{"id":17899,"date":"2025-12-03T14:00:49","date_gmt":"2025-12-03T07:00:49","guid":{"rendered":"https:\/\/huanqiuribao.com\/?p=17899"},"modified":"2025-12-03T11:40:32","modified_gmt":"2025-12-03T04:40:32","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e5%ae%98%e5%ae%a3%e6%96%b0%e5%90%88%e4%bd%9c%e6%88%90%e5%b0%b1","status":"publish","type":"post","link":"https:\/\/huanqiuribao.com\/?p=17899","title":{"rendered":"\u82f1\u4f1f\u8fbe\u5b98\u5ba3\u65b0\u5408\u4f5c\u6210\u5c31"},"content":{"rendered":"

\u82f1\u4f1f\u8fbe\u7f8e\u4e1c\u65f6\u95f412\u67082\u65e5\u5468\u4e8c\u62ab\u9732\u4e86\u4e0e\u6cd5\u56fd\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u521d\u521b\u516c\u53f8Mistral AI\u5408\u4f5c\u53d6\u5f97\u7684\u91cd\u5927\u7a81\u7834\u3002\u901a\u8fc7\u91c7\u7528\u82f1\u4f1f\u8fbe\u7684\u6700\u65b0\u82af\u7247\u6280\u672f\uff0cMistral AI\u5f00\u6e90\u6a21\u578b\u5bb6\u65cf\u7684\u65b0\u6210\u5458\u5728\u6027\u80fd\u3001\u6548\u7387\u548c\u90e8\u7f72\u7075\u6d3b\u6027\u4e0a\u5b9e\u73b0\u8de8\u8d8a\u5f0f\u63d0\u5347\u3002<\/p>\n

\u8fd9\u4e00\u5408\u4f5c\u6210\u679c\u7684\u6838\u5fc3\u662f\uff0cMistral Large 3\u8fd9\u4e00\u5927\u578b\u6a21\u578b\u5728\u82f1\u4f1f\u8fbeGB200 NVL72\u7cfb\u7edf\u4e0a\u5b9e\u73b0\u4e86\u76f8\u6bd4\u524d\u4ee3H200\u82af\u724710\u500d\u7684\u6027\u80fd\u63d0\u5347\u3002\u8fd9\u79cd\u6027\u80fd\u98de\u8dc3\u8f6c\u5316\u4e3a\u66f4\u597d\u7684\u7528\u6237\u4f53\u9a8c\u3001\u66f4\u4f4e\u7684\u5355\u6b21\u54cd\u5e94\u6210\u672c\u4ee5\u53ca\u66f4\u9ad8\u7684\u80fd\u6e90\u6548\u7387\u3002\u8be5\u6a21\u578b\u5728\u6bcf\u5146\u74e6\uff08MW\uff09\u80fd\u8017\u4e0b\u53ef\u5b9e\u73b0\u6bcf\u79d2\u8d85\u8fc7500\u4e07\u4e2atoken\u7684\u5904\u7406\u901f\u5ea6\u3002<\/p>\n

\u9664\u5927\u578b\u6a21\u578b\u5916\uff0c\u540d\u4e3aMinistral 3\u7684\u5c0f\u578b\u6a21\u578b\u7cfb\u5217\u4e5f\u9488\u5bf9\u82f1\u4f1f\u8fbe\u8fb9\u7f18\u5e73\u53f0\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u53ef\u5728RTX PC\u3001\u7b14\u8bb0\u672c\u7535\u8111\u548cJetson\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002\u8fd9\u4f7f\u5f97\u4f01\u4e1a\u80fd\u591f\u5728\u4e91\u7aef\u5230\u8fb9\u7f18\u7684\u4efb\u4f55\u573a\u666f\u90e8\u7f72\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u65e0\u9700\u4f9d\u8d56\u6301\u7eed\u7684\u7f51\u7edc\u8fde\u63a5\u3002<\/p>\n

Mistral AI\u5468\u4e8c\u53d1\u5e03\u7684\u65b0\u6a21\u578b\u5bb6\u65cf\u5305\u62ec\u4e00\u4e2a\u5927\u578b\u524d\u6cbf\u6a21\u578b\u548c\u4e5d\u4e2a\u5c0f\u6a21\u578b\uff0c\u5747\u53ef\u901a\u8fc7Hugging Face\u7b49\u5f00\u6e90\u5e73\u53f0\u548c\u4e3b\u6d41\u4e91\u670d\u52a1\u5546\u83b7\u53d6\u3002\u4e1a\u5185\u4eba\u58eb\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u7cfb\u5217\u53d1\u5e03\u6807\u5fd7\u7740\u5f00\u6e90AI\u8fdb\u5165”\u5206\u5e03\u5f0f\u667a\u80fd”\u65b0\u9636\u6bb5\uff0c\u5f25\u5408\u4e86\u7814\u7a76\u7a81\u7834\u4e0e\u5b9e\u9645\u5e94\u7528\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n

GB200\u7cfb\u7edf\u52a9\u529b\u5927\u6a21\u578b\u6027\u80fd\u7a81\u7834<\/p>\n

Mistral Large 3\u662f\u4e00\u4e2a\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\uff0c\u62e5\u6709675\u4ebf\u603b\u53c2\u6570\u548c410\u4ebf\u6d3b\u8dc3\u53c2\u6570\uff0c\u4ee5\u53ca25.6\u4e07token\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u8be5\u67b6\u6784\u7684\u7279\u70b9\u662f\u4ec5\u6fc0\u6d3b\u5bf9\u6bcf\u4e2atoken\u6700\u5177\u5f71\u54cd\u529b\u7684\u6a21\u578b\u90e8\u5206\uff0c\u800c\u975e\u542f\u52a8\u6240\u6709\u795e\u7ecf\u5143\uff0c\u4ece\u800c\u5728\u4fdd\u6301\u7cbe\u5ea6\u7684\u540c\u65f6\u5b9e\u73b0\u9ad8\u6548\u6269\u5c55\u3002<\/p>\n

\u82f1\u4f1f\u8fbe\u79f0\uff0c\u901a\u8fc7\u5229\u7528\u4e00\u7cfb\u5217\u4e13\u4e3a\u5927\u578b\u5148\u8fdbMoE\u91cf\u8eab\u5b9a\u5236\u7684\u4f18\u5316\u6280\u672f\uff0cMistral Large 3\u5728\u82f1\u4f1f\u8fbeGB200 NVL72\u4e0a\u5b9e\u73b0\u4e86\u540c\u7c7b\u6700\u4f73\u6027\u80fd\u3002\u82f1\u4f1f\u8fbe\u901a\u8fc7\u4e09\u9879\u5173\u952e\u6280\u672f\u4f18\u5316\u5b9e\u73b0\u4e86\u6027\u80fd\u7a81\u7834\u3002\u9996\u5148\u662fWide Expert Parallelism\u6280\u672f\uff0c\u901a\u8fc7\u4f18\u5316\u7684MoE\u5185\u6838\u3001\u4e13\u5bb6\u5206\u914d\u548c\u8d1f\u8f7d\u5747\u8861\u5145\u5206\u5229\u7528NVLink\u7684\u8fde\u8d2f\u5185\u5b58\u57df\u3002\u5176\u6b21\u662fNVFP4\u4f4e\u7cbe\u5ea6\u63a8\u7406\u6280\u672f\uff0c\u5728\u4fdd\u6301\u7cbe\u5ea6\u7684\u540c\u65f6\u964d\u4f4e\u8ba1\u7b97\u548c\u5185\u5b58\u6210\u672c\u3002\u7b2c\u4e09\u662fDynamo\u5206\u5e03\u5f0f\u63a8\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u5206\u79bb\u9884\u586b\u5145\u548c\u89e3\u7801\u9636\u6bb5\u63d0\u5347\u957f\u6587\u672c\u5904\u7406\u6027\u80fd\u3002<\/p>\n

\u8be5\u6a21\u578b\u5df2\u517c\u5bb9TensorRT-LLM\u3001SGLang\u548cvLLM\u7b49\u4e3b\u6d41\u63a8\u7406\u6846\u67b6\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u5f00\u6e90\u5de5\u5177\u5728\u4e0d\u540c\u89c4\u6a21\u7684\u82f1\u4f1f\u8fbeGPU\u4e0a\u7075\u6d3b\u90e8\u7f72\u6a21\u578b\uff0c\u9009\u62e9\u9002\u5408\u81ea\u8eab\u9700\u6c42\u7684\u7cbe\u5ea6\u683c\u5f0f\u548c\u786c\u4ef6\u914d\u7f6e\u3002<\/p>\n

\u5c0f\u6a21\u578b\u7784\u51c6\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72<\/p>\n

Ministral 3\u7cfb\u5217\u5305\u542b\u4e5d\u4e2a\u5bc6\u96c6\u578b\u9ad8\u6027\u80fd\u6a21\u578b\uff0c\u6db5\u76d630\u4ebf\u300180\u4ebf\u548c140\u4ebf\u4e09\u79cd\u53c2\u6570\u89c4\u6a21\uff0c\u6bcf\u79cd\u89c4\u6a21\u53c8\u63d0\u4f9b\u57fa\u7840\u7248\u3001\u6307\u4ee4\u7248\u548c\u63a8\u7406\u7248\u4e09\u4e2a\u53d8\u4f53\u3002\u6240\u6709\u53d8\u4f53\u5747\u652f\u6301\u89c6\u89c9\u529f\u80fd\uff0c\u5904\u740612.8\u4e07\u81f325.6\u4e07token\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5e76\u652f\u6301\u591a\u8bed\u8a00\u3002<\/p>\n

\u8fd9\u4e9b\u5c0f\u578b\u6a21\u578b\u5728\u82f1\u4f1f\u8fbeRTX 5090 GPU\u4e0a\u53ef\u5b9e\u73b0\u6bcf\u79d2\u6700\u9ad8385\u4e2atoken\u7684\u63a8\u7406\u901f\u5ea6\u3002\u5728Jetson Thor\u8bbe\u5907\u4e0a\uff0cvLLM\u5bb9\u5668\u5728\u5355\u5e76\u53d1\u4e0b\u53ef\u8fbe\u6bcf\u79d252\u4e2atoken\uff0c\u57288\u4e2a\u5e76\u53d1\u4e0b\u53ef\u6269\u5c55\u81f3\u6bcf\u79d2273\u4e2atoken\u3002<\/p>\n

\u82f1\u4f1f\u8fbe\u4e0eOllama\u548cllama.cpp\u5408\u4f5c\u4f18\u5316\u4e86\u8fd9\u4e9b\u6a21\u578b\u7684\u8fb9\u7f18\u6027\u80fd\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5728GeForce RTX AI PC\u3001DGX Spark\u548cJetson\u8bbe\u5907\u7b49\u82f1\u4f1f\u8fbe\u8fb9\u7f18\u5e73\u53f0\u4e0a\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\uff0c\u5b9e\u73b0\u66f4\u5feb\u7684\u8fed\u4ee3\u901f\u5ea6\u3001\u66f4\u4f4e\u7684\u5ef6\u8fdf\u548c\u66f4\u5f3a\u7684\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u3002<\/p>\n

\u7531\u4e8e\u5355\u4e2aGPU\u5373\u53ef\u8fd0\u884c\uff0cMinistral 3\u53ef\u90e8\u7f72\u5728\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u65e0\u4eba\u673a\u3001\u6c7d\u8f66\u3001\u624b\u673a\u548c\u7b14\u8bb0\u672c\u7535\u8111\u7b49\u8bbe\u5907\u4e0a\u3002\u8fd9\u79cd\u90e8\u7f72\u7075\u6d3b\u6027\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u80fd\u591f\u5728\u7f51\u7edc\u8fde\u63a5\u53d7\u9650\u6216\u65e0\u7f51\u7edc\u73af\u5883\u4e0b\u8fd0\u884c\u3002<\/p>\n

Mistral\u65b0\u6a21\u578b\u5bb6\u65cf\u5546\u4e1a\u5316\u63d0\u901f<\/p>\n

Mistral AI\u5468\u4e8c\u53d1\u5e03\u7684\u65b0\u6a21\u578b\u7cfb\u5217\u662f\u8be5\u516c\u53f8\u8ffd\u8d76OpenAI\u3001\u8c37\u6b4c\u548cDeepSeek\u7b49\u9886\u5148AI\u5b9e\u9a8c\u5ba4\u7684\u6700\u65b0\u4e3e\u63aa\u3002\u8fd9\u5bb6\u6210\u7acb\u4e8e2023\u5e74\u7684\u516c\u53f8\u5728\u53bb\u5e749\u6708\u5b8c\u621017\u4ebf\u6b27\u5143\u878d\u8d44\uff0c\u5176\u4e2d\u8377\u5170\u82af\u7247\u8bbe\u5907\u5236\u9020\u5546ASML\u8d21\u732e13\u4ebf\u6b27\u5143\uff0c\u82f1\u4f1f\u8fbe\u4e5f\u53c2\u4e0e\u5176\u4e2d\uff0c\u4f30\u503c\u8fbe\u5230117\u4ebf\u6b27\u5143\u3002<\/p>\n

Mistral AI\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6Guillaume Lample\u8868\u793a\uff0c\u5c3d\u7ba1\u5927\u578b\u95ed\u6e90\u6a21\u578b\u5728\u521d\u59cb\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u66f4\u597d\uff0c\u4f46\u7ecf\u8fc7\u9488\u5bf9\u6027\u5fae\u8c03\u540e\uff0c\u5c0f\u578b\u6a21\u578b\u5728\u4f01\u4e1a\u7279\u5b9a\u7528\u4f8b\u4e0a\u5f80\u5f80\u80fd\u5339\u654c\u751a\u81f3\u8d85\u8d8a\u5927\u578b\u6a21\u578b\u3002\u4ed6\u5f3a\u8c03\uff0c\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u7528\u4f8b\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u540e\u7684\u5c0f\u578b\u6a21\u578b\u89e3\u51b3\uff0c\u4e14\u6210\u672c\u66f4\u4f4e\u3001\u901f\u5ea6\u66f4\u5feb\u3002<\/p>\n

Mistral AI\u5df2\u5f00\u59cb\u52a0\u901f\u5546\u4e1a\u5316\u8fdb\u7a0b\u3002\u672c\u5468\u4e00\uff0c\u8be5\u516c\u53f8\u5ba3\u5e03\u4e0e\u6c47\u4e30\u94f6\u884c\u8fbe\u6210\u534f\u8bae\uff0c\u4e3a\u8fd9\u5bb6\u8de8\u56fd\u94f6\u884c\u63d0\u4f9b\u4ece\u91d1\u878d\u5206\u6790\u5230\u7ffb\u8bd1\u7b49\u4efb\u52a1\u7684\u6a21\u578b\u8bbf\u95ee\u6743\u9650\u3002\u6b64\u5916\uff0c\u8be5\u516c\u53f8\u8fd8\u4e0e\u591a\u5bb6\u4f01\u4e1a\u7b7e\u8ba2\u4e86\u4ef7\u503c\u6570\u4ebf\u7f8e\u5143\u7684\u5408\u540c\uff0c\u5e76\u5728\u7269\u7406\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5c55\u5f00\u5e03\u5c40\uff0c\u4e0e\u65b0\u52a0\u5761\u5185\u653f\u79d1\u6280\u5c40\u3001\u5fb7\u56fd\u56fd\u9632\u79d1\u6280\u521d\u521b\u516c\u53f8Helsing\u4ee5\u53ca\u6c7d\u8f66\u5236\u9020\u5546Stellantis\u5f00\u5c55\u673a\u5668\u4eba\u3001\u65e0\u4eba\u673a\u548c\u8f66\u8f7d\u52a9\u624b\u9879\u76ee\u5408\u4f5c\u3002<\/p>\n

Mistral Large 3\u548cMinistral-14B-Instruct\u73b0\u5df2\u901a\u8fc7\u82f1\u4f1f\u8fbeAPI\u76ee\u5f55\u548c\u9884\u89c8API\u5411\u5f00\u53d1\u8005\u5f00\u653e\u3002\u4f01\u4e1a\u5f00\u53d1\u8005\u5f88\u5feb\u8fd8\u53ef\u4f7f\u7528\u82f1\u4f1f\u8fbeNIM\u5fae\u670d\u52a1\u5728\u4efb\u4f55GPU\u52a0\u901f\u57fa\u7840\u8bbe\u65bd\u4e0a\u8f7b\u677e\u90e8\u7f72\u8fd9\u4e9b\u6a21\u578b\u3002\u6240\u6709Mistral 3\u5bb6\u65cf\u6a21\u578b\u5747\u53ef\u4eceHugging Face\u4e0b\u8f7d\u3002\uff08\u534e\u5c14\u8857\u65e5\u62a5\uff09<\/p>\n

 <\/p>\n

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