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\"\u7b14\u8bb0\u672c\u8dd17000\u4ebf\u53c2\u6570GLM\uff01\u65e0GPU\u4e5f\u884c?<\/div><\/figure>\n
\"\u7b14\u8bb0\u672c\u8dd17000\u4ebf\u53c2\u6570GLM\uff01\u65e0GPU\u4e5f\u884c?<\/div><\/figure>\n
\"\u7b14\u8bb0\u672c\u8dd17000\u4ebf\u53c2\u6570GLM\uff01\u65e0GPU\u4e5f\u884c?<\/div><\/figure>\n
\"\u7b14\u8bb0\u672c\u8dd17000\u4ebf\u53c2\u6570GLM\uff01\u65e0GPU\u4e5f\u884c?<\/div><\/figure>\n

\u95fb\u4e50 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

25GB\u7b14\u8bb0\u672c\u786c\u8dd1744B GLM-5.2\uff0c32GB\u5185\u5b58\u6311\u62182.8T Kimi K3\u2014\u2014<\/p>\n

\u751a\u81f3\u90fd\u4e0d\u7528GPU\u3002<\/p>\n

GitHub\u73b0\u5728\u6700\u706b\u70ed\u7684\u5927\u6a21\u578b\u5f00\u6e90\u5c0f\u8702\u9e1fColibr\u00ec\uff0c\u7eafC\u5b9e\u73b0\u3001\u96f6\u5f15\u64ce\u4f9d\u8d56\u7684\u5206\u5c42\u63a8\u7406\u6846\u67b6\uff0c\u5df2\u7ecf\u72c2\u63fd32k Star\u3002<\/p>\n

\u5b83\u6700\u65e9\u662f\u51b2\u7740GLM-5.2\u6765\u7684\u3002<\/p>\n

\u6b63\u5e38\u60c5\u51b5\u4e0b\uff0c744B\u7684\u603b\u53c2\u6570\u89c4\u6a21\u5df2\u7ecf\u8ba9\u666e\u901a\u6d88\u8d39\u7ea7\u7535\u8111\u671b\u800c\u5374\u6b65\uff0c\u4f46Colibr\u00ec\u7684\u529e\u6cd5\u53ef\u4ee5\u8bf4\u662f\u76f8\u5f53\u7b80\u5355\u7c97\u66b4\uff1a<\/p>\n

\u5185\u5b58\u88c5\u4e0d\u4e0b\uff0c\u90a3\u5c31\u522b\u5168\u88c5\u8fdb\u53bb\u3002<\/p>\n

\u6a21\u578b\u91cc\u6682\u65f6\u7528\u4e0d\u5230\u7684\u90e8\u5206\uff0c\u76f4\u63a5\u6254\u5728SSD\u91cc\uff1b\u7b49\u63a8\u7406\u771f\u7684\u9700\u8981\u54ea\u4e2a\u4e13\u5bb6\uff0c\u518d\u73b0\u573a\u4ece\u786c\u76d8\u628a\u5b83\u635e\u51fa\u6765\u3002<\/p>\n

\u4e8e\u662f\uff0cGLM-5.2\u7ecf\u8fc7int4\u5904\u7406\u540e\u5927\u7ea6372GB\u7684\u6743\u91cd\uff0c\u53ef\u4ee5\u5728\u6700\u4f4e16GB\u3001\u63a8\u835024GB\u5de6\u53f3RAM\u7684\u673a\u5668\u4e0a\u8fd0\u884c\uff0cGPU\u751a\u81f3\u4e0d\u662f\u5fc5\u9700\u54c1\u3002<\/p>\n

\u4f5c\u8005\u6700\u521d\u9a8c\u8bc1\u5b83\u7684\u5f00\u53d1\u673a\uff0c\u4e5f\u53ea\u670912\u6838CPU+25GB RAM\u3002<\/p>\n

\u73b0\u5728\uff0cColibr\u00ec\u5df2\u7ecf\u4e0d\u6ee1\u8db3\u4e8e744B\u4e86\u3002<\/p>\n

\u5b83\u76ee\u524d\u5df2\u7ecf\u8986\u76d69\u4e2a\u6a21\u578b\u5bb6\u65cf\uff0c\u4eceGLM-5.2\/5.3\u3001DeepSeek V4 Flash\u3001Qwen\uff0c\u4e00\u8def\u652f\u6301\u5230\u4e86975B\u7684Inkling\uff0c\u4ee5\u53ca2.8T\u53c2\u6570\u7684Kimi K3\u3002<\/p>\n

\u867d\u7136\u540e\u8005\u9700\u8981\u5927\u7ea61.6TB\u786c\u76d8\u7a7a\u95f4\uff0c\u4f46RAM\u8981\u6c42\u53ea\u898132GB\u8d77\u6b65\u3002<\/p>\n

Colibr\u00ec\u80fd\u8fd9\u4e48\u73a9\uff0c\u9996\u5148\u5f97\u611f\u8c22\u8fd9\u4e24\u5e74\u8d8a\u6765\u8d8a\u6d41\u884c\u7684MoE\u67b6\u6784\u3002<\/p>\n

\u4ee5GLM-5.2\u4e3a\u4f8b\u3002\u867d\u7136\u6574\u4e2a\u6a21\u578b\u8db3\u8db3\u6709744B\u53c2\u6570\uff0c\u4f46MoE\u5e76\u4e0d\u4f1a\u5728\u751f\u6210\u6bcf\u4e2atoken\u65f6\u628a744B\u53c2\u6570\u5168\u90e8\u8ba1\u7b97\u4e00\u904d\u3002<\/p>\n

\u5b83\u4f1a\u5148\u901a\u8fc7Router\u5224\u65ad\uff1a\u8fd9\u4e2atoken\u8be5\u4ea4\u7ed9\u54ea\u4e9b\u201c\u4e13\u5bb6\u201d\u5904\u7406\uff1f\u7136\u540e\u53ea\u6fc0\u6d3b\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u3002<\/p>\n

GLM-5.2\u603b\u53c2\u6570744B\uff0c\u4f46\u6bcf\u4e2atoken\u5b9e\u9645\u6fc0\u6d3b\u7684\u53c2\u6570\u5927\u7ea6\u53ea\u670940B\uff0c\u8fd9\u5c31\u7559\u4e0b\u4e86\u4e00\u4e2a\u5f88\u5927\u7684\u64cd\u4f5c\u7a7a\u95f4\uff1a<\/p>\n

\u65e2\u7136\u7edd\u5927\u591a\u6570\u4e13\u5bb6\u5f53\u524d\u6839\u672c\u7528\u4e0d\u4e0a\uff0c\u4e3a\u4ec0\u4e48\u975e\u5f97\u628a\u5b83\u4eec\u4e00\u76f4\u653e\u5728\u6602\u8d35\u7684\u9ad8\u901f\u5185\u5b58\u91cc\uff1f<\/p>\n

\u4e8e\u662fColibr\u00ec\u5e72\u8106\u628a\u6a21\u578b\u62c6\u6210\u4e86\u5e38\u9a7b\u548c\u4e34\u65f6\u8c03\u7528\u4e24\u90e8\u5206\u3002<\/p>\n

Attention\u3001Embedding\u3001\u5171\u4eab\u4e13\u5bb6\u8fd9\u4e9b\u6bcf\u6b21\u63a8\u7406\u90fd\u8981\u7528\u5230\u7684Dense\u90e8\u5206\uff0c\u5927\u7ea617B\u53c2\u6570\uff0cint4\u4e4b\u540e\u53ea\u5360\u7ea69.9GB\uff0c\u76f4\u63a5\u5e38\u9a7bRAM\u3002<\/p>\n

\u771f\u6b63\u5360\u5730\u65b9\u7684\u662f\u540e\u9762\u5e9e\u5927\u7684\u8def\u7531\u4e13\u5bb6\u3002<\/p>\n

GLM-5.2\u670919456\u4e2a\u8def\u7531\u4e13\u5bb6\uff0cint4\u4e4b\u540e\u6574\u4f53\u4ecd\u7136\u8981\u5360\u5927\u7ea6370GB\u3002<\/p>\n

\u8fd9\u4e48\u5927\u6743\u91cd\uff0c\u666e\u901a\u7535\u8111\u7684\u5185\u5b58\u663e\u7136\u585e\u4e0d\u4e0b\u3002<\/p>\n

Colibr\u00ec\u7d22\u6027\u628a\u5b83\u4eec\u5168\u90e8\u653e\u5230NVMe SSD\u3002<\/p>\n

\u6a21\u578b\u5f00\u59cb\u751f\u6210token\u4e4b\u540e\uff0cRouter\u5148\u9009\u51fa\u5f53\u524d\u771f\u6b63\u9700\u8981\u53c2\u4e0e\u8ba1\u7b97\u7684\u4e13\u5bb6\uff1bColibr\u00ec\u518d\u68c0\u67e5\u5b83\u4eec\u662f\u5426\u5df2\u7ecf\u5728\u9ad8\u901f\u5185\u5b58\u4e2d\uff0c\u6ca1\u6709\u547d\u4e2d\u7684\u90e8\u5206\uff0c\u624d\u4e34\u65f6\u4eceSSD\u8bfb\u53d6\u3002<\/p>\n

\u7b97\u5b8c\u8fd9\u5c42\uff0c\u518d\u7ee7\u7eed\u5904\u7406\u4e0b\u4e00\u5c42\u3002<\/p>\n

\u4ee5\u524d\u8fd0\u884c\u5927\u6a21\u578b\u7684\u601d\u8def\u5927\u81f4\u662f\u5148\u60f3\u529e\u6cd5\u628a\u6a21\u578b\u88c5\u8fdb\u663e\u5b58\/\u5185\u5b58\uff0c\u518d\u5f00\u59cb\u8ba1\u7b97\u3002<\/p>\n

Colibr\u00ec\u76f8\u5f53\u4e8e\u628a\u8fd9\u4e8b\u513f\u5012\u8fc7\u6765\u4e86\uff0c\u9700\u8981\u4ec0\u4e48\uff0c\u6211\u518d\u52a0\u8f7d\u4ec0\u4e48\u3002<\/p>\n

\u4f5c\u8005JustVugg\u628a\u8fd9\u79cd\u65b9\u5f0f\u7c7b\u6bd4\u6210\u4e86\u4e00\u4e2a\u9488\u5bf9\u6a21\u578b\u6743\u91cd\u7684JIT\u3002<\/p>\n

\u4f20\u7edfJIT\u4e0d\u4f1a\u63d0\u524d\u7f16\u8bd1\u6574\u4e2a\u7a0b\u5e8f\uff0c\u800c\u662f\u89c2\u5bdf\u54ea\u4e9b\u4ee3\u7801\u771f\u7684\u5728\u8fd0\u884c\uff0c\u518d\u5904\u7406\u70ed\u70b9\u8def\u5f84\u3002<\/p>\n

Colibr\u00ec\u7684\u601d\u8def\u4e5f\u7c7b\u4f3c\u3002<\/p>\n

\u4e0d\u628a744B\u53c2\u6570\u770b\u4f5c\u5fc5\u987b\u59cb\u7ec8\u9a7b\u7559\u5728\u5185\u5b58\u4e2d\u7684\u6574\u4f53\uff0c\u800c\u662f\u5c06\u5b83\u53d8\u6210\u4e00\u5806\u53ef\u4ee5\u6839\u636eRouter\u7ed3\u679c\uff0c\u5728SSD\u3001RAM\u548cVRAM\u4e4b\u95f4\u52a8\u6001\u8c03\u5ea6\u7684\u6570\u636e\u3002<\/p>\n

\u5f53\u7136\uff0c\u5982\u679c\u6bcf\u751f\u6210\u4e00\u4e2atoken\u90fd\u4eceSSD\u91cc\u73b0\u627e\u4e13\u5bb6\uff0c\u90a3\u7535\u8111\u4f30\u8ba1\u5f97\u8bfb\u76d8\u8bfb\u5230\u6000\u7591\u4eba\u751f\uff0c\u901f\u5ea6\u6050\u6015\u4e5f\u76f8\u5f53\u611f\u4eba\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u5728Colibr\u00ec\u6700\u65e9\u90a3\u53f012\u6838CPU+25GB RAM\u7684\u5f00\u53d1\u673a\u4e0a\uff0cGLM-5.2\u51b7\u7f13\u5b58\u65f6\u786e\u5b9e\u53ea\u6709\u5927\u7ea60.05\uff5e0.1 token\/s\u3002<\/p>\n

\u8dd1\u662f\u80fd\u8dd1\uff0c\u4f46\u6709\u4ebf\u70b9\u6162\u2026\u2026<\/p>\n

\u6240\u4ee5\uff0cColibr\u00ec\u63a5\u4e0b\u6765\u82b1\u5fc3\u601d\u7684\u5730\u65b9\u5c31\u662f\uff1a<\/p>\n

\u600e\u4e48\u5c3d\u53ef\u80fd\u5c11\u53bbSSD\u91cc\u635e\u4e13\u5bb6\uff0c\u5982\u4f55\u8ba9SSD\u3001RAM\u548cVRAM\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n

\u5b83\u628aVRAM\u3001RAM\u548cNVMe SSD\u7ec4\u7ec7\u6210\u4e86\u4e00\u5957\u5206\u5c42\u7684\u6a21\u578b\u5185\u5b58\u7cfb\u7edf\u3002<\/p>\n

\u57fa\u672c\u539f\u5219\u5f88\u597d\u7406\u89e3\uff0c\u8d8a\u5e38\u7528\u7684\u4e13\u5bb6\uff0c\u4f4f\u5f97\u8d8a\u8fd1\u3002<\/p>\n

\u5df2\u7ecf\u5f85\u5728VRAM\u6216\u8005RAM\u91cc\u7684\u4e13\u5bb6\uff0c\u76f4\u63a5\u8ba1\u7b97\uff1b<\/p>\n

\u6700\u8fd1\u521a\u521a\u4f7f\u7528\u8fc7\u7684\u4e13\u5bb6\uff0c\u4f1a\u5c3d\u53ef\u80fd\u7ee7\u7eed\u7559\u5728RAM\u7f13\u5b58\u91cc\uff1b<\/p>\n

\u771f\u6b63\u4e0d\u5e38\u7528\u7684\u4e13\u5bb6\uff0c\u624d\u7ee7\u7eed\u5f85\u5728SSD\u91cc\uff0c\u9700\u8981\u65f6\u518d\u8bfb\u53d6\u3002<\/p>\n

\u4e3a\u6b64\uff0cColibr\u00ec\u9996\u5148\u52a0\u5165\u4e86LRU\u7f13\u5b58\u3002<\/p>\n

\u6700\u8fd1\u88ab\u8c03\u7528\u8fc7\u7684\u4e13\u5bb6\u4f1a\u4f18\u5148\u7559\u5728RAM\u91cc\uff0c\u5982\u679c\u540e\u9762\u7684Token\u53c8\u70b9\u4e2d\u4e86\u540c\u4e00\u4e2a\u4e13\u5bb6\uff0c\u5c31\u4e0d\u9700\u8981\u91cd\u65b0\u8dd1\u4e00\u8d9fSSD\u3002<\/p>\n

\u540c\u65f6\uff0cColibr\u00ec\u8fd8\u4f1a\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u8bb0\u5f55\u4e0d\u540c\u4e13\u5bb6\u7684\u4f7f\u7528\u6b21\u6570\u3002<\/p>\n

\u8dd1\u5f97\u8d8a\u4e45\uff0c\u5b83\u8d8a\u6e05\u695a\u54ea\u4e9b\u4e13\u5bb6\u662f\u771f\u6b63\u7684\u201c\u5e38\u5ba2\u201d\u3002<\/p>\n

\u8fd9\u4e9b\u9ad8\u9891\u4e13\u5bb6\u4f1a\u83b7\u5f97\u66f4\u9ad8\u7684\u7f13\u5b58\u4f18\u5148\u7ea7\uff0c\u88ab\u5c3d\u91cf\u7559\u5728\u901f\u5ea6\u66f4\u5feb\u7684\u5b58\u50a8\u5c42\u3002<\/p>\n

\u800c\u4e14Colibr\u00ec\u8fd8\u4e0d\u6ee1\u8db3\u4e8e\u7b49Router\u70b9\u5b8c\u540d\u518d\u884c\u52a8\uff0c\u5b83\u751a\u81f3\u4f1a\u63d0\u524d\u731c\u4e0b\u4e00\u5c42\u8981\u627e\u8c01\u3002<\/p>\n

\u6839\u636e\u9879\u76ee\u6d4b\u8bd5\uff0c\u76f8\u90bb\u5c42\u4e4b\u95f4\u7684\u4e13\u5bb6\u8def\u7531\u5b58\u5728\u76f8\u5f53\u660e\u663e\u7684\u76f8\u5173\u6027\uff0c\u63d0\u524d\u4e00\u5c42\u9884\u6d4b\u4e13\u5bb6\u7684\u53ef\u9884\u6d4b\u6027\u8fbe\u523071.6%\u3002<\/p>\n

\u4e8e\u662f\u5f53\u524d\u8fd9\u4e00\u5c42\u8fd8\u5728\u8ba1\u7b97\u7684\u65f6\u5019\uff0cColibr\u00ec\u5c31\u53ef\u4ee5\u5728\u540e\u53f0\u63d0\u524d\u8bfb\u53d6\u4e0b\u4e00\u5c42\u53ef\u80fd\u9700\u8981\u7684\u4e13\u5bb6\u3002<\/p>\n

\u4e00\u8fb9\u7b97\u4e00\u8fb9\u8bfb\uff0c\u539f\u672c\u4e32\u884c\u53d1\u751f\u7684\u8ba1\u7b97\u548cSSD I\/O\u88ab\u5c3d\u53ef\u80fd\u91cd\u53e0\u8d77\u6765\u3002<\/p>\n

\u751a\u81f3SSD\u672c\u8eab\u90fd\u8fd8\u80fd\u7ee7\u7eed\u5806\u6599\u3002<\/p>\n

\u5982\u679c\u673a\u5668\u91cc\u6b63\u597d\u6709\u4e24\u5757SSD\uff0cColibr\u00ec\u652f\u6301\u653e\u7f6e\u7b2c\u4e8c\u4efd\u6a21\u578b\u526f\u672c\uff0c\u628a\u4e13\u5bb6\u8bfb\u53d6\u4efb\u52a1\u5206\u644a\u5230\u4e0d\u540c\u786c\u76d8\u4e0a\uff0c\u5e76\u884c\u5229\u7528\u4e24\u5757\u76d8\u7684\u5e26\u5bbd\u3002<\/p>\n

\u8fd9\u4e48\u4e00\u5957\u64cd\u4f5c\u4e0b\u6765\uff0c\u5b83\u66f4\u50cf\u662f\u7ed9MoE\u6a21\u578b\u505a\u4e86\u4e00\u5957\u6743\u91cd\u5206\u7ea7\u8c03\u5ea6\u7cfb\u7edf\u3002<\/p>\n

\u5bb9\u91cf\u6700\u5927\u3001\u6700\u6162\u7684NVMe\u8d1f\u8d23\u515c\u5e95\uff1bRAM\u8d1f\u8d23\u7f13\u5b58\u66f4\u591a\u5e38\u7528\u4e13\u5bb6\uff1b<\/p>\n

\u5982\u679c\u6709GPU\uff0cVRAM\u5219\u7ee7\u7eed\u63a5\u4f4f\u6700\u9002\u5408\u653e\u8fdb\u9ad8\u901f\u5185\u5b58\u7684\u90e8\u5206\u3002<\/p>\n

\u54ea\u91cc\u5feb\uff0c\u5c31\u5c3d\u91cf\u628a\u6700\u5e38\u7528\u7684\u6743\u91cd\u5f80\u54ea\u91cc\u642c\uff1b\u54ea\u91cc\u7a7a\u95f4\u5927\uff0c\u5c31\u8d1f\u8d23\u88c5\u4e0b\u5269\u4e0b\u7684\u6a21\u578b\u3002<\/p>\n

\u5f00\u53d1\u8005\u628a\u8fd9\u5957\u601d\u8def\u79f0\u4e3aAI memory multitiering\uff0cAI\u5185\u5b58\u591a\u5c42\u5316\u3002<\/p>\n

\u8fd9\u91cc\u6709\u4e00\u6761\u5f88\u91cd\u8981\u7684\u8bbe\u8ba1\u539f\u5219\u662f\uff0c\u4e13\u5bb6\u653e\u5728\u54ea\u91cc\uff0c\u53ea\u51b3\u5b9a\u901f\u5ea6\uff0c\u4e0d\u6539\u53d8\u6a21\u578b\u672c\u8eab\u3002<\/p>\n

\u4e00\u4e2a\u4e13\u5bb6\u65e0\u8bba\u5df2\u7ecf\u5f85\u5728VRAM\u91cc\uff0c\u8fd8\u662f\u4e34\u65f6\u4eceSSD\u91cc\u8bfb\u53d6\uff0cRouter\u7684\u9009\u62e9\u90fd\u4e0d\u4f1a\u56e0\u6b64\u6539\u53d8\uff0c\u4f7f\u7528\u7684\u6743\u91cd\u7cbe\u5ea6\u4e5f\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n

Colibr\u00ec\u4e0d\u4f1a\u56e0\u4e3a\u4f60\u7684\u673a\u5668\u5185\u5b58\u5c11\uff0c\u5c31\u5077\u5077\u5c11\u7b97\u51e0\u4e2a\u4e13\u5bb6\u6216\u8005\u6362\u4e00\u5957\u8def\u7531\u3002<\/p>\n

\u6240\u4ee5\u5230\u4e86128GB RAM\u7684\u7eafCPU\u684c\u9762\u673a\uff0c\u53ef\u4ee5\u7f13\u5b58\u66f4\u591a\u4e13\u5bb6\u4e4b\u540e\uff0c\u901f\u5ea6\u80fd\u8fbe\u5230\u7ea61.8 token\/s\uff1b<\/p>\n

\u5982\u679c\u4e00\u8def\u5806\u52306\u5f20RTX 5090\uff0c\u8ba9\u5168\u90e8\u4e13\u5bb6\u5e38\u9a7b\u9ad8\u901f\u5b58\u50a8\u5c42\uff0c\u89e3\u7801\u901f\u5ea6\u5219\u53ef\u4ee5\u6765\u52305.8\uff5e6.8 token\/s\u3002<\/p>\n

\u8dd1\u524d\u6cbf\u5927\u6a21\u578b\uff0c\u4e0d\u4e00\u5b9a\u975e\u8981\u7528\u673a\u623f\u91cc\u7684\u4e13\u4e1a\u670d\u52a1\u5668\u3002<\/p>\n

\u670b\u53cb\u4eec\u6709\u5174\u8da3\u4e5f\u53ef\u4ee5\u81ea\u5df1\u8dd1\u8dd1\u770b\u3002<\/p>\n

\u4ee5GLM-5.2\u4e3a\u4f8b\uff0c\u9700\u8981\u51c6\u5907\u7684\u4e1c\u897f\u5176\u5b9e\u53ea\u6709\u4e24\u4e2a\uff1a<\/p>\n

\u51e0\u767eKB\u7684Colibr\u00ec\u7a0b\u5e8f\uff0c\u4ee5\u53ca\u5927\u7ea6372GB\u7684\u6a21\u578b\u3002<\/p>\n

Colibr\u00ec\u5df2\u7ecf\u63d0\u4f9bLinux\u3001macOS\u548cWindows\u7684\u9884\u7f16\u8bd1\u7248\u672c\uff0c\u4e0d\u60f3\u6298\u817e\u7f16\u8bd1\u7684\u8bdd\uff0c\u4e0b\u8f7d\u5bf9\u5e94\u7248\u672c\u89e3\u538b\u5373\u53ef\uff1b<\/p>\n

\u60f3\u4ece\u6e90\u7801\u5f00\u59cb\uff0c\u4e5f\u53ea\u9700\u8981gcc\u6216clang\u914d\u5408OpenMP\u3002<\/p>\n

\u9879\u76ee\u5df2\u7ecf\u63d0\u4f9b\u9884\u8f6c\u6362\u597d\u7684GLM-5.2 int4\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u4eceFP8\u539f\u59cb\u6a21\u578b\u81ea\u884c\u8f6c\u6362\u3002\u6a21\u578b\u653e\u597d\u4e4b\u540e\uff0c\u4e00\u6761coli chat\u5c31\u80fd\u76f4\u63a5\u8fdb\u5165\u5bf9\u8bdd\u3002<\/p>\n

\u60f3\u66f4\u76f4\u89c2\u4e00\u70b9\uff0c\u5219\u53ef\u4ee5\u76f4\u63a5\u6253\u5f00Web Dashboard\u3002<\/p>\n

\u91cc\u9762\u80fd\u5b9e\u65f6\u770b\u5230Token\u751f\u6210\u901f\u5ea6\u3001\u4e0d\u540c\u9636\u6bb5\u8017\u65f6\uff0c\u4ee5\u53ca\u5f53\u524d\u6709\u591a\u5c11\u4e13\u5bb6\u5f85\u5728VRAM\u3001RAM\u548c\u78c1\u76d8\u3002<\/p>\n

Colibr\u00ec\u8fd8\u4e13\u95e8\u505a\u4e86\u4e00\u4e2a\u201cBrain\u201d\u9875\u9762\uff0c\u628aGLM-5.2\u768419456\u4e2a\u4e13\u5bb6\u5168\u90e8\u53ef\u89c6\u5316\u51fa\u6765\uff1a<\/p>\n

\u54ea\u4e2a\u4e13\u5bb6\u521a\u521a\u88abRouter\u70b9\u540d\u3001\u5f53\u524d\u4f4f\u5728\u54ea\u4e00\u5c42\u5b58\u50a8\u3001\u8c03\u7528\u70ed\u5ea6\u5982\u4f55\uff0c\u90fd\u80fd\u76f4\u63a5\u770b\u5230\u3002<\/p>\n

\u4e0d\u53ea\u662fGLM-5.2\uff0cColibr\u00ec\u76ee\u524d\u652f\u6301\u7684\u6a21\u578b\u8de8\u5ea6\u5f88\u5927\uff0c\u76ee\u524d\u53ef\u8fd0\u884c\u4e5d\u4e2a\u6a21\u578b\u3002<\/p>\n

\u6bcf\u4e2a\u6a21\u578b\u5355\u72ec\u4e00\u5957C\u9002\u914d\u6587\u4ef6\uff0c\u4f46\u662f\u5e95\u5c42IO\u3001\u7f13\u5b58\u3001tokenizer\u7b49\u516c\u5171\u7ec4\u4ef6\u590d\u7528\u540c\u4e00\u4e2a\u6838\u5fc3\u3002<\/p>\n

\u5c0f\u5c3a\u5bf8\u7684\u6709Qwen3.8-Flash-Next\u3001Qwen3.6\u548cOLMoE\uff1b<\/p>\n

\u63a5\u7740DeepSeek V4 Flash\u662f284B\uff1bGLM-5.2\/5.3\u662f744B\uff1bGLM-5.3-Flash\u662f321B\uff1b<\/p>\n

Thinking Machines\u7684Inkling\u5219\u6765\u5230\u4e86975B\uff1b<\/p>\n

\u6700\u5927\u7684\u4e00\u4f4d\u662fMoonshot\u7684Kimi K3\uff1a2.8T\u603b\u53c2\u6570\u3001104B\u6fc0\u6d3b\u53c2\u6570\u3002<\/p>\n

\u8fd9\u6a21\u578b\u7684\u6743\u91cd\u9700\u8981\u5927\u7ea61.6TB\u5b58\u50a8\u7a7a\u95f4\uff0c\u4f46\u6309\u7167Colibr\u00ec\u7ed9\u51fa\u7684\u914d\u7f6e\uff0cRAM\u4ece32GB+\u5c31\u80fd\u8d77\u8dd1\uff0c\u540c\u6837\u4e0d\u5f3a\u5236\u8981\u6c42GPU\u3002<\/p>\n

\u4f5c\u8005\u8fd8\u6b22\u8fce\u5927\u5bb6\u8e0a\u8dc3\u53c2\u4e0e\u5b9e\u9a8c\uff0c\u5bfb\u627e\u66f4\u9ad8\u6548\u65b9\u6848\u3002<\/p>\n

Tiny engine, immense model\uff0c\u5fae\u5c0f\u5f15\u64ce\uff0c\u5e9e\u5927\u6a21\u578b\u3002<\/p>\n

Colibr\u00ec\u662f\u53ea\u80c3\u53e3\u4e0d\u5c0f\u7684\u8702\u9e1f\u3002<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/JustVugg\/colibri<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u95fb\u4e50 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

25GB\u7b14\u8bb0\u672c\u786c\u8dd1744B GLM-5.2\uff0c32GB\u5185\u5b58\u6311\u62182.8T Kimi K3\u2014\u2014<\/p>\n

\u751a\u81f3\u90fd\u4e0d\u7528GPU\u3002<\/p>\n

GitHub\u73b0\u5728\u6700\u706b\u70ed\u7684\u5927\u6a21\u578b\u5f00\u6e90\u5c0f\u8702\u9e1fColibr\u00ec\uff0c\u7eafC\u5b9e\u73b0\u3001\u96f6\u5f15\u64ce\u4f9d\u8d56\u7684\u5206\u5c42\u63a8\u7406\u6846\u67b6\uff0c\u5df2\u7ecf\u72c2\u63fd32k Star\u3002<\/p>\n

\u5b83\u6700\u65e9\u662f\u51b2\u7740GLM-5.2\u6765\u7684\u3002<\/p>\n

\u6b63\u5e38\u60c5\u51b5\u4e0b\uff0c744B\u7684\u603b\u53c2\u6570\u89c4\u6a21\u5df2\u7ecf\u8ba9\u666e\u901a\u6d88\u8d39\u7ea7\u7535\u8111\u671b\u800c\u5374\u6b65\uff0c\u4f46Colibr\u00ec\u7684\u529e\u6cd5\u53ef\u4ee5\u8bf4\u662f\u76f8\u5f53\u7b80\u5355\u7c97\u66b4\uff1a<\/p>\n","protected":false},"author":1,"featured_media":8505,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-8509","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/8509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=8509"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/8509\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/8505"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=8509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=8509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=8509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}