{"id":872,"date":"2025-11-17T21:34:42","date_gmt":"2025-11-17T20:34:42","guid":{"rendered":"https:\/\/aronazarar.com\/?p=872"},"modified":"2026-02-24T15:08:42","modified_gmt":"2026-02-24T14:08:42","slug":"mi-%e5%92%8c%e7%a1%ac%e4%bb%b6","status":"publish","type":"post","link":"https:\/\/aronazarar.com\/zh\/mi-and-hardware\/","title":{"rendered":"MI \u548c\u786c\u4ef6"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"872\" class=\"elementor elementor-872\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2cda1a8 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"2cda1a8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65536c7 elementor-widget elementor-widget-text-editor\" data-id=\"65536c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h3>\u501f\u52a9\u4eba\u5de5\u667a\u80fd<\/h3><h2>1.\u5bfc\u8a00--\u7ad9\u5728\u5730\u7f18\u653f\u6cbb\u4eba\u5de5\u667a\u80fd\u6280\u672f\u65f6\u4ee3\u7684\u95e8\u69db\u4e0a\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"7\">\u6211\u4eec\u5df2\u7ecf\u8fdb\u5165\u4e86\u8fd9\u6837\u4e00\u4e2a\u65f6\u4ee3\uff0c\u6280\u672f\u4f18\u52bf\u4e0d\u518d\u4ec5\u4ec5\u662f\u4e00\u79cd\u7ade\u4e89\u4f18\u52bf\uff0c\u800c\u4e14\u662f\u4ee5\u4e0b\u65b9\u9762\u7684\u4e3b\u8981\u57fa\u7840 <b>\u56fd\u5bb6\u5b89\u5168<\/b> \u548c <b>\u5730\u7f18\u653f\u6cbb\u5f71\u54cd<\/b>.<\/h3><h3>\u6570\u636e\u4e2d\u5fc3\u7684\u6027\u80fd\u3001\u8d85\u9ad8\u901f\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u6570\u636e\u7f51\u7edc\u7684\u5f39\u6027\u73b0\u5728\u5df2\u88ab\u89c6\u4e3a\u6218\u7565\u6b66\u5668\u3002\u5728 2026 \u5e74\u7684\u5168\u7403\u653f\u6cbb\u80cc\u666f\u4e0b\uff0c\u5168\u7403\u7d27\u5f20\u5c40\u52bf\u6b63\u5728\u4e0d\u65ad\u5347\u7ea7\uff1a\u7f8e\u56fd\u548c\u6b27\u76df\u4e4b\u95f4\u7684\u51b2\u7a81\u6b63\u5728\u52a0\u5267\u3002 <b>\u6b8b\u9177<\/b> \u5927\u56fd\u4e4b\u95f4\u7684\u6743\u529b\u7ed3\u6784\u8c03\u6574\u3001\u5730\u533a\u51b2\u7a81\u4ee5\u53ca\u957f\u671f\u5b58\u5728\u7684\u7f51\u7edc\u6218\u90fd\u51f8\u663e\u4e86 <b>\u4e25\u91cd<\/b> \u91cd\u8981\u6027 <b>\u6570\u5b57\u4e3b\u6743<\/b>.<\/h3><h3 data-path-to-node=\"8\">\u8fd9\u4e24\u65b9\u9762\u4ea4\u6c47\u7684\u5229\u5bb3\u5173\u7cfb <b>\u4eba\u5de5\u667a\u80fd<\/b> (\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u57fa\u672c <b>\u786c\u4ef6<\/b>GPU\u3001NPU\u3001TPU\u3001ASIC \u82af\u7247\u3001HBM \u5185\u5b58\u548c NVLINK \u4e92\u8fde--\u662f <b>\u53e4\u8ff9<\/b>.<\/h3><h3>\u8fd9 <b>\u6218\u7565\u8054\u76df<\/b> \u662f 21 \u4e16\u7eaa\u6700\u5c16\u9510\u7684\u5730\u7f18\u653f\u6cbb\u6218\u573a\u4e0a\u5c55\u5f00\u7684\u7ade\u4e89\u7684\u6838\u5fc3\u3002\u771f\u6b63\u7684\u5229\u5bb3\u5173\u7cfb\u662f <b>\u6280\u672f\u4f18\u52bf<\/b> \u548c <b>\u8d85\u7ea7\u5927\u56fd<\/b> \u73b0\u72b6\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u8bad\u7ec3\u548c\u8fd0\u884c\u9700\u8981\u5de8\u5927\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u800c\u53ea\u6709\u4e13\u4e1a\u5316\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u624d\u80fd\u6ee1\u8db3\u8fd9\u4e9b\u8981\u6c42\u3002 <b>\u786c\u4ef6<\/b> \u53ef\u4ee5\u6709\u6548\u5730\u63d0\u4f9b\u3002<\/h3><h3>\u00a0\u8fd9 <b>\u7a7a\u524d<\/b> \u534f\u540c\u6548\u5e94\u5e26\u6765 <b>\u9769\u547d<\/b> \u56fd\u9632\u3001\u91d1\u878d\u3001\u533b\u7597\u4fdd\u5065\u548c\u80fd\u6e90\u9886\u57df\u7684\u53d8\u5316\uff0c\u4ee3\u8868\u4e86 <b>\u91cd\u8981\u6218\u7565\u4efb\u52a1<\/b> \u5bf9\u6bcf\u4e2a\u51b3\u7b56\u8005\u6765\u8bf4\u90fd\u662f\u5982\u6b64\u3002\u843d\u540e\u8005\u5c06 <b>\u65e0\u60c5<\/b> \u7559\u4e0b\u7684\u3002<\/h3><hr data-path-to-node=\"9\" \/><h3 data-path-to-node=\"10\">\u00a0<\/h3><h2>2.\u786c\u4ef6\u5728\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u610f\u4e49\u548c\u4f5c\u7528\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"11\">\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff08\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0cLLM\uff09\u7684\u8ba1\u7b97\u9700\u6c42\u65e5\u76ca\u589e\u957f <b>\u6025\u907d<\/b>.\u4f20\u7edf CPU <a href=\"https:\/\/hai.stanford.edu\/ai-index\/2025-ai-index-report\">\u4e0d\u518d\u80fd\u6709\u6548\u5730\u6ee1\u8db3<\/a> \u6b64 <b>\u5de8\u578b<\/b> \u8981\u6c42\u3002\u8fd9\u5c31\u662f\u4e13\u4e1a <b>\u786c\u4ef6<\/b> \u5305\u88c5\u4e3a<\/h3><h3 data-path-to-node=\"12\">\u00a0<\/h3><h3><span style=\"font-weight: normal;\">\u4eba\u5de5\u667a\u80fd\u786c\u4ef6\u7684\u5173\u952e\u8981\u7d20\u53ca\u5176\u76ee\u6807<\/span>s<\/h3><h3 data-path-to-node=\"13\">\u00a0<\/h3><h3>1.\u56fe\u5f62\u5904\u7406\u5668\uff08GPU\uff09<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"14\"><li><h3 data-path-to-node=\"14,0,0\"><b>\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u8981\u76ee\u6807<\/b> <b>\u901a\u7528\u52a0\u901f<\/b> \u4e3b\u8981\u7528\u4e8e <b>\u57f9\u8bad<\/b> \u5927\u578b\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff08LLMs\u3001\u56fe\u50cf\u751f\u6210\u5668\uff09\u3002<\/h3><\/li><li><h3 data-path-to-node=\"14,1,0\"><b>\u6838\u5fc3\u804c\u80fd<\/b> <b>\u5e76\u884c\u5904\u7406\uff1a<\/b> \u5b83\u62e5\u6709\u6210\u5343\u4e0a\u4e07\u4e2a\u5c0f\u578b\u5185\u6838\uff0c\u975e\u5e38\u9002\u5408\u77e9\u9635\u4e58\u6cd5\u3001...... <b>\u57fa\u672c<\/b> \u795e\u7ecf\u7f51\u7edc\u7684\u8fd0\u884c\u3002<\/h3><\/li><\/ul><ul data-path-to-node=\"14\"><li>\u5168\u7403\u4ef7\u683c\uff1a200$ - 2000$\u00a0<\/li><\/ul><ul data-path-to-node=\"14\"><li>\u4e91\u4e0a\uff1a\u5e73\u5747 1$\/h<\/li><\/ul><h3 data-path-to-node=\"15\">\u00a0<\/h3><h3>2.TPU\uff08\u5f20\u91cf\u5904\u7406\u5355\u5143\uff09<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"16\"><li><h3 data-path-to-node=\"16,0,0\"><b>\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u8981\u76ee\u6807<\/b> <b>\u5b9e\u73b0\u57fa\u4e8e\u4e91\u7684\u4eba\u5de5\u667a\u80fd\u7684\u6700\u9ad8\u6548\u7387\u3002<\/b> \u8c37\u6b4c\u4e13\u95e8\u4e3a\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u7684 ASIC\u3002<\/h3><\/li><li><h3 data-path-to-node=\"16,1,0\"><b>\u6838\u5fc3\u804c\u80fd<\/b> <b>\u5f20\u91cf\u52a0\u901f<\/b> \u9488\u5bf9\u5904\u7406\u5f20\u91cf\uff08\u591a\u7ef4\u6570\u636e\uff09\u8fdb\u884c\u4e86\u660e\u786e\u4f18\u5316\uff0c\u63d0\u4f9b\u4e86 <b>\u6025\u6027<\/b> \u8bad\u7ec3\u548c\u8dd1\u6b65\u65f6\u7684\u52a0\u901f\u5ea6\uff08\u63a8\u65ad\uff09\u3002<\/h3><\/li><li><h3>\u4ef7\u683c\u4e91\u4e0a 1,2$\/h<\/h3><\/li><\/ul><h3 data-path-to-node=\"17\">\u00a0<\/h3><h3>3.NPU\uff08\u795e\u7ecf\u5904\u7406\u5355\u5143\uff09<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"18\"><li><h3 data-path-to-node=\"18,0,0\"><b>\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u8981\u76ee\u6807<\/b> <b>\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\u3002<\/b> \u5728\u79fb\u52a8\u8bbe\u5907\u548c\u7269\u8054\u7f51\u4e2d\u7528\u4e8e\u5b9e\u65f6\u3001\u4f4e\u529f\u8017\u63a8\u7406\u3002<\/h3><\/li><li><h3 data-path-to-node=\"18,1,0\"><b>\u6838\u5fc3\u804c\u80fd<\/b> <b>\u4e13\u7528\u4f18\u5316\uff1a<\/b> \u4e13\u4e3a\u8fd0\u884c\u795e\u7ecf\u7f51\u7edc\u800c\u8bbe\u8ba1\u7684\u9ad8\u80fd\u6548\u67b6\u6784\uff0c\u5141\u8bb8 <b>\u81f3\u5173\u91cd\u8981<\/b> \u5728\u6e90\u5934\u8fdb\u884c\u6570\u636e\u5904\u7406\u3002<\/h3><\/li><li><h3>\u4ef7\u683c40$ - 500$<br \/>\u4e91\u4e0a0,05-0,2$\/h<\/h3><\/li><\/ul><h3 data-path-to-node=\"19\">\u00a0<\/h3><h3>4.ASIC\uff08\u4e13\u7528\u96c6\u6210\u7535\u8def\uff09<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"20\"><li><h3 data-path-to-node=\"20,0,0\"><b>\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u8981\u76ee\u6807<\/b> <b>\u5b9a\u5236\uff0c\u52bf\u4e0d\u53ef\u6321\u7684\u6548\u7387\u3002<\/b> \u4e13\u7528\u4e8e\u7279\u5b9a\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\uff08\u5982\u5bc6\u7801\u5b66\u3001\u89c6\u9891\u5206\u6790\uff09\u7684\u5b9a\u5236\u82af\u7247\u3002<\/h3><\/li><li><h3 data-path-to-node=\"20,1,0\"><b>\u6838\u5fc3\u804c\u80fd<\/b> <b>\u5168\u9762\u4f18\u5316\uff1a<\/b> \u80fd\u591f\u5b9e\u73b0 <b>\u6307\u6570<\/b> \u6548\u7387\u9ad8\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u6676\u4f53\u7ba1\u90fd\u662f\u4e3a\u76ee\u6807\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u6392\u9664\u4e86\u4e0d\u5fc5\u8981\u7684\u529f\u80fd\u3002<\/h3><\/li><li><h3>\u4ef7\u683c800- 10000+$<br \/>\u4e91\u8ba1\u7b97\uff1a200$\/\u6708<\/h3><\/li><\/ul><h3 data-path-to-node=\"21\">\u00a0<\/h3><h3>5.HBM\uff08\u9ad8\u5e26\u5bbd\u5185\u5b58\uff09<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"22\"><li><h3 data-path-to-node=\"22,0,0\"><b>\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u8981\u76ee\u6807<\/b> <b>\u6570\u636e\u4f20\u8f93\u7684\u5173\u952e<\/b> \u5728 GPU\/TPU \u548c\u5185\u5b58\u4e4b\u95f4\u5feb\u901f\u4f20\u8f93\u6570\u636e\u3002<\/h3><\/li><li><h3 data-path-to-node=\"22,1,0\"><b>\u6838\u5fc3\u804c\u80fd<\/b> <b>\u4e09\u7ef4\u5806\u53e0<\/b> \u5b58\u50a8\u82af\u7247\u91c7\u7528\u5782\u76f4\uff083D\uff09\u5c42\u53e0\u65b9\u5f0f\uff0c\u53ef\u5b9e\u73b0 <b>\u7a7a\u524d<\/b> \u6570\u636e\u4f20\u8f93\u901f\u5ea6\u548c\u80fd\u6e90\u6548\u7387\u3002<\/h3><\/li><li><h3>\u4ef7\u683c1000+$ - 30000+$<br \/>\u4e91\u4e0a\uff1a2$-4$\/h<\/h3><\/li><\/ul><h3 data-path-to-node=\"23\">\u00a0<\/h3><h3>6.NVLINK\uff08\u9ad8\u901f\u4e92\u8fde\u6280\u672f\uff09<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"24\"><li><h3 data-path-to-node=\"24,0,0\"><b>\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u8981\u76ee\u6807<\/b> <b>\u6269\u5c55\u4e0e\u4ea4\u6d41\u3002<\/b> \u5728\u6570\u636e\u4e2d\u5fc3\u5185\u8fde\u63a5\u591a\u4e2a GPU\/TPU\u3002<\/h3><\/li><li><h3 data-path-to-node=\"24,1,0\"><b>\u6838\u5fc3\u804c\u80fd<\/b> <b>\u6781\u9650\u5e26\u5bbd\uff1a<\/b> \u4e13\u95e8\u7684\u4e92\u8054\u534f\u8bae <b>\u4e25\u91cd<\/b> \u7528\u4e8e\u6784\u5efa\u5927\u578b\u96c6\u7fa4\uff08\u5982\u8d85\u7ea7\u8ba1\u7b97\u673a\uff09\uff0c\u5728\u8fd9\u4e9b\u96c6\u7fa4\u4e2d\uff0c\u6570\u636e\u7684\u5feb\u901f\u4ea4\u6362\u662f <b>\u81f3\u5173\u91cd\u8981<\/b> \u8fdb\u884c\u6a21\u62df\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"25\"><b>\u786c\u4ef6<\/b> \u4e0d\u4ec5\u63d0\u9ad8\u4e86\u901f\u5ea6\uff0c\u8fd8\u89e3\u51b3\u4e86 <b>\u6025\u6027<\/b> \u95ee\u9898 <b>\u4f18\u5316<\/b>.\u4eba\u5de5\u667a\u80fd\u4e0e <b>\u786c\u4ef6<\/b> \u5e26\u6765 <b>\u7a81\u7834\u6027\u8fdb\u5c55<\/b> \u7ed3\u679c<\/h3><ul data-path-to-node=\"26\"><li><h3 data-path-to-node=\"26,0,0\"><b>\u786c\u4ef6\u611f\u77e5\u4f18\u5316<\/b> \u4eba\u5de5\u667a\u80fd\u6a21\u578b\u751a\u81f3\u5728\u8bbe\u8ba1\u9636\u6bb5\u5c31\u8003\u8651\u5230\u4e86\u76ee\u6807\u786c\u4ef6\uff08\u5982 TPU\/ASIC\uff09\u7684\u5177\u4f53\u60c5\u51b5\uff0c\u7ed3\u679c\u662f <b>\u7384\u4e4e<\/b> \u63d0\u9ad8\u6548\u7387\u3002<\/h3><\/li><li><h3 data-path-to-node=\"26,1,0\"><b>\u82af\u7247\u8bbe\u8ba1\u81ea\u52a8\u5316\uff1a<\/b> \u4eba\u5de5\u667a\u80fd\u672c\u8eab\u53ef\u4ee5\u6267\u884c <b>ASIC \u8bbe\u8ba1<\/b>\u4ece\u800c\u4ece\u6839\u672c\u4e0a\u51cf\u5c11\u82af\u7247\u8bbe\u8ba1\u5468\u671f\u7684\u65f6\u95f4\u548c\u6210\u672c\u3002\u56e0\u6b64\uff0c\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u5f00\u53d1\u51fa\u66f4\u9ad8\u6548\u7684 <b>\u786c\u4ef6<\/b> \u4e3a\u81ea\u5df1\u3002<\/h3><\/li><\/ul><hr data-path-to-node=\"27\" \/><h3 data-path-to-node=\"28\">\u00a0<\/h3><h2>3.\u4eba\u5de5\u667a\u80fd+\u786c\u4ef6\u9886\u57df\u7684\u5168\u7403\u7ade\u4e89\u3001\u53c2\u4e0e\u8005\u548c\u98ce\u9669\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"29\">\u4eba\u5de5\u667a\u80fd\u4e0e\u4e13\u4e1a\u5316\u7684\u7ed3\u5408 <b>\u786c\u4ef6<\/b> \u70b9\u71c3\u4e86 <b>\u6b8b\u9177<\/b> \u5168\u7403\u7ade\u4e89\uff0c\u5b9e\u73b0\u6280\u672f <b>\u4f18\u52bf<\/b>.<\/h3><h3 data-path-to-node=\"30\">\u00a0<\/h3><h3>A.\u5730\u7f18\u653f\u6cbb\u6743\u529b\u4e2d\u5fc3\u548c\u786c\u4ef6<\/h3><div>\u00a0<\/div><h3 data-path-to-node=\"32\"><b>\u4e2d\u56fd\uff1a<\/b><\/h3><h3>\u4e3b\u6743\u6218\u7565\uff08ASIC\u3001HBM\uff09<\/h3><h3 data-path-to-node=\"32\"><b><\/b> \u4e2d\u56fd\u7684 <b>\u4e25\u91cd<\/b> \u76ee\u6807\u662f\u5728 <b>\u786c\u4ef6<\/b>\u7279\u522b\u662f\u5728\u53d1\u5c55 <b>ASIC<\/b> \u548c\u56fd\u5185 <b>GPU<\/b> \u6280\u672f\u3002<\/h3><h3>\u534e\u4e3a\u7b49\u5de8\u5934\u6b63\u5728\u6295\u8d44 <b>\u53e4\u8ff9<\/b> \u5728\u5efa\u8bbe\u81ea\u5df1\u7684 <b>\u786c\u4ef6<\/b> \u751f\u6001\u7cfb\u7edf\uff08\u4f8b\u5982 <b>HBM<\/b> \u5236\u9020\u80fd\u529b\uff09\uff0c\u4ee5\u5e94\u5bf9\u7f8e\u56fd\u7684\u51fa\u53e3\u9650\u5236\u3002\u76ee\u7684\u662f\u51cf\u5c11\u5bf9\u8fdb\u53e3\u7684\u4f9d\u8d56 <b>\u56fe\u5f62\u5904\u7406\u5668<\/b> \u5e76\u63d0\u9ad8\u56fd\u5185 <b>\u786c\u4ef6<\/b> \u4f9b\u5e94\u94fe\u3002\u8fd9\u662f\u4e00\u4e2a <b>\u6218\u7565\u8981\u52a1<\/b>.<\/h3><h3 data-path-to-node=\"33\"><b>\u4e1c\u4e9a\uff1a<\/b><\/h3><h3>\u5236\u9020\u548c\u5b58\u50a8\u5668\u4e2d\u5fc3\uff08HBM\u3001ASIC\uff09<\/h3><h3 data-path-to-node=\"33\"><b><\/b> \u97e9\u56fd\uff08\u4e09\u661f\u3001SK \u6d77\u529b\u58eb\uff09\u4eab\u8a89\u5168\u7403 <b>\u4f18\u52bf<\/b> \u5185\u5b58\u548c\u5305\u88c5 (<b>HBM<\/b>)\uff0c\u5b83\u662f\u4e00\u4e2a <b>\u81f3\u5173\u91cd\u8981<\/b> \u7ec4\u4ef6\u7528\u4e8e <b>\u56fe\u5f62\u5904\u7406\u5668<\/b> \u548c <b>\u70ed\u5851\u6027\u805a\u6c28\u916f<\/b>.\u65e5\u672c\u975e\u5e38\u91cd\u89c6 <b>\u786c\u4ef6<\/b> \u6750\u6599\u7814\u7a76\u548c\u5236\u9020\u8bbe\u5907\u3002<\/h3><h3><b>\u5927\u4e9a\u6d32\uff08\u5305\u62ec\u5370\u5ea6\uff09\uff1a<br \/><\/b><b>\u5d1b\u8d77\u4e2d\u7684\u5f3a\u8005\uff08ASIC\u3001\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\uff09<\/b><\/h3><h3><b>\u5370\u5ea6<\/b> \u6b63\u5728\u6210\u4e3a <b>\u4e25\u91cd<\/b> \u7531\u4e8e\u62e5\u6709\u5e9e\u5927\u7684\u4eba\u624d\u5e93\u548c\u5feb\u901f\u53d1\u5c55\u7684\u6570\u5b57\u57fa\u7840\u8bbe\u65bd\uff0c\u8be5\u516c\u53f8\u5df2\u6210\u4e3a\u5168\u7403\u6700\u5927\u7684\u6570\u5b57\u5a92\u4f53\u516c\u53f8\u4e4b\u4e00\u3002\u5176\u91cd\u70b9\u662f\u53d1\u5c55\u81ea\u5df1\u7684 <b>ASIC<\/b> \u548c <b>NPU<\/b> \u4e3a\u5927\u4f17\u5e02\u573a\u548c\u653f\u5e9c\u5e94\u7528\u63d0\u4f9b\u80fd\u529b\uff0c\u4fc3\u8fdb\u672c\u571f <b>\u786c\u4ef6<\/b> \u5370\u5ea6\u534a\u5bfc\u4f53\u4efb\u52a1 \"\u7b49\u5021\u8bae\u4e0b\u7684\u8bbe\u8ba1\u3002<\/h3><h3>\u00a0\u00a0<b>\u65b0\u52a0\u5761<\/b> \u4f5c\u4e3a\u9ad8\u6027\u80fd\u8ba1\u7b97\uff08HPC\uff09\u548c\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u7684\u533a\u57df\u4e2d\u5fc3\uff0c\u5229\u7528\u5176\u5728\u9876\u7ea7\u6570\u636e\u4e2d\u5fc3\u5b89\u5168\u8fd0\u8425\u65b9\u9762\u7684\u4f18\u52bf <b>\u786c\u4ef6<\/b>.<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\">\u4fc4\u7f57\u65af\uff1a<\/h3><h3>\u805a\u7126\u519b\u4e8b\u548c\u80fd\u6e90\u5e94\u7528\uff08\u4f20\u7edf\u7cfb\u7edf\u3001\u672c\u571f\u8bbe\u8ba1\uff09<br \/>\u7531\u4e8e\u897f\u65b9\u7684\u5236\u88c1\uff0c\u4fc4\u7f57\u65af\u5728\u83b7\u53d6\u5c16\u7aef\u786c\u4ef6\uff08\u5148\u8fdb\u7684 GPU \u548c HBM \u6280\u672f\uff09\u65b9\u9762\u9762\u4e34\u5de8\u5927\u6311\u6218\u3002<\/h3><h3>\u00a0\u5176\u91cd\u70b9\u4e3b\u8981\u662f\u4e3a\u56fd\u9632\u548c\u80fd\u6e90\u90e8\u95e8\u5f00\u53d1\u672c\u571f\u5fae\u7535\u5b50\u548c\u4e13\u7528\u96c6\u6210\u7535\u8def\u8bbe\u8ba1\uff0c\u65e8\u5728\u5b9e\u73b0\u8001\u4e00\u4ee3\u4f46\u5728\u519b\u4e8b\u4e0a\u53ef\u884c\u7684\u7cfb\u7edf\u7684\u81ea\u7ed9\u81ea\u8db3\u3002\u8fd9\u79cd\u5b64\u7acb\u72b6\u6001\u4f7f\u5176\u5fc5\u987b\u4f9d\u8d56\u56fd\u5185\u751f\u4ea7\u548c\u5e73\u884c\u8fdb\u53e3\uff0c\u4ece\u800c\u9650\u5236\u4e86\u5176\u5728\u5168\u7403\u5546\u4e1a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7ade\u4e89\u529b\uff0c\u4f46\u5374\u63a8\u52a8\u4e86\u7279\u5b9a\u519b\u4e8b\u786c\u4ef6\u7684\u521b\u65b0\u3002<\/h3><div><h3 style=\"font-style: normal; letter-spacing: normal;\">\u4e2d\u4e1c\uff1a<\/h3><h3>\u00a0\u6218\u7565\u6295\u8d44\u3001\u8bbe\u8ba1\u548c\u6536\u8d2d\uff08GPU\u3001ASIC\u3001HPC\uff09<br \/>\u4e2d\u4e1c\u5730\u533a\u7684\u4e3b\u8981\u56fd\u5bb6\u6b63\u5728\u5b9e\u65bd\u4e0d\u540c\u4f46\u540c\u6837\u91cd\u8981\u7684\u6218\u7565\u3002<\/h3><h3>\u00a0\u00a0\u6c99\u7279\u963f\u62c9\u4f2f\u548c\u963f\u8054\u914b\u6b63\u901a\u8fc7\u5927\u89c4\u6a21\u4e3b\u6743\u8d22\u5bcc\u57fa\u91d1\u6295\u8d44\uff0c\u79ef\u6781\u5b9e\u65bd\u6210\u4e3a\u5168\u7403\u4eba\u5de5\u667a\u80fd\u4e2d\u5fc3\u7684\u8ba1\u5212\uff0c\u91cd\u70b9\u6536\u8d2d\u5927\u89c4\u6a21 GPU \u96c6\u7fa4\u548c\u76f8\u5173 HBM \u6280\u672f\uff0c\u4ee5\u6784\u5efa\u4e16\u754c\u7ea7\u9ad8\u6027\u80fd\u8ba1\u7b97 (HPC) \u548c\u4e3b\u6743\u4eba\u5de5\u667a\u80fd\u4e91\u57fa\u7840\u8bbe\u65bd\u3002<\/h3><h3>\u7136\u800c\uff0c\u4ee5\u8272\u5217\u5c06\u5176\u4f18\u52bf\u96c6\u4e2d\u5728\u786c\u4ef6\u8bbe\u8ba1\u3001\u7814\u53d1\u4ee5\u53ca\u4e13\u7528\u4e13\u7528\u96c6\u6210\u7535\u8def\uff08ASIC\uff09\u548c NPU \u7684\u521b\u5efa\u4e0a\u3002\u4ee5\u8272\u5217\u5229\u7528\u5176\u5728\u534a\u5bfc\u4f53\u7814\u53d1\u548c\u7f51\u7edc\u5b89\u5168\u65b9\u9762\u7684\u6df1\u539a\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6210\u4e3a\u4e0b\u4e00\u4ee3\u786c\u4ef6\u7ec4\u4ef6\u548c\u4eba\u5de5\u667a\u80fd\u52a0\u901f\u8bbe\u8ba1\u7684\u91cd\u8981\u521b\u65b0\u4e2d\u5fc3\uff0c\u5e76\u7ecf\u5e38\u4e0e\u7f8e\u56fd\u79d1\u6280\u5de8\u5934\u5bc6\u5207\u5408\u4f5c\u3002<\/h3><h3>\u8be5\u5730\u533a\u5bf9\u8d44\u672c\u5bc6\u96c6\u578b\u6536\u8d2d\u548c\u77e5\u8bc6\u4ea7\u6743\u521b\u9020\u7684\u53cc\u91cd\u5173\u6ce8\u5177\u6709\u9ad8\u5ea6\u7684\u6218\u7565\u610f\u4e49\u3002<\/h3><div><h3 style=\"font-style: normal; letter-spacing: normal;\" data-path-to-node=\"34\">\u6b27\u6d32\u548c\u6b27\u6d32\u8054\u76df\uff1a<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\">\u00a0\u4f26\u7406\u4e0e\u4e3b\u6743\uff08\u56fd\u5bb6\u653f\u7b56\u7ec4\u3001\u6fb3\u5927\u5229\u4e9a\u79d1\u5b66\u4e0e\u5de5\u4e1a\u59d4\u5458\u4f1a\uff09<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\" data-path-to-node=\"34\">\u6b27\u76df\u52aa\u529b\u4e89\u53d6\u786c\u4ef6\u9886\u57df\u7684\u6570\u5b57\u4e3b\u6743\uff0c\u4f46\u5728\u9ad8\u7aef GPU \u5e02\u573a\u4e0a\u5374\u4e25\u91cd\u843d\u540e\u3002CHIPS \u6cd5\u6848\u300b\u542f\u52a8\u4e86\u5bf9\u534a\u5bfc\u4f53\u5236\u9020\u4e1a\u7684\u5de8\u5927\u6295\u8d44\u3002<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\">\u00a0\u9053\u5fb7\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u9700\u8981\u53ef\u63a7\u3001\u53ef\u9760\u7684\u786c\u4ef6\uff08\u5982\u4e13\u6709\u7684 NPU \u548c ASIC \u5f00\u53d1\uff09\u3002\u5308\u7259\u5229\u6b63\u901a\u8fc7\u53d1\u5c55\u6570\u5b57\u57fa\u7840\u8bbe\u65bd\uff0c\u5728\u8fd9\u4e00\u5730\u533a\u4eba\u5de5\u667a\u80fd\u548c\u786c\u4ef6\u5730\u56fe\u4e0a\u5bfb\u627e\u81ea\u5df1\u7684\u4f4d\u7f6e\uff0c\u8fd9\u662f\u4e00\u9879\u6218\u7565\u6027\u4e3e\u63aa\u3002<\/h3><\/div><div><h3 style=\"font-style: normal; letter-spacing: normal;\">\u5357\u7f8e\u6d32\u548c\u975e\u6d32\uff1a<\/h3><h3>\u00a0\u65b0\u5174\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e2d\u5fc3\uff08\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\u3001\u57fa\u7840\u8bbe\u65bd\uff09<\/h3><h3>\u8fd9\u4e9b\u5730\u533a\u6b63\u5728\u8fc5\u901f\u91c7\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u4e3b\u8981\u4fa7\u91cd\u4e8e\u5e94\u7528\u548c\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u4e0d\u662f\u5c16\u7aef\u786c\u4ef6\u5236\u9020\u3002<\/h3><h3>\u00a0\u5df4\u897f\uff08\u5357\u7f8e\uff09\u548c\u5357\u975e\uff08\u975e\u6d32\uff09\u7b49\u56fd\u5bb6\u5728 MI \u7814\u7a76\u548c\u6570\u636e\u4e2d\u5fc3\u5f00\u53d1\u65b9\u9762\u5904\u4e8e\u9886\u5148\u5730\u4f4d\u3002\u5b83\u4eec\u7684\u6218\u7565\u91cd\u70b9\u662f\u5229\u7528\u5177\u6709\u6210\u672c\u6548\u76ca\u7684 NPU \u548c\u8001\u4e00\u4ee3 GPU \u89e3\u51b3\u5f53\u5730\u95ee\u9898\uff0c\u5982\u519c\u4e1a\u4f18\u5316\u3001\u91d1\u878d\u666e\u60e0\u548c\u533b\u7597\u4fdd\u5065\u3002\u957f\u671f\u6218\u7565\u5305\u62ec\u5438\u5f15\u56fd\u9645\u6295\u8d44\uff0c\u5efa\u8bbe\u4e3b\u6743\u3001\u5f39\u6027\u7684\u786c\u4ef6\u57fa\u7840\u8bbe\u65bd\u3002<\/h3><\/div><h3 style=\"font-style: normal; letter-spacing: normal;\" data-path-to-node=\"31\">\u7f8e\u56fd\uff1a<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\">\u00a0\u521b\u65b0\u5f15\u64ce\uff08GPU\u3001HBM\u3001NVLINK\uff09<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\" data-path-to-node=\"31\">\u7f8e\u56fd\u662f\u5168\u7403\u4eba\u5de5\u667a\u80fd\u786c\u4ef6\u7814\u53d1\u7684\u9886\u8dd1\u8005\uff0c\u62e5\u6709\u9886\u5148\u7684\u82af\u7247\u8bbe\u8ba1\u548c\u5236\u9020\u516c\u53f8\uff08\u82f1\u4f1f\u8fbe\u3001AMD\u3001\u82f1\u7279\u5c14\uff09\u3002<\/h3><h3 style=\"font-style: normal; letter-spacing: normal;\">\u00a0\u5728 GPU\u3001NVLINK \u548c HBM \u8bbe\u8ba1\u65b9\u9762\u83b7\u5f97\u7684\u4f18\u52bf\u4e3a\u8bad\u7ec3\u8ba1\u7b97\u63d0\u4f9b\u4e86\u4e0d\u53ef\u5ffd\u89c6\u7684\u4f18\u52bf\u3002DARPA \u548c\u5176\u4ed6\u653f\u5e9c\u673a\u6784\u4e3a\u4e0b\u4e00\u4ee3\u786c\u4ef6\uff08\u5982 TPU \u66ff\u4ee3\u54c1\u3001ASIC\uff09\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u65e0\u4e0e\u4f26\u6bd4\u7684\u8d44\u91d1\u652f\u6301\u3002\u4fdd\u6301\u6280\u672f\u4f18\u52bf\u662f\u56fd\u5bb6\u5b89\u5168\u7684\u91cd\u8981\u76ee\u6807\u3002<\/h3><\/div><h3 data-path-to-node=\"35\">\u00a0<\/h3><h3>B.\u7ade\u4e89\u98ce\u9669\uff1a <br \/>\u786c\u5e01\u7684\u9634\u6697\u9762<\/h3><h3>\u00a0<\/h3><ol start=\"1\" data-path-to-node=\"36\"><li><h3 data-path-to-node=\"36,0,0\"><b><a href=\"https:\/\/www.oecd.org\/en\/publications\/competition-in-artificial-intelligence-infrastructure_623d1874-en\/full-report\/component-5.html\">\u4f9b\u5e94\u94fe<\/a> \u8106\u5f31\u6027\uff1a<\/b><\/h3><h3>\u5730\u7406\u4f4d\u7f6e\u96c6\u4e2d <a href=\"https:\/\/docs.nvidia.com\/ai-enterprise\/planning-resource\/ai-factory-white-paper\/latest\/introduction.html\">\u82af\u7247\u5236\u9020<\/a> (\u5c24\u5176\u662f\u6700\u5148\u8fdb\u7684 <b>GPU\u3001TPU\u3001ASIC<\/b>\u4f8b\u5982\u53f0\u6e7e\uff09\u4ee3\u8868\u4e86\u4e00\u4e2a <b>\u4e25\u91cd<\/b> \u8106\u5f31\u70b9\u3002\u6f5c\u5728\u7684\u51b2\u7a81\u53ef\u80fd\u5bfc\u81f4 <b>\u76f4\u63a5<\/b> \u5168\u7403\u7ecf\u6d4e\u548c\u519b\u4e8b\u707e\u96be\u3002<\/h3><\/li><li><h3 data-path-to-node=\"36,1,0\"><b>\u6280\u672f\u4e0d\u5bf9\u79f0\u4e0e\u53d1\u5c55\u5dee\u8ddd\uff1a<\/b><\/h3><h3>\u7531\u4e8e\u5148\u8fdb\u6280\u672f\u7684\u6210\u672c\u548c\u590d\u6742\u6027\u6781\u9ad8 <b>\u786c\u4ef6<\/b> \u4f8b\u5982 <b>\u56fe\u5f62\u5904\u7406\u5668<\/b> \u914d\u5907\u4e86\u6700\u65b0\u7684 <b>HBM<\/b>)\uff0c\u6280\u672f\u8d85\u7ea7\u5927\u56fd\u4e0e\u53d1\u5c55\u4e2d\u56fd\u5bb6\u4e4b\u95f4\u7684\u5dee\u8ddd\u6b63\u5728\u65e5\u76ca\u6269\u5927\u3002\u8fd9\u79cd\u4e0d\u5bf9\u79f0 <b>\u4e0d\u53ef\u907f\u514d\u5730<\/b> \u52a0\u5267\u4e86\u5730\u7f18\u653f\u6cbb\u7d27\u5f20\u5c40\u52bf\u3002<\/h3><\/li><li><h3 data-path-to-node=\"36,2,0\"><b>\u519b\u5907\u7ade\u8d5b\u5347\u7ea7\uff1a<br \/><\/b><br \/>\u00a0\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b) <b>\u786c\u4ef6<\/b> \uff08\u7279\u522b\u662f <b>\u70ed\u5851\u6027\u805a\u6c28\u916f\/ASIC<\/b> \u7cfb\u7edf\uff09\u7684\u6269\u6563\u3002 <b>\u81f4\u547d<\/b> \u81ea\u4e3b\u6b66\u5668\u7cfb\u7edf\uff0c\u5bfc\u81f4 <b>\u52c7\u51b3<\/b> \u7834\u574f\u6218\u7565\u7a33\u5b9a\u3002<\/h3><\/li><\/ol><hr data-path-to-node=\"37\" \/><h3 data-path-to-node=\"38\">\u00a0<\/h3><h2>4.\u6218\u7565\u8d8b\u52bf<\/h2><h3>\u4eba\u5de5\u667a\u80fd\u548c\u786c\u4ef6\u7684\u6743\u529b\u518d\u5206\u914d\u00a0<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"39\">\u6cbf\u7740\u4e13\u4e1a\u5316\u8f74\u7ebf <b><a href=\"https:\/\/www.idc.com\/resource-center\/blog\/global-memory-shortage-crisis-market-analysis-and-the-potential-impact-on-the-smartphone-and-pc-markets-in-2026\/\">\u786c\u4ef6<\/a><\/b> \u548c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u8fd9\u4e24\u4e2a <b>\u6839\u672c<\/b> \u786e\u5b9a\u6027\u7684\u6218\u7565\u8d8b\u52bf\u6b63\u5728\u5f62\u6210\uff0c\u5bfc\u81f4 <b>\u4e0d\u53ef\u907f\u514d<\/b> \u6743\u529b\u518d\u5206\u914d\u3002<\/h3><h3 data-path-to-node=\"40\">\u00a0<\/h3><h3>A.\u8ba1\u7b97\u80fd\u529b\u7684\u5206\u6563\u5316\uff08\u8fb9\u7f18\u4eba\u5de5\u667a\u80fd\uff09<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"41\">\u6700\u91cd\u8981\u7684\u8d8b\u52bf\u4e4b\u4e00\u662f <b>\u786c\u4ef6<\/b> \u8ba1\u7b97\u80fd\u529b\u4ece\u96c6\u4e2d\u5f0f\u6570\u636e\u4e2d\u5fc3\u5411\u6570\u636e\u4e2d\u5fc3\u8f6c\u79fb\u3002 <b>\u8fb9\u7f18<\/b>.<\/h3><ul data-path-to-node=\"42\"><li><h3 data-path-to-node=\"42,0,0\"><b>NPU \u4f18\u52bf\uff1a<\/b><\/h3><h3>\u5927\u89c4\u6a21\u91c7\u7528 <b>NPU<\/b> \u5728\u79fb\u52a8\u8bbe\u5907\u3001\u65e0\u4eba\u673a\u548c\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e2d\u7684\u5e94\u7528\uff0c\u53ef\u5b9e\u73b0\u5b9e\u65f6\u3001\u8d85\u5feb\u7684\u4eba\u5de5\u667a\u80fd\u51b3\u7b56\uff0c\u5e76\u5c06\u5ef6\u8fdf\u964d\u81f3\u6700\u4f4e\u3002\u8fd9 <b>\u81f3\u5173\u91cd\u8981<\/b> \u80fd\u529b\u63d0\u4f9b <b>\u7a7a\u524d<\/b> \u56fd\u9632\u548c\u5de5\u4e1a\u90e8\u95e8\u7684\u7075\u6d3b\u6027\u3002<\/h3><\/li><li><h3 data-path-to-node=\"42,1,0\"><b>\u4e91 - \u8fb9\u7f18\u534f\u540c\uff1a<\/b><\/h3><h3>\u5927\u578b\u6a21\u578b\u4ecd\u5728\u5927\u89c4\u6a21 <b>GPU\/TPU<\/b> \u96c6\u7fa4\uff0c\u4f46\u63a8\u7406\u548c\u5b9e\u65f6 <b>\u4f18\u5316<\/b> \u7531 <b>NPU<\/b>.\u5176\u7ed3\u679c\u662f <b>\u524d\u6240\u672a\u89c1<\/b> \u6548\u7387\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"43\">\u00a0<\/h3><h3>B.\u89c4\u8303\u548c\u6807\u51c6\u7684\u5168\u7403\u7ade\u4e89 <a href=\"https:\/\/sagroups.ieee.org\/ai-sc\/standards\/\">\u6807\u51c6<\/a><\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"44\">\u4e00\u4e2a <b>\u5168\u529b\u4ee5\u8d74<\/b> \u5168\u7403\u4e89\u593a <b>\u786c\u4ef6<\/b> \u6807\u51c6\u3002\u6280\u672f\u8d85\u7ea7\u5927\u56fd\u7684\u76ee\u6807\u662f\u4f7f\u5176\u4e13\u6709\u6280\u672f\uff08\u5982.....\u3001 <b>NVLINK<\/b> \u534f\u8bae\u3001 <b>HBM<\/b> \u4e92\u52a8\u6807\u51c6\uff09\u662f\u5168\u7403\u89c4\u8303\u7684\u57fa\u7840\u3002<\/h3><ul data-path-to-node=\"45\"><li><h3 data-path-to-node=\"45,0,0\"><b>\u5e02\u573a\u76d1\u7ba1\u4e3b\u5bfc\u6743\uff1a<\/b><\/h3><h3>\u8c01\u5236\u5b9a\u4e86\u6807\u51c6\uff08\u5982 <b>\u786c\u4ef6<\/b> \u4eba\u5de5\u667a\u80fd\u8bad\u7ec3\u4e2d\u7684\u4f18\u5316\uff09\u83b7\u5f97\u957f\u671f <b>\u5730\u7f18\u653f\u6cbb\u5f71\u54cd<\/b> \u548c <b>\u5e02\u573a\u4e3b\u5bfc\u5730\u4f4d<\/b>.<\/h3><\/li><li><h3 data-path-to-node=\"45,1,0\"><b>\u5f00\u6e90\u786c\u4ef6\uff1a<br \/><\/b><br \/>\u00a0RISC-V \u67b6\u6784\uff08\u4e00\u79cd\u5f00\u6e90\u5904\u7406\u5668\u67b6\u6784\uff0c\u4e5f\u53ef\u7528\u4e8e\u4ee5\u4e0b\u5e94\u7528 <b>ASIC\/NPU<\/b> \u53d1\u5c55\uff09\u4e0e\u5c01\u95ed\u7cfb\u7edf\u5f62\u6210\u5bf9\u7acb\uff0c\u63d0\u4f9b\u4e86 <b>\u4e25\u91cd<\/b> \u5c0f\u56fd\u548c\u516c\u53f8\u7684\u81ea\u7531 <b>\u786c\u4ef6<\/b> \u53d1\u5c55\u3002<\/h3><\/li><\/ul><hr data-path-to-node=\"46\" \/><h3 data-path-to-node=\"47\">\u00a0<\/h3><h2>5.\u5bf9\u5de5\u4e1a\u548c\u52b3\u52a8\u529b\u5e02\u573a\u7684\u5f71\u54cd<br \/>\u00a0\u4eba\u5de5\u667a\u80fd+\u786c\u4ef6\u662f\u4e00\u573a\u751f\u4ea7\u9769\u547d\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"48\">\u4eba\u5de5\u667a\u80fd\u4e0e\u4e13\u4e1a\u5316\u7684\u7ed3\u5408 <b>\u786c\u4ef6<\/b> \u6b63\u5728\u542f\u52a8\u4e00\u9879 <b>\u4e0d\u53ef\u907f\u514d<\/b> \u65b0 <b>\u5de5\u4e1a\u9769\u547d<\/b>.<\/h3><h3 data-path-to-node=\"49\">\u00a0<\/h3><h3>\u81ea\u52a8\u5316\u548c\u65b0\u89d2\u8272<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"50\">\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b) <b>\u7a81\u7834\u6027\u8fdb\u5c55<\/b> \u7684\u529b\u91cf <b>\u786c\u4ef6<\/b> \uff08\u5c24\u5176\u662f <b>GPU<\/b> \u548c <b>ASIC<\/b>)\u5728\u9ad8\u5ea6\u53ef\u5e76\u884c\u5316\u7684\u884c\u4e1a\u4e2d\u6700\u4e3a\u660e\u663e\uff1a<\/h3><ul data-path-to-node=\"51\"><li><h3 data-path-to-node=\"51,0,0\"><b>\u91d1\u878d\u4e0e\u5e02\u573a\u6a21\u62df\uff1a<\/b> <br \/><b><br \/>GPU\/TPU<\/b> \u52a0\u5feb\u4e86\u9ad8\u9891\u4ea4\u6613 (HFT) \u548c\u98ce\u9669\u5efa\u6a21\uff0c\u786e\u4fdd\u4e86 <b>\u4e3e\u4e16\u65e0\u53cc<\/b> \u7ade\u4e89\u4f18\u52bf\u3002<\/h3><\/li><li><h3 data-path-to-node=\"51,1,0\"><b>\u836f\u7269\u8bbe\u8ba1\uff1a<\/b><\/h3><h3>\u5206\u5b50 <b>\u4eff\u771f<\/b> \u4e0a\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u8bca\u65ad <b>GPU\/HBM<\/b> \u7fa4\u7ec4\u7684\u7ed3\u679c\u662f <b>\u81f3\u5173\u91cd\u8981<\/b> \u7a81\u7834\u4e0e <b>\u53e4\u8ff9<\/b> \u5bf9\u516c\u4f17\u5065\u5eb7\u7684\u5f71\u54cd\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"52\"><b>\u65b0\uff0c\u5173\u952e\u4f5c\u7528\uff1a<br \/><\/b><br \/>\u00a0\u5728\u8fd9\u79cd\u6280\u672f <b>\u4e2d\u65ad<\/b>\u56e0\u6b64\uff0c\u65b0\u7684\u3001\u9ad8\u9644\u52a0\u503c\u7684\u804c\u4f4d\u6b63\u5728\u51fa\u73b0\uff1a<\/h3><ul data-path-to-node=\"53\"><li><h3 data-path-to-node=\"53,0,0\"><b>\u786c\u4ef6\/\u8f6f\u4ef6\u8054\u5408\u8bbe\u8ba1\u5de5\u7a0b\u5e08\uff1a<br \/><\/b><br \/>\u76f4\u63a5\u9488\u5bf9\u76ee\u6807\u4f18\u5316\u7b97\u6cd5\u7684\u4e13\u5bb6 <b>\u786c\u4ef6<\/b> (<b>ASIC\u3001NPU\u3001TPU<\/b>).\u8fd9\u79cd\u80fd\u529b\u662f <b>\u4ef7\u503c\u8fde\u57ce<\/b> \u6218\u7565\u4f18\u52bf\u3002<\/h3><\/li><li><h3 data-path-to-node=\"53,1,0\"><b>\u6570\u636e\u4e2d\u5fc3\u67b6\u6784\u5e08\uff1a<\/b><\/h3><h3>\u8d1f\u8d23\u4ee5\u4e0b\u673a\u6784\u6709\u6548\u8fd0\u4f5c\u7684\u4e13\u4e1a\u4eba\u5458 <b>GPU<\/b> \u901a\u8fc7 <b>NVLINK<\/b>\u4ee5\u53ca <b>HBM<\/b> \u8bb0\u5fc6\u7cfb\u7edf\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"54\">\u00a0<\/h3><h3>\u52b3\u52a8\u529b\u77ed\u7f3a\u4e0e\u6218\u7565\u6559\u80b2<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"55\">\u53d1\u5c55\u7684\u6700\u5927\u969c\u788d <b>\u786c\u4ef6<\/b>-\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u80fd\u529b\u662f <b>\u4e25\u91cd<\/b> <b>\u52b3\u52a8\u529b\u77ed\u7f3a<\/b>. <b>\u7acb\u5373<\/b> \u9700\u8981\u5236\u5b9a\u957f\u671f\u7684\u6559\u80b2\u6218\u7565\uff1a<\/h3><ul data-path-to-node=\"56\"><li><h3 data-path-to-node=\"56,0,0\"><b>\u6218\u7565\u6559\u80b2\uff1a<\/b> <b>\u786c\u4ef6<\/b>-\u5177\u4f53\u7684\u5de5\u7a0b\uff08\u534a\u5bfc\u4f53\u3001\u7535\u5b50\u3001\u5149\u5b66\u3001\u673a\u68b0\u3001\u673a\u68b0\u5236\u9020\uff09\u3001 <b>ASIC<\/b> \u8bbe\u8ba1 <b>NPU<\/b> \u53d1\u5c55\uff09\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u57f9\u8bad\u4ee3\u8868\u4e86\u56fd\u5bb6\u7ea7 <b>\u6218\u7565\u8981\u52a1<\/b>.<\/h3><\/li><\/ul><hr data-path-to-node=\"57\" \/><h3 data-path-to-node=\"58\">\u00a0<\/h3><h2>6.\u4f26\u7406\u3001\u6cd5\u5f8b\u548c\u793e\u4f1a\u65b9\u9762\u7684\u95ee\u9898 <br \/>\u4eba\u5de5\u667a\u80fd+\u786c\u4ef6\u7684\u76d1\u7ba1\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"59\">\u4e13\u4e1a\u5316\u7684\u4eba\u5de5\u667a\u80fd\u80fd\u529b <b>\u786c\u4ef6<\/b> \u751f\u4ea7 <b>\u4f26\u7406\u3001\u6cd5\u5f8b\u548c\u793e\u4f1a<\/b> \u6cd5\u89c4 <b>\u4e0d\u53ef\u907f\u514d\u5730<\/b> \u6025\u3002<\/h3><h3 data-path-to-node=\"60\">\u00a0<\/h3><h3>\u6c11\u7528\u4e0e\u519b\u4e8b\u5e94\u7528\uff1a\u4e24\u96be\u7684\u53cc\u91cd\u7528\u9014<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"61\"><b>\u786c\u4ef6<\/b> \uff08\u5c24\u5176\u662f <b>\u70ed\u5851\u6027\u805a\u6c28\u916f\/ASIC<\/b> \u7cfb\u7edf\uff09\uff0c\u4ece\u800c\u80fd\u591f\u5f00\u53d1 <b>\u81f4\u547d<\/b> \u519b\u4e8b\u5e94\u7528\u3002\u8fd9 <b>\u4e24\u7528<\/b> \u6280\u672f\u56f0\u5883\u7ed9\u5168\u7403\u76d1\u7ba1\u5e26\u6765\u4e86**\u4e25\u91cd\u7684**\u7d27\u5f20\u5c40\u52bf\u3002<\/h3><ul data-path-to-node=\"62\"><li><h3 data-path-to-node=\"62,0,0\"><b>\u76f4\u63a5\u98ce\u9669\uff1a<\/b><\/h3><h3>\u7684\u8868\u73b0 <b>\u786c\u4ef6<\/b> \u4f7f <b>\u6307\u6570<\/b> \u4f20\u64ad <b>\u9020\u8c23<\/b> \u4ee5\u53ca\u5feb\u901f\u3001\u6709\u9488\u5bf9\u6027\u5730\u5b9e\u65bd\u7f51\u7edc\u653b\u51fb\u3002<br \/>\u51b3\u7b56\u8005\u5fc5\u987b\u4ece\u4ee5\u4e0b\u65b9\u9762\u5ba1\u67e5\u8fd9\u4e9b\u6280\u672f\u7684\u51fa\u53e3\u548c\u56fd\u5185\u4f7f\u7528\u60c5\u51b5 <b>\u81f3\u5173\u91cd\u8981<\/b> \u56fd\u5bb6\u5b89\u5168\u89d2\u5ea6\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"63\">\u00a0<\/h3><h3>\u76d1\u7ba1\u673a\u6784\u548c\u4f26\u7406\u5dee\u5f02<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"64\"><li><h3 data-path-to-node=\"64,1,0\"><b>\u4e2d\u56fd\uff1a<\/b><\/h3><h3>\u6ce8\u91cd\u6280\u672f <b>\u96c6\u4e2d\u5f0f<\/b> \u56fd <b>\u63a7\u5236\u6743<\/b>.<\/h3><\/li><li><h3 data-path-to-node=\"64,1,0\"><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u897f\u65b9\uff08\u6b27\u76df\/\u7f8e\u56fd\uff09\uff1a\u00a0<br \/><\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\"><br \/>\u5173\u6ce8<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u4ee5\u4eba\u4e3a\u672c<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u65b9\u6cd5\u3001\u900f\u660e\u5ea6\u3001<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u6570\u636e\u4fdd\u62a4<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u548c<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u53cd\u6b67\u89c6<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">.\u6b27\u76df\u4eba\u5de5\u667a\u80fd\u6cd5\u300b\u8bbe\u7acb\u4e86\u4e00\u4e2a<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u57fa\u672c<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u5927\u578b\u4f01\u4e1a\u7684\u6cd5\u5f8b\u6846\u67b6<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">\u00a0<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">GPU<\/span><span style=\"font-size: 1.5rem; font-style: inherit; letter-spacing: 0px;\">-\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u7cfb\u7edf<\/span><\/h3><\/li><\/ul><h3>\u793e\u4f1a\u51dd\u805a\u529b\u4e0e\u5a01\u80c1<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"66\">\u7531\u4ee5\u4e0b\u6280\u672f\u5b9e\u73b0\u7684\u8d85\u9ad8\u901f\u4eba\u5de5\u667a\u80fd\u5e94\u7528 <b>\u786c\u4ef6<\/b> \u53ef\u80fd\u589e\u52a0 <b>\u793e\u4f1a\u4e0d\u5e73\u7b49<\/b>\u7531\u4e8e\u6280\u672f\u4f18\u52bf\u7684\u83b7\u5f97\u96c6\u4e2d\u5728\u5c11\u6570\u7cbe\u82f1\u624b\u4e2d\u3002<\/h3><h3>\u57fa\u4e8e\u786c\u4ef6\u7684\u4eba\u5de5\u667a\u80fd\u76d1\u63a7\u7cfb\u7edf\u53ef\u5728\u4ee5\u4e0b\u6761\u4ef6\u4e0b\u6536\u96c6\u548c\u5206\u6790\u6570\u636e <b>\u7384\u4e4e<\/b> \u901f\u5ea6\uff0c\u6784\u6210\u4e86 <b>\u4e25\u91cd<\/b> \u5a01\u80c1 <b>\u6c11\u4e3b\u8fdb\u7a0b<\/b> \u548c\u516c\u6c11\u81ea\u7531\u3002 <b>\u98ce\u9669\u7ba1\u7406<\/b> \u4e0e\u793e\u4f1a\u4fe1\u4efb\u6709\u5173\u7684\u662f <b>\u4e0d\u53ef\u907f\u514d<\/b>.<\/h3><hr data-path-to-node=\"67\" \/><h3 data-path-to-node=\"68\">\u00a0<\/h3><h2>7.\u5546\u4e1a\u4ef7\u503c\u548c\u56de\u62a5--\u4eba\u5de5\u667a\u80fd+\u786c\u4ef6\u4f5c\u4e3a\u6295\u8d44\u5de5\u5177\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"69\">\u4e13\u4e1a\u6295\u8d44 <b>\u786c\u4ef6<\/b> \u800c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5219\u662f <b>\u4ef7\u503c\u8fde\u57ce<\/b> \u5546\u4e1a\u4ef7\u503c\u548c <b>\u7a7a\u524d<\/b> \u6295\u8d44\u56de\u62a5\u7387 (ROI)\u3002<\/h3><h3 data-path-to-node=\"70\">\u00a0<\/h3><h3>\u6700\u5927\u5316\u6295\u8d44\u56de\u62a5\u7387<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"71\"><b>\u5373\u65f6\u56de\u62a5\u7684\u5177\u4f53\u5b9e\u4f8b\uff1a<\/b><\/h3><ol start=\"1\" data-path-to-node=\"72\"><li><h3 data-path-to-node=\"72,0,0\"><b>\u836f\u7269\u5f00\u53d1\uff1a<\/b> \u4e0a\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u62df <b>GPU\/HBM<\/b> \u96c6\u7fa4\u53ef\u4ee5\u4ece\u6839\u672c\u4e0a\u51cf\u5c11\u836f\u7269\u8bd5\u9a8c\u7684\u65f6\u95f4\u548c\u6210\u672c\uff0c\u6700\u591a\u53ef\u51cf\u5c11 80%\u3002\u8fd9\u610f\u5473\u7740 <b>\u76f4\u63a5<\/b> \u5e02\u573a\u4f18\u52bf\u548c\u6570\u5341\u4ebf\u7f8e\u5143\u7684\u6536\u5165\u3002<\/h3><\/li><li><h3 data-path-to-node=\"72,1,0\"><b>\u5b9a\u5236 ASIC \u5f00\u53d1\uff1a<\/b> \u8bbe\u8ba1\u4e13\u6709\u7684\u3001\u6709\u9488\u5bf9\u6027\u7684 <b>\u4e13\u7528\u96c6\u6210\u7535\u8def<\/b> (\u5728\u4eba\u5de5\u667a\u80fd\u7684\u5e2e\u52a9\u4e0b\uff09\u63d0\u4f9b <b>\u6307\u6570<\/b> \u6bd4\u7ade\u4e89\u5bf9\u624b\u63d0\u9ad8\u6548\u7387\uff0c\u4ece\u800c <b>\u9510\u4e0d\u53ef\u5f53<\/b> \u6280\u672f\u6027 <b>\u4f18\u52bf<\/b>.<\/h3><\/li><\/ol><h3 data-path-to-node=\"73\">\u00a0<\/h3><h3>\u521b\u65b0\u4f18\u52bf\u4e0e\u7ade\u4e89\u529b<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"74\">\u4eba\u5de5\u667a\u80fd+ <b>\u786c\u4ef6<\/b> \u8054\u76df\u662f <b>\u7a7a\u524d<\/b> \u521b\u65b0\u901f\u5ea6\u548c <b>\u6218\u7565\u4f18\u52bf<\/b>. <b>GPU\/TPU<\/b> \u901a\u8fc7\u8fd9\u4e9b\u7cfb\u7edf\uff0c\u53ef\u4ee5\u57f9\u8bad <b>\u524d\u6240\u672a\u89c1<\/b> \u6bd4\u4f8b\u6a21\u578b\u548c\u5b9e\u73b0 <b>\u81f3\u5173\u91cd\u8981<\/b> <b>\u7a81\u7834\u6027\u8fdb\u5c55<\/b> \u7ade\u4e89\u5bf9\u624b\u6839\u672c\u65e0\u6cd5\u8ddf\u4e0a\u7684\u7814\u7a76\u3002\u80fd\u591f\u63d0\u524d\u516d\u4e2a\u6708\u63a8\u51fa\u5e02\u573a\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u516c\u53f8 <b>\u65e0\u60c5<\/b> \u5de9\u56fa\u5176 <b>\u5e02\u573a\u4e3b\u5bfc\u5730\u4f4d<\/b>.<\/h3><h3 data-path-to-node=\"75\">\u00a0<\/h3><h3>\u98ce\u9669\u7ba1\u7406<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"76\">\u4e0e\u4ee5\u4e0b\u65b9\u9762\u76f8\u5173\u7684\u4e1a\u52a1\u98ce\u9669\u6218\u7565\u8f6c\u578b <b>\u786c\u4ef6<\/b> \u5c06\u91c7\u7528\u8f6c\u5316\u4e3a\u7ade\u4e89\u4f18\u52bf\u3002 <b>GPU<\/b>-\u57fa\u4e8e <b>\u4eff\u771f<\/b> \u4eba\u5de5\u667a\u80fd\u548c\u9884\u6d4b\u6027\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u80fd\u591f\u9884\u6d4b\u548c\u5316\u89e3\u98ce\u9669\uff0c\u5e76\u80fd <b>\u7384\u4e4e<\/b> \u51c6\u786e\u6027\u3002\u8fd9 <b>\u4e0d\u53ef\u907f\u514d<\/b> \u9ad8\u77bb\u8fdc\u77a9 <b>\u4e25\u91cd<\/b> \u6210\u529f\u7684\u5173\u952e\u3002<\/h3><hr data-path-to-node=\"77\" \/><h3 data-path-to-node=\"78\">\u00a0<\/h3><h2>8.\u9884\u6d4b\u548c\u65b9\u6848\uff1a2050 \u5e74\u548c 2100 \u5e74\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"79\">\u4e13\u4e1a\u5316\u7684\u6f14\u53d8 <b>\u786c\u4ef6<\/b> \u548c\u4eba\u5de5\u667a\u80fd\u5c06\u4ea7\u751f <b>\u53e4\u8ff9<\/b> \u5bf9\u5730\u7f18\u653f\u6cbb\u548c\u6587\u660e\u672a\u6765\u7684\u5f71\u54cd\u3002<\/h3><h3 data-path-to-node=\"80\">\u00a0<\/h3><h3>\u672a\u6765\u4e16\u754c\u6a21\u578b\uff1a2050 \u5e74<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"81\">\u5730\u7f18\u653f\u6cbb\u6743\u529b\u8f6c\u79fb\u7684\u53ef\u80fd\u60c5\u666f\uff0c\u539f\u56e0\u662f <b>\u786c\u4ef6<\/b>-\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\uff1a<\/h3><ol start=\"1\" data-path-to-node=\"82\"><li><h3 data-path-to-node=\"82,0,0\"><b>\u6280\u672f\u4e24\u6781\u4e16\u754c\uff08Likely\uff09\uff1a<\/b><\/h3><h3>\u4e24\u4e2a\u76f8\u4e92\u7ade\u4e89\u7684\u5c01\u95ed\u5f0f\u4eba\u5de5\u667a\u80fd<b>\u786c\u4ef6<\/b> \u751f\u6001\u7cfb\u7edf\uff08\u7f8e\u56fd\/\u897f\u65b9 vs. \u4e2d\u56fd\/\u76df\u56fd\uff09\u51fa\u73b0\u3002\u8fd9 <b>\u6b8b\u9177<\/b> \u7ade\u4e89\u9a71\u52a8 <b>\u6307\u6570<\/b> \u6280\u672f\u8fdb\u6b65\uff0c\u4f46\u7ed3\u679c\u662f\u4e0d\u65ad <b>\u6218\u7565\u7d27\u5f20\u5c40\u52bf<\/b>. <b>GPU\/ASIC<\/b> \u4f18\u52bf\u662f\u4e3b\u6218\u573a\u3002<\/h3><\/li><li><h3 data-path-to-node=\"82,1,0\"><b>\u591a\u6781\u6280\u672f\u751f\u6001\u7cfb\u7edf\uff1a<\/b><\/h3><h3>\u591a\u4e2a\u5730\u533a AI\/<b>\u786c\u4ef6<\/b> \u6743\u529b\u4e2d\u5fc3\uff08\u6b27\u76df\u3001\u5370\u5ea6\u3001\u65e5\u672c\/\u97e9\u56fd\u3001\u7f8e\u56fd\u3001\u4e2d\u56fd\uff09\u7684\u53d1\u5c55\uff0c\u8fd9\u4e9b\u6743\u529b\u4e2d\u5fc3\u76f8\u4e92\u4f9d\u8d56 <b>\u4e25\u91cd<\/b> \u7ec4\u4ef6\uff08\u4f8b\u5982 <b>HBM<\/b>).<\/h3><\/li><\/ol><h3 data-path-to-node=\"83\">\u00a0<\/h3><h3>\u4f5c\u4e3a\u51b3\u7b56\u5b9e\u4f53\u7684\u4eba\u5de5\u667a\u80fd<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"84\"><b>2050-2100:<\/b><\/h3><h3>\u4e0b\u4e00\u4ee3 <b>\u786c\u4ef6<\/b> (\u91cf\u5b50\u4f18\u5316\u82af\u7247\u7b49\uff09\u7684\u51fa\u73b0\u4f7f <b>\u8d85\u667a\u80fd<\/b> \u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u8fd9\u4e9b\u7cfb\u7edf\u6210\u4e3a <b>\u81f3\u5173\u91cd\u8981<\/b> \u653f\u6cbb\u3001\u519b\u4e8b\u548c\u7ecf\u6d4e\u51b3\u7b56\u7684\u4e00\u90e8\u5206\u3002\u5728 <b>\u540e\u4eba\u7c7b<\/b> \u65f6\u4ee3 <b>\u4e0d\u53ef\u907f\u514d<\/b> \u95ee\u9898\u662f\u7ef4\u6301\u4eba\u7c7b <b>\u63a7\u5236\u6743<\/b> \u800c\u4e0d\u662f\u52a0\u901f\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u3002<\/h3><h3>\u7ad9\u5728 \"\u540e\u4eba\u7c7b \"\u65f6\u4ee3\u7684\u95e8\u69db\u4e0a<\/h3><h3>\u00a0<\/h3><h3 data-path-to-node=\"86\">\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b) <b>\u53e4\u8ff9<\/b> \u7684\u5f71\u54cd <b>\u786c\u4ef6<\/b> \u4eba\u5de5\u667a\u80fd\u5bf9\u4eba\u7c7b\u793e\u4f1a\u7684\u5f71\u54cd\u8fdc\u8fdc\u8d85\u8fc7\u7ecf\u6d4e\u56de\u62a5\u3002\u795e\u7ecf\u63a5\u53e3<b>NPU<\/b>-\u57fa\u4e8eBCI\uff08\u8111\u673a\u63a5\u53e3\uff09 <b>\u53d8\u9769<\/b> \u4ea4\u6d41\u3002\u6e9d\u901a <b>\u4e25\u91cd<\/b> \u95ee\u9898\u662f\uff0c\u8fd9\u79cd\u6280\u672f\u662f\u5426 <b>\u7a81\u7834\u6027\u8fdb\u5c55<\/b> \u5c06\u56e2\u7ed3\u6216\u5206\u88c2\u6587\u660e\u3002<\/h3><hr data-path-to-node=\"87\" \/><h3 data-path-to-node=\"88\">\u00a0<\/h3><h2>9.\u9886\u5bfc\u6307\u5357 <br \/>5 \u6b65\u4eba\u5de5\u667a\u80fd+\u786c\u4ef6\u6218\u7565\u884c\u52a8\u8ba1\u5212\u00a0<\/h2><h3>\u00a0<\/h3><h3 data-path-to-node=\"89\">\u8981\u5728\u5168\u7403\u7ade\u4e89\u4e2d\u7ad9\u7a33\u811a\u8ddf\uff0c\u9886\u5bfc\u8005\u5fc5\u987b\u6839\u636e\u4ee5\u4e0b\u539f\u5219\u884c\u4e8b <b>\u76f4\u63a5<\/b> \u548c <b>\u6218\u7565\u8981\u52a1<\/b>.\u4e13\u4e1a\u5316\u7684\u6574\u5408 <b>\u786c\u4ef6<\/b> \u800c\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u79cd <b>\u4e0d\u53ef\u907f\u514d<\/b> \u6307\u6325\u3002<\/h3><h3 data-path-to-node=\"90\">\u00a0<\/h3><h3>1.\u60c5\u51b5\u8bc4\u4f30\u548c\u80fd\u529b\u5f00\u53d1<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"91\"><li><h3 data-path-to-node=\"91,0,0\"><b>\u7acb\u5373\u5ba1\u8ba1\uff1a<\/b><\/h3><h3>\u8fdb\u884c <b>\u4e25\u91cd<\/b> <b>\u516c\u53f8\u52a0\u901f\u5668 AI \u5ba1\u8ba1<\/b> \u73b0\u6709 <b>\u786c\u4ef6<\/b>-\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u80fd\u529b (<b>GPU<\/b> \u5404\u7ec4\u3001 <b>NPU<\/b> \u5229\u7528\uff09\u3002<\/h3><\/li><li><h3 data-path-to-node=\"91,1,0\"><b>\u6709\u9488\u5bf9\u6027\u7684\u57f9\u8bad\u8ba1\u5212\uff1a<br \/><\/b><br \/>\u00a0\u542f\u52a8 <b>\u6218\u7565<\/b> \u57f9\u8bad\u8ba1\u5212 <b>\u786c\u4ef6<\/b> \u4f18\u5316 (<b>ASIC, TPU<\/b> \u7f16\u7a0b\uff09\u3002 <b>\u786c\u4ef6<\/b>-\u7279\u5b9a\u77e5\u8bc6\u662f <b>\u4ef7\u503c\u8fde\u57ce<\/b> \u8d44\u6e90<\/h3><\/li><\/ul><h3 data-path-to-node=\"92\">\u00a0<\/h3><h3>2.\u5efa\u7acb\u6218\u7565\u5408\u4f5c\u4f19\u4f34\u5173\u7cfb<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"93\"><li><h3 data-path-to-node=\"93,0,0\"><b>\u4e3b\u8981\u5408\u4f5c\u9879\u76ee\uff1a<br \/><\/b><br \/>\u00a0\u5efa\u7acb <b>\u81f3\u5173\u91cd\u8981<\/b> \u4f19\u4f34\u5173\u7cfb <b>\u786c\u4ef6<\/b> \u5236\u9020\u5546<b>\u56fe\u5f62\u5904\u7406\u5668\u3001HBM<\/b>)\u3001\u8bbe\u8ba1\u516c\u53f8 (<b>ASIC, NPU<\/b>) \u548c\u4e3b\u8981\u7814\u7a76\u673a\u6784\u3002<\/h3><\/li><li><h3 data-path-to-node=\"93,1,0\"><b>\u5916\u90e8\u4e13\u5bb6\uff1a<\/b><\/h3><h3>\u53c2\u4e0e <b>\u5a34\u719f<\/b> \u4e13\u5bb6\uff08\u5982\u6765\u81ea aronazar.com\uff09\uff0c\u4ed6\u4eec\u53ef\u4ee5\u5e2e\u52a9\u60a8 <b>\u7a7a\u524d<\/b> \u5feb\u901f\u96c6\u6210 <b>\u786c\u4ef6<\/b>-\u7684\u89e3\u51b3\u65b9\u6848\u548c\u4f18\u5316 <b>NVLINK<\/b> \u7f51\u7edc<\/h3><\/li><\/ul><h3 data-path-to-node=\"94\">\u00a0<\/h3><h3>3.\u521b\u5efa\u6570\u636e\u7ba1\u7406\u548c\u76d1\u7ba1\u6846\u67b6<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"95\"><li><h3 data-path-to-node=\"95,0,0\"><b>\u9053\u5fb7\u548c\u5b89\u5168\u6570\u636e\u6218\u7565\uff1a<\/b><\/h3><h3>\u5236\u5b9a\u4e00\u4e2a <b>\u9762\u5411\u672a\u6765<\/b> \u5236\u5b9a\u7b26\u5408\u9053\u5fb7\u89c4\u8303\u7684\u6570\u636e\u6218\u7565\uff0c\u4ee5\u7ba1\u7406\u7531\u4ee5\u4e0b\u6280\u672f\u5b9e\u73b0\u7684\u5de8\u5927\u6570\u636e\u96c6 <b>\u786c\u4ef6<\/b>.<\/h3><\/li><li><h3 data-path-to-node=\"95,1,0\"><b>\u5185\u90e8\u6307\u5357\uff1a<\/b><\/h3><h3>\u5236\u5b9a\u5185\u90e8\u6307\u5bfc\u65b9\u9488 <b>\u63a7\u5236\u6743<\/b> \u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u53ef\u8ffd\u6eaf\u6027\uff0c\u5305\u62ec <b>\u786c\u4ef6<\/b>-\u4ee5\u51b3\u7b56\u4e3a\u57fa\u7840\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"96\">\u00a0<\/h3><h3>4.\u8bd5\u70b9\u9879\u76ee\u548c\u5b75\u5316<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"97\"><li><h3 data-path-to-node=\"97,0,0\"><b>\u5c0f\u89c4\u6a21\u3001\u53ef\u5feb\u901f\u6269\u5c55\u7684\u9879\u76ee\uff1a<br \/><\/b><br \/>\u00a0\u542f\u52a8 <b>\u8bd5\u70b9\u9879\u76ee<\/b> \u7684\u5730\u533a <b>\u786c\u4ef6<\/b>-\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u627f\u8bfa <b>\u76f4\u63a5<\/b> \u548c <b>\u53ef\u8861\u91cf<\/b> \u6295\u8d44\u56de\u62a5\u7387\uff08\u4f8b\u5982 <b>ASIC<\/b>-\u57fa\u4e8e\u4f18\u5316\uff09\u3002\u5feb\u901f\u6210\u529f\u63d0\u4f9b\u4e86 <b>\u9510\u4e0d\u53ef\u5f53<\/b> \u52bf\u5934\u3002<\/h3><\/li><li><h3 data-path-to-node=\"97,1,0\"><b>\u5b75\u5316\u548c\u5185\u90e8\u521b\u4e1a\uff1a<\/b><\/h3><h3>\u521b\u5efa\u5185\u90e8\u5b75\u5316\u73af\u5883\uff0c\u8ba9\u56e2\u961f\u5c1d\u8bd5\u6700\u65b0\u7684\u6280\u672f <b>\u786c\u4ef6<\/b> \u4f8b\u5982 <b>NPU<\/b>)\u6280\u672f\u3002<\/h3><\/li><\/ul><h3 data-path-to-node=\"98\">\u00a0<\/h3><h3>5.\u4e0d\u65ad\u9002\u5e94\u548c\u9762\u5411\u672a\u6765\u7684\u6218\u7565<\/h3><h3>\u00a0<\/h3><ul data-path-to-node=\"99\"><li><h3 data-path-to-node=\"99,0,0\"><b>\u5b9a\u671f\u5ba1\u67e5\uff1a<\/b><\/h3><h3>\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b) <b>\u786c\u4ef6<\/b> \u548c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u53d8\u5316\u65e5\u65b0\u6708\u5f02 <b>\u6307\u6570<\/b> \u7387\u3002\u5e74\u5ea6\u5ba1\u67e5 <b>\u7b56\u7565<\/b> \u548c <b>\u786c\u4ef6<\/b> \u91c7\u8d2d\u8ba1\u5212\u662f <b>\u81f3\u5173\u91cd\u8981<\/b>.<\/h3><\/li><li><h3 data-path-to-node=\"99,1,0\"><b>\u7075\u6d3b\u9002\u5e94\uff1a<br \/><\/b><br \/>\u00a0\u57f9\u517b\u5efa\u7acb\u5728\u4ee5\u4e0b\u57fa\u7840\u4e0a\u7684\u7ec4\u7ec7\u6587\u5316 <b>\u6301\u7eed\u9002\u5e94<\/b> \u548c <b>\u4e25\u91cd<\/b> \u63a5\u53d7 <b>\u4e2d\u65ad<\/b>.<\/h3><\/li><\/ul><hr data-path-to-node=\"100\" \/><h3 data-path-to-node=\"101\">\u00a0<\/h3><h2>10.\u7ed3\u8bba<br \/>\u00a0\u5f81\u96c6\u5408\u4f5c\u4f19\u4f34\uff0c\u4eba\u5de5\u667a\u80fd\u4e0e\u786c\u4ef6\u6218\u7565\u9884\u8b66\u00a0<\/h2><h3 data-path-to-node=\"102\"><b>\u5730\u7f18\u653f\u6cbb\u7ed3\u8bba\uff1a<br \/><\/b><br \/>\u00a0\u4e13\u4e1a\u8054\u76df <b>\u786c\u4ef6<\/b> \u548c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5982\u4eca\u5df2\u6210\u4e3a\u4e00\u79cd <b>\u81f3\u5173\u91cd\u8981<\/b> 21 \u4e16\u7eaa\u7684\u6761\u4ef6 <b>\u4f18\u52bf<\/b>.<\/h3><h3>\u8fd9\u662f\u4e00\u4e2a <b>\u53e4\u8ff9<\/b> <b>\u6218\u7565\u8981\u52a1<\/b>\u540c\u65f6\u6d89\u53ca\u7ecf\u6d4e\u3001\u6280\u672f\u548c\u4ee5\u4e0b\u65b9\u9762 <b>\u56fd\u5bb6\u5b89\u5168<\/b>.\u5728 <b>\u6b8b\u9177<\/b> \u5728\u5168\u7403\u7ade\u4e89\u4e2d\uff0c\u56fd\u5bb6\u548c\u516c\u53f8\u5982\u679c\u4e0d\u80fd\u91c7\u53d6\u4ee5\u4e0b\u63aa\u65bd <b>\u51b3\u5b9a\u6027\u6b65\u9aa4<\/b> \u73b0\u5728\u5c06 <b>\u4e0d\u53ef\u907f\u514d\u5730<\/b> \u843d\u540e\u3002\u00a0<\/h3><h3><b><br \/><\/b><b>\u786c\u4ef6<\/b> (GPU\u3001NPU\u3001TPU\u3001ASIC\u3001HBM\u3001NVLINK\uff09\u7684\u5173\u952e\u6240\u5728\u3002 <b>\u6570\u5b57\u4e3b\u6743<\/b>.\u6211\u4eec\u5c1a\u672a\u751f\u4ea7\u81ea\u5df1\u7684\u786c\u8bbe\u5907\uff0c\u4f46\u53ef\u4ee5\u6307\u5bfc\u60a8\u9009\u62e9\u54ea\u79cd\u8bbe\u5907\u3002<\/h3><h3 data-path-to-node=\"103\"><b>\u547c\u5401\u5236\u5b9a\u6218\u7565\u548c\u53d1\u5c55\uff1a<\/b><\/h3><h3>\u673a\u4f1a\u4e4b\u7a97\u6b63\u5728\u8fc5\u901f\u5173\u95ed\u3002\u73b0\u5728\u662f\u6fc0\u8fdb\u7684\u65f6\u5019\u4e86\u3001 <b>\u7a81\u7834\u6027\u8fdb\u5c55<\/b> \u6218\u7565\u7684\u5236\u5b9a\u548c\u53d1\u5c55 <b>\u4e25\u91cd<\/b> <b>\u786c\u4ef6<\/b>-\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u80fd\u529b\u3002<\/h3><h3 data-path-to-node=\"104\"><b>\u5408\u4f5c\u4f19\u4f34\u4f18\u60e0\uff1a<\/b><\/h3><h3>\u7684\u4e13\u95e8\u77e5\u8bc6 <b>aronazar.com<\/b> \u63d0\u4f9b <b>\u72f1\u8b66<\/b> \u8fd9\u65b9\u9762\u7684\u63f4\u52a9 <b>\u590d\u6742<\/b> \u5730\u7f18\u653f\u6cbb\u548c\u6280\u672f\u6218\u573a\u3002\u6211\u4eec\u6709\u80fd\u529b <b>\u76f4\u63a5<\/b> <b>\u516c\u53f8\u52a0\u901f\u5668 AI \u5ba1\u8ba1<\/b>\u5b9a\u4e49\u60a8\u72ec\u7279\u7684\u4eba\u5de5\u667a\u80fd<b>\u786c\u4ef6<\/b> \u6218\u7565\uff0c\u5e76\u5236\u5b9a\u53ef\u8861\u91cf\u7684 <b>\u4ef7\u503c\u8fde\u57ce<\/b> \u5546\u4e1a\u4ef7\u503c\u3002\u4e0d\u8981\u53ea\u662f\u5bf9\u53d8\u9769\u505a\u51fa\u53cd\u5e94\uff0c\u800c\u662f\u8981\u5f15\u9886\u53d8\u9769\u3002<\/h3><h3 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