{"id":15108,"date":"2026-09-15T15:29:53","date_gmt":"2026-09-15T07:29:53","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=15108"},"modified":"2026-09-15T16:14:11","modified_gmt":"2026-09-15T08:14:11","slug":"qnap","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/qnap","title":{"rendered":"GPU \u7b97\u529b\u4e0d\u8a72\u7a7a\u7b49\u8cc7\u6599\uff1aINFINITIX AI-Stack \u00d7 QNAP \u6253\u9020\u5730\u7aef AI \u89e3\u6c7a\u65b9\u6848"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n
\n

\u5f9e\u7b97\u529b\u8abf\u5ea6\u5230\u8cc7\u6599\u5132\u5b58\uff0c\u88dc\u9f4a\u4f01\u696d\u5730\u7aef AI \u90e8\u7f72\u7684\u6700\u5f8c\u4e00\u584a\u62fc\u5716\u3002<\/p>\n<\/blockquote>\n\n\n\n

2026 \u5e74\u4f01\u696d\u6301\u7e8c\u64f4\u5927 AI \u57fa\u790e\u8a2d\u65bd\u6295\u8cc7\uff0c\u7b97\u529b\u3001\u5132\u5b58\u8207\u7db2\u8def\u5df2\u6210\u70ba IT \u8cc7\u672c\u652f\u51fa\u4e2d\u6210\u9577\u6700\u5feb\u7684\u9805\u76ee\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u6295\u8cc7\u898f\u6a21\u64f4\u5927\u7684\u540c\u6642\uff0c\u904b\u7b97\u8cc7\u6e90\u80fd\u5426\u88ab\u6709\u6548\u638c\u63e1\u3001\u8abf\u5ea6\u8207\u904b\u7528\uff0c\u6210\u70ba\u95dc\u9375\u8ab2\u984c\u3002<\/p>\n\n\n\n

Flexera \u6700\u65b0\u767c\u5e03\u7684\u300a2026 State of ITAM Report\u300b\u5f59\u6574\u903e 500 \u4f4d IT \u8cc7\u7522\u7ba1\u7406\u5c08\u696d\u4eba\u58eb\u610f\u898b\uff0c\u6307\u51fa\u4f01\u696d\u5c0d AI \u8cc7\u7522\u7684\u638c\u63e1\u4ecd\u9762\u81e8\u6311\u6230\uff1a\u5b8c\u6574 IT \u8cc7\u7522\u53ef\u8996\u6027\u8f03\u524d\u4e00\u5e74\u4e0b\u964d 7 \u500b\u767e\u5206\u9ede\u81f3 36%\uff1b\u50c531% \u7684\u53d7\u8a2a\u7d44\u7e54\u80fd\u638c\u63e1 AI \u8edf\u9ad4\u4f7f\u7528\u60c5\u6cc1\uff0c84% \u5c07\u300c\u8ffd\u8e64\u6216\u63a1\u7528\u65b0 AI \u61c9\u7528\u300d\u5217\u70ba\u4e3b\u8981\u6311\u6230\uff0c 59% \u8868\u793a AI \u76f8\u95dc\u6d6a\u8cbb\u652f\u51fa\u589e\u52a0\u3002\u986f\u793a\u4f01\u696d\u6295\u8cc7 AI \u7684\u901f\u5ea6\uff0c\u6b63\u9010\u6f38\u8d85\u8d8a\u6cbb\u7406\u8207\u8cc7\u6e90\u53ef\u8996\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

\u9019\u500b\u73fe\u8c61\u5728\u5730\u7aef\u7684 AI \u57fa\u790e\u8a2d\u65bd\u5efa\u7f6e\u4e0a\u5c24\u5176\u660e\u986f\uff0c\u8a31\u591a\u5c08\u6848\u7684\u6210\u6557\uff0c\u95dc\u9375\u4e0d\u53ea\u5728\u65bc\u6a5f\u623f\u90e8\u7f72\u591a\u5c11\u9ad8\u968e GPU\uff0c\u66f4\u5728\u65bc\u904b\u7b97\u8cc7\u6e90\u80fd\u5426\u88ab\u5b8c\u6574\u8ffd\u8e64\u3001\u6709\u6548\u8abf\u5ea6\uff0c\u4e26\u7372\u5f97\u7a69\u5b9a\u7684\u8cc7\u6599\u4f9b\u7d66\u3002\u4f01\u696d\u64f4\u5145\u7b97\u529b\u7684\u540c\u6642\uff0c\u4e5f\u9808\u540c\u6b65\u5b8c\u5584\u300c\u8abf\u5ea6\u300d\u3001\u300c\u5132\u5b58\u300d\u8207\u300c\u53ef\u8996\u6027\u300d\uff0c\u4e09\u8005\u5354\u540c\u904b\u4f5c\u624d\u80fd\u8b93\u6295\u8cc7\u8f49\u5316\u70ba\u7522\u51fa\u3002<\/p>\n\n\n\n

\u7b97\u529b\u7a7a\u8f49\uff1a\u4f01\u696d\u5730\u7aef AI<\/strong> \u90e8\u7f72\u7684\u96b1\u5f62\u6210\u672c<\/h2>\n\n\n\n

\u5f9e\u91d1\u878d\u696d\u7684\u667a\u6167\u5ba2\u670d\u8207\u98a8\u96aa\u63a7\u7ba1\u6a21\u578b\u3001\u91ab\u7642\u6a5f\u69cb\u7684\u91ab\u5b78\u5f71\u50cf\u8fa8\u8b58\uff0c\u5230\u534a\u5c0e\u9ad4\u8207\u9ad8\u968e\u88fd\u9020\u7684\u7f3a\u9677\u6aa2\u6e2c\u8207\u667a\u6167\u6392\u7a0b\uff0c\u81ea\u5efa\u5730\u7aef AI \u57fa\u790e\u8a2d\u65bd\u5df2\u6210\u70ba\u4f01\u696d\u7684\u91cd\u8981\u7b56\u7565\u9078\u9805\u3002\u7136\u800c\u90e8\u5206\u4f01\u696d\u6295\u5165\u9ad8\u984d\u9810\u7b97\u63a1\u8cfc GPU \u4f3a\u670d\u5668\u5f8c\uff0c\u624d\u767c\u73fe\u5be6\u969b\u7522\u51fa\u4ecd\u4f4e\u65bc\u5e33\u9762\u7b97\u529b\u3002\u6839\u64da INFINITIX \u5728 AI-Stack \u5c08\u6848\u73fe\u5834\u7684\u89c0\u5bdf\uff0c\u90e8\u5206\u5730\u7aef GPU \u53e2\u96c6\u5229\u7528\u7387\u50c5\u7d04 30%\uff1bQNAP \u6280\u8853\u8cc7\u6599\u4ea6\u6307\u51fa\uff0c\u5132\u5b58 I\/O \u7b49\u5f85\u53ef\u80fd\u662f AI\u8a13\u7df4\u7684\u91cd\u8981\u74f6\u9838\u3002\u63db\u8a00\u4e4b\uff0c\u4f01\u696d\u8cb7\u5230\u7684\u7b97\u529b\uff0c\u672a\u5fc5\u90fd\u80fd\u6709\u6548\u6295\u5165\u904b\u7b97\u3002<\/p>\n\n\n\n

\u554f\u984c\u7684\u6839\u6e90\u5f80\u5f80\u4e0d\u5728 GPU \u672c\u8eab\uff0c\u800c\u5728\u8cc7\u6599\u4f9b\u61c9\u93c8\u672a\u80fd\u5354\u540c\u3002AI \u8a13\u7df4\u8207\u63a8\u8ad6\u9700\u8981\u6301\u7e8c\u3001\u9ad8\u983b\u8b80\u53d6\u8cc7\u6599\u6279\u6b21\uff0c\u4e00\u65e6\u5132\u5b58\u541e\u5410\u91cf\u6216\u5ef6\u9072\u8ddf\u4e0d\u4e0a\uff0cGPU \u4fbf\u53ef\u80fd\u56e0\u7b49\u5f85\u8cc7\u6599\u800c\u9592\u7f6e\uff0c\u76f4\u63a5\u653e\u5927\u55ae\u4f4d\u8a13\u7df4\u6210\u672c\u3002\u5730\u7aef AI \u5efa\u7f6e\u7684\u6210\u6548\uff0c\u56e0\u6b64\u4e0d\u53ea\u53d6\u6c7a\u65bc\u7b97\u529b\u898f\u6a21\uff0c\u66f4\u53d6\u6c7a\u65bc\u7b97\u529b\u8abf\u5ea6\u3001\u7db2\u8def\u8207\u5132\u5b58\u67b6\u69cb\u80fd\u5426\u5354\u540c\u904b\u4f5c\u3002<\/p>\n\n\n\n

\u8cc7\u6599\u4e3b\u6b0a\u3001\u6a5f\u654f\u8cc7\u8a0a\u4fdd\u8b77\u8207\u6cd5\u898f\u9075\u5faa\u4e5f\u6301\u7e8c\u63a8\u52d5\u5730\u7aef\u90e8\u7f72\u3002\u91d1\u878d\u3001\u91ab\u7642\u8207\u653f\u5e9c\u6a5f\u69cb\u53d7\u76e3\u7ba1\u8981\u6c42\u5f71\u97ff\uff0c\u6838\u5fc3\u5de5\u4f5c\u8ca0\u8f09\u672a\u5fc5\u9069\u5408\u5168\u9762\u79fb\u8f49\u81f3\u516c\u6709\u96f2\u3002\u5982\u4f55\u5728\u8cc7\u6599\u7559\u5b58\u65bc\u81ea\u6709\u6216\u53d7\u63a7\u74b0\u5883\u7684\u524d\u63d0\u4e0b\u964d\u4f4e\u5132\u5b58\u8207\u7db2\u8def\u50b3\u8f38\u74f6\u9838\uff0c\u6b63\u662f INFINITIX AI-Stack \u8207 QNAP \u806f\u5408\u65b9\u6848\u8981\u89e3\u6c7a\u7684\u547d\u984c\uff1aAI-Stack \u64d4\u4efb\u7de8\u6392\u8207\u8abf\u5ea6\u5c64\uff0cQNAP \u9ad8\u6548\u80fd NAS \u63d0\u4f9b\u5132\u5b58\u5c64\u652f\u63f4\uff0c\u5171\u540c\u88dc\u9f4a\u5730\u7aef AI \u90e8\u7f72\u7684\u95dc\u9375\u74b0\u7bc0\u3002<\/p>\n\n\n\n

\u5730\u7aef\u5316\u4e0d\u53ea\u662f\u9078\u64c7\u984c\uff0c\u66f4\u662f\u6cbb\u7406\u5fc5\u7b54\u984c<\/h2>\n\n\n\n

\u96a8\u8457\u8cc7\u6599\u6cbb\u7406\u3001\u8cc7\u5b89\u8207\u7a3d\u6838\u8981\u6c42\u65e5\u76ca\u56b4\u8b39\uff0c\u300cAI \u662f\u5426\u4e0a\u96f2\u300d\u5df2\u4e0d\u518d\u53ea\u662f\u6210\u672c\u6216\u6548\u80fd\u7684\u9078\u64c7\u984c\u3002\u91d1<\/p>\n\n\n\n

\u878d\u696d\u7684\u4fe1\u7528\u98a8\u96aa\u6a21\u578b\u3001\u91ab\u7642\u9662\u6240\u7684\u75c5\u6b77\u5f71\u50cf\uff0c\u4ee5\u53ca\u653f\u5e9c\u55ae\u4f4d\u7684\u516c\u6587\u8207\u60c5\u8cc7\u7cfb\u7d71\uff0c\u5747\u53ef\u80fd\u53d7\u5230\u8cc7\u6599\u6240\u5728\u5730\u3001\u59d4\u5916\u7ba1\u7406\u3001\u8de8\u5883\u50b3\u8f38\u8207\u7a3d\u6838\u898f\u7bc4\u5f71\u97ff\u3002\u5730\u7aef\u6216\u53d7\u63a7\u74b0\u5883\u90e8\u7f72\uff0c\u56e0\u6b64\u9010\u6f38\u6210\u70ba\u4f01\u696d\u6cbb\u7406\u8207\u98a8\u96aa\u7ba1\u7406\u7684\u91cd\u8981\u9078\u9805\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u5730\u7aef AI \u843d\u5730\u4ecd\u9762\u81e8\u5169\u9805\u6311\u6230\uff1a\u5167\u90e8 IT \u5718\u968a\u9808\u627f\u64d4\u8907\u96dc\u7684\u7b97\u529b\u7de8\u6392\u8207\u7dad\u904b\uff1b\u5132\u5b58\u67b6\u69cb\u7684\u6548\u80fd\u3001\u64f4\u5145\u6027\u8207\u97cc\u6027\u4e5f\u4e0d\u80fd\u59a5\u5354\u3002INFINITIX AI-Stack \u8207 QNAP \u56e0\u6b64\u6574\u5408\u7b97\u529b\u8abf\u5ea6\u8207\u4f01\u696d\u7d1a\u5132\u5b58\u5c08\u9577\uff0c\u5354\u52a9\u5ba2\u6236\u964d\u4f4e\u67b6\u69cb\u53d6\u6368\u8207\u6574\u5408\u6210\u672c\u3002<\/p>\n\n\n\n

AI-Stack<\/strong> \u5c08\u6ce8\u65bc AI \u57fa\u790e\u8a2d\u65bd\u7de8\u6392\u8207\u8abf\u5ea6\uff0c\u900f\u904e CTAs\uff08Core Type Aware Scheduler\uff09\u4f9d\u5de5\u4f5c\u8ca0\u8f09\u914d\u7f6e GPU \u8cc7\u6e90\uff0c\u4e26\u652f\u63f4 GPU \u5207\u5272\u3001\u805a\u5408\u3001\u8de8\u7bc0\u9ede\u904b\u7b97\u3001\u591a\u79df\u6236\u7ba1\u7406\u53ca MLOps \u5de5\u5177\u93c8\uff0c\u8b93\u4f01\u696d\u4ee5\u63a5\u8fd1\u96f2\u7aef\u7684\u65b9\u5f0f\u7ba1\u7406\u5730\u7aef\u7b97\u529b\u3002QNAP \u5247\u805a\u7126\u5132\u5b58\u6548\u80fd\u3001\u64f4\u5145\u6027\u8207\u8cc7\u6599\u97cc\u6027\uff0c\u900f\u904e\u9ad8\u541e\u5410\u67b6\u69cb\u3001\u4e0d\u53ef\u8b8a\u5132\u5b58\u8207 Airgap+ \u9694\u96e2\u5099\u4efd\uff0c\u652f\u63f4\u9ad8\u5408\u898f\u5834\u666f\u7684\u8cc7\u6599\u4fdd\u8b77\u9700\u6c42\u3002<\/p>\n\n\n\n

\u9019\u662f\u4e00\u5957\u8abf\u5ea6\u8207\u5132\u5b58\u5404\u53f8\u5176\u8077\u7684\u4e92\u88dc\u67b6\u69cb\uff0c\u5354\u52a9\u4f01\u696d\u517c\u9867\u6548\u80fd\u3001\u6cbb\u7406\u8207\u8cc7\u6599\u4fdd\u8b77\uff0c\u6b63\u662f\u672c\u6b21\u5408\u4f5c\u7684\u6838\u5fc3\u50f9\u503c\u3002<\/p>\n\n\n\n

AI-Stack Cluster Engine \u00d7 QNAP NFS over RDMA<\/strong>\uff1a\u5354\u540c\u67b6\u69cb\u89e3\u6790<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

INFINITIX \u7684 AI-Stack \u63a1\u4e09\u5c64\u67b6\u69cb\u2014\u2014\u958b\u767c\u8005\u751f\u614b\u5c64\u3001\u63a7\u5236\u7ba1\u7406\u5c64\u8207\u57fa\u790e\u8a2d\u65bd\u53e2\u96c6\u5c64\u3002\u57fa\u790e\u8a2d\u65bd\u53e2\u96c6\u5c64\u4e2d\u7684 Cluster Engine \u8ca0\u8cac AI \u5de5\u4f5c\u8ca0\u8f09\u6392\u7a0b\u3001\u5bb9\u5668\u7de8\u6392\u3001GPU \u5207\u5272\u8207\u5132\u5b58\u6b0a\u9650\u7ba1\u7406\uff0c\u4e26\u7d71\u4e00\u4e32\u63a5 GPU Server Cluster \u8207 Storage Server Cluster\uff1bQNAP \u9ad8\u6548\u80fd NAS \u5373\u4f4d\u65bc StorageServer Cluster\uff0c\u900f\u904e NFS over RDMA \u63d0\u4f9b\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u9072\u7684\u8cc7\u6599\u5b58\u53d6\uff0c\u8207 AI-Stack \u7b97\u529b\u8abf\u5ea6\u5354\u540c\u904b\u4f5c\uff0c\u964d\u4f4e GPU \u56e0 I\/O \u7b49\u5f85\u800c\u9592\u7f6e\u7684\u60c5\u6cc1\u3002<\/p>\n\n\n\n

\u70ba\u4ec0\u9ebc\u50b3\u7d71 NFS<\/strong> \u53ef\u80fd\u9935\u4e0d\u98fd GPU<\/strong>\uff1f<\/h4>\n\n\n\n

\u50b3\u7d71 NFS over TCP \u7684\u8cc7\u6599\u8def\u5f91\u6d89\u53ca\u4f7f\u7528\u8005\u7a7a\u9593\u8207\u6838\u5fc3\u7a7a\u9593\u5207\u63db\u3001TCP \u5c01\u5305\u8655\u7406\u3001checksum \u8a08\u7b97\u53ca\u591a\u6b21\u8a18\u61b6\u9ad4\u8907\u88fd\uff1b\u9019\u4e9b\u4f5c\u696d\u6703\u6d88\u8017 CPU \u8cc7\u6e90\uff0c\u537b\u4e0d\u76f4\u63a5\u7522\u751f AI \u904b\u7b97\u50f9\u503c\u3002\u6839\u64da QNAP \u5be6\u9a57\u5ba4\u4ee5 NFS 4.1\u3001\u55ae\u6a5f 100GbE \u74b0\u5883\u9032\u884c\u7684\u5be6\u6e2c\uff0c\u5728\u672a\u555f\u7528 RDMA \u6642\uff0c\u5e73\u5747\u5ef6\u9072\u4f9d\u8ca0\u8f09\u9ede\u4e0d\u540c\uff0c \u7d04\u4ecb\u65bc 1,836 ms \u81f3 20,238ms\uff0c\u5c16\u5cf0\uff08Max\uff09\u5ef6\u9072\u6700\u9ad8\u66fe\u9054\u7d04 464,591 ms\uff1b\u5132\u5b58\u7aef CPU \u4f7f\u7528\u7387\u5247\u96a8\u8ca0\u8f09\u7531\u7d04 28% \u4e0a\u5347\u81f3\u7d04 54%\u3002\u7576\u591a\u7247 GPU \u540c\u6642\u5e73\u884c\u8b80\u53d6\u6642\uff0c\u8cc7\u6e90\u722d\u7528\u8207\u5ef6\u9072\u53ef\u80fd\u96a8\u898f\u6a21\u64f4\u5927\u800c\u52a0\u5287\u3002<\/p>\n\n\n\n

NFS over RDMA<\/strong>\uff1a\u91cd\u5efa\u8cc7\u6599\u8def\u5f91<\/h4>\n\n\n\n

\u672c\u65b9\u6848\u63a1\u7528 QNAP \u652f\u63f4\u7684 NFS over RDMA\uff08RoCE v2\uff09\u3002RDMA\uff08Remote Direct MemoryAccess\uff09\u53ef\u7e5e\u904e\u50b3\u7d71 TCP\/IP \u8def\u5f91\u4e2d\u7684\u90e8\u5206\u6838\u5fc3\u8655\u7406\uff0c\u8b93\u4e3b\u6a5f\u900f\u904e RDMA \u7db2\u5361\u9032\u884c\u9ad8\u901f\u8cc7\u6599\u50b3\u8f38\uff0c\u4e26\u5c07\u90e8\u5206\u901a\u8a0a\u5354\u5b9a\u5de5\u4f5c\u5378\u8f09\u81f3\u7db2\u8def\u786c\u9ad4\uff0c\u85c9\u6b64\u964d\u4f4e\u8cc7\u6599\u8907\u88fd\u8207 CPU \u4ecb\u5165\uff0c\u8b93 QNAP NVMe\u5132\u5b58\u66f4\u6709\u6548\u7387\u5730\u4f9b\u61c9\u8cc7\u6599\u7d66 AI \u4f3a\u670d\u5668\u3002<\/p>\n\n\n\n

\u5728 QNAP \u5be6\u9a57\u5ba4\u5be6\u6e2c\u4e2d\uff0c\u555f\u7528 RDMA \u5f8c\uff0c\u540c\u4e00\u8ca0\u8f09\u9ede\u7684\u5e73\u5747\u5ef6\u9072\u6700\u9ad8\u53ef\u7531\u7d04 5,110 ms \u5927\u5e45\u964d\u81f3\u7d04 12 ms\uff0c\u5c16\u5cf0\u5ef6\u9072\u4ea6\u7531\u7d04 464,591 ms \u964d\u81f3\u7d04 458 ms\uff0c\u5ef6\u9072\u7a69\u5b9a\u5ea6\u660e\u986f\u6539\u5584\uff1b\u540c\u6642\uff0c\u555f\u7528RDMA \u5f8c\u7cfb\u7d71\u4ea6\u53ef\u627f\u8f09\u66f4\u9ad8\u7684\u4e26\u884c IOPS\uff08\u5be6\u6e2c\u7531\u7d04 139,520 \u63d0\u5347\u81f3\u7d04 190,720\uff09\uff0c\u986f\u793a\u5132\u5b58\u5c64\u5728\u66f4\u9ad8\u541e\u5410\u4e0b\u4ecd\u7dad\u6301\u7a69\u5b9a\u56de\u61c9\u3002\u642d\u914d\u9069\u7576\u898f\u5283\u7684\u9ad8\u901f\u4e59\u592a\u7db2\u8def\uff0c\u5132\u5b58\u5c64\u53ef\u70ba AI-Stack \u52d5\u614b\u8abf\u5ea6\u7684 GPU \u53e2\u96c6\u63d0\u4f9b\u66f4\u7a69\u5b9a\u7684\u8cc7\u6599\u4e32\u6d41\uff0c\u964d\u4f4e GPU \u56e0 I\/O \u7b49\u5f85\u800c\u9592\u7f6e\u7684\u6a5f\u7387\u3002<\/p>\n\n\n\n

\u503c\u5f97\u7559\u610f\u7684\u662f\uff0c\u5be6\u6e2c\u6578\u64da\u986f\u793a\uff1a\u555f\u7528 RDMA \u5f8c\uff0c\u5132\u5b58\u7aef CPU \u4f7f\u7528\u7387\u5728\u6578\u5b57\u4e0a\u7565\u9ad8\u65bc\u672a\u555f\u7528\u6642\uff08\u5982\u540c\u4e00\u8ca0\u8f09\u9ede\u7531 41% \u4e0a\u5347\u81f3 53%\uff09\u3002\u9019\u4e3b\u8981\u53cd\u6620 RDMA \u8b93\u5132\u5b58\u7cfb\u7d71\u5f97\u4ee5\u5728\u540c\u4e00\u6642\u9593\u8655\u7406\u66f4\u9ad8\u7684\u541e\u5410\u91cf\uff1b\u82e5\u63db\u7b97\u70ba\u6bcf\u55ae\u4f4d I\/O \u7684 CPU \u8017\u7528\uff0cRDMA \u60c5\u5883\u4e0b\u7684\u6548\u7387\u5176\u5be6\u512a\u65bc\u672a\u555f\u7528 RDMA \u7684\u60c5\u5883\u3002<\/p>\n\n\n\n

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

\u90e8\u7f72\u6642\u9808\u7559\u610f\uff1aRoCE v2 \u904b\u4f5c\u65bc\u6a19\u6e96\u4e59\u592a\u7db2\u8def\uff0c\u9700\u642d\u914d\u652f\u63f4 PFC\uff08Priority Flow Control\uff09\u7684\u4ea4\u63db\u5668\u4ee5\u5efa\u7acb\u4f4e\u4e1f\u5305\u7db2\u8def\u74b0\u5883\uff0c\u90e8\u5206\u60c5\u5883\u4ea6\u9700\u8a55\u4f30 ECN \u7b49\u8a2d\u5b9a\u3002NVIDIA Spectrum\u3001CiscoNexus\u3001Arista \u7b49\u4f01\u696d\u7d1a\u4ea4\u63db\u5668\u591a\u6709\u76f8\u61c9\u652f\u63f4\uff0c\u5c0e\u5165\u524d\u4ecd\u61c9\u78ba\u8a8d\u8a2d\u5099\u76f8\u5bb9\u6027\u4e26\u5b8c\u6210\u7aef\u5230\u7aef\u7db2\u8def\u8abf\u6821\u3002<\/p>\n\n\n\n

AI-Stack Cluster Engine<\/strong>\uff1a\u5730\u7aef\u7b97\u529b\u7684\u63a7\u5236\u6838\u5fc3<\/h2>\n\n\n\n

\u82e5\u8aaa QNAP \u89e3\u6c7a\u7684\u662f\u300c\u8cc7\u6599\u9001\u5f97\u5feb\u3001\u5b58\u5f97\u7a69\u300d\uff0cAI-Stack \u89e3\u6c7a\u7684\u5247\u662f\u300c\u7b97\u529b\u770b\u5f97\u898b\u3001\u8abf\u5f97\u52d5\u3001\u7528\u5f97\u597d\u300d\u3002AI-Stack Cluster Engine \u4ee5 Kubernetes \u539f\u751f\u67b6\u69cb\u70ba\u6838\u5fc3\uff0c\u6574\u5408\u4e3b\u6d41 AI \u958b\u767c\u8207MLOps \u5de5\u5177\uff0c\u652f\u63f4 GPU \u5207\u5272\u8207\u805a\u5408\u3001\u8de8\u7bc0\u9ede\u904b\u7b97\u3001\u591a\u79df\u6236\u7ba1\u7406\u3001\u8996\u89ba\u5316\u76e3\u63a7\u53ca\u4efb\u52d9\u6392\u7a0b\uff0c\u5c07NVIDIA \u3001 AMD GPU \u3001 NPU \u7b49\u7570\u69cb\u8cc7\u6e90\u8f49 \u5316\u70ba\u53ef\u5f48\u6027\u914d\u7f6e\u7684\u7b97\u529b \u3002 \u5e73\u53f0\u4ea6\u900f\u904e\u547d\u540d\u7a7a\u9593\uff08Namespace\uff09\u3001\u89d2\u8272\u6b0a\u9650\uff08RBAC\uff09\u3001\u8cc7\u6e90\u914d\u984d\u8207\u5132\u5b58\u6b0a\u9650\uff0c\u9694\u96e2\u4e0d\u540c\u5718\u968a\u7684\u904b\u7b97\u4efb\u52d9\u8207\u8cc7\u6599\u5b58\u53d6\uff1b\u7ba1\u7406\u8005\u53ef\u4ecb\u63a5 QNAP NFS \u5132\u5b58\u53e2\u96c6,\u4f9d\u5c08\u6848\u6388\u6b0a\u639b\u8f09\u8def\u5f91\u8207\u5b58\u53d6\u6b0a\u9650;\u5132\u5b58\u7aef\u5bb9\u91cf\u5247\u7531QNAP \u4ee5\u5171\u4eab\u8cc7\u6599\u593e\u914d\u984d\u9032\u884c\u7ba1\u63a7\u3002\u4f7f\u7528\u8005\u53ef\u5c07\u5132\u5b58\u88dd\u7f6e\u639b\u8f09\u81f3\u5bb9\u5668\u3001\u4efb\u52d9\u53ca\u5206\u6563\u5f0f\u8a13\u7df4\u74b0\u5883 , \u8b93\u6a21\u578b\u3001\u8cc7\u6599\u96c6\u3001\u5feb\u53d6\u8207 Checkpoint \u5728\u5bb9\u5668\u751f\u547d\u9031\u671f\u4e4b\u5916\u6301\u7e8c\u4fdd\u5b58\u3002<\/p>\n\n\n\n

\u7576 AI-Stack \u5c07\u5de5\u4f5c\u8ca0\u8f09\u6d3e\u767c\u81f3 GPU \u7bc0\u9ede\u6642\uff0cQNAP \u53ef\u900f\u904e NFS over RDMA \u63d0\u4f9b\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u9072\u7684\u8cc7\u6599\u5b58\u53d6\uff0c\u7531\u8abf\u5ea6\u5c64\u964d\u4f4e\u7b97\u529b\u9592\u7f6e\u3001\u5132\u5b58\u5c64\u6e1b\u5c11 I\/O \u7b49\u5f85\uff0c\u5171\u540c\u517c\u9867\u6548\u80fd\u3001\u8cc7\u6e90\u9694\u96e2\u8207\u8cc7\u6599\u6cbb\u7406\uff0c\u63d0\u5347\u5730\u7aef AI \u57fa\u790e\u8a2d\u65bd\u7684\u6574\u9ad4\u6548\u7387\u3002<\/p>\n\n\n\n

\u5be6\u52d9\u843d\u5730\uff1a\u91cd\u9ede\u7522\u696d\u7684\u5730\u7aef AI<\/strong> \u90e8\u7f72\u60c5\u5883<\/h2>\n\n\n\n
\n

\u806f\u5408\u65b9\u6848\u53ef\u4f9d\u4e0d\u540c\u7522\u696d\u7684\u6548\u80fd\u3001\u8cc7\u6599\u6cbb\u7406\u8207\u8cc7\u5b89\u9700\u6c42\uff0c\u898f\u5283\u76f8\u61c9\u7684\u90e8\u7f72\u67b6\u69cb\u3002<\/p>\n<\/blockquote>\n\n\n\n

\u534a\u5c0e\u9ad4\u8207\u9ad8\u968e\u88fd\u9020<\/strong><\/p>\n\n\n\n

\u6676\u7247\u7f3a\u9677\u6aa2\u6e2c\u8207\u6676\u5713\u826f\u7387\u6a21\u578b\u8a13\u7df4\u9700\u8981\u983b\u7e41\u5b58\u53d6\u5927\u91cf\u9ad8\u89e3\u6790\u5f71\u50cf\u8cc7\u6599\uff0c\u5c0d\u5132\u5b58\u5bb9\u91cf\u3001\u64f4\u5145\u6027\u8207\u5e73\u884c\u5b58\u53d6\u80fd\u529b\u8981\u6c42\u6975\u9ad8\u3002QNAP \u9ad8\u6548\u80fd\u5132\u5b58\u67b6\u69cb\u53ef\u4f9d\u9700\u6c42\u64f4\u5145\u5bb9\u91cf\u8207\u983b\u5bec\uff0c\u642d\u914d AI-Stack \u7684\u591a\u79df\u6236 GPU \u8abf\u5ea6\uff0c\u652f\u63f4\u591a\u500b\u7814\u767c\u5718\u968a\u5171\u4eab\u57fa\u790e\u8a2d\u65bd\u4e26\u964d\u4f4e\u8cc7\u6e90\u722d\u7528\uff0c\u6709\u52a9\u7e2e\u77ed\u6a21\u578b\u8a13\u7df4\u8207\u826f\u7387\u5206\u6790\u7684\u8fed\u4ee3\u9031\u671f\u3002<\/p>\n\n\n\n

\u4ee5 INFINITIX \u65e2\u6709\u7cbe\u5bc6\u88fd\u9020\u696d\u5c0e\u5165\u7d93\u9a57\u70ba\u4f8b\uff0c\u4f01\u696d\u81ea\u884c\u958b\u767c AI \u7455\u75b5\u6aa2\u6e2c\u8a2d\u5099\u6642\uff0c\u66fe\u9762\u81e8\u8edf\u786c\u9ad4\u6574\u5408\u8207\u8de8\u5718\u968a GPU \u8cc7\u6e90\u5171\u4eab\u7b49\u6311\u6230\u3002\u5c0e\u5165 AI-Stack \u5f8c\uff0c\u900f\u904e\u7d71\u4e00\u7ba1\u7406\u8207\u5f48\u6027\u914d\u7f6e GPU \u8cc7\u6e90\uff0c \u63d0\u5347\u6a21\u578b\u958b\u767c\u3001\u8a13\u7df4\u8207\u6e2c\u8a66\u6548\u7387\uff0c\u52a0\u901f AI \u8996\u89ba\u6aa2\u6e2c\u8207\u667a\u6167\u88fd\u9020\u61c9\u7528\u843d\u5730\u3002<\/p>\n\n\n\n

\u91d1\u878d\u8207\u91ab\u7642\u7b49\u9ad8\u5408\u898f\u5834\u666f<\/strong><\/p>\n\n\n\n

\u91d1\u878d\u8207\u91ab\u7642\u6a5f\u69cb\u4e0d\u50c5\u9700\u5c07\u6a5f\u654f\u8cc7\u6599\u7559\u5b58\u5728\u53d7\u63a7\u74b0\u5883\uff0c\u4e5f\u9808\u56e0\u61c9\u52d2\u7d22\u8edf\u9ad4\u3001\u6b0a\u9650\u6feb\u7528\u8207\u6cd5\u898f\u7a3d\u6838\u7b49\u98a8\u96aa\u3002QNAP \u900f\u904e\u4e0d\u53ef\u8b8a\u5132\u5b58\uff08Immutable Storage\uff0fWORM\uff09\u8207 Airgap+ \u9694\u96e2\u5099\u4efd\u5f37\u5316\u8cc7\u6599\u5b8c\u6574\u6027\u8207\u53ef\u5fa9\u539f\u6027\uff1bAI-Stack \u5247\u63d0\u4f9b GPU \u8cc7\u6e90\u96c6\u4e2d\u7ba1\u7406\u3001\u667a\u6167\u6392\u7a0b\u3001\u591a\u79df\u6236\u3001\u89d2\u8272\u5b58\u53d6\u63a7\u5236\u8207\u7a3d\u6838\u7d00\u9304\uff0c\u652f\u63f4\u591a\u9805 AI \u5c08\u6848\u540c\u6b65\u57f7\u884c\u8207\u6a21\u578b\u5168\u751f\u547d\u9031\u671f\u7ba1\u7406\u3002<\/p>\n\n\n\n

\u5169\u8005\u6574\u5408\u5f8c\uff0c\u53ef\u70ba\u75c5\u7406\u5207\u7247\u30013D DICOM \u5f71\u50cf\u7b49\u5927\u578b\u91ab\u7642\u8cc7\u6599\u63d0\u4f9b\u7a69\u5b9a\u4e14\u9ad8\u6548\u7684\u5b58\u53d6\u80fd\u529b\uff0c\u5354\u52a9\u4f01\u696d\u5efa\u7acb\u517c\u9867\u6548\u80fd\u3001\u8cc7\u5b89\u3001\u6cbb\u7406\u8207\u5408\u898f\u9700\u6c42\u7684\u5730\u7aef AI \u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n\n\n\n

\uff0a\u6b63\u5f0f\u767c\u5e03\u524d\uff0c\u5efa\u8b70\u7531\u96d9\u65b9\u6280\u8853\u8207\u696d\u52d9\u5718\u968a\u4f9d\u5be6\u969b\u6848\u4f8b\u3001\u7522\u54c1\u578b\u865f\u53ca\u6e2c\u8a66\u689d\u4ef6\u5b8c\u6210\u78ba\u8a8d\u3002<\/p>\n\n\n\n

\u53ef\u8861\u91cf\u7684\u6574\u5408\u6548\u76ca<\/h2>\n\n\n\n

\u7d9c\u5408\u7522\u54c1\u80fd\u529b\u3001\u5be6\u9a57\u5ba4\u6e2c\u8a66\u8207\u5c08\u6848\u7d93\u9a57\uff0c\u9019\u5957\u8edf\u786c\u6574\u5408\u65b9\u6848\u53ef\u5f9e\u4ee5\u4e0b\u56db\u500b\u9762\u5411\u5275\u9020\u6548\u76ca\u3002<\/p>\n\n\n\n

\u7b2c\u4e00\uff0c\u63d0\u5347\u7b97\u529b\u4f7f\u7528\u6548\u7387\uff1aAI-Stack \u900f\u904e\u8cc7\u6e90\u5207\u5272\u3001\u805a\u5408\u8207\u667a\u6167\u8abf\u5ea6\u964d\u4f4e GPU \u788e\u7247\u5316\u8207\u9592\u7f6e\uff0c QNAP NFS over RDMA \u5247\u964d\u4f4e\u50b3\u8f38\u5ef6\u9072\u3001\u6e1b\u5c11 I\/O \u7b49\u5f85\u3002\u7b2c\u4e8c\uff0c\u52a0\u901f\u8cc7\u6599\u5b58\u53d6\uff1a\u4f9d QNAP \u5be6\u9a57\u5ba4\u5be6\u6e2c\uff0c\u5728\u7279\u5b9a\u8ca0\u8f09\u9ede\u4e0b\uff0c\u555f\u7528 RDMA \u5f8c\u5e73\u5747\u5ef6\u9072\u53ef\u7531\u7d04 5,110 ms \u964d\u81f3\u7d04 12 ms\uff0c\u5c16\u5cf0\u5ef6\u9072\u7531<\/p>\n\n\n\n

\u7d04 464,591 ms \u964d\u81f3\u7d04 458 ms\u3002\u7b2c\u4e09\uff0c\u63d0\u5347 CPU \u4f7f\u7528\u6548\u7387\uff1aRDMA \u786c\u9ad4\u5378\u8f09\u8207\u8f03\u5c11\u8a18\u61b6\u9ad4\u8907\u88fd\uff0c \u8b93\u5132\u5b58\u7cfb\u7d71\u53ef\u5728\u66f4\u9ad8\u541e\u5410\u91cf\u4e0b\u904b\u4f5c\uff0c\u8b93\u6bcf\u55ae\u4f4d I\/O \u7684 CPU \u8017\u7528\u66f4\u4f4e\u3002\u7b2c\u56db\uff0c\u652f\u63f4\u9ad8 I\/O \u5de5\u4f5c\u8ca0\u8f09\uff1a\u4ee5 QNAP TS-h1290FX \u70ba\u4f8b\uff0c\u5b98\u65b9\u6e2c\u8a66\u986f\u793a iSCSI 4K \u96a8\u6a5f\u8b80\u53d6\u6700\u9ad8\u53ef\u9054 816K IOPS\uff0c\u9069\u5408\u5927\u91cf\u5e73\u884c\u5b58\u53d6\u8207\u8cc7\u6599\u5bc6\u96c6\u578b\u61c9\u7528\u3002<\/p>\n\n\n\n

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

\u5728\u7e3d\u9ad4\u6301\u6709\u6210\u672c\uff08TCO\uff09\u65b9\u9762\uff0c\u5730\u7aef\u90e8\u7f72\u53ef\u964d\u4f4e\u9577\u671f\u516c\u6709\u96f2\u7528\u91cf\u8207\u8cc7\u6599\u50b3\u51fa\uff08egress\uff09\u8cbb\u7528\u7684\u4e0d\u78ba\u5b9a\u6027\uff1bAI-Stack \u6388\u6b0a\u6a21\u5f0f\u5247\u53ef\u4f9d\u5c08\u6848\u898f\u6a21\u8207\u670d\u52d9\u65b9\u6848\u898f\u5283\u3002\u4f01\u696d\u4ecd\u61c9\u5c07\u786c\u9ad4\u6298\u820a\u3001\u8edf\u9ad4\u7dad\u8b77\u3001\u6a5f\u623f\u3001\u80fd\u6e90\u3001\u7db2\u8def\u53ca\u4eba\u529b\u6210\u672c\u7d0d\u5165\u6574\u9ad4\u8a55\u4f30\uff0c\u624d\u80fd\u5efa\u7acb\u5b8c\u6574\u4e14\u53ef\u6bd4\u8f03\u7684 TCO \u6a21\u578b\u3002<\/p>\n\n\n\n

\u5f9e\u975c\u614b\u5132\u5b58\u8d70\u5411\u8fd1\u7b97\u529b\u7aef\u7684\u9ad8\u901f\u8cc7\u6599\u5c64<\/h2>\n\n\n\n

\u96a8\u8457\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u898f\u6a21\u8207\u4e0a\u4e0b\u6587\u9577\u5ea6\u6301\u7e8c\u589e\u52a0\uff0c\u50b3\u7d71\u5132\u5b58\u67b6\u69cb\u9762\u81e8\u66f4\u9ad8\u7684\u541e\u5410\u91cf\u8207\u5ef6\u9072\u8981\u6c42\u3002QNAP NAS \u5728 AI \u67b6\u69cb\u4e2d\u7684\u89d2\u8272\uff0c\u53ef\u7531\u975c\u614b\u8cc7\u6599\u5132\u5b58\u5ef6\u4f38\u70ba\u8fd1\u7b97\u529b\u7aef\u7684\u9ad8\u901f\u8cc7\u6599\u5c64\uff1b\u900f\u904e NVMe \u5168\u5feb\u9583\u9663\u5217\u3001\u9ad8\u901f\u7db2\u8def\u8207\u5feb\u53d6\u6a5f\u5236\uff0c\u5354\u52a9\u6a21\u578b\u6b0a\u91cd\u3001\u5411\u91cf\u8cc7\u6599\u8207\u8a13\u7df4\u8cc7\u6599\u96c6\u66f4\u5feb\u901f\u4f9b\u61c9\u7d66\u904b\u7b97\u7bc0\u9ede\uff0c\u6e1b\u5c11\u91cd\u8907\u8cc7\u6599\u642c\u79fb\u8207 I\/O \u7b49\u5f85\uff0c\u6709\u52a9\u7e2e\u77ed\u8a13\u7df4\u8207\u63a8\u8ad6\u9031\u671f\u4e26\u6539\u5584\u6574\u9ad4\u80fd\u6e90\u4f7f\u7528\u6548\u7387\u3002<\/p>\n\n\n\n

INFINITIX \u8207 QNAP \u5c07\u6301\u7e8c\u8a55\u4f30 MLOps \u8abf\u5ea6\u8207\u5e95\u5c64\u5132\u5b58\u901a\u8a0a\u7684\u6574\u5408\u6a5f\u6703\uff0c\u5354\u52a9\u4f01\u696d\u6253\u9020\u66f4\u654f\u6377\u3001\u53ef\u64f4\u5145\u4e14\u6613\u65bc\u6cbb\u7406\u7684 AI \u57fa\u790e\u8a2d\u65bd\u3002\u5f9e\u6982\u5ff5\u5230\u884c\u52d5\uff1a\u6253\u9020\u4e0b\u4e00\u4ee3\u5730\u7aef AI<\/strong> \u57fa\u790e\u8a2d\u65bd\u5f9e\u7b97\u529b\u8abf\u5ea6\u5230\u8cc7\u6599\u5132\u5b58\uff0cINFINITIX \u8207 QNAP \u5c55\u73fe\u4e00\u5957\u5b8c\u6574\u3001\u53ef\u843d\u5730\u7684\u5730\u7aef AI \u53c3\u8003\u67b6\u69cb\uff0c\u5354\u52a9\u4f01\u696d\u6574\u5408\u904b\u7b97\u3001\u7db2\u8def\u8207\u5132\u5b58\uff0c\u4e26\u5728\u6548\u80fd\u3001\u6cbb\u7406\u3001\u8cc7\u5b89\u8207\u6210\u672c\u4e4b\u9593\u53d6\u5f97\u52d9\u5be6\u5e73\u8861\u3002<\/p>\n\n\n\n

\u9762\u5c0d AI \u61c9\u7528\u898f\u6a21\u5316\uff0c\u7af6\u722d\u529b\u4e0d\u53ea\u4f86\u81ea\u6295\u5165\u66f4\u591a GPU\uff0c\u66f4\u53d6\u6c7a\u65bc\u7b97\u529b\u3001\u8cc7\u6599\u8207\u6a21\u578b\u80fd\u5426\u9ad8\u6548\u5354\u540c\u3002AI-Stack \u7684\u667a\u6167\u8abf\u5ea6\u8207\u5de5\u4f5c\u8ca0\u8f09\u7ba1\u7406\uff0c\u7d50\u5408 QNAP \u7684\u9ad8\u6548\u80fd\u5132\u5b58\u8207\u8cc7\u6599\u4fdd\u8b77\uff0c\u53ef\u63d0\u5347\u8cc7\u6e90\u5229\u7528\u7387\u3001\u7e2e\u77ed\u6a21\u578b\u90e8\u7f72\u9031\u671f\uff0c\u5efa\u7acb\u5b89\u5168\u3001\u53ef\u6cbb\u7406\u4e14\u5177\u64f4\u5145\u6027\u7684 AI \u71df\u904b\u5e95\u5ea7\uff0c\u8b93\u7b97\u529b\u6295\u8cc7\u8f49\u5316\u70ba\u53ef\u8861\u91cf\u7684\u696d\u52d9\u50f9\u503c\u3002<\/p>\n\n\n\n

\u60f3\u9032\u4e00\u6b65\u4e86\u89e3\u9019\u5957\u67b6\u69cb\u5982\u4f55\u5c0e\u5165\u60a8\u7684\u5730\u7aef AI \u74b0\u5883\uff0c\u6b61\u8fce\u806f\u7e6b INFINITIX\uff08hello@infinitix.co<\/a>\uff0fwww.infinitix.ai<\/a>\uff09\uff0c\u6216\u67e5\u8a62 QNAP \u5b98\u65b9\u7db2\u7ad9 www.qnap.com<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5f9e\u7b97\u529b\u8abf\u5ea6\u5230\u8cc7\u6599\u5132\u5b58\uff0c\u88dc\u9f4a\u4f01\u696d\u5730\u7aef AI \u90e8\u7f72\u7684\u6700\u5f8c\u4e00\u584a\u62fc\u5716\u3002 2026 \u5e74\u4f01\u696d\u6301\u7e8c\u64f4\u5927 AI \u57fa\u790e\u8a2d\u65bd\u6295\u8cc7\uff0c\u7b97\u529b\u3001\u5132\u5b58\u8207\u7db2\u8def\u5df2\u6210\u70ba IT \u8cc7\u672c\u652f\u51fa\u4e2d\u6210\u9577\u6700\u5feb\u7684\u9805\u76ee\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u6295\u8cc7\u898f\u6a21\u64f4\u5927\u7684\u540c\u6642\uff0c\u904b\u7b97…<\/p>\n","protected":false},"author":253372388,"featured_media":15109,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[96988904,96987793],"tags":[96989007,96989046],"class_list":["post-15108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-partners","category-solutions","tag-96989007","tag-qnap"],"blocksy_meta":[],"acf":[],"jetpack_shortlink":"https:\/\/wp.me\/sh344V-qnap","jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/2229fded-scaled.png?fit=2560%2C1440&quality=100&ct=202603031250&ssl=1","_links":{"self":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/15108","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/users\/253372388"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/comments?post=15108"}],"version-history":[{"count":3,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/15108\/revisions"}],"predecessor-version":[{"id":15160,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/15108\/revisions\/15160"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media\/15109"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media?parent=15108"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/categories?post=15108"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/tags?post=15108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}