{"id":20783,"date":"2026-05-14T15:46:55","date_gmt":"2026-05-14T07:46:55","guid":{"rendered":"https:\/\/92it.top\/?p=20783"},"modified":"2026-05-14T15:46:55","modified_gmt":"2026-05-14T07:46:55","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aaai%e7%9f%a5%e8%af%86%e7%82%b9_%e8%ae%ad%e7%bb%83%e5%92%8c%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20783","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2aAI\u77e5\u8bc6\u70b9_\u8bad\u7ec3\u548c\u63a8\u7406"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u76f8\u4fe1\u6bcf\u4e00\u4e2a\u5bf9 AI \u611f\u5174\u8da3\u7684\u4eba\uff0c\u90fd\u66fe\u88ab\u5173\u4e8e AI \u4e24\u79cd\u622a\u7136\u4e0d\u540c\u7684\u65b0\u95fb\u62a5\u9053\uff0c\u641e\u5f97\u6709\u70b9\u7cbe\u795e\u5206\u88c2\uff1a<\/p>\n\n\n\n<ul>\n<li>\u65b0\u95fb A\uff1a\u9707\u64bc\uff01OpenAI \u8bad\u7ec3 GPT-5\uff0c\u8017\u8d44\u6216\u8d85\u767e\u4ebf\u7f8e\u5143\uff0c\u52a8\u7528\u6570\u4e07\u5f20 H100 GPU\uff0c\u80fd\u8017\u582a\u6bd4\u4e00\u4e2a\u5c0f\u56fd\u5bb6\uff01AI \u519b\u5907\u7ade\u8d5b\u8fdb\u5165\u70e7\u94b1\u65b0\u9ad8\u5ea6\uff01<\/li>\n\n\n\n<li>\u65b0\u95fb B\uff1a\u592a\u65b9\u4fbf\u4e86\uff01\u6211\u624b\u673a\u4e0a\u7684 AI \u76f8\u518c\uff0c\u53ef\u4ee5\u79bb\u7ebf\u8bc6\u522b\u4eba\u8138\u548c\u5ba0\u7269\uff0c\u901f\u5ea6\u8d85\u5feb\u8fd8\u4e0d\u8d39\u7535\uff01AI \u6b63\u5728\u6084\u6084\u6539\u53d8\u6211\u4eec\u6bcf\u4e2a\u4eba\u7684\u751f\u6d3b\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u770b\u5230\u8fd9\u91cc\uff0c\u4f60\u662f\u4e0d\u662f\u4e00\u5934\u96fe\u6c34\uff1a<\/p>\n\n\n\n<p>AI\uff0c\u5230\u5e95\u662f\u4e00\u4e2a\u9700\u8981<strong>\u8017\u8d39\u6d77\u91cf\u8d44\u6e90\u624d\u80fd\u9a71\u52a8\u7684\u541e\u91d1\u5de8\u517d<\/strong>\uff0c\u8fd8\u662f\u4e00\u4e2a<strong>\u53ef\u4ee5\u5728\u6211\u4eec\u5c0f\u5c0f\u7684\u624b\u673a\u82af\u7247\u4e0a\u6d41\u7545\u8fd0\u884c\u7684\u8d34\u5fc3\u7ba1\u5bb6<\/strong>\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u6709\u65f6\u5019\u5b83\u770b\u8d77\u6765\u90a3\u4e48\u91cd\uff0c\u91cd\u5230\u53ea\u6709\u79d1\u6280\u5de8\u5934\u624d\u80fd\u73a9\u5f97\u8d77\uff1b\u800c\u6709\u65f6\u5019\uff0c\u5b83\u53c8\u663e\u5f97\u90a3\u4e48\u8f7b\uff0c\u8f7b\u5230\u53ef\u4ee5\u65e0\u5904\u4e0d\u5728\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u770b\u4f3c\u77db\u76fe\u7684\u73b0\u8c61\uff0c\u80cc\u540e\u6307\u5411\u4e86 AI \u6a21\u578b\u751f\u547d\u5468\u671f\u4e2d\uff0c\u4e24\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u9636\u6bb5\uff0c<strong>\u8fd9\u4e24\u4e2a\u9636\u6bb5\u5728\u76ee\u6807\u3001\u573a\u666f\u3001\u6210\u672c\u3001\u6280\u672f\u8981\u6c42\u7b49\u65b9\u9762\u6709\u7740\u622a\u7136\u4e0d\u540c\u7684\u8868\u73b0<\/strong>\u3002\u5b83\u4eec\uff0c\u5c31\u662f\u6211\u4eec\u4eca\u5929\u8981\u804a\u7684 \u2014\u2014<strong>\u8bad\u7ec3\uff08Training\uff09\u4e0e\u63a8\u7406\uff08Inference\uff09<\/strong>\uff01<\/p>\n\n\n\n<p>\u8ddf\u7740\u8fd9\u7bc7\u7b14\u8bb0\uff0c\u54b1\u4eec\u4e00\u8d77\u641e\u660e\u767d AI \u5982\u4f55\u88ab\u5236\u9020\u548c\u5982\u4f55\u88ab\u4f7f\u7528\u7684\u7ec8\u6781\u6307\u5357\u3002\u6211\u4eec\u5c06\u7528\u4e00\u4e2a\u8d2f\u7a7f\u59cb\u7ec8\u7684\u57f9\u517b\u53a8\u795e\u7684\u6bd4\u55bb\uff0c\u4e3a\u4f60\u63ed\u5f00\uff1a<\/p>\n\n\n\n<ul>\n<li>AI \u70e7\u6389\u7684\u4ebf\u4e07\u7f8e\u91d1\uff0c\u5230\u5e95\u82b1\u5728\u4e86\u54ea\u91cc\uff1f<\/li>\n\n\n\n<li>\u90e8\u7f72\u5230\u4f60\u624b\u673a\u548c\u6c7d\u8f66\u91cc\u7684 AI\uff0c\u53c8\u662f\u5982\u4f55\u88ab\u4f18\u5316\u548c\u538b\u7f29\u7684\uff1f<\/li>\n\n\n\n<li>\u4e3a\u4ec0\u4e48\u8bf4\uff0c<strong>\u8bad\u7ec3\u51b3\u5b9a\u4e86 AI \u7684\u80fd\u529b\u4e0a\u9650\uff0c\u800c\u63a8\u7406\u51b3\u5b9a\u4e86 AI \u7684\u5e94\u7528\u8fb9\u754c<\/strong>\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4e00\u4e2a\u6bd4\u55bb\u8d2f\u7a7f\u5168\u6587 \u2014\u2014 \u57f9\u517b\u7c73\u5176\u6797\u53a8\u795e vs \u4ed6\u5728\u4f60\u5bb6\u505a\u987f\u996d\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u5927\u5bb6\u76f4\u89c2\u5730\u7406\u89e3\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u5929\u58e4\u4e4b\u522b\uff0c\u6211\u4eec\u5148\u4e0d\u804a\u6280\u672f\uff0c\u800c\u662f\u6765\u8bb2\u4e00\u4e2a\u5173\u4e8e\u57f9\u517b\u4e00\u4f4d\u7c73\u5176\u6797\u4e09\u661f\u53a8\u795e\u7684\u6545\u4e8b\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u9636\u6bb5\u4e00\uff1a\u8bad\u7ec3\uff08Training\uff09\u2014\u2014 \u53a8\u795e\u7684\u70bc\u6210\u4e4b\u8def<\/strong><\/p>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5c06\u4e00\u4e2a\u4ec0\u4e48\u90fd\u4e0d\u4f1a\u7684<strong>\u53a8\u623f\u5c0f\u767d<\/strong>\uff08\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u795e\u7ecf\u7f51\u7edc\uff09\uff0c\u57f9\u517b\u6210\u4e00\u4e2a\u7cbe\u901a\u5168\u7403\u6240\u6709\u83dc\u7cfb\u3001\u80fd\u591f\u5373\u5174\u521b\u4f5c\u3001\u53a8\u827a\u767b\u5cf0\u9020\u6781\u7684<strong>\u7c73\u5176\u6797\u4e09\u661f\u53a8\u795e<\/strong>\uff08\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u3001\u80fd\u529b\u5f3a\u5927\u7684 AI \u6a21\u578b\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5c31\u662f\u8bad\u7ec3\u3002\u5b83\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul>\n<li> a. <strong>\u5efa\u9020\u53a8\u795e\u5b66\u9662\uff08\u6570\u636e\u4e2d\u5fc3\uff09<\/strong>\uff1a\u4f60\u9700\u8981\u6295\u5165\u5de8\u8d44\uff0c\u5efa\u9020\u4e00\u4e2a\u5168\u7403\u6700\u9876\u7ea7\u7684\u70f9\u996a\u5b66\u6821\u3002\u8fd9\u91cc\u6709\u6570\u4e07\u4e2a\u6700\u5148\u8fdb\u7684\u7076\u53f0\uff08\u9876\u7ea7 GPU\uff0c\u5982 NVIDIA H100\uff09\uff0c24 \u5c0f\u65f6\u706b\u529b\u5168\u5f00\u3002 <\/li>\n\n\n\n<li>b. <strong>\u51c6\u5907\u65e0\u7a77\u65e0\u5c3d\u7684\u98df\u6750\uff08\u8bad\u7ec3\u6570\u636e\uff09<\/strong>\uff1a\u4f60\u9700\u8981\u6d3e\u4eba\u53bb\u641c\u7f57\u5168\u4e16\u754c\u7684\u6240\u6709\u98df\u8c31\u3001\u7f8e\u98df\u89c6\u9891\u3001\u5316\u5b66\u6210\u5206\u5206\u6790\u62a5\u544a\u2026\u2026\uff08\u6d77\u91cf\u7684\u3001PB \u7ea7\u7684\u4e92\u8054\u7f51\u6570\u636e\u548c\u4e66\u7c4d\uff09\u3002\u8fd9\u4e9b\u98df\u6750\uff0c\u5c31\u662f AI \u7684\u7cbe\u795e\u98df\u7cae\u3002 <\/li>\n\n\n\n<li>c. <strong>\u5730\u72f1\u5f0f\u7684\u5b66\u5f92\u751f\u6daf\uff08\u5b66\u4e60\u8fc7\u7a0b\uff09<\/strong>\uff1a\n<ul>\n<li>\u5c0f\u767d AI \u4f1a\u53cd\u590d\u5c1d\u8bd5\u5236\u4f5c\u6bcf\u4e00\u9053\u83dc\u3002\u4e00\u5f00\u59cb\uff0c\u4ed6\u8fde\u76d0\u548c\u7cd6\u90fd\u5206\u4e0d\u6e05\uff0c\u505a\u51fa\u6765\u7684\u4e1c\u897f\u96be\u4ee5\u4e0b\u54bd\u3002<\/li>\n\n\n\n<li>\u6bcf\u4e00\u9053\u83dc\u540e\u9762\uff0c\u90fd\u6709\u4e00\u4efd<strong>\u6807\u51c6\u7b54\u6848<\/strong>\uff08\u76d1\u7763\u5b66\u4e60\u4e2d\u7684\u6807\u7b7e\uff09\uff0c\u6216\u8005\u4e00\u4f4d<strong>\u7f8e\u98df\u8bc4\u8bba\u5bb6<\/strong>\uff08\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u5956\u52b1\u6a21\u578b\uff09\uff0c\u6765\u544a\u8bc9\u4ed6\uff1a\u4f60\u8fd9\u6b21\u76d0\u653e\u591a\u4e86\uff08\u8ba1\u7b97\u635f\u5931\uff09\uff0c\u706b\u5019\u592a\u5927\u4e86\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e\u8fd9\u4e2a\u53cd\u9988\uff0c\u5c0f\u767d\u4f1a\u6781\u5176\u7f13\u6162\u5730\u3001\u4e00\u70b9\u70b9\u5730\u8c03\u6574\u81ea\u5df1\u5927\u8111\u4e2d\u6570\u5343\u4ebf\u4e2a\u70f9\u996a\u795e\u7ecf\u5143\u7684\u8fde\u63a5\u5f3a\u5ea6\uff08\u53cd\u5411\u4f20\u64ad\u4e0e\u68af\u5ea6\u4e0b\u964d\uff09\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e2a<strong>\u5c1d\u8bd5 &#8211; \u72af\u9519 &#8211; \u53cd\u9988 &#8211; \u5fae\u8c03<\/strong>\u7684\u8fc7\u7a0b\uff0c<strong>\u9700\u8981\u91cd\u590d\u6570\u4e07\u4ebf\u6b21\uff01<\/strong> \u4ed6\u9700\u8981\u628a\u5168\u4e16\u754c\u7684\u83dc\uff0c\u7528\u4e0d\u540c\u7684\u706b\u5019\u3001\u4e0d\u540c\u7684\u8c03\u6599\u642d\u914d\uff0c\u90fd\u8bd5\u4e00\u904d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<ul>\n<li>d. <strong>\u6700\u7ec8\u4ea7\u51fa\uff1a<\/strong> \u7ecf\u8fc7\u6570\u6708\u7684\u3001\u8017\u8d39\u4ebf\u4e07\u7f8e\u91d1\u7684\u5730\u72f1\u5f0f\u8bad\u7ec3\uff0c\u8fd9\u4f4d\u53a8\u795e\u7ec8\u4e8e\u6bd5\u4e1a\u4e86\uff01\u4ed6\u6240\u6709\u7684\u70f9\u996a\u77e5\u8bc6\u3001\u6280\u5de7\u3001\u76f4\u89c9\u548c\u521b\u9020\u529b\uff0c\u90fd\u5df2\u7ecf\u5185\u5316\u6210\u4e86\u4ed6\u5927\u8111\u4e2d<strong>\u7a33\u5b9a\u4e0d\u53d8\u7684\u3001\u6781\u5176\u590d\u6742\u7684\u795e\u7ecf\u8fde\u63a5\u7ed3\u6784<\/strong>\uff08\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u3001\u5de8\u5927\u7684<strong>\u6a21\u578b\u6743\u91cd\u6587\u4ef6<\/strong>\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<ul>\n<li><strong>\u8bad\u7ec3\u9636\u6bb5\u7684\u5173\u952e\u8bcd\uff1a<\/strong>\n<ul>\n<li>\u76ee\u6807\uff1a<strong>\u5b66\u4e60\uff08Learning\uff09<\/strong>\uff0c\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u77e5\u8bc6\u548c\u89c4\u5f8b\u3002<\/li>\n\n\n\n<li>\u573a\u666f\uff1a<strong>\u4e91\u7aef \/ \u6570\u636e\u4e2d\u5fc3<\/strong>\u3002<\/li>\n\n\n\n<li>\u7b97\u529b\uff1a<strong>\u6d77\u91cf\u3001\u5e76\u884c\u3001\u6602\u8d35\u7684 GPU \u96c6\u7fa4<\/strong>\u3002<\/li>\n\n\n\n<li>\u65f6\u95f4\uff1a<strong>\u6f2b\u957f\uff08\u6570\u5468\u5230\u6570\u6708\uff09<\/strong>\u3002<\/li>\n\n\n\n<li>\u6210\u672c\uff1a<strong>\u6781\u5176\u9ad8\u6602\uff08\u6570\u5343\u4e07\u5230\u6570\u5341\u4ebf\u7f8e\u5143\uff09<\/strong>\u3002<\/li>\n\n\n\n<li>\u6838\u5fc3\u7b97\u6cd5\uff1a<strong>\u53cd\u5411\u4f20\u64ad\u3001\u68af\u5ea6\u4e0b\u964d<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u9636\u6bb5\u4e8c\uff1a\u63a8\u7406\uff08Inference\uff09\u2014\u2014 \u53a8\u795e\u4e3a\u4f60\u5bb6\u505a\u987f<\/strong><\/p>\n\n\n\n<p><strong>\u76ee\u6807\uff1a<\/strong> \u6bd5\u4e1a\u540e\u7684\u53a8\u795e\uff0c\u73b0\u5728\u63a5\u53d7\u4e86\u4e00\u4e2a<strong>\u5177\u4f53\u7684\u3001\u4e00\u6b21\u6027\u7684\u4efb\u52a1\uff1a\u6839\u636e\u4f60\u51b0\u7bb1\u91cc\u73b0\u6709\u7684\u98df\u6750\uff0c\u4e3a\u4f60\u505a\u4e00\u987f\u7f8e\u5473\u7684\u665a\u9910\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5c31\u662f\u63a8\u7406\u3002\u5b83\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul>\n<li>a. <strong>\u6765\u5230\u4f60\u5bb6\u53a8\u623f\uff08\u7ec8\u7aef\u8bbe\u5907\uff09\uff1a<\/strong> \u53a8\u795e\u6765\u5230\u4e86<strong>\u4f60\u5bb6\u7684\u53a8\u623f<\/strong>\uff08\u4f60\u7684\u624b\u673a\u3001\u4f60\u7684\u8f66\u673a\u3001\u6216\u8005\u4e00\u4e2a\u4e91\u670d\u52a1\u5668\uff09\u3002\u8fd9\u91cc\u7684<strong>\u7076\u53f0<\/strong>\u53ef\u80fd\u8fdc\u4e0d\u5982\u53a8\u795e\u5b66\u9662\u7684\u9876\u7ea7\uff08\u7ec8\u7aef\u82af\u7247\uff0c\u5982\u624b\u673a SoC\u3001\u8f66\u8f7d\u8ba1\u7b97\u5e73\u53f0\uff09\uff0c\u4f46\u8db3\u591f\u7528\u4e86\u3002<\/li>\n\n\n\n<li>b. <strong>\u67e5\u770b\u98df\u6750\uff08\u8f93\u5165\u6570\u636e\uff09\uff1a<\/strong> \u4ed6\u6253\u5f00\u4f60\u7684\u51b0\u7bb1\uff0c\u770b\u5230\u4e86\u51e0\u4e2a\u897f\u7ea2\u67ff\u3001\u4e24\u4e2a\u9e21\u86cb\u3001\u4e00\u628a\u8471\uff08\u4f60\u8f93\u5165\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u6bd4\u5982\u4e00\u5f20\u56fe\u7247\u3001\u4e00\u6bb5\u8bed\u97f3\uff09\u3002<\/li>\n\n\n\n<li>c. <strong>\u5feb\u901f\u6784\u601d\u4e0e\u64cd\u4f5c\uff08\u524d\u5411\u8ba1\u7b97\uff09\uff1a<\/strong>\n<ul>\n<li>\u53a8\u795e\u8fd0\u7528\u4ed6\u65e9\u5df2\u5185\u5316\u4e8e\u5fc3\u7684\u70f9\u996a\u77e5\u8bc6\uff0c\u77ac\u95f4\u5c31\u6784\u601d\u51fa\u4e86\u83dc\u8c31\uff1a\u55ef\uff0c\u53ef\u4ee5\u505a\u4e00\u9053\u897f\u7ea2\u67ff\u7092\u9e21\u86cb\u3002<\/li>\n\n\n\n<li>\u4ed6\u4e0d\u9700\u8981\u518d\u5b66\u4e60\uff0c\u4e0d\u9700\u8981\u518d\u72af\u9519\uff0c\u4e0d\u9700\u8981\u518d\u770b\u98df\u8c31\u3002\u4ed6\u53ea\u662f\u5728<strong>\u5feb\u901f\u5730\u3001\u5355\u5411\u5730\u3001\u786e\u5b9a\u6027\u5730<\/strong>\u6267\u884c\u4ed6\u5df2\u7ecf\u638c\u63e1\u7684\u6280\u80fd\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u4ece\u770b\u5230\u98df\u6750\u5230\u5b8c\u6210\u4e00\u9053\u83dc\u7684\u8fc7\u7a0b\uff0c\u5c31\u662f\u63a8\u7406\u6216\u524d\u5411\u4f20\u64ad\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>d. <strong>\u6700\u7ec8\u4ea7\u51fa\uff1a<\/strong> \u4e00\u76d8\u8272\u9999\u5473\u4ff1\u5168\u7684<strong>\u897f\u7ea2\u67ff\u7092\u9e21\u86cb<\/strong>\uff08AI \u7ed9\u51fa\u7684\u6700\u7ec8\u7ed3\u679c\uff0c\u6bd4\u5982\u8bc6\u522b\u51fa\u7684\u7269\u4f53\u3001\u751f\u6210\u7684\u4e00\u6bb5\u8bdd\uff09\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u9636\u6bb5\u7684\u5173\u952e\u8bcd\uff1a<\/strong>\n<ul>\n<li>\u76ee\u6807\uff1a<strong>\u5e94\u7528\uff08Applying\uff09<\/strong>\uff0c\u8fd0\u7528\u5df2\u5b66\u77e5\u8bc6\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u573a\u666f\uff1a<strong>\u7ec8\u7aef\uff08\u8fb9\u7f18\u4fa7\uff09\/ \u4e91\u7aef<\/strong>\u3002<\/li>\n\n\n\n<li>\u7b97\u529b\uff1a<strong>\u9ad8\u6548\u3001\u4f4e\u5ef6\u8fdf\u3001\u4f4e\u529f\u8017\u7684\u63a8\u7406\u82af\u7247<\/strong>\u3002<\/li>\n\n\n\n<li>\u65f6\u95f4\uff1a<strong>\u6781\u5feb\uff08\u6beb\u79d2\u7ea7\uff09<\/strong>\u3002<\/li>\n\n\n\n<li>\u6210\u672c\uff1a<strong>\u5355\u6b21\u6210\u672c\u6781\u4f4e<\/strong>\u3002<\/li>\n\n\n\n<li>\u6838\u5fc3\u7b97\u6cd5\uff1a<strong>\u524d\u5411\u4f20\u64ad<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5212\u91cd\u70b9:<\/strong><\/p>\n\n\n\n<p><strong>\u8bad\u7ec3<\/strong>\uff0c\u662f\u4e00\u4e2a\u4ece\u65e0\u5230\u6709\u7684\u3001\u6781\u5176\u6602\u8d35\u548c\u8017\u65f6\u7684\u77e5\u8bc6\u6784\u5efa\u8fc7\u7a0b\uff0c\u5b83\u51b3\u5b9a\u4e86 AI \u7684<strong>\u80fd\u529b\u4e0a\u9650<\/strong>\uff1b<\/p>\n\n\n\n<p><strong>\u63a8\u7406<\/strong>\uff0c\u662f\u4e00\u4e2a\u4ece\u6709\u5230\u7528\u7684\u3001\u6781\u5176\u5feb\u901f\u548c\u5ec9\u4ef7\u7684\u77e5\u8bc6\u5e94\u7528\u8fc7\u7a0b\uff0c\u5b83\u51b3\u5b9a\u4e86 AI \u7684<strong>\u670d\u52a1\u8303\u56f4<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u542c\u5230\u7684 AI \u70e7\u94b1\u65b0\u95fb\uff0c99% \u90fd\u53d1\u751f\u5728\u8bad\u7ec3\u9636\u6bb5\u3002\u800c\u6211\u4eec\u65e5\u5e38\u80fd\u514d\u8d39\u6216\u4f4e\u4ef7\u4f7f\u7528\u7684 AI \u670d\u52a1\uff0c99% \u90fd\u8fd0\u884c\u5728\u63a8\u7406\u9636\u6bb5\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u6df1\u5165\u673a\u7406 \u2014\u2014 \u8bad\u7ec3\u4e0e\u63a8\u7406\u5728\u6280\u672f\u4e0a\u7684\u5929\u58e4\u4e4b\u522b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u7406\u89e3\u4e86\u5b8f\u89c2\u7684\u6bd4\u55bb\uff0c\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u6234\u4e0a\u5de5\u7a0b\u5e08\u7684\u773c\u955c\uff0c\u6df1\u5165\u5230\u6280\u672f\u7684\u673a\u7406\u4e2d\uff0c\u770b\u770b\u8fd9\u4e24\u4e2a\u9636\u6bb5\u5728\u8ba1\u7b97\u8303\u5f0f\u3001\u786c\u4ef6\u9700\u6c42\u3001\u548c\u8f6f\u4ef6\u4f18\u5316\u4e0a\uff0c\u5230\u5e95\u6709\u4f55\u4e0d\u540c\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd392.1. \u8ba1\u7b97\u8303\u5f0f\u7684\u5dee\u5f02<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u8bad\u7ec3\uff08Training\uff09 = \u524d\u5411\u8ba1\u7b97 + \u53cd\u5411\u4f20\u64ad<\/strong>\n<ul>\n<li>\u524d\u5411\u8ba1\u7b97\uff1a\u6570\u636e\u4ece\u8f93\u5165\u5c42\u6d41\u5411\u8f93\u51fa\u5c42\uff0c\u5f97\u5230\u4e00\u4e2a\u9884\u6d4b\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u8ba1\u7b97\u635f\u5931\uff1a\u6bd4\u8f83\u9884\u6d4b\u7ed3\u679c\u548c\u771f\u5b9e\u7b54\u6848\uff0c\u8ba1\u7b97\u51fa\u8bef\u5dee\u3002<\/li>\n\n\n\n<li>\u53cd\u5411\u4f20\u64ad\uff1a<strong>\u8fd9\u662f\u8bad\u7ec3\u4e2d\u6700\u8017\u8d39\u8ba1\u7b97\u91cf\u7684\u90e8\u5206\uff01<\/strong> \u7b97\u6cd5\u9700\u8981\u4ece\u8f93\u51fa\u5c42\u5f00\u59cb\uff0c\u9010\u5c42\u5411\u540e\u8ba1\u7b97\u635f\u5931\u51fd\u6570\u5bf9\u6bcf\u4e00\u5c42\u3001\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u68af\u5ea6\uff08\u504f\u5bfc\u6570\uff09\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6d89\u53ca\u5230\u5927\u91cf\u7684\u77e9\u9635\u4e58\u6cd5\u548c\u590d\u6742\u7684\u6c42\u5bfc\u8fd0\u7b97\u3002<\/li>\n\n\n\n<li>\u53c2\u6570\u66f4\u65b0\uff1a\u6839\u636e\u8ba1\u7b97\u51fa\u7684\u68af\u5ea6\uff0c\u5bf9\u6a21\u578b\u7684\u4ebf\u4e07\u4e2a\u53c2\u6570\u8fdb\u884c\u5fae\u5c0f\u7684\u8c03\u6574\u3002<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u8ba1\u7b97\u56fe\u662f\u52a8\u6001\u7684\u3001\u53cc\u5411\u7684\uff0c\u9700\u8981\u5b58\u50a8\u5927\u91cf\u7684\u4e2d\u95f4\u7ed3\u679c\uff08\u6fc0\u6d3b\u503c\uff09\u7528\u4e8e\u53cd\u5411\u4f20\u64ad\uff0c<strong>\u5bf9\u5185\u5b58\u7684\u6d88\u8017\u6781\u5927<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u63a8\u7406\uff08Inference\uff09 = \u53ea\u6709\u524d\u5411\u8ba1\u7b97<\/strong>\n<ul>\n<li>\u524d\u5411\u8ba1\u7b97\uff1a\u6570\u636e\u4ece\u8f93\u5165\u5c42\u6d41\u5411\u8f93\u51fa\u5c42\uff0c\u5f97\u5230\u6700\u7ec8\u7ed3\u679c\u3002\u7136\u540e\uff0c\u5c31\u7ed3\u675f\u4e86\uff01<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u8ba1\u7b97\u662f\u5355\u5411\u7684\u3001\u786e\u5b9a\u6027\u7684\uff0c\u4e0d\u9700\u8981\u8ba1\u7b97\u68af\u5ea6\uff0c\u4e5f\u4e0d\u9700\u8981\u5b58\u50a8\u4e2d\u95f4\u6fc0\u6d3b\u503c\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u8ba1\u7b97\u91cf\u548c\u5185\u5b58\u5360\u7528\uff0c\u76f8\u6bd4\u8bad\u7ec3\uff0c\u8981\u5c0f\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.2. \u786c\u4ef6\u9700\u6c42\u7684\u5dee\u5f02<\/strong><\/p>\n\n\n\n<p>\u6b63\u662f\u56e0\u4e3a\u8ba1\u7b97\u8303\u5f0f\u7684\u4e0d\u540c\uff0c\u5bfc\u81f4\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u5bf9\u786c\u4ef6\u7684\u9700\u6c42\uff0c\u51e0\u4e4e\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u7269\u79cd\u3002<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3 \u2014\u2014 \u6027\u80fd\u731b\u517d<\/strong><\/p>\n\n\n\n<p>\u6838\u5fc3\u8bc9\u6c42\uff1a<strong>\u6781\u81f4\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff08FLOPS\uff09\u548c\u5de8\u5927\u7684\u5185\u5b58 \/ \u663e\u5b58\uff08VRAM\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u5178\u578b\u4ee3\u8868\uff1aNVIDIA A100\/H100\/B200 GPU\u3002\u8fd9\u4e9b\u662f\u4e13\u4e3a\u6570\u636e\u4e2d\u5fc3\u8bbe\u8ba1\u7684\u6838\u6b66\u5668\u3002<\/p>\n\n\n\n<ul>\n<li>\u6d77\u91cf CUDA \u6838\u5fc3\uff1a\u7528\u4e8e\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u77e9\u9635\u5e76\u884c\u8fd0\u7b97\u3002<\/li>\n\n\n\n<li>Tensor Core\uff1a\u4e13\u95e8\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u6df7\u5408\u7cbe\u5ea6\u8ba1\u7b97\u8fdb\u884c\u52a0\u901f\u3002<\/li>\n\n\n\n<li>\u8d85\u5927\u663e\u5b58\uff1a\u9ad8\u8fbe 80GB \u751a\u81f3\u66f4\u9ad8\u7684 HBM \u663e\u5b58\uff0c\u7528\u4e8e\u5b58\u50a8\u5de8\u5927\u7684\u6a21\u578b\u53c2\u6570\u548c\u4e2d\u95f4\u6fc0\u6d3b\u503c\u3002<\/li>\n\n\n\n<li>\u9ad8\u901f\u4e92\u8054\uff1a\u901a\u8fc7 NVLink\/NVSwitch \u7b49\u6280\u672f\uff0c\u5c06\u6570\u5343\u5f20 GPU \u8fde\u63a5\u6210\u4e00\u4e2a\u8d85\u7ea7\u8ba1\u7b97\u673a\uff0c\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8bc4\u4ef7\u6807\u51c6\uff1a\u8ffd\u6c42\u6781\u81f4\u7684<strong>\u541e\u5410\u91cf<\/strong>\uff0c\u5373\u5355\u4f4d\u65f6\u95f4\u5185\u80fd\u5904\u7406\u591a\u5c11\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406 \u2014\u2014 \u80fd\u6548\u4e13\u5bb6<\/strong><\/p>\n\n\n\n<p>\u6838\u5fc3\u8bc9\u6c42\uff1a<strong>\u9ad8\u80fd\u6548\u6bd4\u3001\u4f4e\u5ef6\u8fdf\u3001\u4f4e\u6210\u672c<\/strong>\u3002<\/p>\n\n\n\n<p>\u5178\u578b\u4ee3\u8868\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e91\u7aef\u63a8\u7406\uff1aNVIDIA L4\/T4 GPU, Google TPU, AWS Inferentia\u3002\u8fd9\u4e9b\u82af\u7247\u4f18\u5316\u4e86\u63a8\u7406\u6027\u80fd\uff0c\u964d\u4f4e\u4e86\u529f\u8017\u548c\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u8fb9\u7f18 \/ \u7ec8\u7aef\u63a8\u7406\uff1a\n<ul>\n<li>\u624b\u673a SoC \u4e2d\u7684 NPU\uff08\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u5355\u5143\uff09\uff0c\u5982\u82f9\u679c\u7684 A \u7cfb\u5217\u82af\u7247\u3001\u9ad8\u901a\u7684\u9a81\u9f99\u82af\u7247\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u9a7e\u9a76\u57df\u63a7\u5236\u5668\u4e2d\u7684 AI \u82af\u7247\uff0c\u5982 NVIDIA DRIVE Orin, \u9ad8\u901a Snapdragon Ride, \u5730\u5e73\u7ebf\u5f81\u7a0b\u7cfb\u5217\u3002<\/li>\n\n\n\n<li>\u5404\u79cd\u4e13\u7528\u7684 ASIC\uff08\u4e13\u7528\u96c6\u6210\u7535\u8def\uff09\u548c FPGA\uff08\u73b0\u573a\u53ef\u7f16\u7a0b\u95e8\u9635\u5217\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8bc4\u4ef7\u6807\u51c6\uff1a\u8ffd\u6c42\u6781\u81f4\u7684<strong>\u54cd\u5e94\u901f\u5ea6<\/strong>\u548c<strong>\u5355\u4f4d\u80fd\u8017\u4e0b\u7684\u7b97\u529b<\/strong>\u3002\u5bf9\u4e8e\u624b\u673a\u548c\u6c7d\u8f66\u6765\u8bf4\uff0c\u529f\u8017\u548c\u6563\u70ed\u662f\u81f3\u5173\u91cd\u8981\u7684\u751f\u547d\u7ebf\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.3. \u8f6f\u4ef6\u4f18\u5316\u7684\u5dee\u5f02<\/strong><\/p>\n\n\n\n<p>\u5c06\u4e00\u4e2a\u5728\u4e91\u7aef\u7528 32 \u4f4d\u6d6e\u70b9\u6570\uff08FP32\uff09\u8bad\u7ec3\u51fa\u6765\u7684\u3001\u52a8\u8f84\u51e0\u767e GB \u7684\u5e9e\u7136\u5927\u7269\u6a21\u578b\uff0c\u585e\u8fdb\u4e00\u4e2a\u53ea\u6709\u51e0\u5341\u74e6\u529f\u8017\u7684\u8f66\u8f7d\u82af\u7247\u91cc\uff0c\u5e76\u8ba9\u5b83\u5b9e\u65f6\u8fd0\u884c\uff0c\u8fd9\u9700\u8981\u4e00\u7cfb\u5217\u9b3c\u65a7\u795e\u5de5\u822c\u7684\u8f6f\u4ef6\u4f18\u5316\u6280\u672f\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u6a21\u578b\u538b\u7f29\u6280\u672f\uff1a<\/strong>\n<ul>\n<li><strong>\u526a\u679d\uff08Pruning\uff09<\/strong>\uff1a\u5c31\u50cf\u7ed9\u5927\u6811\u4fee\u526a\u679d\u53f6\u3002\u901a\u8fc7\u7b97\u6cd5\uff0c\u8bc6\u522b\u5e76<strong>\u526a\u6389\u795e\u7ecf\u7f51\u7edc\u4e2d\u90a3\u4e9b\u4e0d\u91cd\u8981\u7684\u3001\u5197\u4f59\u7684\u8fde\u63a5\u548c\u795e\u7ecf\u5143<\/strong>\uff0c\u5728\u4e0d\u4e25\u91cd\u5f71\u54cd\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u7f29\u5c0f\u6a21\u578b\u5c3a\u5bf8\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09<\/strong>\uff1a\u6211\u4eec\u5728\u4e4b\u524d\u7684\u7b14\u8bb0\u91cc\u8be6\u8ff0\u8fc7\u3002\u7528\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u3001\u5de8\u5927\u7684\u6559\u5e08\u6a21\u578b\uff0c\u6765\u6559\u4e00\u4e2a\u7ed3\u6784\u66f4\u7b80\u5355\u3001\u66f4\u5c0f\u7684\u5b66\u751f\u6a21\u578b\u3002\u5b66\u751f\u5b66\u4e60\u7684\u76ee\u6807\uff0c\u4e0d\u518d\u662f\u62df\u5408\u51b7\u51b0\u51b0\u7684\u6807\u7b7e\uff0c\u800c\u662f<strong>\u6a21\u4eff\u8001\u5e08\u7684\u601d\u8003\u8fc7\u7a0b\uff08\u6a21\u4eff\u8001\u5e08\u8f93\u51fa\u7684\u6982\u7387\u5206\u5e03\uff09<\/strong>\u3002\uff08\u8bf7\u53c2\u8003 9.3 \u7684\u7b14\u8bb0\u300a\u6a21\u578b\u84b8\u998f\u300b\uff09<\/li>\n\n\n\n<li><strong>\u91cf\u5316\uff08Quantization\uff09<\/strong>\uff1a\u8fd9\u662f\u63a8\u7406\u4f18\u5316\u4e2d\u6700\u5e38\u7528\u3001\u4e5f\u6700\u6709\u6548\u7684\u6280\u672f\uff01\n<ul>\n<li>\u539f\u7406\uff1a\u5728\u8bad\u7ec3\u65f6\uff0c\u6a21\u578b\u7684\u6743\u91cd\u901a\u5e38\u662f\u7528 32 \u4f4d\u6d6e\u70b9\u6570\uff08FP32\uff09\u6765\u8868\u793a\u7684\uff0c\u7cbe\u5ea6\u9ad8\u4f46\u8ba1\u7b97\u91cf\u5927\u3002\u5728\u63a8\u7406\u65f6\uff0c\u6211\u4eec\u5176\u5b9e\u4e0d\u9700\u8981\u90a3\u4e48\u9ad8\u7684\u7cbe\u5ea6\u3002\u91cf\u5316\u6280\u672f\uff0c\u5c31\u662f<strong>\u5c06\u8fd9\u4e9b FP32 \u7684\u6743\u91cd\uff0c\u8f6c\u6362\u6210 16 \u4f4d\u6d6e\u70b9\u6570\uff08FP16\uff09\u30018 \u4f4d\u6574\u6570\uff08INT8\uff09\u3001\u751a\u81f3 4 \u4f4d\u6574\u6570\uff08INT4\uff09\u6765\u8868\u793a<\/strong>\u3002<\/li>\n\n\n\n<li>\u6548\u679c\uff1a\u6570\u636e\u4f4d\u6570\u51cf\u5c11\u4e00\u534a\uff0c\u6a21\u578b\u5927\u5c0f\u5c31\u51cf\u5c11\u4e00\u534a\uff0c\u8ba1\u7b97\u901f\u5ea6\u548c\u5185\u5b58\u8bbf\u95ee\u901f\u5ea6\u5219\u53ef\u80fd\u63d0\u5347\u6570\u500d\uff0c\u540c\u65f6\u529f\u8017\u4e5f\u5927\u5e45\u964d\u4f4e\u3002\u8fd9\u5c31\u50cf\u7528\u7b80\u7b14\u753b\u6765\u4ee3\u66ff\u8d85\u6e05\u7167\u7247\uff0c\u867d\u7136\u635f\u5931\u4e86\u4e00\u70b9\u70b9\u7ec6\u8282\uff0c\u4f46\u6838\u5fc3\u4fe1\u606f\u5f97\u4ee5\u4fdd\u7559\uff0c\u4e14\u52a0\u8f7d\u901f\u5ea6\u98de\u5feb\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9ad8\u6027\u80fd\u63a8\u7406\u5f15\u64ce\uff1a<\/strong>\n<ul>\n<li>\u804c\u8d23\uff1a\u8fd9\u662f\u4e00\u4e2a\u4e13\u95e8\u7684\u8f6f\u4ef6\u5c42\uff0c\u8d1f\u8d23\u5c06\u4f18\u5316\u540e\u7684\u6a21\u578b\uff0c\u6700\u9ad8\u6548\u5730\u5728\u76ee\u6807\u786c\u4ef6\u4e0a\u8fd0\u884c\u8d77\u6765\u3002<\/li>\n\n\n\n<li>\u4ee3\u8868\uff1aNVIDIA \u7684 TensorRT, Intel \u7684 OpenVINO, Google \u7684 TensorFlow Lite\u3002<\/li>\n\n\n\n<li>\u6838\u5fc3\u6280\u672f\uff1a\n<ul>\n<li><strong>\u7b97\u5b50\u878d\u5408\uff08Operator Fusion\uff09<\/strong>\uff1a\u5c06\u7f51\u7edc\u4e2d\u7684\u591a\u4e2a\u8fde\u7eed\u8ba1\u7b97\u6b65\u9aa4\uff08\u6bd4\u5982\u5377\u79ef &#8211; \u504f\u7f6e &#8211; \u6fc0\u6d3b\uff09\uff0c\u5728\u5e95\u5c42\u878d\u5408\u6210\u4e00\u4e2a\u5355\u4e00\u7684\u3001\u66f4\u9ad8\u6548\u7684\u8ba1\u7b97\u6307\u4ee4\uff0c\u51cf\u5c11\u4e86\u6570\u636e\u5728\u5185\u5b58\u548c\u8ba1\u7b97\u5355\u5143\u4e4b\u95f4\u7684\u6765\u56de\u642c\u8fd0\u3002<\/li>\n\n\n\n<li>\u786c\u4ef6\u6307\u4ee4\u4f18\u5316\uff1a\u4e3a\u7279\u5b9a\u7684\u786c\u4ef6\u67b6\u6784\uff08\u6bd4\u5982\u67d0\u4e2a\u82af\u7247\u7684 NPU\uff09\uff0c\u751f\u6210\u6700\u4f18\u7684\u5e95\u5c42\u8ba1\u7b97\u6307\u4ee4\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e00\u7cfb\u5217\u6a21\u578b\u538b\u7f29 + \u63a8\u7406\u5f15\u64ce\u7684\u7ec4\u5408\u62f3\uff0c\u6211\u4eec\u624d\u6700\u7ec8\u5b9e\u73b0\u4e86\uff0c\u5c06\u4e91\u7aef\u90a3\u4e2a\u91cd\u5982\u6cf0\u5c71\u7684\u5e9e\u7136\u5927\u7269\uff0c\u8f6c\u5316\u4e3a\u7ec8\u7aef\u8bbe\u5907\u4e0a\u8f7b\u5982\u9e3f\u6bdb\u3001\u5065\u6b65\u5982\u98de\u7684\u5b9e\u7528 AI\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u7684\u8bad\u63a8\u4e00\u4f53 \u2014\u2014 \u6570\u636e\u95ed\u73af\u7684\u7ec8\u6781\u5f62\u6001\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u81ea\u52a8\u9a7e\u9a76\u8fd9\u4e2a\u8981\u6c42\u6781\u81f4\u5b9e\u65f6\u6027\u548c\u6301\u7eed\u8fdb\u5316\u7684\u9886\u57df\uff0c\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u5173\u7cfb\uff0c\u88ab\u4e00\u4e2a\u6211\u4eec\u719f\u6089\u7684\u3001\u540d\u4e3a\u6570\u636e\u95ed\u73af\u7684\u7cfb\u7edf\uff0c\u4ee5\u524d\u6240\u672a\u6709\u7684\u65b9\u5f0f\u7d27\u5bc6\u5730\u6346\u7ed1\u5728\u4e86\u4e00\u8d77\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u8bad\u63a8\u4e00\u4f53\u7684\u8fdb\u5316\u98de\u8f6e\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u63a8\u7406\u5728\u524d\u7ebf\uff08Edge Inference\uff09\uff1a<\/strong>\n<ul>\n<li>\u5168\u7403\u6570\u767e\u4e07\u8f86\u642d\u8f7d\u4e86 AI \u82af\u7247\u7684\u6c7d\u8f66\uff0c\u5728\u8fdb\u884c\u5b9e\u65f6\u63a8\u7406\uff0c\u505a\u51fa\u9a7e\u9a76\u51b3\u7b56\u3002<\/li>\n\n\n\n<li>\u540c\u65f6\uff0c\u5b83\u4eec\u4e5f\u662f\u6570\u636e\u54e8\u5175\u3002\u5f53\u63a8\u7406\u7cfb\u7edf\u9047\u5230\u56f0\u96be\uff08\u6bd4\u5982\u4eba\u7c7b\u63a5\u7ba1\u3001\u6a21\u578b\u7f6e\u4fe1\u5ea6\u4f4e\uff09\u65f6\uff0c\u5b83\u4f1a\u89e6\u53d1\u6570\u636e\u91c7\u96c6\uff0c\u5c06\u8fd9\u4e2a\u5b9d\u8d35\u7684 Corner Case \u6570\u636e\u4e0a\u4f20\u56de\u4e91\u7aef\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<ul>\n<li><strong>\u8bad\u7ec3\u5728\u540e\u65b9\uff08Cloud Training\uff09\uff1a<\/strong>\n<ul>\n<li>\u4e91\u7aef\u7684\u81ea\u52a8\u9a7e\u9a76\u5de5\u5177\u94fe\u63a5\u6536\u5230\u8fd9\u4e9b\u4ece\u524d\u7ebf\u4f20\u56de\u7684\u3001\u6700\u6709\u4ef7\u503c\u7684\u65b0\u60c5\u62a5\u3002<\/li>\n\n\n\n<li>\u5de5\u7a0b\u5e08\u5229\u7528\u8fd9\u4e9b\u65b0\u6570\u636e\uff0c\u5bf9\u6a21\u578b\u8fdb\u884c\u65b0\u4e00\u8f6e\u7684\u8bad\u7ec3\u6216\u5fae\u8c03\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u51fa\u7684\u3001\u66f4\u5f3a\u5927\u7684\u65b0\u6a21\u578b\uff0c\u7ecf\u8fc7\u4e25\u683c\u7684\u4eff\u771f\u6d4b\u8bd5\uff0c\u518d\u6b21\u88ab\u4f18\u5316\u548c\u538b\u7f29\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>OTA \u90e8\u7f72 \u2014\u2014 \u8fde\u63a5\u540e\u65b9\u4e0e\u524d\u7ebf\uff1a<\/strong>\n<ul>\n<li>\u6700\u7ec8\uff0c\u8fd9\u4e2a\u66f4\u5f3a\u5927\u7684\u3001\u7ecf\u8fc7\u63a8\u7406\u4f18\u5316\u7684\u65b0\u6a21\u578b\uff0c\u901a\u8fc7 OTA\uff08\u7a7a\u4e2d\u4e0b\u8f7d\uff09\u6280\u672f\uff0c\u88ab\u90e8\u7f72\u56de\u5168\u7403\u7684\u8f66\u8f86\u4e0a\u3002<\/li>\n\n\n\n<li>\u73b0\u5728\uff0c\u8f66\u8f86\u7684\u63a8\u7406\u80fd\u529b\u53d8\u5f97\u66f4\u5f3a\u4e86\uff0c\u5b83\u80fd\u591f\u5904\u7406\u4e4b\u524d\u65e0\u6cd5\u5904\u7406\u7684\u573a\u666f\uff0c\u5e76\u6709\u80fd\u529b\u53bb\u53d1\u73b0\u66f4\u7a00\u6709\u3001\u66f4\u56f0\u96be\u7684\u65b0\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u95ed\u73af\u4e2d\uff0c<strong>\u63a8\u7406\u662f\u8bad\u7ec3\u7684\u773c\u775b\u548c\u8033\u6735\uff0c\u8d1f\u8d23\u63a2\u7d22\u548c\u53d1\u73b0\u95ee\u9898\uff1b\u800c\u8bad\u7ec3\u662f\u63a8\u7406\u7684\u5927\u8111\u548c\u5175\u5de5\u5382\uff0c\u8d1f\u8d23\u5b66\u4e60\u548c\u89e3\u51b3\u95ee\u9898\u3002<\/strong> \u4e24\u8005\u76f8\u4e92\u9a71\u52a8\uff0c\u5171\u540c\u8fdb\u5316\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u672a\u6765\u7684 AI\uff0c\u8bad\u7ec3\u548c\u63a8\u7406\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u8fb9\u754c\u548c\u5f62\u6001\uff0c\u4e5f\u5728\u4e0d\u65ad\u5730\u6f14\u5316\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u7aef\u4fa7\u8bad\u7ec3 \/ \u8054\u90a6\u5b66\u4e60\uff08On-Device Training \/ Federated Learning\uff09<\/strong>\uff1a\u672a\u6765\uff0c\u4e00\u90e8\u5206\u8f7b\u91cf\u7ea7\u7684\u8bad\u7ec3\uff0c\u53ef\u80fd\u4f1a\u76f4\u63a5\u5728\u4f60\u7684\u624b\u673a\u6216\u6c7d\u8f66\u4e0a\u5b8c\u6210\u3002\u6bd4\u5982\uff0c\u4e3a\u4e86\u8ba9\u8bed\u97f3\u52a9\u624b\u66f4\u9002\u5e94\u4f60\u7684\u53e3\u97f3\uff0c\u5b83\u53ef\u4ee5\u5728\u4e0d\u5c06\u4f60\u7684\u8bed\u97f3\u6570\u636e\u4e0a\u4f20\u5230\u4e91\u7aef\u7684\u60c5\u51b5\u4e0b\uff0c\u5728\u672c\u5730\u8fdb\u884c\u5c0f\u89c4\u6a21\u7684\u4e2a\u6027\u5316\u5fae\u8c03\u3002<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u786c\u4ef6\u878d\u5408<\/strong>\uff1a\u50cf NVIDIA \u6700\u65b0\u7684 Blackwell 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