5728\u4ee5\u4e0b\u65b9\u9762\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u80fd\u529b<\/p>\n<p>\u786c\u4ef6\u7aef\uff1a\u5177\u5907\u4e07\u5361\u7ea7\u4fe1\u521b+\u56fd\u9645\u6df7\u5408\u96c6\u7fa4\u7684\u89c4\u5212\u5efa\u8bbe\u80fd\u529b\uff0c\u62e5\u6709\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5168\u56fd\u5907\u4ef6\u5e93\uff0c\u4fdd\u969c\u786c\u4ef6\u57fa\u7840\u8bbe\u65bd\u7684\u6301\u7eed\u53ef\u7528\u3002\u8f6f\u4ef6\u7aef\uff1a\u81ea\u4e3b\u7814\u53d1\u5929\u5143\u8c03\u5ea6\u5e73\u53f0\u4e0e\u5168\u6808\u89c2\u6d4b\u6307\u6807\u4f53\u7cfb\uff08TTFT\u3001TPOT\u3001TPS per GPU\u7b49\uff09\uff0c\u5b9e\u73b0Token\u751f\u4ea7\u7684\u5168\u94fe\u8def\u900f\u660e\u4e0e\u667a\u80fd\u8c03\u5ea6\u3002\u56fd\u5bb6\u7ea7\u8c03\u5ea6\u5e73\u53f0\u7ecf\u9a8c\uff1a\u4f5c\u4e3a\u7275\u5934\u5355\u4f4d\u627f\u5efa&#8221;\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0&#8221;\uff08\u5168\u56fd\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7b97\u529b\u76d1\u6d4b\u8c03\u5ea6\u9879\u76ee\uff09\uff0c\u5177\u5907\u8de8\u57df\u3001\u8de8\u4e3b\u4f53\u7684\u7b97\u529b\u5e76\u7f51\u4e0e\u8c03\u5ea6\u5b9e\u6218\u7ecf\u9a8c\u3002\u5317\u4eac\u58f9\u53f7Token\u5de5\u5382\u6b63\u662f\u8fd9\u4e00\u8c03\u5ea6\u80fd\u529b\u7684\u96c6\u4e2d\u4f53\u73b0\u3002\u884c\u4e1a\u751f\u6001\uff1a\u8f6f\u901a\u52a8\u529b\u6df1\u8015\u4f01\u4e1a\u670d\u52a120\u5e74\uff0c\u8986\u76d6\u91d1\u878d\u3001\u653f\u52a1\u3001\u80fd\u6e90\u3001\u5236\u9020\u3001\u4e92\u8054\u7f51\u7b49\u5173\u952e\u884c\u4e1a\uff0c\u80fd\u591f\u5c06Token\u80fd\u529b\u4e0e\u884c\u4e1a\u573a\u666f\u6df1\u5ea6\u7ed3\u5408\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u6df1\u5ea6\u53c2\u4e0e\u5e73\u6f6d\u4e24\u5cb8\u878d\u5408\u7b97\u529b\u4e2d\u5fc3\u3001\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0\u7b49\u56fd\u5bb6\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7edc\u91cd\u70b9\u9879\u76ee\u5efa\u8bbe\uff0c\u5e76\u4f9d\u6258\u777f\u52a8\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u6253\u9020\u8fde\u63a5\u56fd\u9645\u4e91\u5382\u5546\u4e0e\u56fd\u4ea7AI\u65b0\u52bf\u529b\u7684\u5168\u7403\u5316AI\u53cc\u5411\u67a2\u7ebd\u3002\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u7684\u542f\u52a8\uff0c\u662f\u516c\u53f8\u63a8\u8fdbAI\u57fa\u7840\u8bbe\u65bd\u5e03\u5c40\u3001\u6784\u5efaToken\u751f\u6001\u4f53\u7cfb\u7684\u91cd\u8981\u5b9e\u8df5\u3002<\/p>\n<p>\u672a\u6765\uff0c\u8f6f\u901a\u52a8\u529b\u5c06\u6301\u7eed\u63a8\u8fdb&#8221;Token\u5de5\u5382&#8221;\u5efa\u8bbe\uff0c\u5e76\u4ece\u6d88\u8d39\u8005\u89c6\u89d2\u51fa\u53d1\u63a8\u51fa&#8221;\u5b9e\u65f6\u76d1\u6d4b&#8221;\u7b49\u4e00\u7cfb\u5217\u8d28\u91cf\u76d1\u63a7\u65b9\u6cd5\u2014\u2014\u5982\u540c\u5728\u57ce\u5e02\u81ea\u6765\u6c34\u7ba1\u7f51\u4e2d\u90e8\u7f72\u5b9e\u65f6\u7eaf\u51c0\u5ea6\u63a2\u9488\u4e00\u822c\uff0c\u5728\u8fd0\u884c\u7aef\u52a8\u6001\u76d1\u63a7Token\u751f\u6210\u7684\u5e7b\u89c9\u7387\u3001\u8bed\u4e49\u4e00\u81f4\u6027\u53ca\u6beb\u79d2\u7ea7\u5ef6\u8fdf\u6ce2\u52a8\u3002\u8fd9\u5c06\u5e2e\u52a9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u4e86\u89e3\u6240\u4f7f\u7528\u7b97\u529b\u670d\u52a1\u7684\u771f\u5b9e\u8d28\u91cf\uff0c\u63a8\u52a8\u884c\u4e1a\u5efa\u7acb\u66f4\u52a0\u900f\u660e\u3001\u53ef\u4fe1\u7684\u8bc4\u6d4b\u4f53\u7cfb\u3002<\/p>\n<p>###<\/p>\n<p>\u5173\u4e8e\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382<\/p>\n<p>&#8220;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u662f\u8f6f\u901a\u52a8\u529b\u5efa\u8bbe\u7684\u5168\u7403\u9996\u4e2a\u805a\u7126\u4e8eAgentic Serving\u5de5\u4f5c\u8d1f\u8f7d\u7684\u793a\u8303\u9a8c\u8bc1\u57fa\u5730\uff0c\u96c6\u6210\u4e86\u884c\u4e1a\u524d\u6cbf\u7684\u7b97\u529b\u8c03\u5ea6\u6280\u672f\u3001KV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\u53ca\u65b0\u4e00\u4ee3\u7eff\u8272\u80fd\u6e90\u7ba1\u7406\u65b9\u6848\uff0c\u65e8\u5728\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u6807\u51c6\u5316Token\u4f9b\u5e94\u3002\u4e3b\u8981\u6307\u6807\u5982\u4e0b\uff1a<\/p>\n<p>\u4e00\u671fToken\u4ea7\u80fd\uff1a1.4\u4e07\u4ebf Tokens\/\u5929\u672a\u6765\u9884\u671f\u4ea7\u80fd\uff1a\u4ee5\u5317\u4eac\u65d7\u8230\u5e97\u5e26\u52a8\u5f20\u5bb6\u53e3\u7eff\u7535\u57fa\u5730\u534f\u540c10\u4e07\u4ebfTokens\/\u5929\u914d\u5957\u89c4\u5212\uff1aGPU\u8bbe\u5907\u7ec4\u88c5\u53ca\u7ef4\u4fee\u5de5\u5382\u4e00\u5ea7\uff0c\u4e3a\u5317\u4eac\u53ca\u4eac\u6d25\u5180\u5468\u8fb9\u5730\u533a\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5907\u4ef6\u670d\u52a1<\/p>\n<p>\u5f00\u6e90\u9879\u76ee\u5730\u5740\uff1a <br \/>GitHub: <a href=\"http:\/\/github.com\/issair\/loadgen2\" target=\"_blank\" rel=\"noopener\">github.com\/issair\/loadgen2<\/a><\/p>\n<div class=\"PRN_ImbeddedAssetReference\">\n<\/div>\n<p>SOURCE \u8f6f\u901a\u52a8\u529b\u4fe1\u606f\u6280\u672f\uff08\u96c6\u56e2\uff09\u80a1\u4efd\u6709\u9650\u516c\u53f8<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5168\u9762\u5b9a\u4e49\u5927\u6a21\u578b\u957f\u65f6\u8fd0\u884c\u4e0e\u6df7\u6c8c\u8d1f\u8f7d\u7279\u5f81\uff0c\u63a8\u8fdb\u884c\u4e1a\u5206\u5de5\u4e0e\u6d88\u8d39\u7aef\u8d28\u91cf\u76d1\u63a7\u6807\u51c6\u5316 \u5317\u4eac2026\u5e746\u670811\u65e5 \/\u7f8e\u901a\u793e\/ &#8212;\u00a0 2026\u5e74\u4ee5\u6765\uff0c\u968f\u7740Claude Code\u3001OpenClaw\u7b49\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6280\u672f\u7684\u5168\u9762\u7834\u5708\uff0cAGI\u6b63\u5f0f\u8fc8\u5165\u65b0\u7eaa\u5143\u3002\u6b63\u5982\u9ec4\u4ec1\u52cb\u5728GTC 2026\u4e3b\u9898\u6f14\u8bb2\u4e2d\u6240\u5f3a\u8c03\u7684\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6b63\u4ece\u7b80\u5355\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u52a0\u901f\u6f14\u8fdb\u4e3a\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u3001\u63a8\u7406\u5e76\u91c7\u53d6\u884c\u52a8\u4ee5\u8fbe\u6210\u590d\u6742\u76ee\u6807\u7684\u957f\u65f6\u8fd0\u884c\u7cfb\u7edf\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0b\uff0c\u5927\u6a21\u578b\u63a8\u7406\u7b97\u529b\u9700\u6c42\u5448\u4e95\u55b7\u5f0f\u589e\u957f\uff0c&#8221;Token\u5de5\u5382&#8221;\u6982\u5ff5\u8dc3\u5347\u4e3a\u8d44\u672c\u3001\u4ea7\u4e1a\u4e0e\u6280\u672f\u754c\u7684\u6838\u5fc3\u7126\u70b9\u3002 \u7136\u800c\uff0c\u667a\u80fd\u4f53\uff08Agentic\uff09\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u4f20\u7edf\u7684\u4eba\u7c7b\u5bf9\u8bdd\u4ea4\u4e92\u5728\u7ed3\u6784\u4e0a\u622a\u7136\u4e0d\u540c\u3002\u5b83\u901a\u5e38\u5448\u73b0\u4e3a\u957f\u5468\u671f\u7684\u591a\u8f6e\u5faa\u73af\uff0c\u5728&#8221;\u63a8\u7406\u9636\u6bb5&#8221;\u548c&#8221;\u884c\u52a8\u9636\u6bb5&#8221;\u4e4b\u95f4\u9ad8\u9891\u5207\u6362\u3002\u968f\u7740AI\u4ece&#8221;\u5bf9\u8bdd\u5f0f\u751f\u6210&#8221;\u5168\u9762\u9a76\u5165&#8221;\u81ea\u4e3b\u667a\u80fd\u4f53&#8221;\u7684\u6df1\u6c34\u533a\uff0c\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u751f\u4ea7\u3001\u5ea6\u91cf\u4e0e\u6d88\u8017\u6807\u51c6\u8fce\u6765\u89e3\u6784\u6027\u53d8\u9769\u3002 \u4eca\u65e5\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u5f0f\u5ba3\u5e03\uff0c\u5176\u9996\u4e2a\u6807\u6746\u793a\u8303\u9879\u76ee\u2014\u2014&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221; \u6b63\u5f0f\u6295\u5165\u8fd0\u884c\uff0c\u5e76\u540c\u6b65\u5411\u5168\u7403\u53d1\u5e03\u5e76\u5f00\u6e90&#8221;\u8f6f\u901a\u52a8\u529b\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6&#8221;\u3002\u8fd9\u6807\u5fd7\u7740\u5927\u6a21\u578b\u7b97\u529b\u6d88\u8017\u6b63\u5f0f\u544a\u522b\u7c97\u653e\u5f0f\u7684\u541e\u5410\u91cf\u6bd4\u62fc\uff0c\u6b65\u5165\u6807\u51c6\u5316\u3001\u5de5\u4e1a\u5316\u7684&#8221;Token\u6d41\u6c34\u7ebf&#8221;\u65f6\u4ee3\u3002 \u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\uff1a\u9762\u5411\u667a\u80fd\u4f53\u65f6\u4ee3\u7684&#8221;\u65b0\u578b\u7535\u5382&#8221; \u4f5c\u4e3a\u8f6f\u901a\u52a8\u529bAI\u6218\u7565\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u805a\u7126Agentic Serving\uff08\u667a\u80fd\u4f53\u670d\u52a1\uff09\u573a\u666f\uff0c\u901a\u8fc7\u6781\u9650\u5de5\u7a0b\u5316\u624b\u6bb5\u538b\u69a8\u786c\u4ef6\u6027\u80fd\uff0c\u96c6\u6210\u524d\u6cbf\u7b97\u529b\u8c03\u5ea6\u4e0eKV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\uff0c\u4ee5\u786e\u5b9a\u6027\u7684\u670d\u52a1\u8d28\u91cf\u4e0e\u6781\u81f4\u7684\u6027\u4ef7\u6bd4\uff0c\u5411\u5168\u793e\u4f1a\u8f93\u51fa\u6807\u51c6\u5316\u7684&#8221;\u6570\u5b57\u71c3\u6599&#8221;\u2014\u2014Token\uff0c\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u4f9b\u5e94\u4fdd\u969c\u3002 \u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u9879\u76ee\u8d1f\u8d23\u4eba\u8868\u793a\uff1a&#8221;\u5317\u4eac\u4f5c\u4e3a\u5168\u56fdAI\u521b\u65b0\u9ad8\u5730\uff0c\u96c6\u805a\u4e86\u6700\u591a\u7684\u5927\u6a21\u578b\u516c\u53f8\u548c\u667a\u80fd\u4f53\u5e94\u7528\u56e2\u961f\uff0c\u5bf9\u65b0\u578b\u7b97\u529b\u670d\u52a1\u7684\u9700\u6c42\u6700\u8feb\u5207\u3001\u6700\u524d\u6cbf\u3002\u5efa\u8bbe\u4e0e\u4e4b\u5339\u914d\u7684&#8217;Token\u5de5\u5382&#8217;\u662f\u5317\u4eac\u6253\u9020&#8217;\u5168\u7403\u6570\u5b57\u7ecf\u6d4e\u6807\u6746\u57ce\u5e02&#8217;\u7684\u5fc5\u7136\u8981\u6c42\u3002Agentic Serving\u5e26\u6765\u4e86\u5929\u7136\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u6700\u7ec8\u6307\u4ee4\u80cc\u540e\uff0c\u53ef\u80fd\u662f\u6a21\u578b\u5185\u90e8\u6570\u5341\u6b21\u63a8\u7406\u5faa\u73af\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u81ea\u6211\u53cd\u601d\u7684\u53e0\u52a0\u3002\u8fd9\u79cd\u6781\u5ea6\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u7684\u9759\u6001\u538b\u6d4b\u6307\u6807\u5b8c\u5168\u5931\u6548\u3002\u884c\u4e1a\u9677\u5165&#8217;\u6307\u6807\u8ff7\u96fe&#8217;\uff1a\u5e95\u5c42\u5efa\u8bbe\u8005\u4e0d\u77e5\u5982\u4f55\u9488\u5bf9\u957f\u4e0a\u4e0b\u6587\u4f18\u5316\u67b6\u6784\uff0c\u7b97\u529b\u8fd0\u8425\u8005\u96be\u4ee5\u9884\u4f30\u52a8\u6001\u6ce2\u52a8\u4e0b\u7684\u5e76\u53d1\u6c34\u4f4d\uff0c\u4f01\u4e1a\u7ea7\u4f7f\u7528\u8005\u7f3a\u4e4f\u660e\u786e\u7684SLA\u4f5c\u4e3a\u91c7\u8d2d\u4f9d\u636e\uff0c\u6700\u7ec8\u7528\u6237\u5219\u9891\u7e41\u906d\u9047\u9996\u5b57\u5ef6\u8fdf\u4e0d\u53ef\u63a7\u548c\u63a8\u7406\u4e2d\u9014\u65ad\u7ebf\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\u6211\u4eec\u53d1\u5e03\u8fd9\u4e00\u57fa\u51c6\uff0c\u6b63\u662f\u4e3a\u4e86\u6253\u9020\u7edf\u4e00\u7684&#8217;\u6807\u6746\u4e4b\u955c&#8217;\u3002&#8221; \u540c\u6b65\u53d1\u5e03\uff1a\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6 \u4e3a\u4e86\u7cbe\u51c6\u6355\u6349\u5e76\u590d\u73b0\u667a\u80fd\u4f53\u670d\u52a1\u73af\u5883\u4e2d\u7684\u6781\u7aef\u538b\u529b\uff0c\u8f6f\u901a\u52a8\u529b\u5728\u53d1\u5e03\u4f1a\u4e0a\u5ba3\u5e03\uff1a\u6b63\u5f0f\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6\uff0c\u8be5\u57fa\u51c6\u4e0d\u662f\u5355\u4e00\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u9075\u5faa&#8221;\u4e00\u4e2a\u57fa\u51c6\uff08\u523b\u753b\u65b9\u6cd5\uff09&#8221;\uff0c\u91c7\u7528&#8221;\u4e09\u7c7b\u6d4b\u8bd5\u65b9\u6cd5&#8221;\uff0c\u6784\u5efa&#8221;\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6&#8221; \uff0c\u5b9e\u73b0\u5bf9\u7b97\u529b\u96c6\u7fa4\u771f\u5b9e\u670d\u52a1\u80fd\u529b\u7684\u7cbe\u51c6\u8bc4\u4f30\u4e0e\u516c\u5e73\u5bf9\u6bd4\u3002 \u8f6f\u901a\u52a8\u529b\u5bf9\u57fa\u4e8e\u5927\u6a21\u578b\u53d1\u5c55\u521d\u671f\u884c\u4e1a\u901a\u7528\u7684MLPerf LoadGen\u8fdb\u884c\u4e86\u6df1\u5ea6\u91cd\u6784\uff0c\u5b9e\u73b0\u4e86\u4ece\u9759\u6001\u5e76\u53d1\u6ce8\u5165\u5230\u52a8\u6001\u884c\u4e3a\u4eff\u771f\u7684\u8de8\u8d8a\uff0c\u53d1\u5c55\u51fa\u4e86 LoadGen 2.0\u3002\u5176\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\uff1a\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u5b9a\u4e49\u5e76\u91cd\u73b0\u4e86\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\uff0c\u5b83\u5b9a\u4e49\u4e86&#8221;\u5927\u5bb6\u5171\u8bc6\u7684\u6df7\u6c8c\u7cfb\u7edf\u5982\u4f55\u523b\u753b\u548c\u91cd\u73b0&#8221;\u2014\u2014\u8fd9\u662f\u6240\u6709\u8bc4\u6d4b\u7684\u6839\u57fa\u3002 \u4ee5\u6b64\u4e3a\u6839\u57fa\uff0c\u8f6f\u901a\u52a8\u529b\u6784\u5efa\u4e86\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff1a \u5e95\u5c42\u2014\u2014\u6df7\u6c8c\u8d1f\u8f7d\u523b\u753b\u65b9\u6cd5\uff1aLoadGen 2.0\u901a\u8fc7\u5f15\u5165&#8221;\u591a\u8f6e\u72b6\u6001\u4fdd\u6301\uff08Stateful Turn-based\uff09&#8221;\u6a21\u62df\u673a\u5236\u548c\u6df7\u5408\u6cca\u677e\u5206\u5e03\u903b\u8f91\uff0c\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u6a21\u62df\u51fa\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\u2014\u2014\u5305\u62ec\u8f6e\u6b21\u95f4\u9694\u7684\u4e25\u91cd\u6296\u52a8\u3001\u4e0a\u4e0b\u6587\u6307\u6570\u7ea7\u81a8\u80c0\uff08Context Ballooning\uff09\u3001KV Cache\u53cd\u590d\u7f6e\u6362\u7b49\u9ad8\u52a8\u6001\u573a\u666f\u3002\u5b83\u80fd\u591f\u8fd8\u539f\u7070\u5ea6\u751f\u4ea7\u73af\u5883\u4e2d\u957f\u65f6\u667a\u80fd\u4f53\u4e4b\u95f4\u4ea4\u7ec7\u3001\u91cd\u53e0\u4e14\u4e0d\u53ef\u9884\u6d4b\u7684\u8ba1\u7b97\u8bf7\u6c42\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u8fd0\u8425\u8005\u5728\u7cfb\u7edf\u4e0a\u7ebf\u524d\u63a2\u660e\u96c6\u7fa4\u9762\u5bf9\u6781\u7aef\u6df7\u6c8c\u8d1f\u8f7d\u65f6\u7684\u6027\u80fd\u5d29\u6e83\u8fb9\u754c\u4e0e\u8d44\u6e90\u8c03\u5ea6\u74f6\u9888\u3002\u4e2d\u5c42\u2014\u2014\u4e09\u7c7b\u6807\u51c6\u6d4b\u8bd5\u65b9\u6cd5\uff1a\u989d\u5b9a\u529f\u7387\u6d4b\u8bd5\u3001\u4e1a\u52a1\u6d4b\u8bd5\u3001\u7cbe\u5ea6\u6b63\u786e\u6027\u6d4b\u8bd5\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8bc4\u6d4b\u6d41\u7a0b\uff0c\u786e\u4fdd\u8bc4\u6d4b\u7ed3\u679c\u53ef\u590d\u73b0\u3001\u53ef\u5bf9\u6bd4\u3002\u4e0a\u5c42\u2014\u2014\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6\uff1a\u9762\u5411\u4ee3\u7801\u751f\u6210\u3001\u79d1\u5b66\u7814\u7a76\u3001\u901a\u7528\u5bf9\u8bdd\u7b49\u4e0d\u540c\u9886\u57df\u7684\u6807\u51c6\u6570\u636e\u96c6\uff0c\u4f7f\u8bc4\u6d4b\u4e0e\u771f\u5b9e\u5e94\u7528\u573a\u666f\u5bf9\u9f50\uff0c\u907f\u514d&#8221;\u9ad8\u5206\u4f4e\u80fd&#8221;\u6216\u53c2\u6570\u865a\u6807\u3002 LoadGen 2.0\u5df2\u5b8c\u5168\u5f00\u6e90\uff08GitHub: github.com\/issair\/loadgen2\uff09\u3002 \u8f6f\u901a\u52a8\u529b\u7684\u6838\u5fc3\u80fd\u529b \u968f\u7740\u6280\u672f\u6210\u719f\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u6b63\u590d\u5236\u4f20\u7edf\u5de5\u4e1a\u7684\u53d1\u5c55\u8f68\u8ff9\u2014\u2014\u6a21\u578b\u7b97\u6cd5\u7814\u53d1\u3001\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u8fd0\u8425\uff08Token\u751f\u4ea7\uff09\u3001\u667a\u80fd\u4f53\u8def\u7531\u5206\u53d1\u4ee5\u53ca\u5782\u76f4\u573a\u666f\u5e94\u7528\u9010\u6b65\u89e3\u8026\u3002\u4e13\u4e1a\u7684Token\u5de5\u5382\u9700\u8981\u5177\u5907&#8221;\u8f6f\u786c\u4e00\u4f53&#8221;\u7684\u5168\u6808\u80fd\u529b\u3002 \u8f6f\u901a\u52a8\u529b\u5728\u4ee5\u4e0b\u65b9\u9762\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u80fd\u529b \u786c\u4ef6\u7aef\uff1a\u5177\u5907\u4e07\u5361\u7ea7\u4fe1\u521b+\u56fd\u9645\u6df7\u5408\u96c6\u7fa4\u7684\u89c4\u5212\u5efa\u8bbe\u80fd\u529b\uff0c\u62e5\u6709\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5168\u56fd\u5907\u4ef6\u5e93\uff0c\u4fdd\u969c\u786c\u4ef6\u57fa\u7840\u8bbe\u65bd\u7684\u6301\u7eed\u53ef\u7528\u3002\u8f6f\u4ef6\u7aef\uff1a\u81ea\u4e3b\u7814\u53d1\u5929\u5143\u8c03\u5ea6\u5e73\u53f0\u4e0e\u5168\u6808\u89c2\u6d4b\u6307\u6807\u4f53\u7cfb\uff08TTFT\u3001TPOT\u3001TPS per GPU\u7b49\uff09\uff0c\u5b9e\u73b0Token\u751f\u4ea7\u7684\u5168\u94fe\u8def\u900f\u660e\u4e0e\u667a\u80fd\u8c03\u5ea6\u3002\u56fd\u5bb6\u7ea7\u8c03\u5ea6\u5e73\u53f0\u7ecf\u9a8c\uff1a\u4f5c\u4e3a\u7275\u5934\u5355\u4f4d\u627f\u5efa&#8221;\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0&#8221;\uff08\u5168\u56fd\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7b97\u529b\u76d1\u6d4b\u8c03\u5ea6\u9879\u76ee\uff09\uff0c\u5177\u5907\u8de8\u57df\u3001\u8de8\u4e3b\u4f53\u7684\u7b97\u529b\u5e76\u7f51\u4e0e\u8c03\u5ea6\u5b9e\u6218\u7ecf\u9a8c\u3002\u5317\u4eac\u58f9\u53f7Token\u5de5\u5382\u6b63\u662f\u8fd9\u4e00\u8c03\u5ea6\u80fd\u529b\u7684\u96c6\u4e2d\u4f53\u73b0\u3002\u884c\u4e1a\u751f\u6001\uff1a\u8f6f\u901a\u52a8\u529b\u6df1\u8015\u4f01\u4e1a\u670d\u52a120\u5e74\uff0c\u8986\u76d6\u91d1\u878d\u3001\u653f\u52a1\u3001\u80fd\u6e90\u3001\u5236\u9020\u3001\u4e92\u8054\u7f51\u7b49\u5173\u952e\u884c\u4e1a\uff0c\u80fd\u591f\u5c06Token\u80fd\u529b\u4e0e\u884c\u4e1a\u573a\u666f\u6df1\u5ea6\u7ed3\u5408\u3002 \u76ee\u524d\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u6df1\u5ea6\u53c2\u4e0e\u5e73\u6f6d\u4e24\u5cb8\u878d\u5408\u7b97\u529b\u4e2d\u5fc3\u3001\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0\u7b49\u56fd\u5bb6\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7edc\u91cd\u70b9\u9879\u76ee\u5efa\u8bbe\uff0c\u5e76\u4f9d\u6258\u777f\u52a8\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u6253\u9020\u8fde\u63a5\u56fd\u9645\u4e91\u5382\u5546\u4e0e\u56fd\u4ea7AI\u65b0\u52bf\u529b\u7684\u5168\u7403\u5316AI\u53cc\u5411\u67a2\u7ebd\u3002\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u7684\u542f\u52a8\uff0c\u662f\u516c\u53f8\u63a8\u8fdbAI\u57fa\u7840\u8bbe\u65bd\u5e03\u5c40\u3001\u6784\u5efaToken\u751f\u6001\u4f53\u7cfb\u7684\u91cd\u8981\u5b9e\u8df5\u3002 \u672a\u6765\uff0c\u8f6f\u901a\u52a8\u529b\u5c06\u6301\u7eed\u63a8\u8fdb&#8221;Token\u5de5\u5382&#8221;\u5efa\u8bbe\uff0c\u5e76\u4ece\u6d88\u8d39\u8005\u89c6\u89d2\u51fa\u53d1\u63a8\u51fa&#8221;\u5b9e\u65f6\u76d1\u6d4b&#8221;\u7b49\u4e00\u7cfb\u5217\u8d28\u91cf\u76d1\u63a7\u65b9\u6cd5\u2014\u2014\u5982\u540c\u5728\u57ce\u5e02\u81ea\u6765\u6c34\u7ba1\u7f51\u4e2d\u90e8\u7f72\u5b9e\u65f6\u7eaf\u51c0\u5ea6\u63a2\u9488\u4e00\u822c\uff0c\u5728\u8fd0\u884c\u7aef\u52a8\u6001\u76d1\u63a7Token\u751f\u6210\u7684\u5e7b\u89c9\u7387\u3001\u8bed\u4e49\u4e00\u81f4\u6027\u53ca\u6beb\u79d2\u7ea7\u5ef6\u8fdf\u6ce2\u52a8\u3002\u8fd9\u5c06\u5e2e\u52a9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u4e86\u89e3\u6240\u4f7f\u7528\u7b97\u529b\u670d\u52a1\u7684\u771f\u5b9e\u8d28\u91cf\uff0c\u63a8\u52a8\u884c\u4e1a\u5efa\u7acb\u66f4\u52a0\u900f\u660e\u3001\u53ef\u4fe1\u7684\u8bc4\u6d4b\u4f53\u7cfb\u3002 ### \u5173\u4e8e\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382 &#8220;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u662f\u8f6f\u901a\u52a8\u529b\u5efa\u8bbe\u7684\u5168\u7403\u9996\u4e2a\u805a\u7126\u4e8eAgentic Serving\u5de5\u4f5c\u8d1f\u8f7d\u7684\u793a\u8303\u9a8c\u8bc1\u57fa\u5730\uff0c\u96c6\u6210\u4e86\u884c\u4e1a\u524d\u6cbf\u7684\u7b97\u529b\u8c03\u5ea6\u6280\u672f\u3001KV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\u53ca\u65b0\u4e00\u4ee3\u7eff\u8272\u80fd\u6e90\u7ba1\u7406\u65b9\u6848\uff0c\u65e8\u5728\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u6807\u51c6\u5316Token\u4f9b\u5e94\u3002\u4e3b\u8981\u6307\u6807\u5982\u4e0b\uff1a \u4e00\u671fToken\u4ea7\u80fd\uff1a1.4\u4e07\u4ebf Tokens\/\u5929\u672a\u6765\u9884\u671f\u4ea7\u80fd\uff1a\u4ee5\u5317\u4eac\u65d7\u8230\u5e97\u5e26\u52a8\u5f20\u5bb6\u53e3\u7eff\u7535\u57fa\u5730\u534f\u540c10\u4e07\u4ebfTokens\/\u5929\u914d\u5957\u89c4\u5212\uff1aGPU\u8bbe\u5907\u7ec4\u88c5\u53ca\u7ef4\u4fee\u5de5\u5382\u4e00\u5ea7\uff0c\u4e3a\u5317\u4eac\u53ca\u4eac\u6d25\u5180\u5468\u8fb9\u5730\u533a\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5907\u4ef6\u670d\u52a1 \u5f00\u6e90\u9879\u76ee\u5730\u5740\uff1a GitHub: github.com\/issair\/loadgen2 SOURCE \u8f6f\u901a\u52a8\u529b\u4fe1\u606f\u6280\u672f\uff08\u96c6\u56e2\uff09\u80a1\u4efd\u6709\u9650\u516c\u53f8<\/p>\n","protected":false},"author":0,"featured_media":25098,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25],"tags":[],"class_list":["post-25097","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pr-newswire"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u8f6f\u901a\u52a8\u529b&quot;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&quot;\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6 - Money Compass CN<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/moneycompass.com.my\/cn\/\u8f6f\u901a\u52a8\u529b\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u8f6f\u901a\u52a8\u529b&quot;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&quot;\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6 - Money Compass CN\" \/>\n<meta property=\"og:description\" content=\"\u5168\u9762\u5b9a\u4e49\u5927\u6a21\u578b\u957f\u65f6\u8fd0\u884c\u4e0e\u6df7\u6c8c\u8d1f\u8f7d\u7279\u5f81\uff0c\u63a8\u8fdb\u884c\u4e1a\u5206\u5de5\u4e0e\u6d88\u8d39\u7aef\u8d28\u91cf\u76d1\u63a7\u6807\u51c6\u5316 \u5317\u4eac2026\u5e746\u670811\u65e5 \/\u7f8e\u901a\u793e\/ &#8212;\u00a0 2026\u5e74\u4ee5\u6765\uff0c\u968f\u7740Claude Code\u3001OpenClaw\u7b49\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6280\u672f\u7684\u5168\u9762\u7834\u5708\uff0cAGI\u6b63\u5f0f\u8fc8\u5165\u65b0\u7eaa\u5143\u3002\u6b63\u5982\u9ec4\u4ec1\u52cb\u5728GTC 2026\u4e3b\u9898\u6f14\u8bb2\u4e2d\u6240\u5f3a\u8c03\u7684\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6b63\u4ece\u7b80\u5355\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u52a0\u901f\u6f14\u8fdb\u4e3a\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u3001\u63a8\u7406\u5e76\u91c7\u53d6\u884c\u52a8\u4ee5\u8fbe\u6210\u590d\u6742\u76ee\u6807\u7684\u957f\u65f6\u8fd0\u884c\u7cfb\u7edf\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0b\uff0c\u5927\u6a21\u578b\u63a8\u7406\u7b97\u529b\u9700\u6c42\u5448\u4e95\u55b7\u5f0f\u589e\u957f\uff0c&#8221;Token\u5de5\u5382&#8221;\u6982\u5ff5\u8dc3\u5347\u4e3a\u8d44\u672c\u3001\u4ea7\u4e1a\u4e0e\u6280\u672f\u754c\u7684\u6838\u5fc3\u7126\u70b9\u3002 \u7136\u800c\uff0c\u667a\u80fd\u4f53\uff08Agentic\uff09\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u4f20\u7edf\u7684\u4eba\u7c7b\u5bf9\u8bdd\u4ea4\u4e92\u5728\u7ed3\u6784\u4e0a\u622a\u7136\u4e0d\u540c\u3002\u5b83\u901a\u5e38\u5448\u73b0\u4e3a\u957f\u5468\u671f\u7684\u591a\u8f6e\u5faa\u73af\uff0c\u5728&#8221;\u63a8\u7406\u9636\u6bb5&#8221;\u548c&#8221;\u884c\u52a8\u9636\u6bb5&#8221;\u4e4b\u95f4\u9ad8\u9891\u5207\u6362\u3002\u968f\u7740AI\u4ece&#8221;\u5bf9\u8bdd\u5f0f\u751f\u6210&#8221;\u5168\u9762\u9a76\u5165&#8221;\u81ea\u4e3b\u667a\u80fd\u4f53&#8221;\u7684\u6df1\u6c34\u533a\uff0c\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u751f\u4ea7\u3001\u5ea6\u91cf\u4e0e\u6d88\u8017\u6807\u51c6\u8fce\u6765\u89e3\u6784\u6027\u53d8\u9769\u3002 \u4eca\u65e5\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u5f0f\u5ba3\u5e03\uff0c\u5176\u9996\u4e2a\u6807\u6746\u793a\u8303\u9879\u76ee\u2014\u2014&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221; \u6b63\u5f0f\u6295\u5165\u8fd0\u884c\uff0c\u5e76\u540c\u6b65\u5411\u5168\u7403\u53d1\u5e03\u5e76\u5f00\u6e90&#8221;\u8f6f\u901a\u52a8\u529b\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6&#8221;\u3002\u8fd9\u6807\u5fd7\u7740\u5927\u6a21\u578b\u7b97\u529b\u6d88\u8017\u6b63\u5f0f\u544a\u522b\u7c97\u653e\u5f0f\u7684\u541e\u5410\u91cf\u6bd4\u62fc\uff0c\u6b65\u5165\u6807\u51c6\u5316\u3001\u5de5\u4e1a\u5316\u7684&#8221;Token\u6d41\u6c34\u7ebf&#8221;\u65f6\u4ee3\u3002 \u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\uff1a\u9762\u5411\u667a\u80fd\u4f53\u65f6\u4ee3\u7684&#8221;\u65b0\u578b\u7535\u5382&#8221; \u4f5c\u4e3a\u8f6f\u901a\u52a8\u529bAI\u6218\u7565\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u805a\u7126Agentic Serving\uff08\u667a\u80fd\u4f53\u670d\u52a1\uff09\u573a\u666f\uff0c\u901a\u8fc7\u6781\u9650\u5de5\u7a0b\u5316\u624b\u6bb5\u538b\u69a8\u786c\u4ef6\u6027\u80fd\uff0c\u96c6\u6210\u524d\u6cbf\u7b97\u529b\u8c03\u5ea6\u4e0eKV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\uff0c\u4ee5\u786e\u5b9a\u6027\u7684\u670d\u52a1\u8d28\u91cf\u4e0e\u6781\u81f4\u7684\u6027\u4ef7\u6bd4\uff0c\u5411\u5168\u793e\u4f1a\u8f93\u51fa\u6807\u51c6\u5316\u7684&#8221;\u6570\u5b57\u71c3\u6599&#8221;\u2014\u2014Token\uff0c\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u4f9b\u5e94\u4fdd\u969c\u3002 \u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u9879\u76ee\u8d1f\u8d23\u4eba\u8868\u793a\uff1a&#8221;\u5317\u4eac\u4f5c\u4e3a\u5168\u56fdAI\u521b\u65b0\u9ad8\u5730\uff0c\u96c6\u805a\u4e86\u6700\u591a\u7684\u5927\u6a21\u578b\u516c\u53f8\u548c\u667a\u80fd\u4f53\u5e94\u7528\u56e2\u961f\uff0c\u5bf9\u65b0\u578b\u7b97\u529b\u670d\u52a1\u7684\u9700\u6c42\u6700\u8feb\u5207\u3001\u6700\u524d\u6cbf\u3002\u5efa\u8bbe\u4e0e\u4e4b\u5339\u914d\u7684&#8217;Token\u5de5\u5382&#8217;\u662f\u5317\u4eac\u6253\u9020&#8217;\u5168\u7403\u6570\u5b57\u7ecf\u6d4e\u6807\u6746\u57ce\u5e02&#8217;\u7684\u5fc5\u7136\u8981\u6c42\u3002Agentic Serving\u5e26\u6765\u4e86\u5929\u7136\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u6700\u7ec8\u6307\u4ee4\u80cc\u540e\uff0c\u53ef\u80fd\u662f\u6a21\u578b\u5185\u90e8\u6570\u5341\u6b21\u63a8\u7406\u5faa\u73af\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u81ea\u6211\u53cd\u601d\u7684\u53e0\u52a0\u3002\u8fd9\u79cd\u6781\u5ea6\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u7684\u9759\u6001\u538b\u6d4b\u6307\u6807\u5b8c\u5168\u5931\u6548\u3002\u884c\u4e1a\u9677\u5165&#8217;\u6307\u6807\u8ff7\u96fe&#8217;\uff1a\u5e95\u5c42\u5efa\u8bbe\u8005\u4e0d\u77e5\u5982\u4f55\u9488\u5bf9\u957f\u4e0a\u4e0b\u6587\u4f18\u5316\u67b6\u6784\uff0c\u7b97\u529b\u8fd0\u8425\u8005\u96be\u4ee5\u9884\u4f30\u52a8\u6001\u6ce2\u52a8\u4e0b\u7684\u5e76\u53d1\u6c34\u4f4d\uff0c\u4f01\u4e1a\u7ea7\u4f7f\u7528\u8005\u7f3a\u4e4f\u660e\u786e\u7684SLA\u4f5c\u4e3a\u91c7\u8d2d\u4f9d\u636e\uff0c\u6700\u7ec8\u7528\u6237\u5219\u9891\u7e41\u906d\u9047\u9996\u5b57\u5ef6\u8fdf\u4e0d\u53ef\u63a7\u548c\u63a8\u7406\u4e2d\u9014\u65ad\u7ebf\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\u6211\u4eec\u53d1\u5e03\u8fd9\u4e00\u57fa\u51c6\uff0c\u6b63\u662f\u4e3a\u4e86\u6253\u9020\u7edf\u4e00\u7684&#8217;\u6807\u6746\u4e4b\u955c&#8217;\u3002&#8221; \u540c\u6b65\u53d1\u5e03\uff1a\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6 \u4e3a\u4e86\u7cbe\u51c6\u6355\u6349\u5e76\u590d\u73b0\u667a\u80fd\u4f53\u670d\u52a1\u73af\u5883\u4e2d\u7684\u6781\u7aef\u538b\u529b\uff0c\u8f6f\u901a\u52a8\u529b\u5728\u53d1\u5e03\u4f1a\u4e0a\u5ba3\u5e03\uff1a\u6b63\u5f0f\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6\uff0c\u8be5\u57fa\u51c6\u4e0d\u662f\u5355\u4e00\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u9075\u5faa&#8221;\u4e00\u4e2a\u57fa\u51c6\uff08\u523b\u753b\u65b9\u6cd5\uff09&#8221;\uff0c\u91c7\u7528&#8221;\u4e09\u7c7b\u6d4b\u8bd5\u65b9\u6cd5&#8221;\uff0c\u6784\u5efa&#8221;\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6&#8221; \uff0c\u5b9e\u73b0\u5bf9\u7b97\u529b\u96c6\u7fa4\u771f\u5b9e\u670d\u52a1\u80fd\u529b\u7684\u7cbe\u51c6\u8bc4\u4f30\u4e0e\u516c\u5e73\u5bf9\u6bd4\u3002 \u8f6f\u901a\u52a8\u529b\u5bf9\u57fa\u4e8e\u5927\u6a21\u578b\u53d1\u5c55\u521d\u671f\u884c\u4e1a\u901a\u7528\u7684MLPerf LoadGen\u8fdb\u884c\u4e86\u6df1\u5ea6\u91cd\u6784\uff0c\u5b9e\u73b0\u4e86\u4ece\u9759\u6001\u5e76\u53d1\u6ce8\u5165\u5230\u52a8\u6001\u884c\u4e3a\u4eff\u771f\u7684\u8de8\u8d8a\uff0c\u53d1\u5c55\u51fa\u4e86 LoadGen 2.0\u3002\u5176\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\uff1a\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u5b9a\u4e49\u5e76\u91cd\u73b0\u4e86\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\uff0c\u5b83\u5b9a\u4e49\u4e86&#8221;\u5927\u5bb6\u5171\u8bc6\u7684\u6df7\u6c8c\u7cfb\u7edf\u5982\u4f55\u523b\u753b\u548c\u91cd\u73b0&#8221;\u2014\u2014\u8fd9\u662f\u6240\u6709\u8bc4\u6d4b\u7684\u6839\u57fa\u3002 \u4ee5\u6b64\u4e3a\u6839\u57fa\uff0c\u8f6f\u901a\u52a8\u529b\u6784\u5efa\u4e86\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff1a \u5e95\u5c42\u2014\u2014\u6df7\u6c8c\u8d1f\u8f7d\u523b\u753b\u65b9\u6cd5\uff1aLoadGen 2.0\u901a\u8fc7\u5f15\u5165&#8221;\u591a\u8f6e\u72b6\u6001\u4fdd\u6301\uff08Stateful Turn-based\uff09&#8221;\u6a21\u62df\u673a\u5236\u548c\u6df7\u5408\u6cca\u677e\u5206\u5e03\u903b\u8f91\uff0c\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u6a21\u62df\u51fa\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\u2014\u2014\u5305\u62ec\u8f6e\u6b21\u95f4\u9694\u7684\u4e25\u91cd\u6296\u52a8\u3001\u4e0a\u4e0b\u6587\u6307\u6570\u7ea7\u81a8\u80c0\uff08Context Ballooning\uff09\u3001KV Cache\u53cd\u590d\u7f6e\u6362\u7b49\u9ad8\u52a8\u6001\u573a\u666f\u3002\u5b83\u80fd\u591f\u8fd8\u539f\u7070\u5ea6\u751f\u4ea7\u73af\u5883\u4e2d\u957f\u65f6\u667a\u80fd\u4f53\u4e4b\u95f4\u4ea4\u7ec7\u3001\u91cd\u53e0\u4e14\u4e0d\u53ef\u9884\u6d4b\u7684\u8ba1\u7b97\u8bf7\u6c42\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u8fd0\u8425\u8005\u5728\u7cfb\u7edf\u4e0a\u7ebf\u524d\u63a2\u660e\u96c6\u7fa4\u9762\u5bf9\u6781\u7aef\u6df7\u6c8c\u8d1f\u8f7d\u65f6\u7684\u6027\u80fd\u5d29\u6e83\u8fb9\u754c\u4e0e\u8d44\u6e90\u8c03\u5ea6\u74f6\u9888\u3002\u4e2d\u5c42\u2014\u2014\u4e09\u7c7b\u6807\u51c6\u6d4b\u8bd5\u65b9\u6cd5\uff1a\u989d\u5b9a\u529f\u7387\u6d4b\u8bd5\u3001\u4e1a\u52a1\u6d4b\u8bd5\u3001\u7cbe\u5ea6\u6b63\u786e\u6027\u6d4b\u8bd5\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8bc4\u6d4b\u6d41\u7a0b\uff0c\u786e\u4fdd\u8bc4\u6d4b\u7ed3\u679c\u53ef\u590d\u73b0\u3001\u53ef\u5bf9\u6bd4\u3002\u4e0a\u5c42\u2014\u2014\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6\uff1a\u9762\u5411\u4ee3\u7801\u751f\u6210\u3001\u79d1\u5b66\u7814\u7a76\u3001\u901a\u7528\u5bf9\u8bdd\u7b49\u4e0d\u540c\u9886\u57df\u7684\u6807\u51c6\u6570\u636e\u96c6\uff0c\u4f7f\u8bc4\u6d4b\u4e0e\u771f\u5b9e\u5e94\u7528\u573a\u666f\u5bf9\u9f50\uff0c\u907f\u514d&#8221;\u9ad8\u5206\u4f4e\u80fd&#8221;\u6216\u53c2\u6570\u865a\u6807\u3002 LoadGen 2.0\u5df2\u5b8c\u5168\u5f00\u6e90\uff08GitHub: github.com\/issair\/loadgen2\uff09\u3002 \u8f6f\u901a\u52a8\u529b\u7684\u6838\u5fc3\u80fd\u529b \u968f\u7740\u6280\u672f\u6210\u719f\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u6b63\u590d\u5236\u4f20\u7edf\u5de5\u4e1a\u7684\u53d1\u5c55\u8f68\u8ff9\u2014\u2014\u6a21\u578b\u7b97\u6cd5\u7814\u53d1\u3001\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u8fd0\u8425\uff08Token\u751f\u4ea7\uff09\u3001\u667a\u80fd\u4f53\u8def\u7531\u5206\u53d1\u4ee5\u53ca\u5782\u76f4\u573a\u666f\u5e94\u7528\u9010\u6b65\u89e3\u8026\u3002\u4e13\u4e1a\u7684Token\u5de5\u5382\u9700\u8981\u5177\u5907&#8221;\u8f6f\u786c\u4e00\u4f53&#8221;\u7684\u5168\u6808\u80fd\u529b\u3002 \u8f6f\u901a\u52a8\u529b\u5728\u4ee5\u4e0b\u65b9\u9762\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u80fd\u529b \u786c\u4ef6\u7aef\uff1a\u5177\u5907\u4e07\u5361\u7ea7\u4fe1\u521b+\u56fd\u9645\u6df7\u5408\u96c6\u7fa4\u7684\u89c4\u5212\u5efa\u8bbe\u80fd\u529b\uff0c\u62e5\u6709\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5168\u56fd\u5907\u4ef6\u5e93\uff0c\u4fdd\u969c\u786c\u4ef6\u57fa\u7840\u8bbe\u65bd\u7684\u6301\u7eed\u53ef\u7528\u3002\u8f6f\u4ef6\u7aef\uff1a\u81ea\u4e3b\u7814\u53d1\u5929\u5143\u8c03\u5ea6\u5e73\u53f0\u4e0e\u5168\u6808\u89c2\u6d4b\u6307\u6807\u4f53\u7cfb\uff08TTFT\u3001TPOT\u3001TPS per GPU\u7b49\uff09\uff0c\u5b9e\u73b0Token\u751f\u4ea7\u7684\u5168\u94fe\u8def\u900f\u660e\u4e0e\u667a\u80fd\u8c03\u5ea6\u3002\u56fd\u5bb6\u7ea7\u8c03\u5ea6\u5e73\u53f0\u7ecf\u9a8c\uff1a\u4f5c\u4e3a\u7275\u5934\u5355\u4f4d\u627f\u5efa&#8221;\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0&#8221;\uff08\u5168\u56fd\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7b97\u529b\u76d1\u6d4b\u8c03\u5ea6\u9879\u76ee\uff09\uff0c\u5177\u5907\u8de8\u57df\u3001\u8de8\u4e3b\u4f53\u7684\u7b97\u529b\u5e76\u7f51\u4e0e\u8c03\u5ea6\u5b9e\u6218\u7ecf\u9a8c\u3002\u5317\u4eac\u58f9\u53f7Token\u5de5\u5382\u6b63\u662f\u8fd9\u4e00\u8c03\u5ea6\u80fd\u529b\u7684\u96c6\u4e2d\u4f53\u73b0\u3002\u884c\u4e1a\u751f\u6001\uff1a\u8f6f\u901a\u52a8\u529b\u6df1\u8015\u4f01\u4e1a\u670d\u52a120\u5e74\uff0c\u8986\u76d6\u91d1\u878d\u3001\u653f\u52a1\u3001\u80fd\u6e90\u3001\u5236\u9020\u3001\u4e92\u8054\u7f51\u7b49\u5173\u952e\u884c\u4e1a\uff0c\u80fd\u591f\u5c06Token\u80fd\u529b\u4e0e\u884c\u4e1a\u573a\u666f\u6df1\u5ea6\u7ed3\u5408\u3002 \u76ee\u524d\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u6df1\u5ea6\u53c2\u4e0e\u5e73\u6f6d\u4e24\u5cb8\u878d\u5408\u7b97\u529b\u4e2d\u5fc3\u3001\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0\u7b49\u56fd\u5bb6\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7edc\u91cd\u70b9\u9879\u76ee\u5efa\u8bbe\uff0c\u5e76\u4f9d\u6258\u777f\u52a8\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u6253\u9020\u8fde\u63a5\u56fd\u9645\u4e91\u5382\u5546\u4e0e\u56fd\u4ea7AI\u65b0\u52bf\u529b\u7684\u5168\u7403\u5316AI\u53cc\u5411\u67a2\u7ebd\u3002\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u7684\u542f\u52a8\uff0c\u662f\u516c\u53f8\u63a8\u8fdbAI\u57fa\u7840\u8bbe\u65bd\u5e03\u5c40\u3001\u6784\u5efaToken\u751f\u6001\u4f53\u7cfb\u7684\u91cd\u8981\u5b9e\u8df5\u3002 \u672a\u6765\uff0c\u8f6f\u901a\u52a8\u529b\u5c06\u6301\u7eed\u63a8\u8fdb&#8221;Token\u5de5\u5382&#8221;\u5efa\u8bbe\uff0c\u5e76\u4ece\u6d88\u8d39\u8005\u89c6\u89d2\u51fa\u53d1\u63a8\u51fa&#8221;\u5b9e\u65f6\u76d1\u6d4b&#8221;\u7b49\u4e00\u7cfb\u5217\u8d28\u91cf\u76d1\u63a7\u65b9\u6cd5\u2014\u2014\u5982\u540c\u5728\u57ce\u5e02\u81ea\u6765\u6c34\u7ba1\u7f51\u4e2d\u90e8\u7f72\u5b9e\u65f6\u7eaf\u51c0\u5ea6\u63a2\u9488\u4e00\u822c\uff0c\u5728\u8fd0\u884c\u7aef\u52a8\u6001\u76d1\u63a7Token\u751f\u6210\u7684\u5e7b\u89c9\u7387\u3001\u8bed\u4e49\u4e00\u81f4\u6027\u53ca\u6beb\u79d2\u7ea7\u5ef6\u8fdf\u6ce2\u52a8\u3002\u8fd9\u5c06\u5e2e\u52a9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u4e86\u89e3\u6240\u4f7f\u7528\u7b97\u529b\u670d\u52a1\u7684\u771f\u5b9e\u8d28\u91cf\uff0c\u63a8\u52a8\u884c\u4e1a\u5efa\u7acb\u66f4\u52a0\u900f\u660e\u3001\u53ef\u4fe1\u7684\u8bc4\u6d4b\u4f53\u7cfb\u3002 ### \u5173\u4e8e\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382 &#8220;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u662f\u8f6f\u901a\u52a8\u529b\u5efa\u8bbe\u7684\u5168\u7403\u9996\u4e2a\u805a\u7126\u4e8eAgentic Serving\u5de5\u4f5c\u8d1f\u8f7d\u7684\u793a\u8303\u9a8c\u8bc1\u57fa\u5730\uff0c\u96c6\u6210\u4e86\u884c\u4e1a\u524d\u6cbf\u7684\u7b97\u529b\u8c03\u5ea6\u6280\u672f\u3001KV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\u53ca\u65b0\u4e00\u4ee3\u7eff\u8272\u80fd\u6e90\u7ba1\u7406\u65b9\u6848\uff0c\u65e8\u5728\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u6807\u51c6\u5316Token\u4f9b\u5e94\u3002\u4e3b\u8981\u6307\u6807\u5982\u4e0b\uff1a \u4e00\u671fToken\u4ea7\u80fd\uff1a1.4\u4e07\u4ebf Tokens\/\u5929\u672a\u6765\u9884\u671f\u4ea7\u80fd\uff1a\u4ee5\u5317\u4eac\u65d7\u8230\u5e97\u5e26\u52a8\u5f20\u5bb6\u53e3\u7eff\u7535\u57fa\u5730\u534f\u540c10\u4e07\u4ebfTokens\/\u5929\u914d\u5957\u89c4\u5212\uff1aGPU\u8bbe\u5907\u7ec4\u88c5\u53ca\u7ef4\u4fee\u5de5\u5382\u4e00\u5ea7\uff0c\u4e3a\u5317\u4eac\u53ca\u4eac\u6d25\u5180\u5468\u8fb9\u5730\u533a\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5907\u4ef6\u670d\u52a1 \u5f00\u6e90\u9879\u76ee\u5730\u5740\uff1a GitHub: github.com\/issair\/loadgen2 SOURCE \u8f6f\u901a\u52a8\u529b\u4fe1\u606f\u6280\u672f\uff08\u96c6\u56e2\uff09\u80a1\u4efd\u6709\u9650\u516c\u53f8\" \/>\n<meta property=\"og:url\" content=\"https:\/\/moneycompass.com.my\/cn\/\u8f6f\u901a\u52a8\u529b\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\/\" \/>\n<meta property=\"og:site_name\" content=\"Money Compass CN\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-11T03:03:00+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/\",\"url\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/\",\"name\":\"\u8f6f\u901a\u52a8\u529b\\\"\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\\\"\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6 - Money Compass CN\",\"isPartOf\":{\"@id\":\"https:\/\/moneycompass.com.my\/cn\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/moneycompass.com.my\/cn\/wp-content\/uploads\/2026\/06\/image1-14cR9Z.jpeg\",\"datePublished\":\"2026-06-11T03:03:00+00:00\",\"dateModified\":\"2026-06-11T03:03:00+00:00\",\"author\":{\"@id\":\"\"},\"breadcrumb\":{\"@id\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#primaryimage\",\"url\":\"https:\/\/moneycompass.com.my\/cn\/wp-content\/uploads\/2026\/06\/image1-14cR9Z.jpeg\",\"contentUrl\":\"https:\/\/moneycompass.com.my\/cn\/wp-content\/uploads\/2026\/06\/image1-14cR9Z.jpeg\",\"width\":144,\"height\":106},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/moneycompass.com.my\/cn\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u8f6f\u901a\u52a8\u529b&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/moneycompass.com.my\/cn\/#website\",\"url\":\"https:\/\/moneycompass.com.my\/cn\/\",\"name\":\"Money Compass CN\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/moneycompass.com.my\/cn\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8f6f\u901a\u52a8\u529b\"\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\"\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6 - Money Compass CN","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/moneycompass.com.my\/cn\/\u8f6f\u901a\u52a8\u529b\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\/","og_locale":"en_US","og_type":"article","og_title":"\u8f6f\u901a\u52a8\u529b\"\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\"\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6 - Money Compass CN","og_description":"\u5168\u9762\u5b9a\u4e49\u5927\u6a21\u578b\u957f\u65f6\u8fd0\u884c\u4e0e\u6df7\u6c8c\u8d1f\u8f7d\u7279\u5f81\uff0c\u63a8\u8fdb\u884c\u4e1a\u5206\u5de5\u4e0e\u6d88\u8d39\u7aef\u8d28\u91cf\u76d1\u63a7\u6807\u51c6\u5316 \u5317\u4eac2026\u5e746\u670811\u65e5 \/\u7f8e\u901a\u793e\/ &#8212;\u00a0 2026\u5e74\u4ee5\u6765\uff0c\u968f\u7740Claude Code\u3001OpenClaw\u7b49\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6280\u672f\u7684\u5168\u9762\u7834\u5708\uff0cAGI\u6b63\u5f0f\u8fc8\u5165\u65b0\u7eaa\u5143\u3002\u6b63\u5982\u9ec4\u4ec1\u52cb\u5728GTC 2026\u4e3b\u9898\u6f14\u8bb2\u4e2d\u6240\u5f3a\u8c03\u7684\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6b63\u4ece\u7b80\u5355\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u52a0\u901f\u6f14\u8fdb\u4e3a\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u3001\u63a8\u7406\u5e76\u91c7\u53d6\u884c\u52a8\u4ee5\u8fbe\u6210\u590d\u6742\u76ee\u6807\u7684\u957f\u65f6\u8fd0\u884c\u7cfb\u7edf\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0b\uff0c\u5927\u6a21\u578b\u63a8\u7406\u7b97\u529b\u9700\u6c42\u5448\u4e95\u55b7\u5f0f\u589e\u957f\uff0c&#8221;Token\u5de5\u5382&#8221;\u6982\u5ff5\u8dc3\u5347\u4e3a\u8d44\u672c\u3001\u4ea7\u4e1a\u4e0e\u6280\u672f\u754c\u7684\u6838\u5fc3\u7126\u70b9\u3002 \u7136\u800c\uff0c\u667a\u80fd\u4f53\uff08Agentic\uff09\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u4f20\u7edf\u7684\u4eba\u7c7b\u5bf9\u8bdd\u4ea4\u4e92\u5728\u7ed3\u6784\u4e0a\u622a\u7136\u4e0d\u540c\u3002\u5b83\u901a\u5e38\u5448\u73b0\u4e3a\u957f\u5468\u671f\u7684\u591a\u8f6e\u5faa\u73af\uff0c\u5728&#8221;\u63a8\u7406\u9636\u6bb5&#8221;\u548c&#8221;\u884c\u52a8\u9636\u6bb5&#8221;\u4e4b\u95f4\u9ad8\u9891\u5207\u6362\u3002\u968f\u7740AI\u4ece&#8221;\u5bf9\u8bdd\u5f0f\u751f\u6210&#8221;\u5168\u9762\u9a76\u5165&#8221;\u81ea\u4e3b\u667a\u80fd\u4f53&#8221;\u7684\u6df1\u6c34\u533a\uff0c\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u751f\u4ea7\u3001\u5ea6\u91cf\u4e0e\u6d88\u8017\u6807\u51c6\u8fce\u6765\u89e3\u6784\u6027\u53d8\u9769\u3002 \u4eca\u65e5\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u5f0f\u5ba3\u5e03\uff0c\u5176\u9996\u4e2a\u6807\u6746\u793a\u8303\u9879\u76ee\u2014\u2014&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221; \u6b63\u5f0f\u6295\u5165\u8fd0\u884c\uff0c\u5e76\u540c\u6b65\u5411\u5168\u7403\u53d1\u5e03\u5e76\u5f00\u6e90&#8221;\u8f6f\u901a\u52a8\u529b\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6&#8221;\u3002\u8fd9\u6807\u5fd7\u7740\u5927\u6a21\u578b\u7b97\u529b\u6d88\u8017\u6b63\u5f0f\u544a\u522b\u7c97\u653e\u5f0f\u7684\u541e\u5410\u91cf\u6bd4\u62fc\uff0c\u6b65\u5165\u6807\u51c6\u5316\u3001\u5de5\u4e1a\u5316\u7684&#8221;Token\u6d41\u6c34\u7ebf&#8221;\u65f6\u4ee3\u3002 \u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\uff1a\u9762\u5411\u667a\u80fd\u4f53\u65f6\u4ee3\u7684&#8221;\u65b0\u578b\u7535\u5382&#8221; \u4f5c\u4e3a\u8f6f\u901a\u52a8\u529bAI\u6218\u7565\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u805a\u7126Agentic Serving\uff08\u667a\u80fd\u4f53\u670d\u52a1\uff09\u573a\u666f\uff0c\u901a\u8fc7\u6781\u9650\u5de5\u7a0b\u5316\u624b\u6bb5\u538b\u69a8\u786c\u4ef6\u6027\u80fd\uff0c\u96c6\u6210\u524d\u6cbf\u7b97\u529b\u8c03\u5ea6\u4e0eKV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\uff0c\u4ee5\u786e\u5b9a\u6027\u7684\u670d\u52a1\u8d28\u91cf\u4e0e\u6781\u81f4\u7684\u6027\u4ef7\u6bd4\uff0c\u5411\u5168\u793e\u4f1a\u8f93\u51fa\u6807\u51c6\u5316\u7684&#8221;\u6570\u5b57\u71c3\u6599&#8221;\u2014\u2014Token\uff0c\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u4f9b\u5e94\u4fdd\u969c\u3002 \u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u9879\u76ee\u8d1f\u8d23\u4eba\u8868\u793a\uff1a&#8221;\u5317\u4eac\u4f5c\u4e3a\u5168\u56fdAI\u521b\u65b0\u9ad8\u5730\uff0c\u96c6\u805a\u4e86\u6700\u591a\u7684\u5927\u6a21\u578b\u516c\u53f8\u548c\u667a\u80fd\u4f53\u5e94\u7528\u56e2\u961f\uff0c\u5bf9\u65b0\u578b\u7b97\u529b\u670d\u52a1\u7684\u9700\u6c42\u6700\u8feb\u5207\u3001\u6700\u524d\u6cbf\u3002\u5efa\u8bbe\u4e0e\u4e4b\u5339\u914d\u7684&#8217;Token\u5de5\u5382&#8217;\u662f\u5317\u4eac\u6253\u9020&#8217;\u5168\u7403\u6570\u5b57\u7ecf\u6d4e\u6807\u6746\u57ce\u5e02&#8217;\u7684\u5fc5\u7136\u8981\u6c42\u3002Agentic Serving\u5e26\u6765\u4e86\u5929\u7136\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u6700\u7ec8\u6307\u4ee4\u80cc\u540e\uff0c\u53ef\u80fd\u662f\u6a21\u578b\u5185\u90e8\u6570\u5341\u6b21\u63a8\u7406\u5faa\u73af\u3001\u5de5\u5177\u8c03\u7528\u4e0e\u81ea\u6211\u53cd\u601d\u7684\u53e0\u52a0\u3002\u8fd9\u79cd\u6781\u5ea6\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u7684\u9759\u6001\u538b\u6d4b\u6307\u6807\u5b8c\u5168\u5931\u6548\u3002\u884c\u4e1a\u9677\u5165&#8217;\u6307\u6807\u8ff7\u96fe&#8217;\uff1a\u5e95\u5c42\u5efa\u8bbe\u8005\u4e0d\u77e5\u5982\u4f55\u9488\u5bf9\u957f\u4e0a\u4e0b\u6587\u4f18\u5316\u67b6\u6784\uff0c\u7b97\u529b\u8fd0\u8425\u8005\u96be\u4ee5\u9884\u4f30\u52a8\u6001\u6ce2\u52a8\u4e0b\u7684\u5e76\u53d1\u6c34\u4f4d\uff0c\u4f01\u4e1a\u7ea7\u4f7f\u7528\u8005\u7f3a\u4e4f\u660e\u786e\u7684SLA\u4f5c\u4e3a\u91c7\u8d2d\u4f9d\u636e\uff0c\u6700\u7ec8\u7528\u6237\u5219\u9891\u7e41\u906d\u9047\u9996\u5b57\u5ef6\u8fdf\u4e0d\u53ef\u63a7\u548c\u63a8\u7406\u4e2d\u9014\u65ad\u7ebf\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\u6211\u4eec\u53d1\u5e03\u8fd9\u4e00\u57fa\u51c6\uff0c\u6b63\u662f\u4e3a\u4e86\u6253\u9020\u7edf\u4e00\u7684&#8217;\u6807\u6746\u4e4b\u955c&#8217;\u3002&#8221; \u540c\u6b65\u53d1\u5e03\uff1a\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6 \u4e3a\u4e86\u7cbe\u51c6\u6355\u6349\u5e76\u590d\u73b0\u667a\u80fd\u4f53\u670d\u52a1\u73af\u5883\u4e2d\u7684\u6781\u7aef\u538b\u529b\uff0c\u8f6f\u901a\u52a8\u529b\u5728\u53d1\u5e03\u4f1a\u4e0a\u5ba3\u5e03\uff1a\u6b63\u5f0f\u5f00\u6e90\u8bcd\u5143\u5de5\u5382\u6027\u80fd\u57fa\u51c6\uff0c\u8be5\u57fa\u51c6\u4e0d\u662f\u5355\u4e00\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u9075\u5faa&#8221;\u4e00\u4e2a\u57fa\u51c6\uff08\u523b\u753b\u65b9\u6cd5\uff09&#8221;\uff0c\u91c7\u7528&#8221;\u4e09\u7c7b\u6d4b\u8bd5\u65b9\u6cd5&#8221;\uff0c\u6784\u5efa&#8221;\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6&#8221; \uff0c\u5b9e\u73b0\u5bf9\u7b97\u529b\u96c6\u7fa4\u771f\u5b9e\u670d\u52a1\u80fd\u529b\u7684\u7cbe\u51c6\u8bc4\u4f30\u4e0e\u516c\u5e73\u5bf9\u6bd4\u3002 \u8f6f\u901a\u52a8\u529b\u5bf9\u57fa\u4e8e\u5927\u6a21\u578b\u53d1\u5c55\u521d\u671f\u884c\u4e1a\u901a\u7528\u7684MLPerf LoadGen\u8fdb\u884c\u4e86\u6df1\u5ea6\u91cd\u6784\uff0c\u5b9e\u73b0\u4e86\u4ece\u9759\u6001\u5e76\u53d1\u6ce8\u5165\u5230\u52a8\u6001\u884c\u4e3a\u4eff\u771f\u7684\u8de8\u8d8a\uff0c\u53d1\u5c55\u51fa\u4e86 LoadGen 2.0\u3002\u5176\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\uff1a\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u5b9a\u4e49\u5e76\u91cd\u73b0\u4e86\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\uff0c\u5b83\u5b9a\u4e49\u4e86&#8221;\u5927\u5bb6\u5171\u8bc6\u7684\u6df7\u6c8c\u7cfb\u7edf\u5982\u4f55\u523b\u753b\u548c\u91cd\u73b0&#8221;\u2014\u2014\u8fd9\u662f\u6240\u6709\u8bc4\u6d4b\u7684\u6839\u57fa\u3002 \u4ee5\u6b64\u4e3a\u6839\u57fa\uff0c\u8f6f\u901a\u52a8\u529b\u6784\u5efa\u4e86\u4e09\u5c42\u9012\u8fdb\u7684\u5b8c\u6574\u8bc4\u6d4b\u4f53\u7cfb\uff1a \u5e95\u5c42\u2014\u2014\u6df7\u6c8c\u8d1f\u8f7d\u523b\u753b\u65b9\u6cd5\uff1aLoadGen 2.0\u901a\u8fc7\u5f15\u5165&#8221;\u591a\u8f6e\u72b6\u6001\u4fdd\u6301\uff08Stateful Turn-based\uff09&#8221;\u6a21\u62df\u673a\u5236\u548c\u6df7\u5408\u6cca\u677e\u5206\u5e03\u903b\u8f91\uff0c\u6210\u529f\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u6a21\u62df\u51fa\u771f\u5b9e\u7684&#8221;\u6df7\u6c8c\u5c40\u9762&#8221;\u2014\u2014\u5305\u62ec\u8f6e\u6b21\u95f4\u9694\u7684\u4e25\u91cd\u6296\u52a8\u3001\u4e0a\u4e0b\u6587\u6307\u6570\u7ea7\u81a8\u80c0\uff08Context Ballooning\uff09\u3001KV Cache\u53cd\u590d\u7f6e\u6362\u7b49\u9ad8\u52a8\u6001\u573a\u666f\u3002\u5b83\u80fd\u591f\u8fd8\u539f\u7070\u5ea6\u751f\u4ea7\u73af\u5883\u4e2d\u957f\u65f6\u667a\u80fd\u4f53\u4e4b\u95f4\u4ea4\u7ec7\u3001\u91cd\u53e0\u4e14\u4e0d\u53ef\u9884\u6d4b\u7684\u8ba1\u7b97\u8bf7\u6c42\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u8fd0\u8425\u8005\u5728\u7cfb\u7edf\u4e0a\u7ebf\u524d\u63a2\u660e\u96c6\u7fa4\u9762\u5bf9\u6781\u7aef\u6df7\u6c8c\u8d1f\u8f7d\u65f6\u7684\u6027\u80fd\u5d29\u6e83\u8fb9\u754c\u4e0e\u8d44\u6e90\u8c03\u5ea6\u74f6\u9888\u3002\u4e2d\u5c42\u2014\u2014\u4e09\u7c7b\u6807\u51c6\u6d4b\u8bd5\u65b9\u6cd5\uff1a\u989d\u5b9a\u529f\u7387\u6d4b\u8bd5\u3001\u4e1a\u52a1\u6d4b\u8bd5\u3001\u7cbe\u5ea6\u6b63\u786e\u6027\u6d4b\u8bd5\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8bc4\u6d4b\u6d41\u7a0b\uff0c\u786e\u4fdd\u8bc4\u6d4b\u7ed3\u679c\u53ef\u590d\u73b0\u3001\u53ef\u5bf9\u6bd4\u3002\u4e0a\u5c42\u2014\u2014\u5206\u9886\u57df\u6807\u51c6\u6570\u636e\u96c6\uff1a\u9762\u5411\u4ee3\u7801\u751f\u6210\u3001\u79d1\u5b66\u7814\u7a76\u3001\u901a\u7528\u5bf9\u8bdd\u7b49\u4e0d\u540c\u9886\u57df\u7684\u6807\u51c6\u6570\u636e\u96c6\uff0c\u4f7f\u8bc4\u6d4b\u4e0e\u771f\u5b9e\u5e94\u7528\u573a\u666f\u5bf9\u9f50\uff0c\u907f\u514d&#8221;\u9ad8\u5206\u4f4e\u80fd&#8221;\u6216\u53c2\u6570\u865a\u6807\u3002 LoadGen 2.0\u5df2\u5b8c\u5168\u5f00\u6e90\uff08GitHub: github.com\/issair\/loadgen2\uff09\u3002 \u8f6f\u901a\u52a8\u529b\u7684\u6838\u5fc3\u80fd\u529b \u968f\u7740\u6280\u672f\u6210\u719f\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u6b63\u590d\u5236\u4f20\u7edf\u5de5\u4e1a\u7684\u53d1\u5c55\u8f68\u8ff9\u2014\u2014\u6a21\u578b\u7b97\u6cd5\u7814\u53d1\u3001\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u8fd0\u8425\uff08Token\u751f\u4ea7\uff09\u3001\u667a\u80fd\u4f53\u8def\u7531\u5206\u53d1\u4ee5\u53ca\u5782\u76f4\u573a\u666f\u5e94\u7528\u9010\u6b65\u89e3\u8026\u3002\u4e13\u4e1a\u7684Token\u5de5\u5382\u9700\u8981\u5177\u5907&#8221;\u8f6f\u786c\u4e00\u4f53&#8221;\u7684\u5168\u6808\u80fd\u529b\u3002 \u8f6f\u901a\u52a8\u529b\u5728\u4ee5\u4e0b\u65b9\u9762\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u80fd\u529b \u786c\u4ef6\u7aef\uff1a\u5177\u5907\u4e07\u5361\u7ea7\u4fe1\u521b+\u56fd\u9645\u6df7\u5408\u96c6\u7fa4\u7684\u89c4\u5212\u5efa\u8bbe\u80fd\u529b\uff0c\u62e5\u6709\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5168\u56fd\u5907\u4ef6\u5e93\uff0c\u4fdd\u969c\u786c\u4ef6\u57fa\u7840\u8bbe\u65bd\u7684\u6301\u7eed\u53ef\u7528\u3002\u8f6f\u4ef6\u7aef\uff1a\u81ea\u4e3b\u7814\u53d1\u5929\u5143\u8c03\u5ea6\u5e73\u53f0\u4e0e\u5168\u6808\u89c2\u6d4b\u6307\u6807\u4f53\u7cfb\uff08TTFT\u3001TPOT\u3001TPS per GPU\u7b49\uff09\uff0c\u5b9e\u73b0Token\u751f\u4ea7\u7684\u5168\u94fe\u8def\u900f\u660e\u4e0e\u667a\u80fd\u8c03\u5ea6\u3002\u56fd\u5bb6\u7ea7\u8c03\u5ea6\u5e73\u53f0\u7ecf\u9a8c\uff1a\u4f5c\u4e3a\u7275\u5934\u5355\u4f4d\u627f\u5efa&#8221;\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0&#8221;\uff08\u5168\u56fd\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7b97\u529b\u76d1\u6d4b\u8c03\u5ea6\u9879\u76ee\uff09\uff0c\u5177\u5907\u8de8\u57df\u3001\u8de8\u4e3b\u4f53\u7684\u7b97\u529b\u5e76\u7f51\u4e0e\u8c03\u5ea6\u5b9e\u6218\u7ecf\u9a8c\u3002\u5317\u4eac\u58f9\u53f7Token\u5de5\u5382\u6b63\u662f\u8fd9\u4e00\u8c03\u5ea6\u80fd\u529b\u7684\u96c6\u4e2d\u4f53\u73b0\u3002\u884c\u4e1a\u751f\u6001\uff1a\u8f6f\u901a\u52a8\u529b\u6df1\u8015\u4f01\u4e1a\u670d\u52a120\u5e74\uff0c\u8986\u76d6\u91d1\u878d\u3001\u653f\u52a1\u3001\u80fd\u6e90\u3001\u5236\u9020\u3001\u4e92\u8054\u7f51\u7b49\u5173\u952e\u884c\u4e1a\uff0c\u80fd\u591f\u5c06Token\u80fd\u529b\u4e0e\u884c\u4e1a\u573a\u666f\u6df1\u5ea6\u7ed3\u5408\u3002 \u76ee\u524d\uff0c\u8f6f\u901a\u52a8\u529b\u6b63\u6df1\u5ea6\u53c2\u4e0e\u5e73\u6f6d\u4e24\u5cb8\u878d\u5408\u7b97\u529b\u4e2d\u5fc3\u3001\u97f6\u5173\u516c\u5171\u7b97\u529b\u670d\u52a1\u5e73\u53f0\u7b49\u56fd\u5bb6\u4e00\u4f53\u5316\u7b97\u529b\u7f51\u7edc\u91cd\u70b9\u9879\u76ee\u5efa\u8bbe\uff0c\u5e76\u4f9d\u6258\u777f\u52a8\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u6253\u9020\u8fde\u63a5\u56fd\u9645\u4e91\u5382\u5546\u4e0e\u56fd\u4ea7AI\u65b0\u52bf\u529b\u7684\u5168\u7403\u5316AI\u53cc\u5411\u67a2\u7ebd\u3002\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u7684\u542f\u52a8\uff0c\u662f\u516c\u53f8\u63a8\u8fdbAI\u57fa\u7840\u8bbe\u65bd\u5e03\u5c40\u3001\u6784\u5efaToken\u751f\u6001\u4f53\u7cfb\u7684\u91cd\u8981\u5b9e\u8df5\u3002 \u672a\u6765\uff0c\u8f6f\u901a\u52a8\u529b\u5c06\u6301\u7eed\u63a8\u8fdb&#8221;Token\u5de5\u5382&#8221;\u5efa\u8bbe\uff0c\u5e76\u4ece\u6d88\u8d39\u8005\u89c6\u89d2\u51fa\u53d1\u63a8\u51fa&#8221;\u5b9e\u65f6\u76d1\u6d4b&#8221;\u7b49\u4e00\u7cfb\u5217\u8d28\u91cf\u76d1\u63a7\u65b9\u6cd5\u2014\u2014\u5982\u540c\u5728\u57ce\u5e02\u81ea\u6765\u6c34\u7ba1\u7f51\u4e2d\u90e8\u7f72\u5b9e\u65f6\u7eaf\u51c0\u5ea6\u63a2\u9488\u4e00\u822c\uff0c\u5728\u8fd0\u884c\u7aef\u52a8\u6001\u76d1\u63a7Token\u751f\u6210\u7684\u5e7b\u89c9\u7387\u3001\u8bed\u4e49\u4e00\u81f4\u6027\u53ca\u6beb\u79d2\u7ea7\u5ef6\u8fdf\u6ce2\u52a8\u3002\u8fd9\u5c06\u5e2e\u52a9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u4e86\u89e3\u6240\u4f7f\u7528\u7b97\u529b\u670d\u52a1\u7684\u771f\u5b9e\u8d28\u91cf\uff0c\u63a8\u52a8\u884c\u4e1a\u5efa\u7acb\u66f4\u52a0\u900f\u660e\u3001\u53ef\u4fe1\u7684\u8bc4\u6d4b\u4f53\u7cfb\u3002 ### \u5173\u4e8e\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382 &#8220;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u662f\u8f6f\u901a\u52a8\u529b\u5efa\u8bbe\u7684\u5168\u7403\u9996\u4e2a\u805a\u7126\u4e8eAgentic Serving\u5de5\u4f5c\u8d1f\u8f7d\u7684\u793a\u8303\u9a8c\u8bc1\u57fa\u5730\uff0c\u96c6\u6210\u4e86\u884c\u4e1a\u524d\u6cbf\u7684\u7b97\u529b\u8c03\u5ea6\u6280\u672f\u3001KV Cache\u6781\u81f4\u590d\u7528\u7b97\u6cd5\u53ca\u65b0\u4e00\u4ee3\u7eff\u8272\u80fd\u6e90\u7ba1\u7406\u65b9\u6848\uff0c\u65e8\u5728\u4e3a\u667a\u7b97\u65f6\u4ee3\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u9ad8\u5f39\u6027\u7684\u6807\u51c6\u5316Token\u4f9b\u5e94\u3002\u4e3b\u8981\u6307\u6807\u5982\u4e0b\uff1a \u4e00\u671fToken\u4ea7\u80fd\uff1a1.4\u4e07\u4ebf Tokens\/\u5929\u672a\u6765\u9884\u671f\u4ea7\u80fd\uff1a\u4ee5\u5317\u4eac\u65d7\u8230\u5e97\u5e26\u52a8\u5f20\u5bb6\u53e3\u7eff\u7535\u57fa\u5730\u534f\u540c10\u4e07\u4ebfTokens\/\u5929\u914d\u5957\u89c4\u5212\uff1aGPU\u8bbe\u5907\u7ec4\u88c5\u53ca\u7ef4\u4fee\u5de5\u5382\u4e00\u5ea7\uff0c\u4e3a\u5317\u4eac\u53ca\u4eac\u6d25\u5180\u5468\u8fb9\u5730\u533a\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u82af\u7247\u7ea7\u7ef4\u4fee\u4e0e\u5907\u4ef6\u670d\u52a1 \u5f00\u6e90\u9879\u76ee\u5730\u5740\uff1a GitHub: github.com\/issair\/loadgen2 SOURCE \u8f6f\u901a\u52a8\u529b\u4fe1\u606f\u6280\u672f\uff08\u96c6\u56e2\uff09\u80a1\u4efd\u6709\u9650\u516c\u53f8","og_url":"https:\/\/moneycompass.com.my\/cn\/\u8f6f\u901a\u52a8\u529b\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\/","og_site_name":"Money Compass CN","article_published_time":"2026-06-11T03:03:00+00:00","twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/","url":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/","name":"\u8f6f\u901a\u52a8\u529b\"\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382\"\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6 - Money Compass CN","isPartOf":{"@id":"https:\/\/moneycompass.com.my\/cn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#primaryimage"},"image":{"@id":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#primaryimage"},"thumbnailUrl":"https:\/\/moneycompass.com.my\/cn\/wp-content\/uploads\/2026\/06\/image1-14cR9Z.jpeg","datePublished":"2026-06-11T03:03:00+00:00","dateModified":"2026-06-11T03:03:00+00:00","author":{"@id":""},"breadcrumb":{"@id":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#primaryimage","url":"https:\/\/moneycompass.com.my\/cn\/wp-content\/uploads\/2026\/06\/image1-14cR9Z.jpeg","contentUrl":"https:\/\/moneycompass.com.my\/cn\/wp-content\/uploads\/2026\/06\/image1-14cR9Z.jpeg","width":144,"height":106},{"@type":"BreadcrumbList","@id":"https:\/\/moneycompass.com.my\/cn\/%e8%bd%af%e9%80%9a%e5%8a%a8%e5%8a%9b%e5%8c%97%e4%ba%ac%e5%a3%b9%e5%8f%b7%e8%af%8d%e5%85%83%e5%b7%a5%e5%8e%82%e6%ad%a3%e5%bc%8f%e5%90%af%e5%8a%a8%ef%bc%8c%e5%8f%91%e5%b8%83%e5%bc%80%e6%ba%90\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/moneycompass.com.my\/cn\/"},{"@type":"ListItem","position":2,"name":"\u8f6f\u901a\u52a8\u529b&#8221;\u5317\u4eac\u58f9\u53f7\u8bcd\u5143\u5de5\u5382&#8221;\u6b63\u5f0f\u542f\u52a8\uff0c\u53d1\u5e03\u5f00\u6e90\u8bcd\u5143\uff08Token\uff09\u5de5\u5382\u6027\u80fd\u57fa\u51c6"}]},{"@type":"WebSite","@id":"https:\/\/moneycompass.com.my\/cn\/#website","url":"https:\/\/moneycompass.com.my\/cn\/","name":"Money Compass CN","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/moneycompass.com.my\/cn\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/posts\/25097"}],"collection":[{"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/comments?post=25097"}],"version-history":[{"count":0,"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/posts\/25097\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/media\/25098"}],"wp:attachment":[{"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/media?parent=25097"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/categories?post=25097"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/moneycompass.com.my\/cn\/wp-json\/wp\/v2\/tags?post=25097"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}