\u3010\u6458\u8981\u3011DeepSeek\u901a\u8fc7\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\u3001\u52a8\u6001\u8def\u7531\u3001FP8\u6df7\u5408\u7cbe\u5ea6\u7b49\u6838\u5fc3\u6280\u672f\u7a81\u7834\uff0c\u5b9e\u73b0\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u6210\u672c\u7684\u6307\u6570\u7ea7\u4e0b\u964d\uff0c\u63a8\u52a8AI\u6280\u672f\u666e\u60e0\u5316\u4e0e\u4ea7\u4e1a\u843d\u5730\u3002<\/p>\n\n\n\n
\ud83c\udf08 \u5f15\u8a00\uff1a\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u6548\u7387\u56f0\u5c40\u4e0eDeepSeek\u7684\u7834\u5c40\u4e4b\u9053
\u968f\u7740\u5927\u6a21\u578b\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u5168\u7403AI\u4ea7\u4e1a\u6b63\u9762\u4e34\u7740\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u4e0e\u673a\u9047\u3002\u7b97\u529b\u6210\u672c\u9ad8\u4f01\u3001\u957f\u6587\u672c\u5904\u7406\u74f6\u9888\u3001\u786c\u4ef6\u95e8\u69db\u9650\u5236\u7b49\u95ee\u9898\uff0c\u6210\u4e3a\u5236\u7ea6AI\u666e\u53ca\u548c\u4ea7\u4e1a\u843d\u5730\u7684\u6838\u5fc3\u969c\u788d\u3002DeepSeek\u4f5c\u4e3a\u4e2d\u56fd\u5f00\u6e90\u5927\u6a21\u578b\u7684\u6280\u672f\u5148\u950b\uff0c\u901a\u8fc7\u7b97\u6cd5\u3001\u5de5\u7a0b\u3001\u751f\u6001\u7684\u534f\u540c\u521b\u65b0\uff0c\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u6548\u7387\u9769\u547d\u8303\u5f0f\u3002\u5176\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u3001\u52a8\u6001\u8def\u7531\u3001FP8\u6df7\u5408\u7cbe\u5ea6\u3001\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08MLA\uff09\u3001\u591aToken\u9884\u6d4b\uff08MTP\uff09\u7b49\u539f\u521b\u6280\u672f\uff0c\u4e0d\u4ec5\u6781\u5927\u63d0\u5347\u4e86\u5927\u6a21\u578b\u7684\u6548\u7387\u4e0e\u6027\u4ef7\u6bd4\uff0c\u8fd8\u663e\u8457\u964d\u4f4e\u4e86\u8bad\u7ec3\u4e0e\u63a8\u7406\u6210\u672c\uff0c\u63a8\u52a8\u4e86AI\u6280\u672f\u7684\u666e\u53ca\u548c\u4ea7\u4e1a\u843d\u5730\u3002<\/p>\n\n\n\n
\u672c\u6587\u5c06\u7cfb\u7edf\u68b3\u7406DeepSeek\u7684\u6838\u5fc3\u6280\u672f\u67b6\u6784\u3001\u6548\u7387\u4e0e\u6210\u672c\u4f18\u5316\u8def\u5f84\u3001\u4ea7\u4e1a\u5f71\u54cd\u3001\u5f00\u6e90\u751f\u6001\u53ca\u672a\u6765\u53d1\u5c55\u65b9\u5411\uff0c\u5168\u9762\u5c55\u73b0\u5176\u5728\u5168\u7403AI\u4ea7\u4e1a\u4e2d\u7684\u6df1\u8fdc\u5f71\u54cd\u4e0e\u521b\u65b0\u4ef7\u503c\u3002<\/p>\n\n\n\n
\ud83c\udfd7\ufe0f \u4e00\u3001\u6838\u5fc3\u6280\u672f\u67b6\u6784\u4e0e\u521b\u65b0\u673a\u5236<\/p>\n\n\n\n
\ud83d\ude80 1. \u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u4e0e\u52a8\u6001\u8def\u7531
1.1 MoE\u67b6\u6784\u7684\u672c\u8d28\u4e0e\u7a81\u7834
\u6df7\u5408\u4e13\u5bb6\uff08Mixture of Experts, MoE\uff09\u67b6\u6784\u662fDeepSeek\u7684\u6280\u672f\u57fa\u77f3\u3002\u4e0e\u4f20\u7edf\u7a20\u5bc6\u6a21\u578b\u4e0d\u540c\uff0cMoE\u5c06\u8d85\u5927\u89c4\u6a21\u6a21\u578b\u62c6\u5206\u4e3a\u591a\u4e2a\u201c\u4e13\u5bb6\u201d\u5b50\u7f51\u7edc\uff0c\u6bcf\u6b21\u63a8\u7406\u65f6\u4ec5\u6fc0\u6d3b\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u5c11\u6570\u4e13\u5bb6\uff0c\u5927\u5e45\u51cf\u5c11\u5b9e\u9645\u8ba1\u7b97\u91cf\u548c\u80fd\u8017\u3002\u4f8b\u5982\uff0cDeepSeek-V3\u62e5\u67096710\u4ebf\u603b\u53c2\u6570\uff0c\u4f46\u6bcf\u4e2atoken\u4ec5\u6fc0\u6d3b\u7ea637\u4ebf\u53c2\u6570\uff0c\u6fc0\u6d3b\u6bd4\u4f8b\u4ec5\u4e3a5.5%\u3002\u8fd9\u4e00\u7a00\u758f\u6fc0\u6d3b\u673a\u5236\uff0c\u4f7f\u5f97\u6a21\u578b\u5728\u4fdd\u6301\u8d85\u5927\u5bb9\u91cf\u7684\u540c\u65f6\uff0c\u63a8\u7406\u548c\u8bad\u7ec3\u7684\u8d44\u6e90\u6d88\u8017\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n\n\n\n
\u6280\u672f\u7279\u6027<\/p>\n\n\n\n
\u4f20\u7edfMoE<\/p>\n\n\n\n
DeepSeek MoE\uff08\u7ec6\u7c92\u5ea6\uff09<\/p>\n\n\n\n
\u4e13\u5bb6\u6570\u91cf<\/p>\n\n\n\n
8-16\u4e2a<\/p>\n\n\n\n
256\u4e2a<\/p>\n\n\n\n
\u6fc0\u6d3b\u53c2\u6570\u5360\u6bd4<\/p>\n\n\n\n
10%-20%<\/p>\n\n\n\n
5.5%<\/p>\n\n\n\n
\u8def\u7531\u673a\u5236<\/p>\n\n\n\n
\u9759\u6001\/\u542f\u53d1\u5f0f<\/p>\n\n\n\n
\u52a8\u6001\u7279\u5f81\u611f\u77e5\u8def\u7531<\/p>\n\n\n\n
\u8bad\u7ec3\u7a33\u5b9a\u6027<\/p>\n\n\n\n
\u4f9d\u8d56\u8f85\u52a9\u635f\u5931<\/p>\n\n\n\n
\u65e0\u8f85\u52a9\u635f\u5931\u8d1f\u8f7d\u5747\u8861<\/p>\n\n\n\n
1.2 \u52a8\u6001\u8def\u7531\u673a\u5236\u4e0e\u8d1f\u8f7d\u5747\u8861
DeepSeek\u5728MoE\u67b6\u6784\u4e2d\u5f15\u5165\u4e86\u52a8\u6001\u8def\u7531\u673a\u5236\u3002\u8be5\u673a\u5236\u6839\u636e\u8f93\u5165\u7279\u5f81\u5b9e\u65f6\u9009\u62e9\u6700\u4f18\u4e13\u5bb6\u7ec4\u5408\uff0c\u786e\u4fdd\u6bcf\u4e2atoken\u90fd\u80fd\u83b7\u5f97\u6700\u9002\u5408\u7684\u4e13\u5bb6\u5904\u7406\u3002\u52a8\u6001\u8def\u7531\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u8fd8\u6781\u5927\u4f18\u5316\u4e86\u63a8\u7406\u6548\u7387\u3002\u63a8\u7406\u65f6\u8ba1\u7b97\u91cf\u51cf\u5c1197%\uff0c\u63a8\u7406\u6210\u672c\u964d\u81f3\u4f20\u7edf\u67b6\u6784\u76843%\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u534740%\u3002\u6b64\u5916\uff0cDeepSeek\u521b\u65b0\u6027\u5730\u91c7\u7528\u4e86\u65e0\u8f85\u52a9\u635f\u5931\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\uff0c\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u4e13\u5bb6\u504f\u7f6e\uff0c\u63d0\u5347\u4e86\u8bad\u7ec3\u7a33\u5b9a\u6027\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u8f85\u52a9\u635f\u5931\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5e72\u6270\u3002\u4e13\u5bb6\u5229\u7528\u7387\u65b9\u5dee\u4ece\u00b130%\u538b\u7f29\u81f3\u00b15%\uff0c\u8bad\u7ec3\u7a33\u5b9a\u6027\u63d0\u534740%\u3002<\/p>\n\n\n\n
1.3 MoE\u7684\u5de5\u7a0b\u5b9e\u73b0\u4e0e\u4ea7\u4e1a\u4ef7\u503c
\u4e13\u5bb6\u6570\u91cf\u4e0e\u5206\u5e03\uff1aDeepSeek-V3\u91c7\u7528256\u4e2a\u4e13\u5bb6\u6a21\u5757\uff0c\u5206\u5e03\u5f0f\u90e8\u7f72\uff0c\u652f\u6301\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u3002<\/p>\n\n\n\n
\u8d1f\u8f7d\u5747\u8861\u4e0e\u7a33\u5b9a\u6027\uff1a\u901a\u8fc7\u65e0\u8f85\u52a9\u635f\u5931\u8d1f\u8f7d\u5747\u8861\uff0c\u8bad\u7ec3\u7a33\u5b9a\u6027\u63d0\u534740%\uff0c\u4e13\u5bb6\u5229\u7528\u7387\u66f4\u5747\u8861\u3002<\/p>\n\n\n\n
\u6d88\u8d39\u7ea7\u786c\u4ef6\u9002\u914d\uff1a\u652f\u6301\u5355\u5f20RTX 4090\u8fd0\u884c130\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u63a8\u7406\u5ef6\u8fdf\u4f4e\u4e8e200ms\u3002<\/p>\n\n\n\n
\u4ea7\u4e1a\u4ef7\u503c\uff1aMoE\u67b6\u6784\u4f7f\u5f97\u4e2d\u5c0f\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u80fd\u591f\u4ee5\u4f4e\u95e8\u69db\u63a5\u5165\u8d85\u5927\u6a21\u578b\u80fd\u529b\uff0c\u63a8\u52a8AI\u80fd\u529b\u7684\u666e\u53ca\u3002<\/p>\n\n\n\n
\ud83e\udde0 2. \u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08MLA\uff09\u673a\u5236
2.1 MLA\u7684\u539f\u7406\u4e0e\u521b\u65b0
\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08Multi-head Latent Attention, MLA\uff09\u673a\u5236\u662fDeepSeek\u5728Transformer\u67b6\u6784\u4e0a\u7684\u91cd\u8981\u521b\u65b0\u3002MLA\u901a\u8fc7\u5bf9\u6ce8\u610f\u529b\u5934\u7684\u952e\u503c\u8fdb\u884c\u4f4e\u79e9\u8054\u5408\u538b\u7f29\uff0c\u5c06KV\u7f13\u5b58\u663e\u5b58\u5360\u7528\u964d\u4f4e75%\uff0c\u5e76\u652f\u630132K\u751a\u81f3128K\u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u3002\u8be5\u673a\u5236\u5728\u957f\u6587\u672c\u5904\u7406\uff08\u5982\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u79d1\u7814\u6587\u6863\uff09\u4e2d\u8868\u73b0\u7a81\u51fa\uff0c\u51c6\u786e\u7387\u548c\u89e3\u7801\u901f\u5ea6\u5747\u4f18\u4e8e\u540c\u7c7b\u6a21\u578b\u3002<\/p>\n\n\n\n
2.2 MLA\u7684\u6280\u672f\u7ec6\u8282
\u4f4e\u79e9\u538b\u7f29\uff1a\u5bf9\u591a\u5934\u6ce8\u610f\u529b\u7684\u952e\u503c\u8fdb\u884c\u4f4e\u79e9\u5206\u89e3\uff0c\u51cf\u5c11\u5197\u4f59\u5b58\u50a8\u548c\u8ba1\u7b97\u3002<\/p>\n\n\n\n
KV\u7f13\u5b58\u4f18\u5316\uff1a\u663e\u5b58\u5360\u7528\u964d\u4f4e75%\uff0c\u652f\u6301\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n\n\n\n
\u7a00\u758f\u6ce8\u610f\u529b\u7ed3\u5408\uff1a\u65e0\u6548\u8ba1\u7b97\u51cf\u5c1130%\uff0c\u8fdb\u4e00\u6b65\u52a0\u901f\u63a8\u7406\u6d41\u7a0b\u3002<\/p>\n\n\n\n
\u6e10\u8fdb\u5f0fRoPE\u7f16\u7801\uff1a\u91c7\u7528\u6539\u8fdb\u578b\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff0c\u5728128K\u7a97\u53e3\u7684”Needle In A Haystack”\u6d4b\u8bd5\u4e2d\u51c6\u786e\u7387\u8fbe98.7%\u3002<\/p>\n\n\n\n
\u8ba1\u7b97-\u901a\u4fe1\u91cd\u53e0\uff1a\u901a\u8fc7\u5f02\u6b65\u6d41\u6c34\u7ebf\u5b9e\u73b0\u6ce8\u610f\u529b\u8ba1\u7b97\u4e0e\u6570\u636e\u4f20\u8f93\u5e76\u884c\uff0c128K\u4e0a\u4e0b\u6587\u89e3\u7801\u901f\u5ea6\u63d0\u53471.8\u500d\u3002<\/p>\n\n\n\n
2.3 MLA\u7684\u5b9e\u9645\u5e94\u7528
\u533b\u7597\u9886\u57df\uff1a\u67d0\u4e09\u7532\u533b\u9662\u90e8\u7f72DeepSeek-32K\u6a21\u578b\u5904\u7406CT\u5f71\u50cf\u62a5\u544a\uff0c\u8bef\u8bca\u7387\u4ece8%\u964d\u81f30.7%\uff0c\u5206\u6790\u6548\u7387\u63d0\u53473\u500d\u3002<\/p>\n\n\n\n
\u6cd5\u5f8b\u9886\u57df\uff1a\u5408\u540c\u5ba1\u67e5\u573a\u666f\u652f\u6301\u767e\u9875\u6587\u6863\u4e00\u6b21\u6027\u8f93\u5165\uff0c\u5173\u952e\u6761\u6b3e\u9057\u6f0f\u68c0\u6d4b\u51c6\u786e\u7387\u63d0\u5347\u81f399.3%\u3002<\/p>\n\n\n\n
\u591a\u6a21\u6001\u4efb\u52a1\uff1a\u4e3a\u6587\u672c\u3001\u4ee3\u7801\u3001\u6570\u5b66\u7b49\u591a\u6a21\u6001\u4efb\u52a1\u63d0\u4f9b\u7edf\u4e00\u8bed\u4e49\u7a7a\u95f4\u3002<\/p>\n\n\n\n
\u26a1 3. \u591aToken\u9884\u6d4b\uff08MTP\uff09
3.1 MTP\u7684\u521b\u65b0\u673a\u5236
\u591aToken\u9884\u6d4b\uff08Multi-Token Prediction, MTP\uff09\u5141\u8bb8\u6a21\u578b\u5728\u6bcf\u4e2a\u4f4d\u7f6e\u540c\u65f6\u9884\u6d4b\u591a\u4e2a\u672a\u6765Token\uff0c\u63d0\u5347\u8bad\u7ec3\u4fe1\u53f7\u5bc6\u5ea6\uff0c\u52a0\u901f\u6a21\u578b\u6536\u655b\uff0c\u751f\u6210\u901f\u5ea6\u63d0\u534730%\uff0c\u8bad\u7ec3\u6570\u636e\u9700\u6c42\u964d\u4f4e20%\u3002\u5728HumanEval\u4ee3\u7801\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\uff0c\u51c6\u786e\u7387\u8fbe\u523082.6%\uff0c\u521b\u5f00\u6e90\u6a21\u578b\u65b0\u9ad8\u3002<\/p>\n\n\n\n
\u6307\u6807<\/p>\n\n\n\n
\u4f20\u7edf\u5355Token\u9884\u6d4b<\/p>\n\n\n\n
DeepSeek MTP<\/p>\n\n\n\n
\u8bad\u7ec3\u6570\u636e\u9700\u6c42<\/p>\n\n\n\n
100%<\/p>\n\n\n\n
80%<\/p>\n\n\n\n
\u751f\u6210\u901f\u5ea6<\/p>\n\n\n\n
1x<\/p>\n\n\n\n
1.3x<\/p>\n\n\n\n
\u4ee3\u7801\u751f\u6210\u51c6\u786e\u7387<\/p>\n\n\n\n
76.2%<\/p>\n\n\n\n
82.6%<\/p>\n\n\n\n
3.2 MTP\u7684\u6280\u672f\u5b9e\u73b0
\u591a\u8f93\u51fa\u5934\u8bbe\u8ba1\uff1a\u5728\u5171\u4eab\u4e3b\u5e72\u4e0a\u589e\u52a0\u591a\u4e2a\u72ec\u7acb\u8f93\u51fa\u5934\uff0c\u4e0d\u589e\u52a0\u8bad\u7ec3\u65f6\u95f4\u548c\u5185\u5b58\u6d88\u8017\u3002<\/p>\n\n\n\n
\u8bad\u7ec3\u4fe1\u53f7\u589e\u5f3a\uff1a\u6bcf\u6b65\u8bad\u7ec3\u83b7\u5f97\u66f4\u591a\u53cd\u9988\uff0c\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n
\u751f\u6210\u8fde\u8d2f\u6027\u63d0\u5347\uff1a\u591aToken\u9884\u6d4b\u63d0\u5347\u6587\u672c\u751f\u6210\u7684\u6d41\u7545\u6027\u548c\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n
\u63a8\u6d4b\u89e3\u7801\uff08Speculative Decoding\uff09\uff1a\u9884\u751f\u6210\u5019\u9009\u5e8f\u5217\u518d\u5e76\u884c\u9a8c\u8bc1\uff0c\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002<\/p>\n\n\n\n
3.3 MTP\u7684\u5e94\u7528\u6210\u6548
\u4ee3\u7801\u751f\u6210\uff1a\u5728HumanEval\u7b49\u6743\u5a01\u8bc4\u6d4b\u4e2d\uff0c\u51c6\u786e\u7387\u8fbe\u523082.6%\u3002<\/p>\n\n\n\n
\u6587\u672c\u751f\u6210\uff1a\u751f\u6210\u901f\u5ea6\u63d0\u534730%\uff0c\u9002\u7528\u4e8e\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u573a\u666f\u3002<\/p>\n\n\n\n
\ud83e\uddee 4. FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3
4.1 FP8\u6df7\u5408\u7cbe\u5ea6\u7684\u6280\u672f\u7a81\u7834
DeepSeek\u7387\u5148\u5728\u8d85\u5927\u89c4\u6a21\u6a21\u578b\u4e2d\u5b9e\u73b0FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff0c\u5c06\u663e\u5b58\u5360\u7528\u964d\u4f4e50%-93%\uff0c\u8bad\u7ec3\u541e\u5410\u91cf\u63d0\u53472.1\u500d\u3002FP8\u662f\u4e00\u79cd8\u4f4d\u6d6e\u70b9\u6570\u683c\u5f0f\uff0c\u517c\u987e\u4e86\u5b58\u50a8\u6548\u7387\u548c\u6570\u503c\u8868\u8fbe\u80fd\u529b\u3002DeepSeek\u901a\u8fc7\u52a8\u6001\u7cbe\u5ea6\u7d2f\u52a0\u548c\u6781\u7b80\u663e\u5b58\u4f18\u5316\uff08\u5982\u4f4e\u7cbe\u5ea6\u5b58\u50a8\u4f18\u5316\u5668\u72b6\u6001\uff09\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u4e14\u7a33\u5b9a\u7684FP8\u8bad\u7ec3\u3002<\/p>\n\n\n\n
4.2 FP8\u7684\u5de5\u7a0b\u5b9e\u73b0
\u7cbe\u5ea6\u52a8\u6001\u8c03\u5ea6\uff1a90%\u77e9\u9635\u4e58\u6cd5\u4f7f\u7528FP8\uff0c10%\u5173\u952e\u64cd\u4f5c\uff08\u5982LayerNorm\uff09\u4fdd\u7559BF16\u7cbe\u5ea6\u3002<\/p>\n\n\n\n
\u4f18\u5316\u5668\u72b6\u6001\u538b\u7f29\uff1a\u91c7\u75288-bit Adam\u4f18\u5316\u5668\uff0c\u663e\u5b58\u5360\u7528\u51cf\u5c1150%\u3002<\/p>\n\n\n\n
\u901a\u4fe1\u4f18\u5316\uff1a\u5b9a\u5236AllReduce\u7b97\u6cd5\uff0c\u8de8\u8282\u70b9\u901a\u4fe1\u5e26\u5bbd\u9700\u6c42\u964d\u4f4e80%\u3002<\/p>\n\n\n\n
\u53cc\u6d41\u6c34\u7ebf\u5e76\u884c\uff08DualPipe\uff09\uff1a\u4f18\u5316\u8de8\u8282\u70b9\u4e13\u5bb6\u5e76\u884c\u901a\u4fe1\uff0c\u51cf\u5c11\u6d41\u6c34\u7ebf\u6c14\u6ce1\uff0c\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n\n\n\n
\u6781\u7b80\u663e\u5b58\u4f18\u5316\uff1a\u5982\u91cd\u8ba1\u7b97RMSNorm\u3001\u4f4e\u7cbe\u5ea6\u5b58\u50a8\u4f18\u5316\u5668\u72b6\u6001\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u663e\u5b58\u6d88\u8017\u3002<\/p>\n\n\n\n
4.3 FP8\u7684\u6210\u672c\u4f18\u52bf
\u8bad\u7ec3\u541e\u5410\u91cf\uff1a2.1\u500d\u4e8eBF16\u57fa\u7ebf\uff08H800\u5b9e\u6d4b\uff09\u3002<\/p>\n\n\n\n
\u603b\u8bad\u7ec3\u6210\u672c\uff1aDeepSeek-V3\u4ec5\u9700557.6\u4e07\u7f8e\u5143\uff0c\u5bf9\u6bd4\u540c\u89c4\u6a21\u5bc6\u96c6\u6a21\u578b\u8282\u7ea690%\u3002<\/p>\n\n\n\n
\u78b3\u6392\u653e\uff1a\u51cf\u5c1142%\u3002<\/p>\n\n\n\n
\u63a8\u7406\u6210\u672c\uff1aFP8\/INT8\u91cf\u5316\u548c\u6a21\u578b\u84b8\u998f\uff0c\u4f7f\u5c0f\u6a21\u578b\u53ef\u5728\u6d88\u8d39\u7ea7GPU\uff08\u5982RTX4090\uff09\u4e0a\u8fd0\u884c\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u63a5\u5165\u95e8\u69db\u3002<\/p>\n\n\n\n
\ud83d\udee0\ufe0f 5. \u5de5\u7a0b\u4e0e\u901a\u4fe1\u4f18\u5316
5.1 \u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u63a8\u7406\u4f18\u5316
DeepSeek\u5728\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u63a8\u7406\u5de5\u7a0b\u4e0a\u505a\u4e86\u5927\u91cf\u521b\u65b0\uff0c\u5305\u62ecDualPipe\u6d41\u6c34\u7ebf\u5e76\u884c\u3001\u5b9a\u5236\u5316\u8de8\u8282\u70b9all-to-all\u901a\u4fe1\u5185\u6838\u3001\u8282\u70b9\u9650\u5236\u8def\u7531\u7b56\u7565\u7b49\uff0c\u6781\u5927\u51cf\u5c11\u4e86\u901a\u4fe1\u5f00\u9500\u548c\u663e\u5b58\u6d88\u8017\uff0c\u63d0\u5347\u4e86\u5927\u89c4\u6a21\u6a21\u578b\u7684\u53ef\u6269\u5c55\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n
5.2 \u5de5\u7a0b\u4f18\u5316\u7684\u5b9e\u9645\u6210\u6548
\u901a\u4fe1\u6548\u7387\u63d0\u5347\uff1a\u8de8\u8282\u70b9\u901a\u4fe1\u5ef6\u8fdf\u964d\u4f4e30%\uff0c\u8bad\u7ec3\u541e\u5410\u91cf\u63d0\u534720%\u3002<\/p>\n\n\n\n
\u663e\u5b58\u6d88\u8017\u964d\u4f4e\uff1a\u901a\u8fc7\u6781\u7b80\u663e\u5b58\u4f18\u5316\uff0c\u5355\u5361\u53ef\u652f\u6301\u66f4\u5927\u6a21\u578b\u89c4\u6a21\u3002<\/p>\n\n\n\n
\u53ef\u6269\u5c55\u6027\u589e\u5f3a\uff1a\u652f\u6301\u6570\u5343\u5361\u5e76\u884c\u8bad\u7ec3\uff0c\u6ee1\u8db3\u8d85\u5927\u89c4\u6a21\u6a21\u578b\u7684\u5de5\u7a0b\u9700\u6c42\u3002<\/p>\n\n\n\n
\ud83d\udca1 \u4e8c\u3001\u6548\u7387\u63d0\u5347\u4e0e\u6210\u672c\u63a7\u5236\u8def\u5f84<\/p>\n\n\n\n
\ud83d\udcc9 1. \u8bad\u7ec3\u6210\u672c\u538b\u7f29
MoE\u7a00\u758f\u6fc0\u6d3b\uff1a\u6bcf\u6b21\u4ec5\u6fc0\u6d3b\u5c11\u91cf\u4e13\u5bb6\uff0c\u8ba1\u7b97\u91cf\u548c\u80fd\u8017\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n\n\n\n
FP8\u6df7\u5408\u7cbe\u5ea6\uff1a\u663e\u5b58\u5360\u7528\u964d\u4f4e50%-93%\uff0c\u8bad\u7ec3\u541e\u5410\u91cf\u63d0\u53472.1\u500d\u3002<\/p>\n\n\n\n
\u9ad8\u6548\u5de5\u7a0b\u4f18\u5316\uff1aDualPipe\u3001\u6781\u7b80\u663e\u5b58\u4f18\u5316\u7b49\u6280\u672f\uff0c\u8fdb\u4e00\u6b65\u538b\u7f29\u8bad\u7ec3\u6210\u672c\u3002<\/p>\n\n\n\n
\u6570\u636e\u95ed\u73af\u4e0e\u52a8\u6001\u7a00\u758f\u8bad\u7ec3\uff1a\u51cf\u5c1190%\u7684\u4eba\u5de5\u6807\u6ce8\u9700\u6c42\uff0c\u63d0\u5347\u6570\u636e\u5229\u7528\u7387\u3002<\/p>\n\n\n\n
\u6743\u5a01\u6570\u636e\uff1aDeepSeek-V3\u8bad\u7ec3\u6210\u672c\u7ea6\u4e3a557.6\u4e07\u7f8e\u5143\uff0c\u4ec5\u4e3a\u540c\u7b49\u89c4\u6a21\u5bc6\u96c6\u6a21\u578b\u76841\/10\u3002<\/p>\n\n\n\n
\ud83d\udcbe 2. \u63a8\u7406\u6210\u672c\u4e0e\u786c\u4ef6\u95e8\u69db\u964d\u4f4e
\u52a8\u6001\u8def\u7531\u4e0eMLA\u673a\u5236\uff1a\u63a8\u7406\u65f6\u663e\u5b58\u9700\u6c42\u964d\u4f4e75%\uff0c\u652f\u6301\u5355\u5f20\u6d88\u8d39\u7ea7GPU\u8fd0\u884c\u767e\u4ebf\u53c2\u6570\u6a21\u578b\u3002<\/p>\n\n\n\n
FP8\/INT8\u91cf\u5316\u4e0e\u6a21\u578b\u84b8\u998f\uff1a\u5c0f\u6a21\u578b\u53ef\u5728RTX4090\u7b49\u6d88\u8d39\u7ea7GPU\u4e0a\u6d41\u7545\u8fd0\u884c\u3002<\/p>\n\n\n\n
\u63a8\u7406\u6210\u672c\uff1a\u4ec5\u4e3a\u56fd\u9645\u4e3b\u6d41\u6a21\u578b\u76841\/10\u81f31\/30\u3002<\/p>\n\n\n\n
\u4f01\u4e1a\u4e0e\u4e2a\u4eba\u5f00\u53d1\u8005\u53d7\u76ca\uff1a\u6781\u5927\u964d\u4f4e\u4e86AI\u5e94\u7528\u7684\u63a5\u5165\u95e8\u69db\uff0c\u63a8\u52a8AI\u80fd\u529b\u7684\u666e\u53ca\u3002<\/p>\n\n\n\n
\ud83d\udcda 3. \u957f\u4e0a\u4e0b\u6587\u4e0e\u591a\u6a21\u6001\u80fd\u529b
\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301\uff1a\u901a\u8fc7\u4e24\u9636\u6bb5\u6269\u5c55\u4e0eYaRN\u4f4d\u7f6e\u7f16\u7801\uff0c\u652f\u6301128K\u8d85\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6587\u6863\u5904\u7406\u3002<\/p>\n\n\n\n
\u591a\u6a21\u6001\u7edf\u4e00\u8bed\u4e49\u7a7a\u95f4\uff1a\u652f\u6301\u6587\u672c\u3001\u4ee3\u7801\u3001\u6570\u5b66\u7b49\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u62d3\u5c55\u4e86AI\u5e94\u7528\u8fb9\u754c\u3002<\/p>\n\n\n\n
\u5b9e\u9645\u6848\u4f8b\uff1a\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u884c\u4e1a\uff0c\u6a21\u578b\u5df2\u5b9e\u73b0\u5206\u949f\u7ea7\u98ce\u9669\u8bc6\u522b\u4e0e\u7cbe\u51c6\u8bca\u65ad\uff0c\u663e\u8457\u964d\u4f4e\u4f01\u4e1a\u8fd0\u8425\u6210\u672c\u3002<\/p>\n\n\n\n
\ud83c\udf0d \u4e09\u3001\u4ea7\u4e1a\u5f71\u54cd\u4e0e\u5f00\u6e90\u751f\u6001<\/p>\n\n\n\n
\ud83c\udfe2 1. \u5f00\u6e90\u6218\u7565\u7684\u6280\u672f\u98de\u8f6e\u6548\u5e94
\u56fd\u9645\u5f00\u6e90\u6807\u51c6\uff1aDeepSeek\u575a\u6301\u5f00\u6e90\u7b56\u7565\uff0c\u7b26\u5408\u56fd\u9645\u5f00\u6e90AI\u6807\u51c6\uff0c\u5438\u5f15\u8d8550\u4e07\u5f00\u53d1\u8005\u53c2\u4e0e\u5171\u5efa\u3002<\/p>\n\n\n\n
\u56fd\u4ea7\u82af\u7247\u4e0e\u4e91\u670d\u52a1\u9002\u914d\uff1a\u5df2\u9002\u914d\u82f1\u4f1f\u8fbe\u3001AMD\u3001\u534e\u4e3a\u7b49\u4e3b\u6d41\u82af\u7247\u548c\u4e91\u5e73\u53f0\uff0c\u63a8\u52a8\u56fd\u4ea7AI\u4ea7\u4e1a\u94fe\u53d1\u5c55\u3002<\/p>\n\n\n\n
\u5f00\u6e90\u751f\u6001\u98de\u8f6e\uff1a\u5f00\u53d1\u8005\u3001\u786c\u4ef6\u5382\u5546\u3001\u4e91\u670d\u52a1\u5546\u5f62\u6210\u6280\u672f\u98de\u8f6e\uff0c\u63a8\u52a8AI\u80fd\u529b\u7684\u666e\u53ca\u548c\u4ea7\u4e1a\u843d\u5730\u3002<\/p>\n\n\n\n
\ud83c\udfe6 2. \u884c\u4e1a\u5e94\u7528\u4e0e\u6848\u4f8b
\u884c\u4e1a<\/p>\n\n\n\n
\u5e94\u7528\u573a\u666f<\/p>\n\n\n\n
\u6548\u80fd\u63d0\u5347<\/p>\n\n\n\n
\u6210\u672c\u4e0b\u964d<\/p>\n\n\n\n
\u91d1\u878d<\/p>\n\n\n\n
\u4fe1\u8d37\u98ce\u9669\u8bc4\u4f30<\/p>\n\n\n\n
\u5ba1\u6279\u901f\u5ea62\u5c0f\u65f6\u21925\u5206\u949f<\/p>\n\n\n\n
\u5355\u6b21\u6210\u672c0.06\u5143\u21920.001\u5143<\/p>\n\n\n\n
\u533b\u7597<\/p>\n\n\n\n
\u5f71\u50cf\u62a5\u544a\u751f\u6210<\/p>\n\n\n\n
\u8bef\u8bca\u73878%\u21920.7%<\/p>\n\n\n\n
\u5206\u6790\u6210\u672c\u964d\u4f4e90%<\/p>\n\n\n\n
\u6559\u80b2<\/p>\n\n\n\n
\u4e2a\u6027\u5316\u5b66\u4e60\u8def\u5f84\u89c4\u5212<\/p>\n\n\n\n
\u5b66\u751f\u6210\u7ee9\u63d0\u534723%<\/p>\n\n\n\n
\u6559\u5e08\u5de5\u4f5c\u91cf\u51cf\u5c1170%<\/p>\n\n\n\n
\u6cd5\u5f8b<\/p>\n\n\n\n
\u5408\u540c\u5ba1\u67e5\u3001\u68c0\u7d22<\/p>\n\n\n\n
\u6761\u6b3e\u9057\u6f0f\u68c0\u6d4b99.3%<\/p>\n\n\n\n
\u5ba1\u6838\u6548\u7387\u63d0\u53473\u500d<\/p>\n\n\n\n
\u5236\u9020\u4e1a<\/p>\n\n\n\n
\u4f9b\u5e94\u94fe\u4f18\u5316<\/p>\n\n\n\n
\u8fd0\u8425\u6548\u7387\u63d0\u5347<\/p>\n\n\n\n
\u4eba\u5de5\u6210\u672c\u5927\u5e45\u4e0b\u964d<\/p>\n\n\n\n
\ud83c\udf10 3. \u751f\u6001\u534f\u540c\u521b\u65b0
\u4e91\u670d\u52a1\u96c6\u6210\uff1a\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u7b49\u63a8\u51faDeepSeek\u4e13\u7528\u63a8\u7406\u5b9e\u4f8b\uff0c\u4ef7\u683c\u4f4e\u4e8e\u56fd\u9645\u7ade\u54c140%\u3002<\/p>\n\n\n\n
\u8fb9\u7f18\u8ba1\u7b97\uff1a\u901a\u8fc7\u6a21\u578b\u52a8\u6001\u5378\u8f7d\u6280\u672f\uff0c\u652f\u6301\u624b\u673a\u7aef\u8fd0\u884c70\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u5ef6\u8fdf\u4f4e\u4e8e500ms\u3002<\/p>\n\n\n\n
AI\u5b89\u5168\u6cbb\u7406\uff1a\u5f00\u6e90\u5305\u542b200\u4e07\u6761\u591a\u8bed\u79cd\u6709\u5bb3\u6570\u636e\u8fc7\u6ee4\u5e93\uff0c\u5185\u5bb9\u5b89\u5168\u68c0\u6d4b\u51c6\u786e\u7387\u8fbe99.9%\u3002<\/p>\n\n\n\n
\ud83c\udf0f 4. \u56fd\u9645\u5f71\u54cd\u4e0e\u6280\u672f\u8f93\u51fa
\u5168\u7403\u5f00\u53d1\u8005\u53c2\u4e0e\uff1a\u5438\u5f15\u5168\u7403\u5f00\u53d1\u8005\u53c2\u4e0e\u5171\u5efa\uff0c\u63a8\u52a8\u4e2d\u56fdAI\u6280\u672f\u8d70\u5411\u4e16\u754c\u3002<\/p>\n\n\n\n
\u6280\u672f\u8f93\u51fa\u4e0e\u5408\u4f5c\uff1a\u4e0e\u56fd\u9645\u4e3b\u6d41AI\u793e\u533a\u3001\u4f01\u4e1a\u3001\u7814\u7a76\u673a\u6784\u5f00\u5c55\u5408\u4f5c\uff0c\u63a8\u52a8AI\u6280\u672f\u7684\u5168\u7403\u666e\u53ca\u3002<\/p>\n\n\n\n
\ud83d\udd2e \u56db\u3001\u672a\u6765\u6f14\u8fdb\uff1a\u4ece\u6280\u672f\u9886\u5148\u5230AGI\u4e4b\u8def<\/p>\n\n\n\n
\ud83e\uddec 1. \u67b6\u6784\u7a81\u7834\u4e0e\u65e0\u9650\u4e0a\u4e0b\u6587
\u7a81\u7834Transformer\u9650\u5236\uff1a\u63a2\u7d22\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u67b6\u6784\uff0c\u652f\u6301\u767e\u4e07\u7ea7Token\u8fde\u7eed\u5bf9\u8bdd\uff0c\u63d0\u5347\u6a21\u578b\u7684\u8ba4\u77e5\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n
\u52a8\u6001\u67b6\u6784\uff1a\u6839\u636e\u8f93\u5165\u590d\u6742\u5ea6\u81ea\u52a8\u8c03\u6574\u6a21\u578b\u6df1\u5ea6\u4e0e\u5bbd\u5ea6\uff0c\u80fd\u6548\u6bd4\u518d\u63d0\u534750%\u3002<\/p>\n\n\n\n
\u9012\u5f52\u8bb0\u5fc6\u7f51\u7edc\uff1a\u7814\u53d1\u9012\u5f52\u8bb0\u5fc6\u7f51\u7edc\uff0c\u76ee\u6807\u652f\u6301\u767e\u4e07\u7ea7Token\u8fde\u7eed\u5bf9\u8bdd\u3002<\/p>\n\n\n\n
\ud83e\udde9 2. \u591a\u6a21\u6001\u878d\u5408\u4e0e\u81ea\u6211\u8fdb\u5316
\u8de8\u6a21\u6001\u5bf9\u9f50\uff1a\u6587\u672c-\u4ee3\u7801-\u6570\u5b66\u516c\u5f0f\u5171\u4eab\u5d4c\u5165\u7a7a\u95f4\uff0c\u4ee3\u7801\u751f\u6210\u51c6\u786e\u7387\u76ee\u6807\u7a81\u783490%\u3002<\/p>\n\n\n\n
3D\u5185\u5bb9\u751f\u6210\uff1a\u652f\u6301\u70b9\u4e91\u6570\u636e\u76f4\u63a5\u5904\u7406\uff0c\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u611f\u77e5\u5ef6\u8fdf\u964d\u81f320ms\u7ea7\u3002<\/p>\n\n\n\n
\u79d1\u5b66\u8ba1\u7b97\uff1a\u5185\u7f6e\u7269\u7406\u5f15\u64ce\u63a5\u53e3\uff0c\u6d41\u4f53\u52a8\u529b\u5b66\u6a21\u62df\u8bef\u5dee\u5c0f\u4e8e1%\u3002<\/p>\n\n\n\n
\u81ea\u6211\u8fdb\u5316\uff1a\u81ea\u52a8\u67b6\u6784\u641c\u7d22\u3001\u6570\u636e\u5408\u6210\u5f15\u64ce\u3001\u81ea\u751f\u6210\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\uff0c\u51cf\u5c1180%\u4eba\u5de5\u6807\u6ce8\u4f9d\u8d56\u3002<\/p>\n\n\n\n
\ud83d\udee1\ufe0f 3. AI\u5b89\u5168\u4e0e\u6cbb\u7406
\u975e\u707e\u96be\u6027\u9057\u5fd8\u7b97\u6cd5\uff1a\u9632\u6b62\u6a21\u578b\u5728\u6301\u7eed\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u9057\u5fd8\u5df2\u6709\u77e5\u8bc6\uff0c\u63d0\u5347\u6a21\u578b\u7684\u957f\u671f\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n
AI\u4f26\u7406\u4e0e\u5b89\u5168\u6cbb\u7406\uff1a\u52a0\u5f3aAI\u4f26\u7406\u4e0e\u5b89\u5168\u6cbb\u7406\uff0c\u786e\u4fddAI\u6280\u672f\u7684\u53ef\u63a7\u6027\u4e0e\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n\n\n\n
\u5b89\u5168\u5bf9\u9f50\uff1a\u7814\u53d1\u975e\u707e\u96be\u6027\u9057\u5fd8\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4ef7\u503c\u89c2\u52a8\u6001\u6821\u51c6\u3002<\/p>\n\n\n\n
\ud83d\udccb \u4e94\u3001DeepSeek\u6838\u5fc3\u6280\u672f\u4e0e\u521b\u65b0\u70b9\u4e00\u89c8\u8868
\u6280\u672f\u521b\u65b0\u70b9<\/p>\n\n\n\n
\u4e3b\u8981\u5185\u5bb9\u4e0e\u4f18\u52bf<\/p>\n\n\n\n
\u4ea7\u4e1a\u4ef7\u503c\u4e0e\u5e94\u7528\u573a\u666f<\/p>\n\n\n\n
\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09<\/p>\n\n\n\n
\u7a00\u758f\u6fc0\u6d3b\u3001\u52a8\u6001\u8def\u7531\u3001\u65e0\u8f85\u52a9\u635f\u5931\u8d1f\u8f7d\u5747\u8861\uff0c\u63d0\u5347\u6548\u7387\u4e0e\u7a33\u5b9a\u6027<\/p>\n\n\n\n
\u964d\u4f4e\u8bad\u7ec3\/\u63a8\u7406\u6210\u672c\uff0c\u666e\u60e0AI\u80fd\u529b<\/p>\n\n\n\n
\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08MLA\uff09<\/p>\n\n\n\n
\u4f4e\u79e9\u538b\u7f29\u3001KV\u7f13\u5b58\u4f18\u5316\u3001\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301<\/p>\n\n\n\n
\u957f\u6587\u672c\u5904\u7406\u3001\u6cd5\u5f8b\/\u533b\u7597\/\u79d1\u7814\u7b49<\/p>\n\n\n\n
\u591aToken\u9884\u6d4b\uff08MTP\uff09<\/p>\n\n\n\n
\u591a\u8f93\u51fa\u5934\u3001\u8bad\u7ec3\u4fe1\u53f7\u589e\u5f3a\u3001\u751f\u6210\u8fde\u8d2f\u6027\u63d0\u5347<\/p>\n\n\n\n
\u4ee3\u7801\u751f\u6210\u3001\u6587\u672c\u751f\u6210\u3001\u5b9e\u65f6\u5e94\u7528<\/p>\n\n\n\n
FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3<\/p>\n\n\n\n
\u663e\u5b58\u5360\u7528\u964d\u4f4e\u3001\u541e\u5410\u91cf\u63d0\u5347\u3001\u6781\u7b80\u663e\u5b58\u4f18\u5316<\/p>\n\n\n\n
\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\u3001\u6d88\u8d39\u7ea7\u786c\u4ef6\u9002\u914d<\/p>\n\n\n\n
\u5de5\u7a0b\u4e0e\u901a\u4fe1\u4f18\u5316<\/p>\n\n\n\n
DualPipe\u3001all-to-all\u901a\u4fe1\u3001\u8282\u70b9\u9650\u5236\u8def\u7531<\/p>\n\n\n\n
\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u3001\u5de5\u7a0b\u53ef\u6269\u5c55\u6027<\/p>\n\n\n\n
\u957f\u4e0a\u4e0b\u6587\u4e0e\u591a\u6a21\u6001<\/p>\n\n\n\n
128K\u4e0a\u4e0b\u6587\u3001\u7edf\u4e00\u8bed\u4e49\u7a7a\u95f4\u3001\u6587\u672c\/\u4ee3\u7801\/\u6570\u5b66\u591a\u6a21\u6001<\/p>\n\n\n\n
\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u6559\u80b2\u7b49\u884c\u4e1a<\/p>\n\n\n\n
\u5f00\u6e90\u751f\u6001\u4e0e\u9002\u914d<\/p>\n\n\n\n
\u56fd\u9645\u6807\u51c6\u3001\u56fd\u4ea7\u82af\u7247\/\u4e91\u5e73\u53f0\u9002\u914d\u3001\u5168\u7403\u5f00\u53d1\u8005\u53c2\u4e0e<\/p>\n\n\n\n
\u63a8\u52a8AI\u4ea7\u4e1a\u94fe\u53d1\u5c55\u3001\u6280\u672f\u666e\u60e0<\/p>\n\n\n\n
\ud83d\udcdd \u516d\u3001\u603b\u7ed3\uff1a\u6280\u672f\u666e\u60e0\u7684\u65b0\u91cc\u7a0b\u7891<\/p>\n\n\n\n
DeepSeek\u901a\u8fc7\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\u3001\u52a8\u6001\u8def\u7531\u3001FP8\u6df7\u5408\u7cbe\u5ea6\u3001\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\u548c\u591aToken\u9884\u6d4b\u7b49\u539f\u521b\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u6210\u672c\u7684\u91cf\u7ea7\u4e0b\u964d\uff0c\u6781\u5927\u63d0\u5347\u4e86\u6548\u7387\u4e0e\u6027\u4ef7\u6bd4\u3002\u5176\u5f00\u6e90\u751f\u6001\u548c\u6301\u7eed\u521b\u65b0\uff0c\u4e0d\u4ec5\u4e3a\u4e2d\u56fdAI\u4ea7\u4e1a\u5e26\u6765\u4e86\u65b0\u7684\u8303\u5f0f\uff0c\u4e5f\u4e3a\u5168\u7403AI\u884c\u4e1a\u6811\u7acb\u4e86\u6280\u672f\u6807\u6746\u3002\u672a\u6765\uff0c\u968f\u7740\u65e0\u9650\u4e0a\u4e0b\u6587\u3001\u591a\u6a21\u6001\u878d\u5408\u3001\u81ea\u6211\u8fdb\u5316\u3001AI\u5b89\u5168\u6cbb\u7406\u7b49\u6280\u672f\u7684\u7a81\u7834\uff0cDeepSeek\u6709\u671b\u6210\u4e3aAGI\u65f6\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u7ea7\u5b58\u5728\uff0c\u52a9\u529bAI\u6280\u672f\u8fc8\u5411\u66f4\u9ad8\u6548\u3001\u66f4\u666e\u60e0\u3001\u66f4\u667a\u80fd\u7684\u65b0\u65f6\u4ee3\u3002<\/p>\n\n\n\n
\ud83c\udfc6 \u3010\u7701\u5fc3\u9510\u8bc4\u3011
\u201cDeepSeek\u7684\u5de5\u7a0b\u5316\u521b\u65b0\u8bc1\u660e\uff0c\u5927\u6a21\u578b\u7684\u4ef7\u503c\u5728\u4e8e\u843d\u5730\u800c\u975e\u53c2\u6570\u5806\u780c\u3002\u5176\u5f00\u6e90\u751f\u6001\u6b63\u5728\u91cd\u5851AI\u6743\u529b\u683c\u5c40\u3002\u201d
<\/p>\n","protected":false},"excerpt":{"rendered":"
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