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2024\u5e74\u4ee5\u6765\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4ece\u6280\u672f\u7a81\u7834\u8d70\u5411\u89c4\u6a21\u5316\u843d\u5730\uff0c\u5176\u80cc\u540e\u5bf9\u7b97\u529b\u8d44\u6e90\u7684\u6301\u7eed\u62c9\u52a8\uff0c\u6b63\u6df1\u523b\u6539\u53d8\u534a\u5bfc\u4f53\u884c\u4e1a\u7684\u6280\u672f\u8def\u5f84\u4e0e\u4ea7\u4e1a\u7ed3\u6784\u3002\u65e0\u8bba\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u52a8\u8f84\u4e0a\u5343\u4ebf\u53c2\u6570\u7ea7\u522b\u7684\u8bad\u7ec3\u9700\u6c42\uff0c\u8fd8\u662f\u63a8\u7406\u9636\u6bb5\u5bf9\u9ad8\u80fd\u6548\u3001\u4f4e\u5ef6\u8fdf\u7684\u82db\u523b\u8981\u6c42\uff0cAI\u90fd\u5728\u63a8\u52a8\u82af\u7247\u8bbe\u8ba1\u3001\u5236\u9020\u3001\u5c01\u88c5\u3001\u4e92\u8fde\u7b49\u591a\u4e2a\u73af\u8282\u7684\u7cfb\u7edf\u6027\u91cd\u6784\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e91\u8ba1\u7b97\u5382\u5546\u6380\u8d77\u81ea\u7814AI\u82af\u7247\u6d6a\u6f6e\uff0c\u5730\u7f18\u653f\u6cbb\u52a0\u5267\u4ea7\u4e1a\u672c\u5730\u5316\u8d8b\u52bf\uff0c\u5c01\u88c5\u4e0e\u7845\u5149\u5b50\u4e92\u8fde\u6210\u4e3a\u65b0\u6027\u80fd\u74f6\u9888\u7a81\u7834\u53e3\u3002\u53ef\u4ee5\u8bf4\uff0cAI\u4e0d\u4ec5\u91cd\u5851\u4e86\u82af\u7247\u9700\u6c42\u7684\u6570\u91cf\uff0c\u66f4\u91cd\u6784\u4e86\u82af\u7247\u6027\u80fd\u3001\u67b6\u6784\u4e0e\u5236\u9020\u4e3b\u6743\u7684\u5b9a\u4e49\u65b9\u5f0f\u3002\u672c\u62a5\u544a\u4ee5\u201cAI\u5e94\u7528\u9a71\u52a8\u7684\u534a\u5bfc\u4f53\u884c\u4e1a\u53d1\u5c55\u201d\u4e3a\u4e3b\u7ebf\uff0c\u7cfb\u7edf\u68b3\u7406\u5f53\u524d\u4ea7\u4e1a\u8d8b\u52bf\u3001\u6280\u672f\u6f14\u8fdb\u903b\u8f91\u4e0e\u5168\u7403\u7ade\u4e89\u683c\u5c40\uff0c\u63ed\u793a\u65b0\u4e00\u8f6e\u4ea7\u4e1a\u6d17\u724c\u4e2d\u7684\u6838\u5fc3\u53d8\u91cf\u4e0e\u6218\u7565\u673a\u4f1a\u3002<\/strong><\/p>\n\n\n\n

\u4e00\u3001AI\u9a71\u52a8\u7684\u7b97\u529b\u7206\u70b8\u4e0e\u534a\u5bfc\u4f53\u65b0\u9700\u6c42<\/strong><\/p>\n\n\n\n

\u5728\u751f\u6210\u5f0fAI\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u5f53\u4e0b\uff0c\u534a\u5bfc\u4f53\u884c\u4e1a\u6b63\u7ecf\u5386\u4e00\u573a\u524d\u6240\u672a\u6709\u7684\u7ed3\u6784\u6027\u91cd\u5851\u3002\u5c24\u5176\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u6b63\u5728\u6df1\u523b\u6539\u53d8\u7b97\u529b\u9700\u6c42\u683c\u5c40\uff0c\u91cd\u6784\u82af\u7247\u67b6\u6784\u8bbe\u8ba1\u903b\u8f91\uff0c\u5e76\u63a8\u52a8\u5168\u7403\u5236\u9020\u80fd\u529b\u5411\u5148\u8fdb\u8282\u70b9\u4e0e\u5c01\u88c5\u6f14\u8fdb\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0d\u4ec5\u91cd\u5851\u6280\u672f\u8def\u7ebf\uff0c\u4e5f\u5e26\u6765\u4e86\u4ea7\u4e1a\u94fe\u91cd\u5fc3\u7684\u8fc1\u79fb\u4e0e\u5730\u7f18\u535a\u5f08\u7684\u52a0\u5267\u3002<\/p>\n\n\n\n

1.1 \u5927\u6a21\u578b\u6f14\u8fdb\u4e0e\u8bad\u7ec3\u6210\u672c\u6fc0\u589e<\/strong><\/p>\n\n\n\n

\u4ece2018\u5e74\u7684GPT-1\u52302024\u5e74\u7684LLaMA 3.1\uff0cLLM\u7684\u53c2\u6570\u89c4\u6a21\u5df2\u4ece\u533a\u533a1\u4ebf\u6269\u5c55\u81f3\u8fd12\u4e07\u4ebf\uff0c\u63a8\u52a8\u4e86\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u6307\u6570\u7ea7\u9700\u6c42\u3002\u4f8b\u5982\uff0cLLaMA 3.1\u7684\u8bad\u7ec3\u4f7f\u7528\u8d85\u8fc720,000\u9897H100 GPU\uff0c\u6210\u672c\u7ea6\u8fbe3,000\u4e07\u7f8e\u5143\uff0c\u8bad\u7ec3\u5468\u671f\u63a5\u8fd1\u4e24\u4e2a\u6708\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6bcf\u4e00\u4ee3\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u6b63\u4ee510\u500d\u901f\u5ea6\u9012\u589e\uff0c\u6210\u4e3a\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u6269\u5f20\u7684\u76f4\u63a5\u9a71\u52a8\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8fd9\u79cd\u7b97\u529b\u6d2a\u5cf0\u4e0d\u4ec5\u63a8\u5347\u4e86\u9ad8\u6027\u80fdGPU\u548cAI\u52a0\u901f\u5668\u7684\u9700\u6c42\uff0c\u4e5f\u5bf9\u9ad8\u5e26\u5bbd\u5185\u5b58\uff08HBM\uff09\u548c\u82af\u7247\u4e92\u8fde\u67b6\u6784\u63d0\u51fa\u66f4\u4e25\u82db\u8981\u6c42\u3002LLaMA-70B\u7684\u6743\u91cd\u6a21\u578b\u5728FP16\u7cbe\u5ea6\u4e0b\u9ad8\u8fbe140GB\uff0c\u4ec5\u63a8\u7406\u52a0\u8f7d\u5c31\u5bf9\u5b58\u50a8\u548cI\/O\u7cfb\u7edf\u6784\u6210\u5de8\u5927\u538b\u529b\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

1.2 AI\u57fa\u7840\u8bbe\u65bd\u6295\u8d44\u6f6e\u4e0e\u7b97\u529b\u74f6\u9888<\/strong><\/p>\n\n\n\n

\u9762\u5bf9\u66b4\u6da8\u7684\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u9700\u6c42\uff0c\u5168\u7403\u4e91\u8ba1\u7b97\u670d\u52a1\u63d0\u4f9b\u5546\uff08CSP\uff09\u3001\u8d85\u5927\u89c4\u6a21\u4f01\u4e1a\u548cAI\u521d\u521b\u516c\u53f8\u7eb7\u7eb7\u52a0\u5927\u5728GPU\u96c6\u7fa4\u3001\u6570\u636e\u4e2d\u5fc3\u548c\u4e13\u7528\u82af\u7247\u4e0a\u7684\u6295\u8d44\u3002\u8fd9\u4e00\u8d8b\u52bf\u5f15\u53d1\u4e86\u65b0\u4e00\u8f6eAI\u57fa\u7840\u8bbe\u65bd\u8d44\u672c\u5f00\u652f\u9ad8\u6f6e\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u968f\u7740\u5148\u8fdb\u8282\u70b9\u6676\u5706\u5382\u4ea7\u80fd\u5403\u7d27\u3001\u5c01\u88c5\u4ea7\u7ebf\u6ee1\u8f7d\uff0c\u5236\u9020\u80fd\u529b\u672c\u8eab\u6b63\u9010\u6b65\u6210\u4e3a\u7cfb\u7edf\u6027\u80fd\u74f6\u9888\u3002\u62a5\u544a\u6307\u51fa\uff0cCoWoS\u5c01\u88c5\u80fd\u529b\u3001HBM\u96c6\u6210\u826f\u7387\u548c\u5148\u8fdb\u5236\u7a0b\uff08\u5982N5\/N3\uff09\u7684\u4f9b\u7ed9\u9650\u5236\uff0c\u5df2\u6210\u4e3aAI\u843d\u5730\u901f\u5ea6\u7684\u91cd\u8981\u5236\u7ea6\u56e0\u7d20\u3002\u8fd9\u4fc3\u4f7f\u5168\u7403Foundry\u5382\u5546\uff08\u5c24\u5176\u662f\u53f0\u79ef\u7535\u3001\u4e09\u661f\u3001Intel\uff09\u7ade\u76f8\u6269\u4ea7\u5e76\u52a0\u5feb\u6280\u672f\u8fed\u4ee3\u3002<\/p>\n\n\n\n

1.3 \u4eceCPU\u5230\u5f02\u6784\u8ba1\u7b97\u67b6\u6784\u8fc1\u79fb<\/strong><\/p>\n\n\n\n

AI\u6a21\u578b\u5bf9\u8ba1\u7b97\u5bc6\u96c6\u5ea6\u548c\u5185\u5b58\u5e26\u5bbd\u7684\u6781\u81f4\u8ffd\u6c42\uff0c\u6b63\u52a0\u901f\u4ece\u4f20\u7edfCPU\u5411GPU\u3001NPU\u3001AI\u52a0\u901f\u5668\u7684\u67b6\u6784\u8f6c\u578b\u3002\u4ee5NVIDIA\u4e3a\u4ee3\u8868\u7684GPU\u5e73\u53f0\u5df2\u6210\u4e3a\u8bad\u7ec3\u4e0e\u63a8\u7406\u4e3b\u529b\uff0c\u800c\u8c37\u6b4cTPU\u3001Amazon Trainium\u3001Meta MTIA\u7b49\u81ea\u7814ASIC\u4e5f\u6b63\u5feb\u901f\u5d1b\u8d77\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6b64\u5916\uff0c\u968f\u7740Transformer\u67b6\u6784\u5728LLM\u4e2d\u7684\u4e3b\u5bfc\u5730\u4f4d\u786e\u7acb\uff0c\u5176\u5927\u91cf\u77e9\u9635-\u5411\u91cf\u8ba1\u7b97\u64cd\u4f5c\uff08GEMV\uff09\u5bfc\u81f4\u7cfb\u7edf\u6574\u4f53\u66f4\u4f9d\u8d56\u9ad8\u5e26\u5bbd\u5185\u5b58\u548c\u4f4e\u5ef6\u8fdf\u4e92\u8fde\u3002\u4f20\u7edf\u7684\u901a\u7528\u8ba1\u7b97\u903b\u8f91\u9010\u6e10\u8ba9\u4f4d\u4e8e\u201c\u5f02\u6784\u878d\u5408+\u7cfb\u7edf\u534f\u540c\u201d\u7684\u82af\u7247\u67b6\u6784\u7406\u5ff5\uff0c\u5c01\u88c5\u4e0e\u82af\u7c92\uff08chiplet\uff09\u4e4b\u95f4\u7684\u8026\u5408\u6210\u4e3a\u6027\u80fd\u8dc3\u8fc1\u7684\u5173\u952e\u53d8\u91cf\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

1.4 \u5730\u7f18\u653f\u6cbb\u4e0eAI\u82af\u7247\u4e3b\u6743\u5316\u8d8b\u52bf<\/strong><\/p>\n\n\n\n

AI\u7b97\u529b\u4f5c\u4e3a\u56fd\u5bb6\u7ade\u4e89\u7684\u6838\u5fc3\u8d44\u6e90\uff0c\u5176\u6218\u7565\u5730\u4f4d\u4e0d\u65ad\u4e0a\u5347\u3002\u5404\u56fd\u653f\u5e9c\u7eb7\u7eb7\u51fa\u53f0\u51fa\u53e3\u7ba1\u5236\u653f\u7b56\u4e0e\u4ea7\u4e1a\u8865\u8d34\u8ba1\u5212\uff0c\u5f3a\u5316\u672c\u5730\u82af\u7247\u5236\u9020\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u7f8e\u56fd\u901a\u8fc7\u300a\u82af\u7247\u4e0e\u79d1\u5b66\u6cd5\u6848\u300b\u5438\u5f15\u53f0\u79ef\u7535\u3001\u4e09\u661f\u5728\u5730\u5efa\u5382\uff0c\u540c\u65f6\u9650\u5236\u4e2d\u56fd\u83b7\u5f97\u9ad8\u7aefEDA\u3001EUV\u5149\u523b\u4e0eAI\u82af\u7247\u3002<\/p>\n\n\n\n

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\u4e8c\u3001AI\u5e94\u7528\u50ac\u5316\u82af\u7247\u7ec6\u5206\u5e02\u573a\u91cd\u6784<\/strong><\/p>\n\n\n\n

\u751f\u6210\u5f0fAI\u7684\u5e7f\u6cdb\u843d\u5730\u5e76\u672a\u6b62\u6b65\u4e8e\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u800c\u662f\u5168\u9762\u6e17\u900f\u81f3\u63a8\u7406\u7aef\u3001\u8fb9\u7f18\u8bbe\u5907\u4e43\u81f3\u5782\u76f4\u884c\u4e1a\u7cfb\u7edf\u3002\u82af\u7247\u7684\u201c\u901a\u7528\u6027\u201d\u6b63\u88ab\u6253\u7834\uff0c\u53d6\u800c\u4ee3\u4e4b\u7684\u662f\u591a\u6837\u5316\u3001\u573a\u666f\u5316\u3001\u7cfb\u7edf\u7ea7\u7684\u67b6\u6784\u6f14\u8fdb\u3002\u4ece\u4e91\u5230\u7aef\uff0c\u4ece\u4eba\u5f62\u673a\u5668\u4eba\u5230\u81ea\u52a8\u9a7e\u9a76\uff0cAI\u5e94\u7528\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u65b9\u5f0f\u91cd\u6784\u534a\u5bfc\u4f53\u7684\u4ea7\u54c1\u5b9a\u4e49\u4e0e\u4ef7\u503c\u94fe\u5206\u5e03\u3002<\/p>\n\n\n\n

2.1 \u4e91\u7aef\u8bad\u7ec3\u4e0e\u8fb9\u7f18\u63a8\u7406\u82af\u7247\u8def\u5f84\u5206\u5316<\/strong><\/p>\n\n\n\n

\u5927\u6a21\u578b\uff08LLM\uff09\u4e0e\u5c0f\u6a21\u578b\uff08SLM\uff09\u7684\u5206\u5316\u8d8b\u52bf\u65e5\u76ca\u660e\u663e\uff0c\u63a8\u52a8AI\u82af\u7247\u9700\u6c42\u6cbf\u201c\u9ad8\u6027\u80fd-\u9ad8\u80fd\u6548\u201d\u4e24\u6781\u5316\u53d1\u5c55\u3002\u4e00\u65b9\u9762\uff0cLLM\u7684\u8bad\u7ec3\u4ecd\u4f9d\u8d56GPU\u96c6\u7fa4\uff08\u5982NVIDIA H100\/B200\uff09\u6216\u4e13\u7528ASIC\uff08\u5982TPU\u3001Trainium\uff09\uff0c\u805a\u7126\u4e8e\u6027\u80fd\u6781\u9650\u4e0e\u7cfb\u7edf\u5e26\u5bbd\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8fb9\u7f18AI\u5219\u66f4\u5f3a\u8c03\u6210\u672c\u3001\u80fd\u6548\u4e0e\u96c6\u6210\u5ea6\uff0c\u4fc3\u6210NPU\u4e0eSoC\u7c7b\u82af\u7247\u7684\u591a\u6837\u5316\u6f14\u8fdb\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u62a5\u544a\u6307\u51fa\uff0cSLM\u5728\u667a\u80fd\u7ec8\u7aef\u3001IoT\u8bbe\u5907\u4e2d\u7684\u90e8\u7f72\u9700\u6c42\u6fc0\u589e\uff0c\u5e26\u52a8SoC\u67b6\u6784\u878d\u5408AI\u8ba1\u7b97\u3001\u5b89\u5168\u6a21\u5757\u4e0e\u901a\u4fe1\u63a5\u53e3\uff0c\u5178\u578b\u573a\u666f\u5305\u62ec\u667a\u80fd\u624b\u673a\u3001AR\u773c\u955c\u3001\u8f66\u8f7d\u8bbe\u5907\u7b49\u3002\u8fd9\u4e00\u8d8b\u52bf\u5bf9\u5c01\u88c5\u6280\u672f\u7684\u96c6\u6210\u5ea6\u4e0e\u82af\u7247\u5f02\u6784\u6027\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n\n\n\n

2.2 \u4eba\u5f62\u673a\u5668\u4eba\u4e0e\u81ea\u52a8\u9a7e\u9a76\u63a8\u52a8SoC\u7cfb\u7edf\u5316<\/strong><\/p>\n\n\n\n

AI\u786c\u4ef6\u6b63\u8d70\u5411\u201c\u7c7b\u4eba\u201d\u7cfb\u7edf\u96c6\u6210\u3002\u4eba\u5f62\u673a\u5668\u4eba\u4f5c\u4e3a\u9ad8\u5ea6\u590d\u6742\u7684\u667a\u80fd\u7cfb\u7edf\uff0c\u5176\u5bf9\u82af\u7247\u63d0\u51fa\u201c\u611f\u77e5+\u51b3\u7b56+\u6267\u884c\u201d\u4e00\u4f53\u5316\u534f\u540c\u9700\u6c42\u3002\u62a5\u544a\u6307\u51fa\uff0c\u8be5\u7c7b\u7ec8\u7aef\u5c06\u5728\u672a\u6765\u5341\u5e74\u6210\u4e3a\u7845\u542b\u91cf\u6700\u9ad8\u7684\u8bbe\u5907\u4e4b\u4e00\uff0c\u6db5\u76d6CIS\u4f20\u611f\u5668\u30013D\u611f\u77e5\u3001\u51b3\u7b56\u5355\u5143\u4e0e\u9a71\u52a8\u63a7\u5236\u6a21\u5757\uff0c\u9700\u591a\u7c7b\u82af\u7247\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u540c\u6837\u4f53\u73b0\u7cfb\u7edf\u96c6\u6210\u8d8b\u52bf\u3002\u4ee5\u201c\u5929\u795e\u89c6\u89c9600\u201d\u4e3a\u4f8b\uff0c\u5176\u91c7\u7528\u53ccOrin-X\u82af\u7247\u7ec4\u5408\uff0c\u7b97\u529b\u9ad8\u8fbe508 TOPS\uff0c\u652f\u6301\u57ce\u5e02\u7ea7\u65e0\u56fe\u5bfc\u822a\u529f\u80fd\u3002\u4e0d\u540c\u8f66\u578b\u914d\u7f6e\u6b63\u6309\u4ea7\u54c1\u5b9a\u4f4d\u8fdb\u884c\u82af\u7247\u5e73\u53f0\u6a21\u5757\u5316\u7ec4\u5408\uff0c\u4ece\u767e\u5143\u7ea7\u8f66\u578b\u5230\u9ad8\u7aef\u65d7\u8230\u8f66\uff0c\u82af\u7247\u67b6\u6784\u65e5\u8d8b\u591a\u6837\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

2.3 \u6c7d\u8f66\u667a\u80fd\u5316\u5bf9MCU\u3001CIS\u3001\u96f7\u8fbe\u7b49\u5668\u4ef6\u5347\u7ea7\u8981\u6c42<\/strong><\/p>\n\n\n\n

AI\u8d4b\u80fd\u6c7d\u8f66\u7535\u5b50\u7cfb\u7edf\u7684\u540c\u65f6\uff0c\u4e5f\u5168\u9762\u5e26\u52a8\u5404\u7c7b\u57fa\u7840\u5668\u4ef6\u7684\u6280\u672f\u8dc3\u8fc1\u3002\u62a5\u544a\u6307\u51fa\uff0c\u4e3b\u63a7SoC\u5c06\u8fdb\u5165N3A\u4e0eNSA\uff08N3 Superior Automotive\uff09\u8282\u70b9\uff0c\u6ee1\u8db3\u7b97\u529b\u5bc6\u5ea6\u4e0e\u4f4e\u529f\u8017\u8981\u6c42\uff1b\u800c\u5b9e\u65f6\u63a7\u5236\u6240\u9700\u7684\u8f66\u89c4\u7ea7MCU\u5219\u5411N22\/N12\u8282\u70b9\u6f14\u8fdb\uff0c\u5e76\u5e7f\u6cdb\u6574\u5408MRAM\u6216RRAM\u7b49\u975e\u6613\u5931\u5b58\u50a8\uff0c\u63d0\u9ad8\u7cfb\u7edf\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4f20\u611f\u7aef\u4e5f\u540c\u6b65\u5347\u7ea7\uff1a\u56fe\u50cf\u4f20\u611f\u5668\uff08CIS\uff09\u4e3b\u653bN22\/N45\u8282\u70b9\uff0c\u96f7\u8fbe\u82af\u7247\u91c7\u7528N16\uff0cMEMS\u4f20\u611f\u5668\u5219\u670d\u52a1\u4e8e\u59ff\u6001\u68c0\u6d4b\u4e0e\u5bfc\u822a\u7cfb\u7edf\u3002\u6574\u4f53\u8d8b\u52bf\u4e3a\u611f\u77e5\u5206\u8fa8\u7387\u3001\u5b9e\u65f6\u6027\u4e0e\u6570\u636e\u541e\u5410\u80fd\u529b\u540c\u6b65\u63d0\u5347\uff0c\u914d\u5408\u6574\u8f66\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u534f\u540c\u8fd0\u884c\u3002<\/p>\n\n\n\n

2.4 AI\u5e94\u7528\u8303\u5f0f\u91cd\u6784\u8f6f\u4ef6-\u786c\u4ef6\u534f\u540c\u903b\u8f91<\/strong><\/p>\n\n\n\n

AI\u5e94\u7528\u6b63\u5728\u63a8\u52a8\u8f6f\u4ef6\u5bf9\u786c\u4ef6\u5b9a\u4e49\u65b9\u5f0f\u7684\u6839\u672c\u53d8\u9769\u3002\u4e00\u65b9\u9762\uff0c\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u7684\u201cVibe Coding\u201d\u6a21\u5f0f\u6b63\u5c06\u82f1\u6587\u53d8\u6210\u201c\u6700\u5927\u7f16\u7a0b\u8bed\u8a00\u201d\uff0c\u5927\u5e45\u964d\u4f4eAI\u5f00\u53d1\u95e8\u69db\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4e00\u8303\u5f0f\u4e5f\u8981\u6c42\u5e95\u5c42\u786c\u4ef6\u66f4\u9ad8\u6548\u3001\u66f4\u62bd\u8c61\u5730\u652f\u6301\u590d\u6742\u6a21\u578b\u8fd0\u7b97\uff0c\u7279\u522b\u662f\u5728GEMV\u4e3a\u4e3b\u7684Transformer\u6a21\u578b\u4e2d\uff0c\u7cfb\u7edf\u8bbe\u8ba1\u9700\u56f4\u7ed5\u5185\u5b58\u5e26\u5bbd\u800c\u975e\u7b97\u529b\u5bc6\u5ea6\u5c55\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8fd9\u79cd\u201c\u53cd\u5411\u5b9a\u4e49\u201d\u5e26\u52a8AI\u82af\u7247\u4ece\u201c\u7b97\u529b\u4e3a\u738b\u201d\u8f6c\u5411\u201c\u7cfb\u7edf\u534f\u540c\u201d\uff0c\u8981\u6c42\u5c01\u88c5\u3001\u5b58\u50a8\u3001\u4e92\u8fde\u3001\u529f\u8017\u7ba1\u7406\u4e00\u4f53\u5316\u63d0\u5347\u3002\u82af\u7247\u7684\u8fb9\u754c\u4e0d\u518d\u7531\u7845\u7247\u7269\u7406\u5f62\u6001\u51b3\u5b9a\uff0c\u800c\u662f\u7531AI\u5e94\u7528\u7684\u9700\u6c42\u8303\u5f0f\u52a8\u6001\u5851\u9020\u3002<\/p>\n\n\n\n

\u4e09\u3001\u5148\u8fdb\u5c01\u88c5\u4e0e\u5149\u7535\u4e92\u8fde\u7684\u6838\u5fc3\u6218\u573a<\/strong><\/p>\n\n\n\n

\u968f\u7740AI\u82af\u7247\u5bf9\u5e26\u5bbd\u3001\u96c6\u6210\u5ea6\u548c\u529f\u8017\u7684\u8981\u6c42\u4e0d\u65ad\u62ac\u5347\uff0c\u4f20\u7edf\u4ee5\u6676\u5706\u5236\u7a0b\u4e3a\u4e3b\u7684\u6469\u5c14\u5b9a\u5f8b\u8def\u5f84\u9010\u6e10\u9047\u5230\u7269\u7406\u6781\u9650\u3002\u5c01\u88c5\u4e0d\u518d\u662f\u201c\u540e\u5de5\u5e8f\u201d\uff0c\u800c\u6210\u4e3a\u7cfb\u7edf\u6027\u80fd\u7a81\u7834\u7684\u7b2c\u4e00\u6218\u573a\u3002\u5148\u8fdb\u5c01\u88c5\u6280\u672f\u4e0e\u7845\u5149\u5b50\u4e92\u8fde\u4f53\u7cfb\uff0c\u6b63\u6784\u6210AI\u82af\u7247\u4e0b\u4e00\u9636\u6bb5\u7ade\u4e89\u7684\u6838\u5fc3\u5236\u9ad8\u70b9\u3002<\/p>\n\n\n\n

3.1 \u53f0\u79ef\u7535CoWoS\/SoIC\u8fed\u4ee3\u8def\u7ebf\u56fe<\/strong><\/p>\n\n\n\n

\u62a5\u544a\u8be6\u7ec6\u68b3\u7406\u4e86\u53f0\u79ef\u7535\u5148\u8fdb\u5c01\u88c5\u6280\u672f\u7684\u6f14\u8fdb\u8def\u5f84\u3002\u4ece\u65e9\u671f\u7684CoWoS-S\uff08\u5982H100\uff09\u5230\u9ad8\u5bc6\u5ea6\u7684CoWoS-L\uff08\u5982B200\/B300\uff09\uff0c\u4e0d\u540c\u5c01\u88c5\u7c7b\u578b\u7ed3\u5408HBM\u5806\u53e0\u6570\u91cf\u3001SoC\u8282\u70b9\u4e0e\u4f20\u8f93\u5e26\u5bbd\uff0c\u5b9e\u73b0\u6309\u9700\u4f18\u5316\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

2024\u5e74\u524d\u540e\uff0c\u53f0\u79ef\u7535\u5c06CoWoS\u4e0eSoIC\u5e76\u884c\u63a8\u8fdb\uff1aSoIC\uff08System on Integrated Chips\uff09\u91c7\u7528\u5782\u76f4\u7a7f\u5b54\uff08TSV\uff09\u4e0e\u6df7\u5408\u952e\u5408\u6280\u672f\uff0c\u5b9e\u73b0\u5c0f\u4e8e10\u03bcm\u7684\u8fde\u63a5\u95f4\u8ddd\uff0c\u4e0d\u4ec5\u663e\u8457\u63d0\u5347\u7cfb\u7edf\u5e26\u5bbd\uff0c\u8fd8\u964d\u4f4e\u4e86\u529f\u8017\u548c\u5c01\u88c5\u5c3a\u5bf8\u3002\u8fd9\u4f7f\u5176\u5728AI\u670d\u52a1\u5668\u3001HPC\u3001\u8fb9\u7f18AI\u7b49\u573a\u666f\u4e2d\u5177\u5907\u663e\u8457\u4f18\u52bf\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

3.2 Intel\u3001ASE\u7b49\u5382\u5546\u5dee\u5f02\u5316\u5c01\u88c5\u8def\u5f84<\/strong><\/p>\n\n\n\n

Intel\u4ee5Foveros\u4e3a\u6838\u5fc3\u5e03\u5c403D\u5c01\u88c5\uff0c\u901a\u8fc7Foveros Direct\u5bf9\u6807\u53f0\u79ef\u7535SoIC-X\uff0c\u9762\u5411\u9ad8\u7aef\u670d\u52a1\u5668\u4e0eGPU\u6a21\u5757\u3002\u540c\u65f6\uff0cIntel\u7ed3\u5408EMIB\u3001CPO\u6280\u672f\uff0c\u6784\u5efa\u6a21\u5757\u5316\u3001\u5f02\u6784\u96c6\u6210\u7684\u4ea7\u54c1\u4f53\u7cfb\uff0c\u8bd5\u56fe\u4ece\u201c\u7cfb\u7edf\u7ea7\u5e73\u53f0\u201d\u89d2\u5ea6\u5bf9\u6297\u53f0\u79ef\u7535\u7684\u201c\u5c01\u88c5\u5236\u7a0b\u4e00\u4f53\u5316\u201d\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

ASE\u5219\u901a\u8fc7FOCoS\uff08Fan-out Chip on Substrate\uff09\u5bb6\u65cf\u6269\u5c552.5D\u5c01\u88c5\u4ea7\u54c1\u7ebf\uff0c\u4e3b\u6253\u6027\u4ef7\u6bd4\u4e0e\u89c4\u6a21\u4ea4\u4ed8\u80fd\u529b\uff0c\u5e76\u79ef\u6781\u62d3\u5c55CPO\u76f8\u5173\u5c01\u88c5\u5e73\u53f0\u3002\u8fd9\u79cd\u591a\u5382\u5546\u3001\u591a\u5e73\u53f0\u5171\u5b58\u7684\u751f\u6001\u4e3a\u82af\u7247\u8bbe\u8ba1\u8005\u63d0\u4f9b\u66f4\u5927\u7075\u6d3b\u6027\uff0c\u4e5f\u52a0\u5267\u4e86\u4f9b\u5e94\u94fe\u6574\u5408\u590d\u6742\u5ea6\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

3.3 \u7845\u5149\u5b50\u6280\u672f\u52a0\u901f\u8fdb\u5165\u4e3b\u6d41\uff08CPO\uff09<\/strong><\/p>\n\n\n\n

\u7845\u5149\u5b50\u6280\u672f\u6210\u4e3a\u7a81\u7834\u7cfb\u7edf\u4e92\u8fde\u74f6\u9888\u7684\u5173\u952e\u3002\u4f20\u7edf\u94dc\u7ebf\u4e92\u8fde\u5728100mm\u4f20\u8f93\u8ddd\u79bb\u4e0b\u529f\u8017\u8fbe30pJ\/bit\uff0c\u800c\u901a\u8fc7\u5c06\u5149\u5f15\u64ce\u96c6\u6210\u81f3\u5c01\u88c5\u5c42\uff08\u5982Substrate\u6216Interposer\uff09\uff0c\u7cfb\u7edf\u529f\u8017\u53ef\u964d\u81f32pJ\/bit\u4ee5\u4e0b\uff0c\u5ef6\u8fdf\u4e5f\u964d\u81f30.05X\u3002<\/p>\n\n\n\n

\u53f0\u79ef\u7535\u7684COUPE\u5e73\u53f0\u7ed3\u5408EIC\uff08\u7535\u5b50\u96c6\u6210\u7535\u8def\uff09\u4e0ePIC\uff08\u5149\u5b50\u96c6\u6210\u7535\u8def\uff09\uff0c\u901a\u8fc7\u5149\u6805\u8026\u5408\uff08COUPE-GC\uff09\u6216\u8fb9\u7f18\u8026\u5408\uff08COUPE-EC\uff09\u5b9e\u73b0\u4e0e\u5c01\u88c5\u5c42\u7684\u96c6\u6210\u3002\u591a\u6570CSP\u5382\u5546\u503e\u5411\u4e8e\u9009\u62e9\u517c\u5bb9\u6027\u66f4\u5f3a\u3001\u6d4b\u8bd5\u66f4\u65b9\u4fbf\u7684GC\u65b9\u6848\u3002NVIDIA\u5728Quantum-X800\u4ea4\u6362\u673a\u4e2d\u5373\u5df2\u91c7\u7528CPO\u5c01\u88c5\uff0c\u9884\u793a\u672a\u6765AI\u96c6\u7fa4\u95f4\u4e92\u8fde\u5168\u9762\u8fc8\u5165\u5149\u5b50\u65f6\u4ee3\u3002<\/p>\n\n\n\n

3.4 \u5149\u7535\u8026\u5408\u3001\u5c01\u88c5\u6807\u51c6\u4e0e\u81ea\u52a8\u6d4b\u8bd5\u4f53\u7cfb\u6210\u719f<\/strong><\/p>\n\n\n\n

CPO\u5e73\u53f0\u7684\u5927\u89c4\u6a21\u843d\u5730\u79bb\u4e0d\u5f00\u6807\u51c6\u5316\u4e0e\u6d4b\u8bd5\u80fd\u529b\u63d0\u5347\u3002\u62a5\u544a\u6307\u51fa\uff0cTSMC\u4e0e\u4ea7\u4e1a\u4f19\u4f34\u5df2\u5efa\u7acb\u5b8c\u6574\u7684EWAT\/OWAT\u81ea\u52a8\u5316\u6d4b\u8bd5\u6d41\u7a0b\uff0c\u8986\u76d6\u6697\u7535\u6d41\u3001\u8c03\u5236\u5668RC\u5e38\u6570\u3001\u52a0\u70ed\u5668\u7535\u963b\u7b49\u5173\u952e\u6307\u6807\u3002\u540c\u65f6\uff0cO-band\u5149\u5b50PDK\u4e5f\u5df2\u652f\u6301\u4ece\u8bbe\u8ba1\u3001\u4eff\u771f\u5230\u5de5\u827a\u96c6\u6210\u5168\u6d41\u7a0b\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u7cfb\u7edf\u7ea7\u8bbe\u8ba1\u80fd\u529b\u3002<\/p>\n\n\n\n

COUPE\u65b9\u6848\u5728\u7cfb\u7edf\u80fd\u6548\u3001\u5e26\u5bbd\u5bc6\u5ea6\u3001\u8026\u5408\u7cbe\u5ea6\u7b49\u7ef4\u5ea6\u5168\u9762\u4f18\u4e8e\u4f20\u7edf\u03bcBump\u5c01\u88c5\uff1a\u80fd\u8017\u4ec5\u4e3a19%\uff0c\u5e26\u5bbd\u5bc6\u5ea6\u63d0\u5347\u8fd138\u500d\uff0c\u8fdb\u4e00\u6b65\u5f3a\u5316\u5176\u5728\u672a\u6765AI\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u7684\u57fa\u7840\u5730\u4f4d\u3002<\/p>\n\n\n\n

\u56db\u3001\u5236\u9020\u7248\u56fe\u91cd\u6784\u4e0e\u5168\u7403\u8282\u70b9\u7ade\u8d5b<\/strong><\/p>\n\n\n\n

\u5728AI\u7b97\u529b\u9700\u6c42\u6301\u7eed\u6269\u5f20\u3001\u82af\u7247\u67b6\u6784\u590d\u6742\u5ea6\u8dc3\u5347\u7684\u80cc\u666f\u4e0b\uff0c\u5168\u7403\u534a\u5bfc\u4f53\u5236\u9020\u4f53\u7cfb\u6b63\u88ab\u91cd\u65b0\u5212\u5206\u3002\u5efa\u5382\u6210\u672c\u3001\u6280\u672f\u8282\u70b9\u6f14\u8fdb\u901f\u5ea6\u3001\u81ea\u4e3b\u53ef\u63a7\u7a0b\u5ea6\uff0c\u6b63\u5728\u6210\u4e3a\u51b3\u5b9a\u56fd\u5bb6\u4ea7\u4e1a\u7ade\u4e89\u529b\u7684\u5173\u952e\u53d8\u91cf\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e3b\u5bfcAI\u751f\u6001\u7684\u4e91\u5382\u5546\u4e5f\u4e0d\u518d\u6ee1\u8db3\u4e8e\u91c7\u8d2d\u6807\u51c6\u5316GPU\uff0c\u6b63\u9010\u6b65\u6210\u4e3a\u534a\u5bfc\u4f53\u4ef7\u503c\u94fe\u7684\u91cd\u8981\u201c\u5b9a\u4e49\u8005\u201d\u3002<\/p>\n\n\n\n

4.1 \u82af\u7247\u5236\u9020\u6210\u672c\u5bf9\u6bd4\uff1a\u53f0\u79ef\u7535\u53f0\u6e7e vs \u7f8e\u56fd\u5efa\u5382<\/strong><\/p>\n\n\n\n

\u62a5\u544a\u8be6\u7ec6\u5bf9\u6bd4\u4e86\u53f0\u79ef\u7535\u5728\u53f0\u6e7e\u4e0e\u7f8e\u56fd\u5efa\u5382\u7684\u6210\u672c\u7ed3\u6784\u5dee\u5f02\u3002\u7f8e\u56fd\u5382\u623f\u5728\u8bbe\u5907\u8fd0\u8f93\uff08\u5c24\u5176\u662fEUV\u8bbe\u5907\uff09\u3001\u4eba\u529b\u5b89\u88c5\u3001\u6d01\u51c0\u5ba4\u65bd\u5de5\u7b49\u65b9\u9762\u6210\u672c\u660e\u663e\u9ad8\u4e8e\u53f0\u6e7e\u672c\u571f\uff0c\u5bfc\u81f4\u6574\u4f53\u6210\u672c\u9ad8\u51fa\u7ea633%\u201345%\u3002<\/p>\n\n\n\n

\u5c3d\u7ba1\u53f0\u79ef\u7535\u5df2\u5ba3\u5e03\u5728\u7f8e\u56fd\u5efa\u8bbe\u591a\u4e2aN4\/N3\/N2\u8282\u70b9\u4ea7\u7ebf\uff0c\u4f46\u521d\u671f\u4ea7\u80fd\u5229\u7528\u7387\u4e0e\u6210\u672c\u6548\u7387\u5b58\u5728\u663e\u8457\u52a3\u52bf\u3002\u8fd9\u53ef\u80fd\u524a\u5f31\u5176\u957f\u671f\u5728\u7f8e\u6269\u4ea7\u610f\u613f\uff0c\u4e5f\u6298\u5c04\u51fa\u5148\u8fdb\u5236\u7a0b\u5168\u7403\u5316\u90e8\u7f72\u7684\u73b0\u5b9e\u6311\u6218\u3002<\/p>\n\n\n\n

4.2 \u4e3b\u8981Foundry\u8282\u70b9\u8def\u7ebf\u56fe\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n

\u5168\u7403\u4e09\u5927\u5148\u8fdb\u5236\u7a0b\u73a9\u5bb6\u2014\u2014\u53f0\u79ef\u7535\u3001\u4e09\u661f\u3001Intel\u6b63\u56f4\u7ed52nm\u4ee5\u4e0b\u8282\u70b9\u5c55\u5f00\u6fc0\u70c8\u7ade\u4e89\u3002<\/p>\n\n\n\n

    \n
  • \u53f0\u79ef\u7535<\/strong>\u63a8\u8fdb\u81f3N2\/N2P\u8282\u70b9\uff0c\u91c7\u7528GAA\u67b6\u6784\uff0c\u540c\u65f6\u5f3a\u5316SoIC\/CoWoS\u534f\u540c\u3002<\/li>\n<\/ul>\n\n\n\n
      \n
    • \u4e09\u661f<\/strong>\u63a8\u8fdb3GAP \u2192 SF2 \u2192 SF1.4\u6f14\u8fdb\uff0c\u5e76\u529b\u56fe\u7f29\u77ed\u4e0eTSMC\u5728\u826f\u7387\u548c\u5c01\u88c5\u4e0a\u7684\u5dee\u8ddd\u3002<\/li>\n<\/ul>\n\n\n\n
        \n
      • Intel<\/strong>\u5219\u901a\u8fc7Intel 3 \u2192 20A \u2192 18A \u2192 14A\u7684\u8fed\u4ee3\uff0c\u914d\u5408Foveros 3D\u5c01\u88c5\uff0c\u5b9e\u73b0\u5236\u7a0b\/\u5c01\u88c5\u4e00\u4f53\u5316\u8def\u7ebf\u3002<\/li>\n<\/ul>\n\n\n\n

        \u6574\u4f53\u6765\u770b\uff0c\u5148\u8fdb\u5236\u7a0b\u6b63\u4ece\u201c\u5355\u4e00\u8282\u70b9\u7ade\u8d5b\u201d\u6f14\u8fdb\u4e3a\u201c\u5236\u7a0b+\u5c01\u88c5+\u7cfb\u7edf\u534f\u540c\u201d\u7acb\u4f53\u7ade\u4e89\u3002<\/p>\n\n\n\n

        4.3 \u4e91\u5382\u5546\u63a8\u52a8AI\u82af\u7247\u81ea\u7814\u6f6e\u4e0eASIC\u5e02\u573a\u6269\u5f20<\/strong><\/p>\n\n\n\n

        \u9762\u5bf9AI\u82af\u7247\u6210\u672c\u9ad8\u6da8\u4e0eNVIDIA\u4f9b\u5e94\u53d7\u9650\uff0cAWS\u3001Google\u3001Meta\u3001Microsoft\u7b49\u4e91\u670d\u52a1\u5de8\u5934\u6b63\u52a0\u901f\u81ea\u7814AI\u82af\u7247\uff1a<\/p>\n\n\n\n

          \n
        • AWS<\/strong>\u5e03\u5c40Trainium\u3001Inferentia\u7cfb\u5217ASIC\uff0c\u5747\u4ea4\u7531\u53f0\u79ef\u7535\u4ee3\u5de5\uff087nm \u2192 5nm \u2192 3nm\uff09<\/li>\n\n\n\n
        • Google<\/strong>\u7684TPU\u7cfb\u5217\u5df2\u66f4\u65b0\u81f3V6\u7248\u672c\uff0c\u9884\u8ba12025\u5e74\u4e0a\u7ebf3nm\u5236\u7a0b\u3002<\/li>\n\n\n\n
        • Meta<\/strong>\u81ea\u7814MTIA\uff0c\u642d\u914d\u81ea\u6709\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u964d\u4f4e\u5bf9H100\u7684\u4f9d\u8d56\u3002<\/li>\n\n\n\n


        • <\/li>\n<\/ul>\n\n\n\n

          \u6839\u636e\u62a5\u544a\u7edf\u8ba1\uff0c2024\u5e74\u5404\u5e73\u53f0ASIC\u82af\u7247\u51fa\u8d27\u5e02\u5360\u7387\u5df2\u8fbe23%\u201376%\u4e0d\u7b49\uff0c\u53d6\u4ee3\u90e8\u5206NVIDIA\u5e02\u573a\u4efd\u989d\u3002\u8fd9\u79cd\u8d8b\u52bf\u5f3a\u5316\u4e86Foundry\u4e0e\u4e91\u5382\u5546\u95f4\u7684\u6280\u672f\u6346\u7ed1\u5173\u7cfb\uff0c\u4e5f\u5bf9EDA\/IP\u751f\u6001\u63d0\u51fa\u65b0\u6311\u6218\u3002<\/p>\n\n\n\n

          4.4 \u9ad8\u7aef\u5236\u9020\u80fd\u529b\u91cd\u6784\u4ea7\u4e1a\u6743\u529b\u683c\u5c40<\/strong><\/p>\n\n\n\n

          AI\u82af\u7247\u7ade\u4e89\u6b63\u5728\u4ece\u201c\u82af\u7247\u6027\u80fd\u201d\u8f6c\u5411\u201c\u5236\u9020\u5e73\u53f0\u4e3b\u5bfc\u6743\u201d\u7684\u4e89\u593a\u3002\u5177\u5907\u5148\u8fdb\u5236\u7a0b\u3001\u5148\u8fdb\u5c01\u88c5\u80fd\u529b\u7684Foundry\u5382\u5546\uff08\u5982\u53f0\u79ef\u7535\uff09\uff0c\u6b63\u6210\u4e3aAI\u4ea7\u4e1a\u7684\u201c\u65b0\u5e73\u53f0\u201d\u3002\u65e0\u8bba\u662fH100\u3001TPU\uff0c\u8fd8\u662f\u672a\u6765B\u7cfb\u5217\u6216MTIA\u7cfb\u5217\u82af\u7247\uff0c\u5176\u6838\u5fc3\u5dee\u5f02\u5316\u80fd\u529b\u5df2\u6df1\u5ea6\u5d4c\u5165Foundry\u5c42\u3002<\/p>\n\n\n\n

          \u540c\u65f6\uff0c\u5c01\u6d4b\u5382\u3001\u5149\u5b50\u4e92\u8fde\u4f9b\u5e94\u94fe\u4e5f\u6b63\u6210\u4e3aAI\u7cfb\u7edf\u6027\u80fd\u7684\u5173\u952e\u53d8\u91cf\u3002\u5728\u8fd9\u4e00\u7ed3\u6784\u4e2d\uff0c\u4f20\u7edf\u82af\u7247\u8bbe\u8ba1\u516c\u53f8\u5982NVIDIA\u5c06\u66f4\u591a\u4ee5\u7cfb\u7edf\u6574\u5408\u8005\u4e0eIP\u805a\u5408\u8005\u7684\u8eab\u4efd\u5b58\u5728\uff0c\u800cFoundry\u5219\u5c06\u63a7\u5236\u5173\u952e\u8d44\u6e90\uff1a\u5de5\u827a\u8282\u70b9\u3001\u5c01\u88c5\u4ea7\u7ebf\u3001\u5e73\u53f0\u5316\u751f\u6001\u3002<\/p>\n\n\n\n

          \u8fd9\u6807\u5fd7\u7740\u82af\u7247\u4ea7\u4e1a\u6b63\u7531\u201c\u8bbe\u8ba1\u4e3b\u5bfc\u201d\u5411\u201c\u5236\u9020\u4e3b\u5bfc\u201d\u8f6c\u53d8\uff0c\u5168\u7403\u4ea7\u4e1a\u6743\u529b\u683c\u5c40\u4e5f\u968f\u4e4b\u91cd\u6784\u3002<\/p>\n\n\n\n

          <\/p>\n","protected":false},"excerpt":{"rendered":"

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