{"id":38014,"date":"2025-02-08T10:00:53","date_gmt":"2025-02-08T02:00:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=38014"},"modified":"2025-02-08T10:00:53","modified_gmt":"2025-02-08T02:00:53","slug":"%e6%b8%85%e5%8d%8e%e7%bf%9f%e5%ad%a3%e5%86%ac%ef%bc%9adeepseek-%e7%99%be%e5%80%8d%e7%ae%97%e5%8a%9b%e6%95%88%e8%83%bd%e8%83%8c%e5%90%8e%e7%9a%84%e7%b3%bb%e7%bb%9f%e9%9d%a9%e5%91%bd-%e6%99%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38014","title":{"rendered":"\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-30-5\" target=\"_blank\">\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png\"><\/a><\/section>\n<section>\n<section>\n<section>\n<section>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e00\u7ebf AI \u6d1e\u5bdf\uff0c\u667a\u8005\u6df1\u5ea6\u601d\u8003<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6df1\u5165\u4ea7\u4e1a\u53d8\u9769\uff0c\u5171\u521b AI \u672a\u6765<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7c3684d5e8ed33590458273e6f622231.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7c3684d5e8ed33590458273e6f622231.png\"><\/a><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>2025 \u5e74\u4f0a\u59cb\uff0c\u5168\u7403 AI \u4e1a\u754c\u88ab DeepSeek \u5237\u5c4f\u3002\u5f53 OpenAI \u5ba3\u5e03 5000 \u4ebf\u7f8e\u5143\u7684\u300c\u661f\u9645\u4e4b\u95e8\u300d\u8ba1\u5212\uff0cMeta \u5728\u5efa\u89c4\u6a21\u8d85 130 \u4e07 GPU \u7684\u6570\u636e\u4e2d\u5fc3\u65f6\uff0c\u8fd9\u4e2a\u6765\u81ea\u4e2d\u56fd\u7684\u56e2\u961f\u6253\u7834\u4e86\u5927\u6a21\u578b\u519b\u5907\u7ade\u8d5b\u7684\u65e2\u5b9a\u903b\u8f91\uff1a\u7528 2048 \u5f20 H800 GPU\uff0c\u4e24\u4e2a\u6708\u8bad\u7ec3\u51fa\u4e86\u4e00\u4e2a\u5ab2\u7f8e\u5168\u7403\u9876\u5c16\u6c34\u5e73\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u7a81\u7834\u4e0d\u4ec5\u64bc\u52a8\u4e86\u82f1\u4f1f\u8fbe\u4e07\u4ebf\u5e02\u503c\uff0c\u66f4\u5f15\u53d1\u4e86\u6574\u4e2a\u884c\u4e1a\u7684\u53cd\u601d\uff1a\u5728\u901a\u5f80 AGI \u7684\u5f81\u7a0b\u4e0a\uff0c\u6211\u4eec\u662f\u5426\u8fc7\u4e8e\u76f2\u4fe1\u7b97\u529b\u89c4\u6a21\uff0c\u800c\u5ffd\u89c6\u4e86\u4e00\u6761\u66f4\u52a0\u52a1\u5b9e\u4e14\u5145\u6ee1\u521b\u65b0\u53ef\u80fd\u7684\u8def\u5f84\uff1f<\/section>\n<section><\/section>\n<section>\u4e0e 2023 \u5e74\u300c\u66f4\u5927\u5373\u66f4\u597d\u300d\u7684\u7c97\u653e\u53d1\u5c55\u89c2\u4e0d\u540c\uff0c2025 \u5e74 AI \u53d1\u5c55\u6216\u5c06\u66f4\u50cf\u662f\u4e00\u573a\u7cbe\u6253\u7ec6\u7b97\u7684\u6280\u672f\u70bc\u91d1\uff1a\u5982\u4f55\u7528\u6700\u5c11\u7684\u8d44\u6e90\u6700\u5927\u5316\u6a21\u578b\u6548\u80fd\uff0c\u5982\u4f55\u5728\u7279\u5b9a\u573a\u666f\u5b9e\u73b0\u6781\u81f4\u6548\u7387\u3002DeepSeek \u5df2\u7ecf\u5c55\u73b0\u51fa\u8fd9\u79cd\u65b9\u5f0f\u7684\u5a01\u529b\u2014\u2014\u5f00\u53d1\u8005\u603b\u662f\u503e\u5411\u4e8e\u9009\u62e9\u6027\u4ef7\u6bd4\u66f4\u9ad8\u7684\u5f00\u6e90\u65b9\u6848\uff0c\u5f53\u5343\u5343\u4e07\u4e07\u7684\u5e94\u7528\u90fd\u4ee5 DeepSeek \u4e3a\u57fa\u5ea7\uff0c\u7531\u6b64\u6784\u5efa\u7684\u751f\u6001\u5c06\u5982\u4f55\u91cd\u5851 AI \u4ea7\u4e1a\u683c\u5c40\uff1f<\/section>\n<section><\/section>\n<section>\u672c\u671f\u300a\u667a\u8005\u8bbf\u8c08\u300b\u9080\u8bf7\u5230\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u957f\u8058\u6559\u6388\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97\u7814\u7a76\u6240\u6240\u957f\u7fdf\u5b63\u51ac\uff0c\u6df1\u5165\u63a2\u8ba8\u5927\u6a21\u578b\u65f6\u4ee3\u7684 AI \u7b97\u529b\u4f18\u5316\u4e4b\u9053\u3002\u7fdf\u5b63\u51ac\u6559\u6388\u6307\u51fa\uff0cDeepSeek \u5b9e\u73b0\u767e\u500d\u6027\u4ef7\u6bd4\u63d0\u5347\u7684\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\uff0c\u662f\u5176\u5728\u7cfb\u7edf\u8f6f\u4ef6\u5c42\u9762\u7684\u6df1\u5ea6\u521b\u65b0\u3002<\/section>\n<section><\/section>\n<section>\u300c\u6027\u80fd\u4f18\u5316\u662f\u4e00\u4e2a\u65e0\u6b62\u5883\u7684\u8fc7\u7a0b\uff0c\u300d\u7fdf\u5b63\u51ac\u6559\u6388\u8868\u793a\uff0c\u5728\u4e2d\u56fd\u9762\u4e34\u7b97\u529b\u8d44\u6e90\u6311\u6218\u7684\u80cc\u666f\u4e0b\uff0c\u901a\u8fc7\u7cfb\u7edf\u8f6f\u4ef6\u521b\u65b0\u63d0\u5347\u7b97\u529b\u6548\u80fd\uff0c\u662f\u4ea7\u4e1a\u7a81\u56f4\u7684\u5173\u952e\u3002\u8fd9\u4e0d\u4ec5\u9700\u8981\u5728\u7f16\u7a0b\u8bed\u8a00\u3001\u7f16\u8bd1\u5668\u3001\u901a\u4fe1\u5e93\u3001\u7f16\u7a0b\u6846\u67b6\u7b49\u591a\u4e2a\u6280\u672f\u5c42\u9762\u53d1\u529b\uff0c\u66f4\u9700\u8981\u5efa\u7acb\u8d77\u5b8c\u6574\u7684\u57fa\u7840\u8f6f\u4ef6\u4f53\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u4e0b\uff0c\u4e00\u4e2a\u503c\u5f97\u6df1\u601d\u7684\u73b0\u8c61\u662f\uff1a\u5c3d\u7ba1 AI \u7b97\u529b\u9700\u6c42\u6301\u7eed\u6500\u5347\uff0c\u4f46\u56fd\u5185\u4f17\u591a\u667a\u7b97\u4e2d\u5fc3\u7684\u56fd\u4ea7\u7b97\u529b\u8d44\u6e90\u5374\u5b58\u5728\u95f2\u7f6e\u3002\u4f9b\u9700\u9519\u914d\u7684\u80cc\u540e\uff0c\u66b4\u9732\u51fa\u57fa\u7840\u8f6f\u4ef6\u4f53\u7cfb\u7684\u77ed\u677f\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u56f0\u5883\u4e5f\u8574\u542b\u7740\u91cd\u8981\u673a\u9047\uff1a\u5982\u4f55\u6253\u901a\u4ece\u5e94\u7528\u5230\u7cfb\u7edf\u8f6f\u4ef6\uff0c\u518d\u5230\u81ea\u4e3b\u82af\u7247\u7684\u5b8c\u6574\u94fe\u8def\uff0c\u63a2\u7d22\u51fa\u4e00\u6761\u7b26\u5408\u4e2d\u56fd\u73b0\u5b9e\u7684\u53d1\u5c55\u8def\u5f84\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u521b\u65b0\uff0c\u66f4\u662f\u6218\u7565\u6289\u62e9\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b97\u529b\u4e3b\u5bfc AI \u7ade\u4e89\u529b\u7684\u65f6\u4ee3\uff0c\u5982\u4f55\u8ba9\u6bcf\u4e00\u4efd\u8ba1\u7b97\u8d44\u6e90\u90fd\u80fd\u91ca\u653e\u6700\u5927\u4ef7\u503c\uff0c\u8fd9\u4e2a\u95ee\u9898\u672c\u8eab\uff0c\u4e0e\u7b54\u6848\u540c\u6837\u91cd\u8981\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-af9d5c646312be586b094076d5dcba00.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-af9d5c646312be586b094076d5dcba00.jpeg\"><\/a><\/section>\n<section><strong>\u65f6\u95f4\u6233<\/strong><\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<p><strong>03:35 \u00a0\u00a0<\/strong>DeepSeek \u4e0e\u7b97\u529b\u9700\u6c42\u672a\u6765\u8d8b\u52bf<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section><\/section>\n<section>\n<section>\n<section>\n<section>\n<p><strong>06:41 \u00a0\u00a0<\/strong>\u7b97\u529b\u6548\u80fd\u8bc4\u4f30\u65b0\u89c6\u89d2<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<p><strong>10:26\u00a0 \u00a0<\/strong>\u4e2d\u7f8e\u786c\u4ef6\u5dee\u5f02\u4e0b\u7684\u8f6f\u4ef6\u601d\u8003<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section><strong>14:00 \u00a0\u00a0<\/strong>\u4e3a\u4f55\u8fd8\u6ca1 Transformer \u4e13\u7528\u82af\u7247<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<p><strong>17:41\u00a0 \u00a0<\/strong>\u4e07\u5361\u96c6\u7fa4\u8bad\u7ec3\u96be\u70b9<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section><strong>21:01 \u00a0\u00a0<\/strong>\u964d\u672c\u589e\u6548\uff1a\u63a8\u7406\u4f18\u5316\u7684\u5173\u952e<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<p><strong>24:41\u00a0 \u00a0<\/strong>Infra \u5982\u4f55\u4e3a\u4e0b\u4e00\u4ee3\u5927\u6a21\u578b\u505a\u597d\u51c6\u5907<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<p><strong>27:19\u00a0 \u00a0<\/strong>\u5927\u89c4\u6a21\u5f02\u6784\u96c6\u7fa4\u7684\u7b97\u529b\u7ba1\u7406<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<p><strong>29:42 \u00a0\u00a0<\/strong>\u667a\u7b97\u4f9b\u9700\u9519\u914d\uff1a\u7cfb\u7edf\u8f6f\u4ef6\u5982\u4f55\u8865\u4f4d<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><strong>\u8bbf\u8c08\u6587\u5b57\u6574\u7406<\/strong><\/p>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u7fdf\u5b63\u51ac\u6559\u6388\u597d\uff0c\u6b22\u8fce\u505a\u5ba2\u673a\u5668\u4e4b\u5fc3\u7684\u300a\u667a\u8005\u8bbf\u8c08\u300b\u3002\u6700\u8fd1\u5728 AI \u7b97\u529b\u5e02\u573a\u51fa\u73b0\u4e86\u5f88\u591a\u65b0\u7684\u8d8b\u52bf\u3002\u9996\u5148\uff0c\u5927\u5bb6\u8ba8\u8bba\u975e\u5e38\u591a\u7684\uff0cScaling Law \u662f\u4e0d\u662f\u771f\u649e\u5899\u4e86\uff1f\u5176\u6b21\uff0c\u968f\u7740 OpenAI o1\/o3 \u6a21\u578b\u7684\u63a8\u51fa\uff0c\u901a\u8fc7\u589e\u52a0\u63a8\u7406\u8ba1\u7b97\u65f6\u95f4\u4e5f\u80fd\u591f\u5e26\u6765\u6a21\u578b\u6027\u80fd\u7684\u663e\u8457\u63d0\u5347\uff0c\u8fd9\u4e5f\u8ba9\u6211\u4eec\u91cd\u65b0\u601d\u8003\uff0c\u7a76\u7adf\u8981\u628a\u7b97\u529b\u7528\u5728\u54ea\u91cc\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u5982\u4f55\u63d0\u5347\u7b97\u529b\u7684\u5229\u7528\u6548\u7387\uff0c\u6210\u4e3a\u4e1a\u754c\u8d8a\u6765\u8d8a\u5173\u6ce8\u7684\u8bae\u9898\u3002\u975e\u5e38\u9ad8\u5174\u80fd\u9080\u8bf7\u5230\u60a8\uff0c\u4e0e\u6211\u4eec\u4e00\u540c\u4ece\u7cfb\u7edf\u8f6f\u4ef6\u7684\u89d2\u5ea6\u63a2\u8ba8\u7b97\u529b\u4f18\u5316\u4e4b\u9053\u3002<\/section>\n<section><\/section>\n<section><strong>DeepSeek \u7684\u542f\u53d1\uff1a\u6027\u80fd\u4f18\u5316\u6c38\u65e0\u6b62\u5883<\/strong><\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u8c22\u8c22\u4e3b\u6301\u4eba\u3002\u975e\u5e38\u8363\u5e78\u6765\u5230\u673a\u5668\u4e4b\u5fc3\u505a\u4ea4\u6d41\u3002Dr. Ilya Sutskever \u5728\u4e00\u6b21\u8bba\u575b\u4e0a\u8868\u793a\uff0c\u6211\u4eec\u6240\u77e5\u7684 Scaling Law \u5df2\u7ecf\u5feb\u8d70\u5230\u7ec8\u70b9\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u95ee\u9898\u5206\u51e0\u65b9\u9762\u6765\u770b\u3002\u9996\u5148\uff0c\u73b0\u5728\u4e92\u8054\u7f51\u4e0a\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u6570\u636e\u7684\u786e\u662f\u8d8a\u6765\u8d8a\u5c11\uff0c\u4f46\u591a\u6a21\u6001\u6570\u636e\uff08\u6bd4\u5982\u56fe\u7247\u3001\u89c6\u9891\uff09\u8fd8\u6709\u5f88\u591a\u6316\u6398\u7a7a\u95f4\uff0c\u5b83\u4eec\u5bf9\u672a\u6765\u6a21\u578b\u8bad\u7ec3\u4f1a\u4ea7\u751f\u975e\u5e38\u5927\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\uff0c\u4ee5 OpenAI o1\/o3 \u4e3a\u4ee3\u8868\u7684\u590d\u6742\u63a8\u7406\u7cfb\u7edf\uff0c\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b49\u6280\u672f\uff0cRL \u4f1a\u751f\u6210\u5927\u91cf\u65b0\u7684\u6570\u636e\uff0c\u8fd9\u4e5f\u5bfc\u81f4\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u6301\u7eed\u589e\u957f\u3002\u7b2c\u4e09\uff0c\u5982\u4eca\u8bad\u7ec3\u4e00\u4e2a\u57fa\u5ea7\u6a21\u578b\uff0c\u53ef\u80fd\u9700\u8981\u51e0\u5468\u4e43\u81f3\u4e00\u4e24\u4e2a\u6708\u7684\u65f6\u95f4\uff0c\u5982\u679c\u6709\u66f4\u591a\u7b97\u529b\uff0c\u51e0\u5929\u5c31\u80fd\u9884\u8bad\u7ec3\u51fa\u4e00\u4e2a\u597d\u7684\u6a21\u578b\uff0c\u8fd9\u4e5f\u5c06\u6781\u5927\u5730\u6539\u53d8\u540e\u671f\u7684\u751f\u4ea7\u6548\u7387\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u7ec8\u7aef\u7684\u7528\u6237\u6765\u8bf4\uff0c\u5927\u5bb6\u5bf9\u6027\u80fd\uff0c\u5305\u62ec\u5bf9\u7cbe\u5ea6\u7684\u8ffd\u6c42\u5b9e\u9645\u4e0a\u662f\u65e0\u6b62\u5883\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>DeepSeek \u516c\u53f8\u6700\u8fd1\u5728\u4e1a\u754c\u5f15\u53d1\u5e7f\u6cdb\u8ba8\u8bba\uff0c\u4ed6\u4eec\u4ee5\u8f83\u4f4e\u6210\u672c\u8bad\u7ec3\u51fa\u4e86\u582a\u6bd4\u56fd\u5916\u9876\u5c16\u6c34\u5e73\u7684\u6a21\u578b\u3002\u4ece\u516c\u5f00\u4fe1\u606f\u6765\u770b\uff0c\u60a8\u8ba4\u4e3a\u8fd9\u91cc\u7684\u63d0\u5347\u4e3b\u8981\u5728\u54ea\u91cc\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u9996\u5148\u662f\u7b97\u6cd5\u5c42\u6b21\u7684\u521b\u65b0\u3002\u4ed6\u4eec\u91c7\u7528\u4e86\u65b0\u7684 MoE \u67b6\u6784\uff0c\u4f7f\u7528\u4e86\u5171\u4eab\u4e13\u5bb6\u548c\u5927\u91cf\u7ec6\u7c92\u5ea6\u8def\u7531\u4e13\u5bb6\u7684\u67b6\u6784\u3002\u901a\u8fc7\u5c06\u901a\u7528\u77e5\u8bc6\u538b\u7f29\u5230\u5171\u4eab\u4e13\u5bb6\u4e2d\uff0c\u53ef\u4ee5\u51cf\u8f7b\u8def\u7531\u4e13\u5bb6\u7684\u53c2\u6570\u5197\u4f59\uff0c\u63d0\u9ad8\u53c2\u6570\u6548\u7387\uff1b\u5728\u4fdd\u6301\u53c2\u6570\u603b\u91cf\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u5212\u5206\u66f4\u591a\u7684\u7ec6\u7c92\u5ea6\u8def\u7531\u4e13\u5bb6\uff0c\u901a\u8fc7\u7075\u6d3b\u5730\u7ec4\u5408\u8def\u7531\u4e13\u5bb6\uff0c\u6709\u52a9\u4e8e\u66f4\u51c6\u786e\u548c\u9488\u5bf9\u6027\u7684\u8fdb\u884c\u77e5\u8bc6\u8868\u8fbe\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u8d1f\u8f7d\u5747\u8861\u7684\u7b97\u6cd5\u8bbe\u8ba1\uff0c\u6709\u6548\u5730\u7f13\u89e3\u4e86\u4f20\u7edf MoE \u6a21\u578b\u56e0\u8d1f\u8f7d\u4e0d\u5747\u8861\u5e26\u6765\u8bad\u7ec3\u6548\u7387\u4f4e\u4e0b\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\u5728\u7cfb\u7edf\u8f6f\u4ef6\u5c42\u6b21\uff0cDeepSeek \u91c7\u7528\u4e86\u5927\u91cf\u7cbe\u7ec6\u5316\u7684\u7cfb\u7edf\u5de5\u7a0b\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u5728\u5e76\u884c\u7b56\u7565\u65b9\u9762\uff0c\u91c7\u7528\u53cc\u5411\u6d41\u6c34\u7684\u5e76\u884c\u673a\u5236\uff0c\u901a\u8fc7\u7cbe\u7ec6\u7684\u6392\u5e03\uff0c\u6316\u6398\u4e86\u8ba1\u7b97\u548c\u901a\u4fe1\u7684\u91cd\u53e0\uff0c\u6709\u6548\u7684\u964d\u4f4e\u4e86\u6d41\u6c34\u5e76\u884c\u5e26\u6765\u7684\u6c14\u6ce1\u5f71\u54cd\uff1b\u5728\u8ba1\u7b97\u65b9\u9762\uff0c\u91c7\u7528 FP8 \u7b49\u6df7\u5408\u7cbe\u5ea6\u8fdb\u884c\u8ba1\u7b97\uff0c\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\uff1b\u5728\u901a\u4fe1\u65b9\u9762\uff0c\u91c7\u7528\u4f4e\u7cbe\u5ea6\u901a\u4fe1\u7b56\u7565\u4ee5\u53ca token \u8def\u7531\u63a7\u5236\u7b49\u673a\u5236\u6709\u6548\u964d\u4f4e\u901a\u4fe1\u5f00\u9500\u3002<\/section>\n<section><\/section>\n<section>\u4e0a\u8ff0\u7b97\u6cd5\u548c\u8f6f\u4ef6\u7684\u521b\u65b0\u4e0e\u4f18\u5316\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u3002<strong>DeepSeek \u7ed9\u6211\u4eec\u7684\u542f\u793a\uff0c\u66f4\u591a\u5728\u4e8e\u5982\u4f55\u5728\u6709\u9650\u7684\u7b97\u529b\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u7b97\u6cd5\u548c\u8f6f\u4ef6\u7684\u534f\u540c\u521b\u65b0\uff0c\u5145\u5206\u6316\u6398\u786c\u4ef6\u7684\u6781\u81f4\u6027\u80fd\uff0c\u5bf9\u4e2d\u56fd\u53d1\u5c55\u672a\u6765\u4eba\u5de5\u667a\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u4ece DeepSeek \u7684\u6210\u529f\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u5927\u6a21\u578b\u9886\u57df\u4ecd\u7136\u5b58\u5728\u5f88\u591a\u53ef\u4ee5\u6539\u8fdb\u7684\u7a7a\u95f4\u3002\u4ed6\u4eec\u7684\u521b\u65b0\u6db5\u76d6\u4e86\u4ece\u7b97\u6cd5\u3001\u8f6f\u4ef6\u5230\u7cfb\u7edf\u67b6\u6784\u7684\u591a\u4e2a\u5c42\u9762\uff0c\u4e3a\u56fd\u5185\u5927\u6a21\u578b\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u542f\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u6211\u662f\u505a\u9ad8\u6027\u80fd\u8ba1\u7b97\u65b9\u5411\u51fa\u8eab\uff0c\u6211\u4eec\u9886\u57df\u4e00\u76f4\u5728\u8ffd\u6c42\u5e94\u7528\u7a0b\u5e8f\u7684\u6781\u81f4\u6027\u80fd\u3002\u4e4b\u524d\u6211\u5728\u6e05\u534e\u5e26\u9886\u5b66\u751f\u53c2\u52a0\u56fd\u9645\u8d85\u7b97\u6bd4\u8d5b\u65f6\uff0c\u6bcf\u5f53\u62ff\u5230\u9898\u76ee\uff0c\u6211\u4eec\u5c31\u4f1a\u4e0d\u65ad\u601d\u8003\uff1a\u5f53\u4f60\u53d1\u73b0\u4e86\u8d1f\u8f7d\u7684\u67d0\u4e9b\u7279\u70b9\u540e\uff0c\u5982\u4f55\u9488\u5bf9\u8fd9\u4e9b\u7279\u70b9\u8fdb\u884c\u6709\u6548\u4f18\u5316\uff0c\u53ef\u80fd\u4f1a\u5e26\u6765\u51e0\u5341\u3001\u51e0\u767e\uff0c\u751a\u81f3\u4e0a\u5343\u500d\u7684\u6027\u80fd\u63d0\u5347\u3002\u53ef\u4ee5\u8bf4\uff0c\u6027\u80fd\u4f18\u5316\u662f\u4e00\u4e2a\u6c38\u65e0\u6b62\u5883\u7684\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5f53\u524d\u5f62\u52bf\u4e0b\uff0c\u4e2d\u56fd\u5728\u7b97\u529b\u8d44\u6e90\u65b9\u9762\u9762\u4e34\u5f88\u5927\u6311\u6218\u3002\u56fd\u5916\u50cf\u5fae\u8f6f\u3001X \u516c\u53f8\u7b49\uff0c\u6295\u5165\u4e86 10 \u4e07\u5361\u751a\u81f3\u66f4\u5927\u7684\u89c4\u6a21\uff0c\u5728\u5982\u6b64\u96c4\u539a\u7684\u7b97\u529b\u57fa\u7840\u4e0a\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u5c06\u66f4\u591a\u7cbe\u529b\u653e\u5728\u8bbe\u8ba1\u66f4\u597d\u7684\u6a21\u578b\u4e0a\uff0c\u6781\u81f4\u7684\u6027\u80fd\u4f18\u5316\u4e5f\u8bb8\u5e76\u4e0d\u662f\u4ed6\u4eec\u5f53\u524d\u7684\u91cd\u70b9\u3002\u4f46\u5f53\u6211\u4eec\u7b97\u529b\u6709\u9650\u65f6\uff0c\u6bd4\u5982\u56fa\u5b9a\u53ea\u6709 1 \u4e07\u5f20\u52a0\u901f\u5361\uff0c\u5c31\u9700\u8981\u601d\u8003\u5982\u4f55\u66f4\u6781\u81f4\u5730\u5229\u7528\u597d\u8fd9\u4e9b\u786c\u4ef6\uff0c\u6316\u6398\u7b97\u6cd5\u3001\u7cfb\u7edf\uff0c\u5305\u62ec\u786c\u4ef6\u7b49\u5404\u65b9\u9762\u534f\u540c\u521b\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u8ffd\u6c42\u6027\u80fd\u4f18\u5316\u548c\u6a21\u578b\u521b\u65b0\u4e24\u79cd\u53d1\u5c55\u8def\u7ebf\u662f\u5426\u76f8\u4e92\u51b2\u7a81\uff1f\u5b83\u4eec\u80fd\u5728\u540c\u4e00\u4e2a\u9636\u6bb5\u5171\u5b58\u5417\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u4ece\u7cfb\u7edf\u8f6f\u4ef6\u5c42\u9762\u6765\u770b\uff0c\u5b83\u4e0e\u7b97\u6cd5\u53d1\u5c55\u662f\u89e3\u8026\u7684\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u8fd9\u4e9b\u4f18\u5316\u6280\u672f\u540c\u6837\u9002\u7528\u4e8e\u7b97\u529b\u66f4\u5145\u8db3\u7684\u573a\u666f\uff0c\u6362\u5230\u7f8e\u56fd\u7684\u7814\u7a76\u73af\u5883\u4e2d\u4e5f\u53ef\u4ee5\u5e94\u7528\uff0c\u5e76\u4e0d\u4f1a\u963b\u788d\u4e0a\u5c42\u6a21\u578b\u7684\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u4e1a\u754c\u4f3c\u4e4e\u8fd8\u6ca1\u6709\u4e00\u4e2a\u5ba2\u89c2\u8bc4\u4ef7\u7b97\u529b\u5229\u7528\u6548\u7387\u7684\u4f53\u7cfb\u6216\u6807\u51c6\u3002\u4ece\u60a8\u7684\u89d2\u5ea6\u770b\uff0c\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u79d1\u5b66\u3001\u5ba2\u89c2\u5730\u8bc4\u4ef7\u7b97\u529b\u7684\u5229\u7528\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u8fd9\u662f\u4e2a\u5f88\u597d\u7684\u95ee\u9898\u3002\u73b0\u5728\u4e00\u4e9b\u79d1\u6280\u62a5\u9053\u4e2d\u7ecf\u5e38\u63d0\u5230\u300cGPU \u5229\u7528\u7387\u300d\u8fd9\u6837\u7684\u6307\u6807\uff0c\u4f46\u8981\u8bc4\u4ef7\u4e00\u4e2a\u7cfb\u7edf\u662f\u5426\u7528\u5f97\u597d\uff0c\u5f88\u96be\u7528\u5355\u4e00\u6307\u6807\u6765\u8861\u91cf\uff0c\u5c31\u50cf\u8bc4\u4ef7\u4e00\u4e2a\u4eba\u4e0d\u80fd\u53ea\u770b\u5355\u4e00\u7ef4\u5ea6\u4e00\u6837\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u65f6\uff0cGPU \u5229\u7528\u7387\u53ea\u662f\u5176\u4e2d\u4e00\u4e2a\u65b9\u9762\u3002\u5728\u5927\u578b\u96c6\u7fa4\u4e2d\uff0c\u8fd8\u5305\u62ec\u7f51\u7edc\u8bbe\u5907\u3001\u5b58\u50a8\u8bbe\u5907\u7b49\u3002\u4ec5\u4ec5\u8ffd\u6c42 GPU \u5229\u7528\u7387\u5f88\u9ad8\uff0c\u800c\u7f51\u7edc\u5229\u7528\u6548\u7387\u6216\u5185\u5b58\u4f7f\u7528\u7387\u5f88\u4f4e\uff0c\u8fd9\u5e76\u4e0d\u662f\u6700\u4f18\u7684\u72b6\u6001\u3002\u4ece\u7cfb\u7edf\u8f6f\u4ef6\u4f18\u5316\u7684\u89d2\u5ea6\uff0c\u6211\u4eec\u9700\u8981\u8ffd\u6c42\u6574\u4f53\u7684\u5747\u8861\uff0c\u53ef\u80fd\u901a\u8fc7\u63d0\u9ad8\u7f51\u7edc\u548c\u5185\u5b58\u7684\u4f7f\u7528\u7387\u6765\u9002\u5f53\u964d\u4f4e GPU \u6d88\u8017\u3002<\/section>\n<section><\/section>\n<section>\u8bc4\u4ef7\u6807\u51c6\u4e5f\u56e0\u573a\u666f\u800c\u5f02\u3002\u5728\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u66f4\u5173\u6ce8\u6574\u4e2a\u96c6\u7fa4\uff08\u5305\u62ec\u52a0\u901f\u5361\u3001\u5b58\u50a8\u3001\u7f51\u7edc\u3001\u901a\u4fe1\u7b49\uff09\u7684\u6574\u4f53\u5229\u7528\u6548\u7387\u3002\u5728\u63a8\u7406\u573a\u666f\u4e2d\uff0c\u7ec8\u7aef\u7528\u6237\u66f4\u5173\u5fc3\u5ef6\u8fdf\uff0c\u6bd4\u5982\u662f\u5426\u80fd\u5728\u51e0\u6beb\u79d2\u5185\u5f97\u5230\u54cd\u5e94\uff0c\u9664\u4e86\u7b2c\u4e00\u4e2a token \u7684\u751f\u6210\u5ef6\u8fdf\uff0c\u540e\u7eed\u6bcf\u4e2a token \u4e4b\u95f4\u7684\u95f4\u9694\u65f6\u95f4\u4e5f\u662f\u91cd\u8981\u7684\u6307\u6807\uff1b\u7b97\u529b\u63d0\u4f9b\u65b9\u5219\u66f4\u5173\u6ce8\u6574\u4f53\u541e\u5410\u91cf\uff0c\u6bd4\u5982 1000 \u5f20\u52a0\u901f\u5361\u6bcf\u5929\u80fd\u5904\u7406\u591a\u5c11\u8bf7\u6c42\uff0c\u662f\u6bcf\u5929\u80fd\u54cd\u5e94 100 \u4e07\u4e2a\u8bf7\u6c42\uff0c\u8fd8\u662f 1000 \u4e07\u4e2a\u8bf7\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e2a\u7ecf\u5e38\u88ab\u5ffd\u89c6\u4f46\u5f88\u91cd\u8981\u7684\u6307\u6807\u662f\u6210\u672c\uff0c\u7279\u522b\u662f\u6bcf\u4e2a token \u7684\u5904\u7406\u6210\u672c\u3002\u5927\u5bb6\u603b\u8bf4\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\uff0c<strong>\u4f46\u5f53\u6211\u4eec\u5c06\u6210\u672c\u7ea6\u675f\u4e5f\u7eb3\u5165\u8003\u8651\u65f6\uff0c\u5bf9\u7cfb\u7edf\u541e\u5410\u91cf\u548c\u5904\u7406\u5ef6\u8fdf\u7684\u8ba8\u8bba\u4f1a\u66f4\u6709\u73b0\u5b9e\u610f\u4e49<\/strong>\u3002\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u663e\u8457\u964d\u4f4e\u63a8\u7406\u6210\u672c\u5bf9\u4e8e\u63a8\u5e7f AI \u5e94\u7528\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e2d\u7f8e\u786c\u4ef6\u5dee\u5f02\u4e0b\u7684\u7b97\u529b\u7a81\u56f4<\/strong><\/section>\n<section><strong>\u7cfb\u7edf\u8f6f\u4ef6\u53cc\u5411\u9002\u914d<\/strong><\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u7531\u4e8e\u4e2d\u7f8e\u4e4b\u95f4\u7684\u786c\u4ef6\u5dee\u5f02\uff0c\u5927\u5bb6\u5f88\u5173\u6ce8\u8f6f\u4ef6\u6808\u5c42\u9762\u662f\u5426\u4f1a\u51fa\u73b0\u4ee3\u9645\u5206\u53c9\uff0c\u751a\u81f3\u53d1\u5c55\u51fa\u4e0d\u540c\u7684\u79d1\u6280\u6811\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u4e2d\u56fd\u786e\u5b9e\u5728\u7cfb\u7edf\u8f6f\u4ef6\u65b9\u9762\u9762\u4e34\u7740\u4e0d\u540c\u7684\u601d\u8003\u65b9\u5411\u3002\u5728\u7f8e\u56fd\u548c\u6b27\u6d32\uff0cAI \u57fa\u7840\u8bbe\u65bd\u4e3b\u8981\u4ee5 NVIDIA GPU \u4e3a\u4e3b\uff0c\u4f46\u5728\u4e2d\u56fd\uff0c\u5f88\u96be\u83b7\u5f97\u6700\u5148\u8fdb\u7684 NVIDIA \u7b97\u529b\u3002<\/section>\n<section><\/section>\n<section>NVIDIA GPU \u4e4b\u6240\u4ee5\u53d7\u6b22\u8fce\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5f52\u529f\u4e8e\u5176\u6210\u719f\u7684\u751f\u6001\u7cfb\u7edf\u3002\u6211\u5370\u8c61\u5f88\u6df1\u523b\u7684\u662f\uff0c\u4ece\u6211\u8bfb\u4e66\u65f6\u671f\u5f00\u59cb\uff0cNVIDIA \u5c31\u4e0e\u6e05\u534e\u7b49\u9ad8\u6821\u5c55\u5f00\u5408\u4f5c\uff0c\u63a2\u7d22\u5982\u4f55\u66f4\u597d\u5730\u5728\u4ed6\u4eec\u7684\u786c\u4ef6\u4e0a\u5b9e\u73b0\u52a0\u901f\u3002\u4ed6\u4eec\u73b0\u5728\u7684\u8f6f\u4ef6\u6808\u4e5f\u662f\u7ecf\u8fc7\u591a\u5e74\u79ef\u7d2f\u5f62\u6210\u7684\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e2d\u56fd\u7684 AI \u82af\u7247\u516c\u53f8\u5927\u591a\u59cb\u4e8e\u6700\u8fd1\u51e0\u5e74\uff0c\u53d1\u5c55\u5386\u7a0b\u4e0d\u5230\u5341\u5e74\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\uff0c\u65e0\u8bba\u662f\u5728\u5e95\u5c42\u7f16\u8bd1\u5668\u4f18\u5316\u82af\u7247\u7b97\u529b\uff0c\u8fd8\u662f\u5728\u591a\u5361\u4e92\u8fde\u7684\u9ad8\u6548\u901a\u4fe1\u534f\u540c\u65b9\u9762\u3002\u4e2d\u56fd\u9762\u4e34\u53cc\u91cd\u6311\u6218\uff1a\u4e00\u65b9\u9762\u9700\u8981\u8865\u9f50\u77ed\u677f\uff0c\u63d0\u5347\u82af\u7247\u6613\u7528\u6027\uff1b\u53e6\u4e00\u65b9\u9762\u7531\u4e8e\u83b7\u53d6\u4e0d\u5230\u6700\u5148\u8fdb\u7684\u82af\u7247\u5236\u7a0b\u5de5\u827a\uff0c\u53ef\u80fd\u4f1a\u843d\u540e\u56fd\u5916\u4e00\u5230\u4e24\u4ee3\u3002\u8fd9\u4f7f\u5f97\u8f6f\u4ef6\u4e0e\u786c\u4ef6\u7684\u534f\u540c\u4f18\u5316\u5728\u4e2d\u56fd\u663e\u5f97\u66f4\u4e3a\u91cd\u8981\uff0c\u6211\u4eec\u9700\u8981\u6316\u6398\u6240\u6709\u53ef\u80fd\u7684\u4f18\u5316\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u4ece\u60a8\u7684\u89d2\u5ea6\u770b\uff0c\u6211\u4eec\u5e94\u8be5\u7528\u4ec0\u4e48\u6837\u7684\u601d\u8def\u6765\u5e94\u5bf9 NVIDIA \u5efa\u7acb\u7684\u8f6f\u4ef6\u751f\u6001\u58c1\u5792\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u4f5c\u4e3a\u540e\u6765\u8005\uff0c\u6211\u4eec\u9996\u5148\u8981\u5b66\u4e60\u4ed6\u4eec\u5728\u7b97\u5b50\u5e93\u3001\u7f16\u7a0b\u8bed\u8a00\u548c\u7f16\u8bd1\u5668\u65b9\u9762\u7684\u5148\u8fdb\u7406\u5ff5\u3002\u5728\u4e0d\u8fdd\u53cd\u77e5\u8bc6\u4ea7\u6743\u7684\u524d\u63d0\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u501f\u9274\u8fd9\u4e9b\u6210\u679c\u3002\u4f46\u4e5f\u4e0d\u80fd\u5b8c\u5168\u7167\u642c\uff0c\u800c\u662f\u8981\u6709\u81ea\u5df1\u7684\u601d\u8003\u3002\u4f8b\u5982\uff0c\u5728\u5de5\u827a\u5236\u7a0b\u843d\u540e\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u8f6f\u4ef6\u6808\u65b9\u9762\u505a\u4e9b\u4ec0\u4e48\uff1f\u9488\u5bf9\u4e0e NVIDIA \u4e0d\u540c\u7684\u67b6\u6784\u7279\u70b9\uff0c\u6211\u4eec\u662f\u5426\u53ef\u4ee5\u6709\u81ea\u5df1\u7684\u521b\u65b0\uff1f<\/section>\n<section><\/section>\n<section>\u5982\u679c\u80fd\u591f\u628a\u4ece\u5e94\u7528\u4fa7\u5230\u7cfb\u7edf\u8f6f\u4ef6\uff0c\u518d\u5230\u81ea\u4e3b\u7814\u5236\u82af\u7247\u7684\u6574\u6761\u8def\u5f84\u6253\u901a\uff0c\u6211\u76f8\u4fe1\u6211\u4eec\u80fd\u627e\u5230\u4e00\u6761\u9002\u5408\u4e2d\u56fd\u73b0\u5b9e\u73af\u5883\u7684\u53ef\u884c\u53d1\u5c55\u8def\u7ebf\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u5b66\u672f\u89d2\u5ea6\u6765\u8bf4\uff0c\u6211\u4eec\u53ef\u4ee5\u63a2\u7d22\u5f00\u53d1\u66f4\u597d\u7684\u9886\u57df\u7279\u5b9a\u7f16\u7a0b\u8bed\u8a00\uff0c\u8ba9\u7528\u6237\u7f16\u5199\u9ad8\u5c42\u4ee3\u7801\u65f6\u80fd\u81ea\u52a8\u751f\u6210\u66f4\u9ad8\u6548\u7684\u5b9e\u73b0\u3002\u8fd9\u91cc\u8fd8\u6709\u5f88\u591a\u53ef\u4ee5\u63a2\u7d22\u7684\u7a7a\u95f4\uff0c\u4f46\u8981\u5b9e\u73b0\u5546\u4e1a\u843d\u5730\u9700\u8981\u65f6\u95f4\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u8bf4\u5230\u5927\u6a21\u578b\u7b97\u529b\u4f18\u5316\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u6ca1\u6709\u82af\u7247\u5382\u5546\u63a8\u51fa Transformer \u4e13\u7528\u82af\u7247\uff1f\u60a8\u5982\u4f55\u770b\u5f85\u8fd9\u4e2a\u8d8b\u52bf\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u6211\u8ba4\u4e3a\u73b0\u5728\u6ca1\u6709\u5e76\u4e0d\u4ee3\u8868\u5c06\u6765\u6ca1\u6709\uff0c\u53ef\u80fd\u6709\u4e9b\u516c\u53f8\u6b63\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u52aa\u529b\u3002\u4ece\u82af\u7247\u8bbe\u8ba1\u5230\u6d41\u7247\u518d\u5230\u5c01\u88c5\uff0c\u6574\u4e2a\u8fc7\u7a0b\u6210\u672c\u975e\u5e38\u9ad8\uff0c\u5fc5\u987b\u8981\u6709\u8db3\u591f\u5927\u7684\u5e02\u573a\u7a7a\u95f4\u624d\u80fd\u652f\u6491\u8fd9\u79cd\u7279\u5b9a\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u5927\u6a21\u578b\u6700\u7ec8\u786e\u5b9e\u4f1a\u4ee5 Transformer \u67b6\u6784\u4e3a\u4e3b\uff0c\u90a3\u4e48\u6211\u4eec\u786e\u5b9e\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u6b3e\u5b8c\u5168\u9488\u5bf9 Transformer \u7684\u4e13\u7528\u82af\u7247\u3002\u4f46\u76ee\u524d\u5b58\u5728\u51e0\u4e2a\u4e3b\u8981\u8003\u8651\uff1a\u9996\u5148\uff0cAI \u6a21\u578b\u53d1\u5c55\u975e\u5e38\u8fc5\u901f\uff0c\u6211\u4eec\u65e0\u6cd5\u786e\u5b9a Transformer \u67b6\u6784\u662f\u5426\u4f1a\u4e00\u76f4\u4fdd\u6301\u4e3b\u6d41\u5730\u4f4d\uff0c\u53ef\u80fd\u8fd8\u4f1a\u51fa\u73b0\u65b0\u7684\u975e Transformer \u67b6\u6784\u3002\u5176\u6b21\uff0cTransformer \u672c\u8eab\u4e5f\u5728\u4e0d\u65ad\u6f14\u5316\uff0c\u6bd4\u5982 MoE \u8fd9\u6837\u7684\u7a00\u758f\u6fc0\u6d3b\u6a21\u578b\uff0c\u4ee5\u53ca\u591a\u6a21\u6001 MoT\uff08Mixture-of-Transformers\uff09\u7684\u7a00\u758f\u7279\u6027\uff0c\u8fd9\u4e9b\u7279\u6027\u5f88\u96be\u5728\u82af\u7247\u5c42\u9762\u76f4\u63a5\u63cf\u8ff0\u3002<\/section>\n<section><\/section>\n<section>\u56de\u987e\u6700\u8fd1\u8fd9\u4e00\u6ce2 AI \u53d1\u5c55\uff0c\u5927\u7ea6\u4ece 2012 \u5e74\u81f3\u4eca\uff0c\u6700\u521d\u4ee5\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e3a\u4e3b\uff0c\u4e00\u4e9b\u82af\u7247\u516c\u53f8\u4e13\u95e8\u4e3a\u5377\u79ef\u8bbe\u8ba1\u4e86 ASIC \u82af\u7247\u3002\u4f46\u5230\u4e86 2017 \u5e74\u540e\uff0cTransformer \u67b6\u6784\u9010\u6e10\u5174\u8d77\uff0c\u4e0e\u5377\u79ef\u6709\u5f88\u5927\u7684\u4e0d\u540c\uff0c\u5bfc\u81f4\u4e4b\u524d\u9488\u5bf9\u5377\u79ef\u4f18\u5316\u7684 ASIC \u82af\u7247\u96be\u4ee5\u9002\u5e94\u65b0\u7684\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728\u6b64\u8fc7\u7a0b\u4e2d NVIDIA \u867d\u7136\u4e5f\u5728\u5176\u82af\u7247\u67b6\u6784\u4e2d\u6dfb\u52a0\u4e86\u5404\u79cd\u65b0\u7684\u786c\u4ef6\u6a21\u5757\uff0c\u4f46\u6574\u4f53\u67b6\u6784\u4fdd\u6301\u76f8\u5bf9\u7a33\u5b9a\uff0c\u901a\u8fc7\u7cfb\u7edf\u8f6f\u4ef6\u6765\u9002\u5e94\u5e94\u7528\u7684\u53d8\u5316\uff0c\u6bd4\u5982\u4ed6\u4eec\u7684 Tensor Core \u9488\u5bf9\u77e9\u9635\u4e58\u6cd5\u8fdb\u884c\u4f18\u5316\uff0c\u800c\u4e0d\u662f\u4e13\u95e8\u4e3a Transformer \u7684\u67d0\u4e2a\u7ec4\u4ef6\uff08\u5982 Attention\uff09\u8bbe\u8ba1\u7279\u5b9a\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>NVIDIA \u7684\u505a\u6cd5\u80fd\u7ed9\u6211\u4eec\u5e26\u6765\u4ec0\u4e48\u542f\u793a\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong><strong>\u4ece\u8f6f\u4ef6\u89d2\u5ea6\u6765\u8bf4\uff0c\u6700\u5927\u7684\u542f\u793a\u662f\u4ee5\u4e0d\u53d8\u5e94\u4e07\u53d8\u3002<\/strong>\u4e13\u7528\u786c\u4ef6\u7684\u8bbe\u8ba1\u601d\u8def\uff0c\u672c\u8d28\u4e0a\u662f\u628a\u5177\u4f53\u7684\u7b97\u6cd5\u7528\u7535\u8def\u53bb\u5b9e\u73b0\uff0c\u4f46\u8bbe\u8ba1\u7684\u5173\u952e\u5728\u4e8e\u5982\u4f55\u628a\u8fd9\u4e2a\u5177\u4f53\u7684\u7b97\u6cd5\u62c6\u89e3\u6210\u5408\u9002\u7684\u3001\u901a\u7528\u7684\u57fa\u672c\u786c\u4ef6\u5355\u5143\uff0c\u4ee5\u4fbf\u5404\u79cd\u5e94\u7528\u90fd\u80fd\u901a\u8fc7\u8fd9\u4e9b\u57fa\u672c\u5355\u5143\u6765\u5b9e\u73b0\u3002\u4f8b\u5982\uff0cNVIDIA \u7684 Tensor Core \u5c31\u662f\u5c06\u5404\u79cd\u64cd\u4f5c\u90fd\u8f6c\u6362\u6210\u77e9\u9635\u4e58\u6cd5\uff0c\u8fd9\u79cd\u6620\u5c04\u65b9\u5f0f\u76f8\u5bf9\u66f4\u7075\u6d3b\u3002<\/section>\n<section><\/section>\n<section>\u62c6\u89e3\u7684\u6838\u5fc3\u5728\u4e8e\u7c92\u5ea6\u8981\u6070\u5230\u597d\u5904\uff1a\u7c92\u5ea6\u8fc7\u5927\uff0c\u5c0f\u578b\u5e94\u7528\u96be\u4ee5\u6709\u6548\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u9020\u6210\u6d6a\u8d39\u4e14\u6027\u80fd\u4e0b\u964d\uff1b\u7c92\u5ea6\u8fc7\u5c0f\uff0c\u5219\u4f1a\u589e\u52a0\u6570\u636e\u642c\u8fd0\u548c\u8c03\u5ea6\u5f00\u9500\uff0c\u964d\u4f4e\u6574\u4f53\u6548\u7387\uff0c\u5e76\u589e\u52a0\u786c\u4ef6\u548c\u8f6f\u4ef6\u7684\u590d\u6742\u5ea6\u3002\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u6743\u8861\u7684\u8bbe\u8ba1\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u73b0\u5728\u5f88\u591a\u516c\u53f8\u4e00\u65b9\u9762\u6295\u8d44\u73b0\u6709\u57fa\u7840\u8bbe\u65bd\u8d2d\u4e70\u5404\u7c7b\u8ba1\u7b97\u5361\uff0c\u4e00\u65b9\u9762\u4e5f\u5728\u4e0e\u9ad8\u6821\u5408\u4f5c\u5e76\u6295\u8d44\u521b\u4e1a\u516c\u53f8\uff0c\u4ee5\u5e94\u5bf9\u975e Transformer \u67b6\u6784\u5e26\u6765\u7684\u6311\u6218\u3002\u4ece\u7cfb\u7edf\u8f6f\u4ef6\u5c42\u9762\u6765\u770b\uff0c\u8fd9\u79cd\u5e03\u5c40\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u5e94\u5bf9\u4e0b\u4e00\u4ee3\u6280\u672f\u7684\u51b2\u51fb\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong><strong>\u7cfb\u7edf\u8f6f\u4ef6\u7684\u672c\u8d28\u662f\u5c06\u4e0a\u5c42\u5e94\u7528\u7a0b\u5e8f\u66f4\u597d\u5730\u6620\u5c04\u5230\u5e95\u5c42\u786c\u4ef6\u3002<\/strong>\u4e00\u65b9\u9762\u8981\u5173\u6ce8\u5e94\u7528\u5c42\u9762\u7684\u53d8\u5316\uff0c\u6bd4\u5982\u73b0\u5728\u591a\u6a21\u6001\u6a21\u578b\u8d8a\u6765\u8d8a\u91cd\u8981\uff0c\u6211\u4eec\u5c31\u9700\u8981\u601d\u8003\u591a\u6a21\u6001\u5e26\u6765\u7684\u65b0\u6a21\u5f0f\u548c\u8d1f\u8f7d\u7279\u5f81\uff0c\u540c\u65f6\u8981\u5173\u6ce8\u5e95\u5c42\u67b6\u6784\u7684\u6f14\u8fdb\uff0c\u65e0\u8bba\u662f NVIDIA GPU \u8fd8\u662f\u56fd\u4ea7\u52a0\u901f\u5361\uff0c\u90fd\u53ef\u80fd\u4f1a\u589e\u52a0\u65b0\u7684\u8ba1\u7b97\u5355\u5143\u6216\u8bbf\u5b58\u5355\u5143\uff0c\u6211\u4eec\u9700\u8981\u601d\u8003\u5982\u4f55\u66f4\u597d\u5730\u5229\u7528\u8fd9\u4e9b\u786c\u4ef6\u7279\u6027\u3002<\/section>\n<section><\/section>\n<section>\u7cfb\u7edf\u8f6f\u4ef6\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u5bc6\u5207\u5173\u6ce8\u4e0a\u4e0b\u5c42\u7684\u53d8\u5316\uff0c\u901a\u8fc7\u4e2d\u95f4\u5c42\u7684\u5408\u7406\u8bbe\u8ba1\u5c06\u4e24\u7aef\u5339\u914d\u8d77\u6765\uff0c\u8ba9\u786c\u4ef6\u6548\u7387\u53d1\u6325\u5230\u6781\u81f4\u3002\u5bf9\u4e8e\u6b63\u5728\u63a2\u7d22\u7684\u65b0\u578b\u6a21\u578b\uff0c\u6211\u4eec\u9700\u8981\u5206\u6790\u5b83\u4eec\u7684\u8d1f\u8f7d\u7279\u5f81\uff0c\u7814\u7a76\u5982\u4f55\u66f4\u597d\u5730\u6620\u5c04\u5230\u5e95\u5c42\u82af\u7247\u4ee5\u5145\u5206\u5229\u7528\u786c\u4ef6\u8d44\u6e90\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u63d0\u524d\u5e03\u5c40\u7684\u89d2\u5ea6\u6765\u8bf4\uff0c\u7cfb\u7edf\u8f6f\u4ef6\u8981\u505a\u597d\u65b0\u5174\u5e94\u7528\u8d1f\u8f7d\u7684\u5206\u6790\u3002\u540c\u65f6\uff0c\u5f53\u65b0\u7684\u82af\u7247\u67b6\u6784\u51fa\u73b0\u65f6\uff0c\u7cfb\u7edf\u8f6f\u4ef6\u4e5f\u8981\u53ca\u65f6\u505a\u51fa\u76f8\u5e94\u7684\u6539\u8fdb\u548c\u9002\u914d\u3002\u8fd9\u79cd\u53cc\u5411\u7684\u9002\u914d\u80fd\u529b\uff0c\u662f\u7cfb\u7edf\u8f6f\u4ef6\u5e94\u5bf9\u6280\u672f\u53d8\u9769\u7684\u5173\u952e\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e07\u5361\u96c6\u7fa4\u65f6\u4ee3\u7684\u7b97\u529b\u4f18\u5316<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u60a8\u53c2\u4e0e\u4e86\u591a\u4e2a\u57fa\u5ea7\u5927\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u5728\u4f7f\u7528\u4e07\u5361\u7ea7\u96c6\u7fa4\u65b9\u9762\u6709\u7b2c\u4e00\u624b\u7ecf\u9a8c\uff0c\u80fd\u5426\u5206\u4eab\u4e00\u4e0b\u5728\u8fd9\u79cd\u8d85\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u9047\u5230\u7684\u4e3b\u8981\u6280\u672f\u6311\u6218\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>2021 \u5e74\uff0c\u6211\u4eec\u4e0e\u5317\u4eac\u667a\u6e90\u7814\u7a76\u9662\u7b49\u673a\u6784\u5408\u4f5c\uff0c\u4f7f\u7528\u65b0\u4e00\u4ee3\u795e\u5a01\u8d85\u7b97\u7cfb\u7edf\u8fdb\u884c\u4e00\u4e2a\u57fa\u5ea7\u5927\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\u4e00\u4e2a 10 \u4e07\u5361\u7684\u96c6\u7fa4\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4f53\u4f1a\u5230\u5927\u6a21\u578b\u8bad\u7ec3\u4e3b\u8981\u6709\u51e0\u65b9\u9762\u7684\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\u662f\u5e76\u884c\u7b56\u7565\u7684\u9009\u62e9\u3002\u56e0\u4e3a\u6a21\u578b\u5f88\u5927\uff0c\u7528 10 \u4e07\u53f0\u673a\u5668\u53bb\u505a\uff0c\u5c31\u8981\u628a\u6a21\u578b\u8fdb\u884c\u5207\u5206\uff0c\u5c31\u50cf\u628a\u4e00\u5757\u8c46\u8150\u8981\u5207\u6210\u5f88\u591a\u5757\uff0c\u53ef\u4ee5\u5207\u6210\u65b9\u5757\uff0c\u4e5f\u53ef\u4ee5\u5207\u6210\u7ec6\u6761\uff0c\u539f\u7406\u662f\u4e00\u6837\u7684\u3002\u8981\u628a\u4e00\u4e2a\u5927\u6a21\u578b\u5206\u5230 10 \u4e07\u53f0\u673a\u5668\u4e0a\uff0c\u4e5f\u6709\u5f88\u591a\u5207\u5206\u65b9\u5f0f\u3002\u7528\u672f\u8bed\u6765\u8bb2\uff0c\u6bd4\u5982\u8bf4\u6709\u6570\u636e\u5e76\u884c\u3001\u6a21\u578b\u5e76\u884c\u3001\u6d41\u6c34\u7ebf\u5e76\u884c\u3001\u5e8f\u5217\u5e76\u884c\u7b49\u7b49\uff0c\u6bcf\u4e2a\u5e76\u884c\u7b56\u7565\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u7f3a\u70b9\u3002\u5728 10 \u4e07\u53f0\u673a\u5668\u4e0a\uff0c\u5982\u4f55\u7ec4\u5408\u8fd9\u4e9b\u5e76\u884c\u7b56\u7565\uff0c\u672c\u8eab\u5c31\u662f\u5f88\u5927\u7684\u6311\u6218\u3002\u800c\u4e14 10 \u4e07\u89c4\u6a21\u7684\u96c6\u7fa4\uff0c\u6ca1\u529e\u6cd5\u50cf\u5355\u5361\u90a3\u6837\u53cd\u590d\u6d4b\u8bd5\u5404\u79cd\u7b56\u7565\uff0c\u4e00\u5b9a\u8981\u628a\u7b56\u7565\u5206\u6790\u6e05\u695a\u4e86\u624d\u53bb\u8dd1\uff0c\u56e0\u4e3a\u4e00\u6b21\u7684\u6d4b\u8bd5\u6210\u672c\u5c31\u5f88\u9ad8\uff0c\u4e5f\u4e0d\u5141\u8bb8\u505a\u592a\u591a\u6b21\u5c1d\u8bd5\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u4e2a\u6311\u6218\u662f\u901a\u4fe1\u95ee\u9898\u300210\u4e07\u53f0\u673a\u5668\u9700\u8981\u901a\u8fc7\u9ad8\u901f\u7f51\u7edc\u4e92\u8fde\uff0c\u4f46\u4e0d\u540c\u7684\u673a\u5668\u7ec4\u7f51\u65b9\u5f0f\u4e0d\u4e00\u6837\uff0c\u7f51\u7edc\u7684\u62d3\u6251\u662f\u4e0d\u4e00\u6837\u7684\u3002\u5927\u6a21\u578b\u8bad\u7ec3\u65f6\u6709\u5f88\u591a\u901a\u4fe1\u51fd\u6570\uff0c\u8fd9\u4e9b\u901a\u4fe1\u51fd\u6570\u5982\u4f55\u8ddf\u5e95\u5c42\u7684\u7f51\u7edc\u62d3\u6251\u9ad8\u6548\u6620\u5c04\u662f\u4e00\u5927\u6311\u6218\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u4e0d\u540c\u7684\u901a\u4fe1\u7b56\u7565\u53ef\u80fd\u5bfc\u81f4 1-2 \u500d\u7684\u6027\u80fd\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e09\u4e2a\u6311\u6218\u662f\u5bb9\u9519\u673a\u5236\u3002\u5f53\u673a\u5668\u89c4\u6a21\u589e\u5927\uff0c\u6574\u4e2a\u7cfb\u7edf\u5e73\u5747\u65e0\u6545\u969c\u65f6\u95f4\u5c31\u4f1a\u975e\u5e38\u5c0f\u3002\u57fa\u5ea7\u6a21\u578b\u8bad\u7ec3\u901a\u5e38\u9700\u8981\u51e0\u5468\u5230\u4e00\u4e24\u4e2a\u6708\u3002\u6211\u4eec\u5fc5\u987b\u8bbe\u8ba1\u8f7b\u91cf\u7ea7\u7684\u5bb9\u9519\u673a\u5236\uff0c\u5728\u786c\u4ef6\u51fa\u73b0\u6545\u969c\u65f6\u80fd\u591f\u5feb\u901f\u66ff\u6362\u51fa\u9519\u7684\u5361\u5e76\u7ee7\u7eed\u8bad\u7ec3\uff0c\u540c\u65f6\u5c06\u8fd9\u4e2a\u5f00\u9500\u964d\u5f97\u8d8a\u4f4e\u8d8a\u597d\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u5355\u5361\u6027\u80fd\u4e5f\u81f3\u5173\u91cd\u8981\u3002\u5728\u5173\u6ce8\u4e07\u5361\u300110 \u4e07\u5361\u8fd9\u7c7b\u6574\u4f53\u7cfb\u7edf\u7684\u540c\u65f6\uff0c\u4e5f\u8981\u628a\u5355\u5361\u6548\u7387\u6253\u5f97\u7279\u522b\u9ad8\uff0c\u6bd4\u5982\u901a\u8fc7\u7f16\u8bd1\u4f18\u5316\u7b49\u7b56\u7565\uff0c\u786e\u4fdd\u6bcf\u5f20\u5361\u90fd\u80fd\u53d1\u6325\u51fa\u6781\u81f4\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u5728\u63d0\u5347\u7b97\u529b\u5229\u7528\u7387\u65b9\u9762\uff0c\u6211\u4eec\u5e94\u8be5\u5173\u6ce8\u54ea\u4e9b\u70b9\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u5927\u6a21\u578b\u7684\u751f\u547d\u5468\u671f\u5305\u542b\u591a\u4e2a\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u90fd\u4e0d\u76f8\u540c\u3002\u6211\u4eec\u521a\u624d\u8c08\u4e86\u9884\u8bad\u7ec3\uff0c\u4f46\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u5b8c\u6210\u540e\uff0c\u8fd8\u6709\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u9636\u6bb5\u5c31\u662f\u540e\u8bad\u7ec3\uff08post training\uff09\u3002\u4ee5 OpenAI o1\/o3 \u4e3a\u4ee3\u8868\u7684\u540e\u8bad\u7ec3\u6280\u672f\uff0c\u4e3a\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5e26\u6765\u4e86\u65b0\u7684\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u540e\u8bad\u7ec3\u5305\u62ec\u751f\u6210\u9636\u6bb5\u3001\u63a8\u7406\u9636\u6bb5\u548c\u5fae\u8c03\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u7684\u8d1f\u8f7d\u7279\u70b9\u90fd\u4e0d\u540c\uff0c\u6700\u4f18\u7684\u5e76\u884c\u7b56\u7565\u4e5f\u4f1a\u4e0d\u540c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4e0d\u80fd\u7b80\u5355\u5730\u8ffd\u6c42\u6bcf\u4e2a\u9636\u6bb5\u7684\u5c40\u90e8\u6700\u4f18\uff0c\u56e0\u4e3a\u9636\u6bb5\u4e4b\u95f4\u7684\u5207\u6362\u4e5f\u4f1a\u4ea7\u751f\u5f00\u9500\u3002\u6211\u4eec\u8981\u4ece\u6574\u4e2a pipeline \u7684\u89d2\u5ea6\u6765\u8003\u8651\u4f18\u5316\u7b56\u7565\u3002\u540e\u8bad\u7ec3\u8fd8\u9762\u4e34\u7740\u8d1f\u8f7d\u4e0d\u5747\u8861\u7684\u95ee\u9898\uff0c\u9700\u8981\u63a2\u7d22\u5982\u4f55\u6709\u6548\u91cd\u53e0\u4e0d\u540c\u9636\u6bb5\u4ee5\u63d0\u9ad8\u8d44\u6e90\u5229\u7528\u7387\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5fae\u8c03\u9636\u6bb5\uff0c\u5ba2\u6237\u5f80\u5f80\u4f1a\u7528\u81ea\u5df1\u7684\u79c1\u6709\u6570\u636e\u5bf9\u57fa\u5ea7\u6a21\u578b\u8fdb\u884c\u8c03\u6574\u3002\u7531\u4e8e\u786c\u4ef6\u8d44\u6e90\u53ef\u80fd\u6709\u9650\uff0c\u8fd9\u65f6\u9700\u8981\u8003\u8651\u4e00\u4e9b\u7279\u6b8a\u7684\u7b56\u7565\uff0c\u6bd4\u5982 offloading\uff0c\u4e5f\u5373\u5f53 GPU \u5185\u5b58\u4e0d\u8db3\u65f6\uff0c\u5c06\u90e8\u5206\u53c2\u6570\u5b58\u50a8\u5728 CPU \u7aef\u3002\u5fae\u8c03\u672c\u8eab\u4f5c\u4e3a\u4e00\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5bf9\u5e76\u884c\u7b56\u7565\u4e5f\u6709\u5f88\u9ad8\u8981\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u63a8\u7406\u9636\u6bb5\u7684\u4f18\u5316\u9762\u4e34\u66f4\u591a\u6311\u6218\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>KV Cache \u7ba1\u7406\uff1a\u63a8\u7406\u8fc7\u7a0b\u4f1a\u4ea7\u751f\u5927\u91cf\u4e2d\u95f4\u7ed3\u679c\uff08KV Cache\uff09\u7528\u4e8e\u964d\u4f4e\u8ba1\u7b97\u91cf\u3002\u5982\u4f55\u7ba1\u7406\u8fd9\u4e9b\u6570\u636e\u5f88\u5173\u952e\uff0c\u6bd4\u5982\u53ef\u4ee5\u91c7\u7528\u9875\u9762\u5f0f\u7ba1\u7406\uff0c\u4f46\u9875\u9762\u5927\u5c0f\u662f\u56fa\u5b9a\u8fd8\u662f\u6839\u636e\u8d1f\u8f7d\u7279\u5f81\u52a8\u6001\u8c03\u6574\uff0c\u90fd\u9700\u8981\u4ed4\u7ec6\u8bbe\u8ba1\u3002<\/section>\n<\/li>\n<li>\n<section>\u591a\u5361\u534f\u540c\uff1a\u5f53\u6a21\u578b\u8f83\u5927\u65f6\u9700\u8981\u591a GPU \u914d\u5408\uff0c\u6bd4\u5982\u5728 8 \u4e2a GPU \u4e0a\u8fdb\u884c\u5927\u6a21\u578b\u63a8\u7406\uff0c\u5982\u4f55\u4f18\u5316\u5361\u95f4\u5e76\u884c\u4e5f\u662f\u4e00\u5927\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>\u7b97\u6cd5\u4f18\u5316\uff1a\u8fd8\u53ef\u4ee5\u4ece\u91cf\u5316\u7b49\u89d2\u5ea6\u8fdb\u884c\u4f18\u5316\uff0c\u5145\u5206\u53d1\u6325\u5e95\u5c42\u7b97\u529b\u6027\u80fd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u603b\u7684\u6765\u8bf4\uff0c\u4ece\u9884\u8bad\u7ec3\u5230\u540e\u8bad\u7ec3\uff0c\u518d\u5230\u5fae\u8c03\u548c\u63a8\u7406\uff0c\u6bcf\u4e2a\u9636\u6bb5\u5bf9\u7b97\u529b\u7684\u8981\u6c42\u90fd\u4e0d\u540c\uff0c\u6211\u4eec\u9700\u8981\u9488\u5bf9\u8fd9\u4e9b\u7279\u70b9\u8fdb\u884c\u6df1\u5165\u7684\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u5982\u679c\u8981\u5efa\u8bbe\u767e\u4e07\u5361\u96c6\u7fa4\uff0c\u662f\u9009\u62e9\u591a\u5bb6\u5382\u5546\u7684\u5361\uff0c\u8fd8\u662f\u53ea\u9009\u62e9\u5c11\u6570\u5382\u5546\u4e43\u81f3\u5355\u72ec\u4e00\u5bb6\u7684\u5361\u66f4\u597d\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u4ece\u7ba1\u7406\u548c\u4f7f\u7528\u6548\u80fd\u7684\u89d2\u5ea6\u6765\u8bf4\uff0c\u9009\u62e9\u5355\u4e00\u7c7b\u578b\u7684\u52a0\u901f\u5361\u65e0\u7591\u662f\u6700\u65b9\u4fbf\u7684\u3002\u4f46\u5b9e\u9645\u60c5\u51b5\u5f80\u5f80\u66f4\u52a0\u590d\u6742\u3002\u6bd4\u5982\u8bf4\u5728\u7f8e\u56fd\uff0c\u4f01\u4e1a\u53ef\u80fd\u5148\u8d2d\u5165 1000 \u5f20 A100\uff0c\u540e\u6765\u53c8\u6dfb\u7f6e 1000 \u5f20 H100\u3002\u4e0d\u540c\u4ee3\u9645\u7684\u52a0\u901f\u5361\u5b58\u5728\u6027\u80fd\u5dee\u5f02\uff0c\u6574\u5408\u4f7f\u7528\u65f6\u5c31\u4f1a\u5e26\u6765\u7cfb\u7edf\u4f18\u5316\u7684\u6311\u6218\uff0c\u800c\u4e14\u8fd9\u4e2a\u95ee\u9898\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u573a\u666f\u4e0b\u7684\u8868\u73b0\u4e5f\u4e0d\u5c3d\u76f8\u540c\u3002<\/section>\n<section><\/section>\n<section><strong>\u4ece\u7cfb\u7edf\u8f6f\u4ef6\u89d2\u5ea6\u770b\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u82af\u7247\u788e\u7247\u5316\u7684\u6311\u6218\u3002<\/strong>\u6211\u76ee\u524d\u6b63\u5728\u8d1f\u8d23\u4e00\u4e2a\u9879\u76ee\uff0c\u9762\u5411\u5f02\u6784\u82af\u7247\u7684\u7edf\u4e00\u7f16\u7a0b\u548c\u7f16\u8bd1\u4f18\u5316\u3002\u6838\u5fc3\u7406\u5ff5\u662f\uff0c\u867d\u7136\u5e95\u5c42\u4f7f\u7528\u4e0d\u540c\u7684 AI \u82af\u7247\uff0c\u4f46\u5728\u7f16\u7a0b\u6a21\u578b\u548c\u7f16\u8bd1\u4f18\u5316\u5c42\u9762\u8981\u5c3d\u53ef\u80fd\u7edf\u4e00\u3002\u6211\u4eec\u5e0c\u671b\u540c\u4e00\u5957\u7a0b\u5e8f\u80fd\u5728\u4e0d\u540c\u52a0\u901f\u5361\u4e0a\u90fd\u53d1\u6325\u51fa\u9ad8\u6548\u6027\u80fd\uff0c\u540c\u65f6\u964d\u4f4e\u4e0d\u540c\u52a0\u901f\u5361\u95f4\u7684\u79fb\u690d\u5f00\u9500\u3002<\/section>\n<section><\/section>\n<section>\u5f88\u591a\u4eba\u90fd\u8bf4\u8fc7\uff0c\u5e0c\u671b\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u3002\u7528\u7535\u65f6\u6211\u4eec\u5e76\u4e0d\u9700\u8981\u5173\u5fc3\u662f\u98ce\u529b\u53d1\u7535\u8fd8\u662f\u7164\u70ad\u53d1\u7535\u3002\u8981\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\uff0c\u5b9e\u9645\u4e0a\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\uff0c\u6211\u4eec\u9700\u8981\u505a\u597d\u4e2d\u95f4\u5c42\u7684\u8f6f\u4ef6\u5de5\u4f5c\u3002\u6b64\u5916\uff0c\u8fd8\u8981\u5efa\u7acb\u5b8c\u5584\u7684\u7b97\u529b\u5ea6\u91cf\u6807\u51c6\uff0c\u6bd4\u5982\u5982\u4f55\u8ba1\u7b97\u7b97\u529b\u4f7f\u7528\u91cf\uff0c\u5982\u4f55\u8ba1\u4ef7\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u6807\u51c6\u5316\u3002<\/section>\n<section><\/section>\n<section>\u5728\u73b0\u9636\u6bb5\uff0c\u6211\u4eec\u8fd8\u662f\u9700\u8981\u5173\u6ce8\u5e95\u5c42\u786c\u4ef6\u7684\u5177\u4f53\u60c5\u51b5\u3002\u4f46\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411\u662f\uff0c\u901a\u8fc7\u5b8c\u5584\u4e2d\u95f4\u5c42\u7684\u7cfb\u7edf\u8f6f\u4ef6\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u900f\u660e\u7684\u63a5\u53e3\u3002\u7528\u6237\u53ea\u9700\u8981\u8c03\u7528\u7b80\u5355\u7684 API \u5c31\u80fd\u65b9\u4fbf\u4f7f\u7528\u5404\u79cd\u7b97\u529b\u8d44\u6e90\uff0c\u4e0d\u5fc5\u5173\u5fc3\u5e95\u5c42\u7ec6\u8282\u3002\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u7ec8\u6781\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section><strong>\u673a\u5668\u4e4b\u5fc3\uff1a<\/strong>\u90a3\u6211\u4eec\u628a\u65f6\u95f4\u62c9\u8fd1\u4e00\u4e9b\uff0c\u672a\u6765 1-3 \u5e74\u5185\uff0c\u7cfb\u7edf\u8f6f\u4ef6\u4f18\u5316\u65b9\u9762\u53ef\u80fd\u4f1a\u770b\u5230\u54ea\u4e9b\u663e\u8457\u8d8b\u52bf\u6216\u53d8\u5316\uff1f<\/section>\n<section><\/section>\n<section><strong>\u7fdf\u5b63\u51ac\uff1a<\/strong>\u76ee\u524d\u6211\u56fd\u5404\u7701\u5e02\u5efa\u7acb\u4e86\u8bb8\u591a\u667a\u7b97\u4e2d\u5fc3\uff0c\u4ee5\u56fd\u4ea7\u7b97\u529b\u4e3a\u4e3b\u3002\u6211\u4eec\u89c2\u5bdf\u5230\u4e00\u4e2a\u73b0\u8c61\u662f\uff0c\u5c3d\u7ba1\u5e94\u7528\u5f00\u53d1\u8005\u666e\u904d\u7f3a\u4e4f\u7b97\u529b\u8d44\u6e90\uff0c\u4f46\u8bb8\u591a\u56fd\u4ea7\u7b97\u529b\u4e2d\u5fc3\u5374\u5b58\u5728\u95f2\u7f6e\u73b0\u8c61\u3002\u7528\u6237\u66f4\u503e\u5411\u4e8e\u4f7f\u7528 NVIDIA \u8fd9\u6837\u5f00\u7bb1\u5373\u7528\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u72b6\u51b5\u5176\u5b9e\u5e26\u6765\u4e86\u91cd\u8981\u673a\u9047\uff1a\u5982\u4f55\u5c06\u5de8\u5927\u7684\u7b97\u529b\u9700\u6c42\u4e0e\u73b0\u6709\u7684\u56fd\u4ea7\u7b97\u529b\u6709\u6548\u5bf9\u63a5\uff1f\u6211\u4eec\u7684\u76ee\u6807\u662f\u8ba9\u56fd\u4ea7\u7b97\u529b\u8fbe\u5230\u540c\u6837\u7684\u6613\u7528\u6027\uff0c\u4f7f\u7528\u6237\u611f\u53d7\u4e0d\u5230\u5dee\u5f02\u3002\u8fd9\u4e0d\u4ec5\u80fd\u4fc3\u8fdb\u4eba\u5de5\u667a\u80fd\u5728\u4e2d\u56fd\u5404\u884c\u5404\u4e1a\u7684\u53d1\u5c55\uff0c\u4e5f\u80fd\u5e26\u52a8\u4ece\u82af\u7247\u5230\u8f6f\u4ef6\u518d\u5230\u5e94\u7528\u7684\u6574\u4f53\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u6211\u4eec\u5b9e\u9a8c\u5ba4\u5b75\u5316\u4e86\u4e00\u5bb6\u516c\u53f8\u300c\u6e05\u7a0b\u6781\u667a\u300d\uff0c\u81f4\u529b\u4e8e\u4e3a\u56fd\u4ea7\u95f2\u7f6e\u7b97\u529b\u63d0\u4f9b\u66f4\u53cb\u597d\u7684\u63a5\u53e3\uff0c\u5e2e\u52a9\u884c\u4e1a\u7528\u6237\u65b9\u4fbf\u5730\u6574\u5408\u5404\u7c7b\u56fd\u4ea7\u7b97\u529b\u8d44\u6e90\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u6280\u672f\u5c42\u9762\u6765\u8bf4\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4f18\u5316\u7b97\u5b50\u5e93\u90a3\u4e48\u7b80\u5355\u3002\u7cfb\u7edf\u8f6f\u4ef6\u7684\u5b8c\u6574\u5efa\u8bbe\u5e94\u8be5\u5305\u62ec\u7f16\u7a0b\u8bed\u8a00\u3001\u7f16\u8bd1\u5668\u3001\u901a\u4fe1\u5e93\u3001\u5e76\u884c\u8ba1\u7b97\u3001\u7f16\u7a0b\u6846\u67b6\uff0c\u8fd9\u4e9b\u65b9\u5411\u90fd\u9700\u8981\u6295\u5165\u3002\u5c31\u50cf\u6728\u6876\u6548\u5e94\uff0c\u4efb\u4f55\u4e00\u4e2a\u77ed\u677f\u90fd\u53ef\u80fd\u5f71\u54cd\u82af\u7247\u7684\u6574\u4f53\u4f7f\u7528\u6548\u679c\u3002\u8981\u5145\u5206\u53d1\u6325\u56fd\u4ea7\u7b97\u529b\u7684\u6027\u80fd\uff0c\u6211\u4eec\u9700\u8981\u5728\u8fd9\u4e9b\u65b9\u5411\u5168\u9762\u53d1\u529b\uff0c\u624d\u80fd\u771f\u6b63\u628a\u7b97\u529b\u8fd9\u4e2a\u65b9\u5411\u505a\u597d\u3002<\/section>\n<section><\/section>\n<section><strong>\u5609\u5bbe\u7b80\u4ecb<\/strong><\/section>\n<p>\u7fdf\u5b63\u51ac\uff0c\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u957f\u8058\u6559\u6388\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u9ad8\u6027\u80fd\u8ba1\u7b97\u7814\u7a76\u6240\u6240\u957f\u3002\u9752\u6d77\u5927\u5b66\u8ba1\u7b97\u673a\u6280\u672f\u4e0e\u5e94\u7528\u5b66\u9662\u9662\u957f\u3002CCF\u9ad8\u6027\u80fd\u8ba1\u7b97\u4e13\u59d4\u526f\u4e3b\u4efb\u3001CCF\u6770\u51fa\u4f1a\u5458\u3002\u6e05\u7a0b\u6781\u667a\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<\/p>\n<section>\u4e3b\u8981\u7814\u7a76\u9886\u57df\u5305\u62ec\u5e76\u884c\u8ba1\u7b97\u3001\u7f16\u7a0b\u6a21\u578b\u4e0e\u7f16\u8bd1\u4f18\u5316\u3002\u5728\u5e76\u884c\u8ba1\u7b97\u4e0e\u7cfb\u7edf\u9886\u57df\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u53d1\u8868\u8bba\u6587 100 \u4f59\u7bc7\uff0c\u51fa\u7248\u4e13\u8457\u4e00\u90e8\u3002\u7814\u7a76\u6210\u679c\u83b7 IEEE TPDS 2021 \u6700\u4f73\u8bba\u6587\u5956\u3001IEEE CLUSTER 2021 \u6700\u4f73\u8bba\u6587\u5956\u3001ACM ICS 2021 \u6700\u4f73\u5b66\u751f\u8bba\u6587\u5956\u7b49\u3002\u62c5\u4efb\u6e05\u534e\u5927\u5b66\u5b66\u751f\u8d85\u7b97\u56e2\u961f\u6559\u7ec3\uff0c\u6307\u5bfc\u7684\u56e2\u961f 15 \u6b21\u83b7\u5f97\u4e16\u754c\u51a0\u519b\u3002\u83b7\u6559\u80b2\u90e8\u79d1\u6280\u8fdb\u6b65\u4e00\u7b49\u5956\u3001\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u81ea\u7136\u79d1\u5b66\u4e00\u7b49\u5956\u3001CCF-IEEE CS \u9752\u5e74\u79d1\u5b66\u5bb6\u5956\u3001\u9ad8\u6821\u8ba1\u7b97\u673a\u4e13\u4e1a\u4f18\u79c0\u6559\u5e08\u5956\u52b1\u8ba1\u5212\u3002\u56fd\u5bb6\u6770\u51fa\u9752\u5e74\u79d1\u5b66\u57fa\u91d1\u83b7\u5f97\u8005\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f80\u671f\u8bbf\u8c08<\/strong><\/section>\n<ul>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650951892&amp;idx=1&amp;sn=3980a2f712777ec5139b43885b8bfb5b&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5c0f\u7c73 Daniel Povey\uff1a\u540e\u8bed\u97f3\u8bc6\u522b\u65f6\u4ee3\uff0c\u4eba\u5de5\u667a\u80fd\u8d70\u5411\u4f55\u65b9\uff1f<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650941398&amp;idx=1&amp;sn=df7c01e0ecac1cca3dcca11df7166a48&amp;scene=21#wechat_redirect\" target=\"_blank\">\u6e05\u534e\u8d75\u660e\u56fd\uff1a\u5b66\u4e60\u3001\u4f18\u5316\u4e0e\u4eff\u751f\uff0c\u91cd\u65b0\u601d\u8003\u4eba\u5f62\u673a\u5668\u4eba\u53d1\u5c55<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650933510&amp;idx=1&amp;sn=119ca1a2ddfb58bfa4f0193f37397993&amp;chksm=84e7cd78b390446e5c01890ec0038f613f0134353a167260d1b454eb37cf75a06524f6573031&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5317\u5927\u738b\u7acb\u5a01\uff1a\u7406\u8bba\u89c6\u89d2\u770b\u5927\u6a21\u578b\uff0c\u6d8c\u73b0\u3001\u6cdb\u5316\u3001\u53ef\u89e3\u91ca\u6027\u4e0e\u6570\u7406\u5e94\u7528<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650930994&amp;idx=1&amp;sn=68febc526362d8300b30683ddd531687&amp;chksm=84e43b4cb393b25af213e1bda04b15cf7e153781db743aea6ec51d09468cbe4e463b2b51bf81&amp;scene=21#wechat_redirect\" target=\"_blank\">\u817e\u8baf\u738b\u8fea\uff1a\u4e07\u4ebf MoE \u5927\u6a21\u578b\u7cfb\u7edf\u5de5\u7a0b\u4e4b\u9053<\/a><\/section>\n<\/li>\n<li>\n<section><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650920090&amp;idx=1&amp;sn=d771f20cc122ca1c3b5bc31428965741&amp;chksm=84e410e4b39399f2be553afe99d5b46cd97a9e2a028b6107b2b0a588b912ff012a0cfb59c4db&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4e0a\u6d77\u4ea4\u5927\u5362\u7b56\u543e\uff1a\u5173\u4e8e\u5177\u8eab\u667a\u80fd\uff0cScaling Law \u548c\u5927\u6a21\u578b<\/a><\/section>\n<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-30-5\" target=\"_blank\">\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepS [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,81],"class_list":["post-38014","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-81"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08 - \u4e00\u8d77AI\u6280\u672f<\/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:\/\/17aitech.com\/?p=38014\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=38014\",\"url\":\"https:\/\/17aitech.com\/?p=38014\",\"name\":\"\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=38014#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=38014#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png\",\"datePublished\":\"2025-02-08T02:00:53+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=38014#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=38014\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=38014#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=38014#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08 - \u4e00\u8d77AI\u6280\u672f","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:\/\/17aitech.com\/?p=38014","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38014","url":"https:\/\/17aitech.com\/?p=38014","name":"\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38014#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38014#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png","datePublished":"2025-02-08T02:00:53+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38014#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38014"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38014#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fa1faeddb2269f9c1e84a45fc1f3878a.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38014#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6e05\u534e\u7fdf\u5b63\u51ac\uff1aDeepSeek \u767e\u500d\u7b97\u529b\u6548\u80fd\u80cc\u540e\u7684\u7cfb\u7edf\u9769\u547d | \u667a\u8005\u8bbf\u8c08"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38014","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38014"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38014\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38014"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38014"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38014"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}