{"id":6625,"date":"2026-08-07T15:00:29","date_gmt":"2026-08-07T07:00:29","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/08\/07\/ai-ssd%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a8%e7%90%86%e7%9a%84%e5%ad%98%e5%82%a8%e8%8c%83%e5%bc%8f%e8%bd%ac%e7%a7%bb\/"},"modified":"2026-08-07T15:00:29","modified_gmt":"2026-08-07T07:00:29","slug":"ai-ssd%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a8%e7%90%86%e7%9a%84%e5%ad%98%e5%82%a8%e8%8c%83%e5%bc%8f%e8%bd%ac%e7%a7%bb","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/08\/07\/ai-ssd%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a8%e7%90%86%e7%9a%84%e5%ad%98%e5%82%a8%e8%8c%83%e5%bc%8f%e8%bd%ac%e7%a7%bb\/","title":{"rendered":"AI SSD\uff1a\u5927\u6a21\u578b\u63a8\u7406\u7684\u5b58\u50a8\u8303\u5f0f\u8f6c\u79fb"},"content":{"rendered":"
\"AI<\/div><\/figure>\n
\"AI<\/div><\/figure>\n
\"AI<\/div><\/figure>\n
\"AI<\/div><\/figure>\n

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u8fc7\u53bb\u4e24\u5e74\uff0cAI\u57fa\u7840\u8bbe\u65bd\u7684\u7ade\u4e89\u4e3b\u8981\u56f4\u7ed5GPU\u6570\u91cf\u3001\u82af\u7247\u7b97\u529b\u3001HBM\u5e26\u5bbd\u548c\u9ad8\u901f\u7f51\u7edc\u5c55\u5f00\u3002<\/p>\n

\u4f46\u968f\u7740\u5927\u6a21\u578b\u8fdb\u5165\u957f\u4e0a\u4e0b\u6587\u3001\u590d\u6742\u63a8\u7406\u548c\u591a\u667a\u80fd\u4f53\u9636\u6bb5\uff0c\u51b3\u5b9a\u4e00\u5957\u7cfb\u7edf\u80fd\u591f\u4ea7\u51fa\u591a\u5c11\u6709\u6548Token\u7684\u56e0\u7d20\u6b63\u5728\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002<\/p>\n

GPU\u4f9d\u7136\u662f\u7b97\u529b\u5e95\u5ea7\uff0c\u5176\u5b9e\u9645\u5229\u7528\u7387\u5374\u8d8a\u6765\u8d8a\u53d6\u51b3\u4e8e\u6a21\u578b\u6743\u91cd\u3001KV Cache\u548cMoE\u4e13\u5bb6\u80fd\u5426\u5728\u6b63\u786e\u7684\u65f6\u95f4\u5230\u8fbe\u6b63\u786e\u7684\u8ba1\u7b97\u8282\u70b9\u3002<\/p>\n

AI Infra\u7531\u6b64\u6b63\u5728\u4ece\u201c\u5806\u53e0\u8ba1\u7b97\u8d44\u6e90\u201d\u8fdb\u5165\u201c\u534f\u540c\u8ba1\u7b97\u3001\u7f51\u7edc\u3001\u5185\u5b58\u4e0e\u5b58\u50a8\u6570\u636e\u8def\u5f84\u201d\u7684\u65b0\u9636\u6bb5\u3002<\/p>\n

\u6708\u4e4b\u6697\u9762\u7684Mooncake\u4e0eNVIDIA\u63a8\u51fa\u7684CMX\uff0c\u6784\u6210\u4e86\u8fd9\u4e00\u53d8\u5316\u7684\u4e24\u4e2a\u4ee3\u8868\u6027\u4fe1\u53f7\u3002<\/p>\n

\u6708\u4e4b\u6697\u9762\u4ece\u5927\u89c4\u6a21\u63a8\u7406\u8f6f\u4ef6\u67b6\u6784\u51fa\u53d1\uff0c\u628a\u5206\u6563\u5728\u96c6\u7fa4\u4e2d\u7684CPU\u3001DRAM\u3001SSD\u548cNIC\u7ec4\u7ec7\u4e3a\u53ef\u8c03\u5ea6\u7684KV Cache\u8d44\u6e90\uff1b<\/p>\n

NVIDIA\u8fdb\u4e00\u6b65\u5728Vera Rubin\u57fa\u7840\u8bbe\u65bd\u4e2d\u5efa\u7acb\u4e13\u95e8\u7684Pod\u7ea7Flash\u4e0a\u4e0b\u6587\u5c42\u3002<\/p>\n

\u4e8c\u8005\u5c3a\u5ea6\u548c\u5b9e\u73b0\u65b9\u5f0f\u4e0d\u540c\uff0c\u5374\u5171\u540c\u6307\u5411\u4e00\u4e2a\u8d8b\u52bf\uff1a<\/p>\n

\u63a8\u7406\u72b6\u6001\u6b63\u5728\u6210\u4e3aAI\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u4e00\u7ea7\u8d44\u6e90\uff0c\u5b58\u50a8\u4e5f\u5f00\u59cb\u8fdb\u5165Token\u751f\u6210\u7684\u5b9e\u65f6\u4e3b\u94fe\u8def\u3002<\/p>\n

Mooncake\u6700\u91cd\u8981\u7684\u4ea7\u4e1a\u610f\u4e49\uff0c\u5e76\u4e0d\u53ea\u662f\u4e3aKimi\u6784\u5efa\u4e86\u4e00\u5957\u65b0\u7684\u63a8\u7406\u670d\u52a1\u7cfb\u7edf\uff0c\u66f4\u662f\u6539\u53d8\u4e86\u5927\u6a21\u578b\u57fa\u7840\u8bbe\u65bd\u5bf9\u201c\u6570\u636e\u201d\u7684\u7ec4\u7ec7\u65b9\u5f0f\u3002<\/p>\n

\u4f20\u7edf\u63a8\u7406\u8282\u70b9\u5f80\u5f80\u628aGPU\u3001CPU\u3001DRAM\u548c\u672c\u5730SSD\u89c6\u4e3a\u4e00\u53f0\u670d\u52a1\u5668\u5185\u90e8\u7684\u56fa\u5b9a\u8d44\u6e90\uff0cKV Cache\u4e3b\u8981\u8ddf\u968f\u8bf7\u6c42\u548cGPU\u5b9e\u4f8b\u5b58\u5728\uff1b\u4e00\u65e6\u7f13\u5b58\u88ab\u9a71\u9010\u6216\u8bf7\u6c42\u8fc1\u79fb\uff0c\u5df2\u7ecf\u5b8c\u6210\u7684Prefill\u8ba1\u7b97\u4fbf\u53ef\u80fd\u5931\u53bb\u590d\u7528\u4ef7\u503c\u3002<\/p>\n

\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u91cd\u590d\u8ba1\u7b97\u548c\u6602\u8d35GPU\u8d44\u6e90\u7684\u6d6a\u8d39\u5c31\u8d8a\u660e\u663e\u3002<\/p>\n

Moonshot AI\u4e0e\u6e05\u534e\u5927\u5b66\u53d1\u8868\u4e8eUSENIX FAST \u201925\u7684Mooncake\u91c7\u7528\u4ee5KV Cache\u4e3a\u4e2d\u5fc3\u7684\u5206\u79bb\u5f0f\u67b6\u6784\uff0c\u5c06Prefill\u4e0eDecode\u90e8\u7f72\u5728\u4e0d\u540c\u8d44\u6e90\u6c60\u4e2d\uff0c\u5e76\u628aGPU\u96c6\u7fa4\u4e2d\u672a\u88ab\u5145\u5206\u5229\u7528\u7684CPU\u3001DRAM\u3001SSD\u548cNIC\u7ec4\u7ec7\u6210\u5206\u5e03\u5f0fKV Cache\u6c60\u3002<\/p>\n

\u4f4d\u4e8e\u4e2d\u5fc3\u7684Conductor\u4e0d\u518d\u53ea\u6839\u636eGPU\u8d1f\u8f7d\u5206\u53d1\u8bf7\u6c42\uff0c\u800c\u662f\u7ed3\u5408KV Cache\u5206\u5e03\u3001\u7f13\u5b58\u547d\u4e2d\u3001\u8282\u70b9\u8d1f\u8f7d\u4ee5\u53caTTFT\u3001TBT\u7b49\u670d\u52a1\u76ee\u6807\uff0c\u51b3\u5b9a\u7f13\u5b58\u590d\u7528\u3001Prefill\u6267\u884c\u548cDecode\u8c03\u5ea6[1]\u3002<\/p>\n

Mooncake\u7684\u8bf7\u6c42\u6d41\u8fdb\u4e00\u6b65\u8bf4\u660e\u4e86\u8fd9\u79cd\u53d8\u5316\uff1a\u53ef\u590d\u7528\u7684Prefix KV Cache\u5148\u88ab\u9001\u81f3\u5408\u9002\u7684Prefill\u5b9e\u4f8b\uff0c\u65b0\u589eKV Cache\u968f\u6a21\u578b\u5404\u5c42\u8ba1\u7b97\u6301\u7eed\u751f\u6210\uff0c\u518d\u4e0ePrefill\u8ba1\u7b97\u91cd\u53e0\uff0c\u5f02\u6b65\u6d41\u9001\u5230\u76ee\u6807Decode\u8282\u70b9\uff1b\u7f13\u5b58\u5230\u9f50\u540e\uff0c\u8bf7\u6c42\u624d\u8fdb\u5165\u8fde\u7eed\u6279\u5904\u7406\u3002<\/p>\n

Mooncake Store\u8d1f\u8d23KV\u5757\u7684\u653e\u7f6e\u3001\u590d\u5236\u3001\u6dd8\u6c70\u548c\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0cTransfer Engine\u5219\u901a\u8fc7RDMA\u3001\u591aNIC\u5e26\u5bbd\u805a\u5408\u4e0e\u62d3\u6251\u611f\u77e5\u8def\u5f84\u9009\u62e9\u8fde\u63a5\u4e0d\u540c\u8ba1\u7b97\u548c\u5b58\u50a8\u5c42[1][2]\u3002<\/p>\n

\u63a8\u7406\u7cfb\u7edf\u7531\u6b64\u4ece\u201c\u7ed9GPU\u5582\u6570\u636e\u201d\u8f6c\u5411\u201c\u56f4\u7ed5Tensor\u751f\u547d\u5468\u671f\u7f16\u6392\u6574\u6761\u6570\u636e\u8def\u5f84\u201d\u3002<\/p>\n

\u25b3Mooncake\u4ee5KV Cache\u4e3a\u4e2d\u5fc3\u7684\u5206\u79bb\u5f0f\u63a8\u7406\u67b6\u6784\uff1aPrefill\u4e0eDecode\u8d44\u6e90\u6c60\u901a\u8fc7Mooncake Store\u3001RDMA\u4f20\u8f93\u5f15\u64ce\u548c\u5168\u5c40\u8c03\u5ea6\u5668\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n

Mooncake\u8bba\u6587\u628a\u8fd9\u4e00\u601d\u8def\u6982\u62ec\u4e3a\u201c\u7528\u66f4\u591a\u5b58\u50a8\u6362\u53d6\u66f4\u5c11\u8ba1\u7b97\u201d\u3002<\/p>\n

\u6839\u636e\u8bba\u6587\u62ab\u9732\uff0c\u5728\u771f\u5b9e\u8bf7\u6c42\u8f68\u8ff9\u548c\u4e0d\u540cTBT\u7ea6\u675f\u4e0b\uff0cMooncake\u76f8\u5bf9\u4e8e\u6240\u6bd4\u8f83\u7684\u57fa\u7ebf\u7cfb\u7edf\u63d0\u9ad8\u4e8659%\u81f3498%\u7684\u6709\u6548\u8bf7\u6c42\u627f\u8f7d\u80fd\u529b\uff1b\u8bba\u6587\u53d1\u8868\u65f6\uff0c\u5176\u751f\u4ea7\u7cfb\u7edf\u5df2\u8fd0\u884c\u4e8e\u6570\u5343\u4e2a\u8282\u70b9\uff0c\u6bcf\u65e5\u5904\u7406\u8d85\u8fc71000\u4ebfToken[1]\u3002<\/p>\n

\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u8fd9\u4e9b\u6570\u636e\u53cd\u6620\u7684\u662f\u7f13\u5b58\u3001\u8c03\u5ea6\u3001\u7f51\u7edc\u4e0e\u8ba1\u7b97\u534f\u540c\u540e\u7684\u7aef\u5230\u7aef\u67b6\u6784\u6536\u76ca\uff0c\u5e76\u975e\u67d0\u4e00\u5757SSD\u7684\u5355\u76d8\u6536\u76ca\u3002<\/p>\n

\u66f4\u503c\u5f97AI SSD\u4ea7\u4e1a\u5173\u6ce8\u7684\u662f\uff0cMooncake\u5f53\u524d\u5b98\u65b9\u6587\u6863\u5df2\u7ecf\u628aDRAM\u4e0eSSD\/NVMe\u660e\u786e\u7eb3\u5165\u591a\u7ea7\u7f13\u5b58\uff0c\u5e76\u7ed9\u51fa\u4ece\u5185\u5b58\u5411\u672c\u5730SSD\u5378\u8f7d\u7684\u8def\u5f84\uff0c\u5373\u5c06\u4ece\u5185\u5b58\u6dd8\u6c70\u7684\u5bf9\u8c61\u53ef\u5728\u540e\u53f0\u8fdb\u5165SSD\uff0c\u5185\u5b58\u672a\u547d\u4e2d\u65f6\u518d\u4eceSSD\u56de\u8bfb\uff1b\u6570\u636e\u7ecf\u8fc7\u9884\u6ce8\u518c\u7f13\u51b2\u533a\u540e\uff0c\u7531Transfer Engine\u9001\u5f80\u76ee\u6807DRAM\u6216VRAM[2][3]\u3002<\/p>\n

\u4e0a\u5c42\u7cfb\u7edf\u89e3\u51b3\u201c\u4f55\u65f6\u8fc1\u79fb\u3001\u8fc1\u5230\u54ea\u91cc\u201d\uff0c\u8bbe\u5907\u4fa7\u4ecd\u8981\u89e3\u51b3\u5c3e\u5ef6\u8fdf\u3001\u5e76\u884c\u642c\u8fd0\u3001\u6301\u7eed\u8d1f\u8f7d\u3001\u8010\u4e45\u548c\u4e0e\u63a8\u7406\u751f\u547d\u5468\u671f\u534f\u540c\u7684\u95ee\u9898\u3002<\/p>\n

SSD\u56e0\u6b64\u4e0d\u518d\u53ea\u662f\u6a21\u578b\u542f\u52a8\u524d\u7684\u6587\u4ef6\u6765\u6e90\uff0c\u800c\u6210\u4e3aTTFT\u3001\u541e\u5410\u4e0e\u670d\u52a1SLO\u5171\u540c\u7ea6\u675f\u7684\u63a8\u7406\u6570\u636e\u5c42\u3002<\/p>\n

Agent\u65f6\u4ee3\u8fdb\u4e00\u6b65\u6539\u53d8\u4e86AI\u57fa\u7840\u8bbe\u65bd\u7684\u4f18\u5316\u5bf9\u8c61\u3002<\/p>\n

\u4e00\u6b21\u590d\u6742\u8bf7\u6c42\u4e0d\u518d\u53ea\u662f\u4e00\u6b21\u6a21\u578b\u524d\u5411\uff0c\u8fd8\u53ef\u80fd\u5c55\u5f00\u4e3a\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u3001\u8bb0\u5fc6\u68c0\u7d22\u3001\u6570\u636e\u8bbf\u95ee\u548c\u591a\u8f6e\u63a8\u7406\u7ec4\u6210\u7684\u957f\u94fe\u8def\u3002<\/p>\n

KV Cache\u4e5f\u7531GPU\u5185\u90e8\u7684\u4e34\u65f6\u72b6\u6001\uff0c\u8f6c\u53d8\u4e3a\u9700\u8981\u8de8\u8282\u70b9\u79fb\u52a8\u3001\u5171\u4eab\u548c\u590d\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u6570\u636e\u3002<\/p>\n

GPU\u80fd\u5426\u6301\u7eed\u83b7\u5f97\u6b63\u786e\u7684\u4e0a\u4e0b\u6587\uff0c\u5f00\u59cb\u53d8\u5f97\u4e0eGPU\u672c\u8eab\u80fd\u7b97\u591a\u5feb\u540c\u6837\u91cd\u8981\u3002<\/p>\n

\u968f\u7740\u667a\u80fd\u4f53\u4e0a\u4e0b\u6587\u5ef6\u4f38\u81f3\u591a\u8f6e\u5bf9\u8bdd\u3001\u5de5\u5177\u8c03\u7528\u548c\u8de8\u4efb\u52a1\u72b6\u6001\uff0cG1\u81f3G3\u7684\u5bb9\u91cf\u5f88\u5feb\u53d7\u5230\u9650\u5236\uff0c\u800cG4\u7684\u8bbf\u95ee\u65f6\u5ef6\u548c\u901a\u7528\u6570\u636e\u670d\u52a1\u5f00\u9500\u53c8\u4e0d\u9002\u5408\u9891\u7e41\u8fdb\u5165Decode\u8def\u5f84[4]\u3002<\/p>\n

NVIDIA CMX Context Memory Storage Platform\u7531\u6b64\u5728\u4e8c\u8005\u4e4b\u95f4\u589e\u52a0\u4e86\u4e00\u4e2a\u88ab\u79f0\u4e3a\u201cG3.5\u201d\u7684\u5c42\u7ea7\uff1a\u901a\u8fc7\u4ee5\u592a\u7f51\u8fde\u63a5\u3001\u4ee5Flash\u4e3a\u4ecb\u8d28\u3001\u9762\u5411KV Cache\u4f18\u5316\u7684Pod\u7ea7\u4e0a\u4e0b\u6587\u5185\u5b58\u3002<\/p>\n

\u5b83\u4e3b\u8981\u627f\u8f7d\u77ed\u6682\u3001\u6d3e\u751f\u3001\u53ef\u91cd\u65b0\u8ba1\u7b97\u4f46\u5ef6\u8fdf\u654f\u611f\u7684\u63a8\u7406\u4e0a\u4e0b\u6587\uff0c\u800c\u4e0d\u662f\u53d6\u4ee3\u7528\u4e8e\u957f\u671f\u77e5\u8bc6\u3001\u65e5\u5fd7\u548c\u4e1a\u52a1\u8bb0\u5f55\u7684G4\u6301\u4e45\u5316\u5b58\u50a8[4]\u3002<\/p>\n

\u25b3BlueField-4\u6a2a\u8de8Rubin GPU\u8ba1\u7b97\u3001Vera CPU\u670d\u52a1\u4e0eBlueField-4 STX\u5171\u4eabKV Cache\u5b58\u50a8\u8282\u70b9\uff0c\u6784\u6210\u7edf\u4e00\u7684AI Factory\u6570\u636e\u8def\u5f84\u3002<\/p>\n

CMX\u7684\u610f\u4e49\u5e76\u4e0d\u53ea\u662f\u7ed9GPU Pod\u5916\u6302\u4e00\u7ec4\u5927\u5bb9\u91cfSSD\u3002<\/p>\n

Dynamo\u7684KV block manager\u4e0eNIXL\u8d1f\u8d23KV\u5757\u8de8\u5c42\u7f16\u6392\u548c\u642c\u79fb\uff1b<\/p>\n

DOCA Memos\u63d0\u4f9b\u9762\u5411\u4e0a\u4e0b\u6587\u7f13\u5b58\u7684\u901a\u4fe1\u3001\u5143\u6570\u636e\u3001\u653e\u7f6e\u4e0e\u5171\u4eab\u80fd\u529b\uff1b<\/p>\n

BlueField-4\u628aKV I\/O\u3001\u961f\u5217\u3001\u9884\u53d6\u3001\u5b8c\u6574\u6027\u4e0e\u52a0\u5bc6\u7b49\u64cd\u4f5c\u4e0b\u6c89\u5230\u9760\u8fd1\u7f51\u7edc\u548cNVMe Flash\u7684\u4f4d\u7f6e\uff1b<\/p>\n

Spectrum-X Ethernet\u5219\u63d0\u4f9bRDMA\u6570\u636e\u901a\u9053[4][5]\u3002<\/p>\n

\u5f53Decode\u5373\u5c06\u4f7f\u7528\u67d0\u7ec4KV\u5757\u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u63d0\u524d\u5c06\u5176\u4eceCMX\u9884\u7f6e\u5230\u7cfb\u7edf\u5185\u5b58\u6216GPU HBM\uff0c\u4ee5\u51cf\u5c11GPU\u7b49\u5f85\u548c\u5386\u53f2\u4e0a\u4e0b\u6587\u91cd\u7b97\u3002<\/p>\n

\u636eNVIDIA\u62ab\u9732\uff0cCMX\u53ef\u5728\u5355\u4e2aGPU Pod\u5185\u63d0\u4f9bPB\u7ea7\u5171\u4eab\u4e0a\u4e0b\u6587\u5bb9\u91cf\uff0c\u9762\u5411\u957f\u4e0a\u4e0b\u6587\u548c\u667a\u80fd\u4f53\u8d1f\u8f7d\u7684\u6301\u7eedToken\u541e\u5410\u4e0e\u529f\u8017\u6548\u7387\u6700\u9ad8\u53ef\u8fbe\u5230\u4f20\u7edf\u5b58\u50a8\u65b9\u6848\u76845\u500d[4]\u3002<\/p>\n

\u8fd9\u4e00\u6570\u636e\u5c5e\u4e8e\u5382\u5546\u53d1\u5e03\u53e3\u5f84\uff0c\u5b9e\u9645\u6536\u76ca\u4ecd\u4f1a\u53d7\u5230\u6a21\u578b\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u3001\u7f51\u7edc\u548c\u8c03\u5ea6\u7b56\u7565\u5f71\u54cd\uff1b\u4f46CMX\u91ca\u653e\u7684\u4ea7\u4e1a\u4fe1\u53f7\u5df2\u7ecf\u5341\u5206\u660e\u786e<\/p>\n

Flash\u5f00\u59cb\u88abGPU\u5e73\u53f0\u5382\u5546\u5b9a\u4e49\u4e3aAI\u63a8\u7406\u5185\u5b58\u4f53\u7cfb\u4e2d\u7684\u6b63\u5f0f\u4e00\u5c42\u3002<\/p>\n

Mooncake\u4e0eCMX\u5e76\u975e\u540c\u4e00\u79cd\u4ea7\u54c1\u3002<\/p>\n

Mooncake\u4e3b\u8981\u662f\u4e00\u5957\u5206\u79bb\u5f0f\u63a8\u7406\u3001\u6570\u636e\u4f20\u8f93\u548c\u5206\u5e03\u5f0f\u7f13\u5b58\u4f53\u7cfb\uff0cCMX\u5219\u662fPod\u7ea7\u4e0a\u4e0b\u6587\u5b58\u50a8\u5e73\u53f0\u3002<\/p>\n

\u4f46\u4e24\u8005\u5171\u540c\u8bf4\u660e\uff0cAI Infra\u6b63\u5728\u5f62\u6210\u65b0\u7684\u7cfb\u7edf\u8fb9\u754c\uff1a\u8ba1\u7b97\u82af\u7247\u8d1f\u8d23\u6267\u884c\u7b97\u5b50\uff0c\u7f51\u7edc\u8fde\u63a5\u8d44\u6e90\uff0c\u5b58\u50a8\u5219\u9700\u8981\u53c2\u4e0e\u63a8\u7406\u72b6\u6001\u7684\u653e\u7f6e\u3001\u8fc1\u79fb\u548c\u590d\u7528\u3002<\/p>\n

\u628aSSD\u7eb3\u5165\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u4efb\u610f\u4e00\u5757\u4f20\u7edfSSD\u90fd\u80fd\u7a33\u5b9a\u627f\u62c5Token\u751f\u6210\u94fe\u8def\u4e2d\u7684\u4efb\u52a1\u3002<\/p>\n

\u4f20\u7edfSSD\u4e3b\u8981\u56f4\u7ed5\u987a\u5e8f\u5e26\u5bbd\u3001\u968f\u673aIOPS\u3001\u53ef\u9760\u6027\u548c\u5355\u4f4d\u5bb9\u91cf\u6210\u672c\u8fdb\u884c\u8bbe\u8ba1\uff1bLLM\u63a8\u7406\u9700\u8981\u7684\u5374\u662f\u5e26\u6709\u4e25\u683c\u65f6\u5e8f\u7ea6\u675f\u7684\u6570\u636e\u4f9b\u5e94\u3002<\/p>\n

KV Cache\u5728Prefill\u9636\u6bb5\u96c6\u4e2d\u751f\u6210\uff0c\u5e76\u5728\u540e\u7eed\u5bf9\u8bdd\u6216\u667a\u80fd\u4f53\u6b65\u9aa4\u4e2d\u88ab\u518d\u6b21\u8bfb\u53d6\uff1bMoE\u6a21\u578b\u5728\u6bcf\u4e00\u5c42\u53ea\u6fc0\u6d3b\u90e8\u5206\u4e13\u5bb6\uff0c\u5374\u9700\u8981\u4fdd\u5b58\u8fdc\u5927\u4e8e\u5f53\u524d\u663e\u5b58\u6216\u5185\u5b58\u5bb9\u91cf\u7684\u4e13\u5bb6\u6743\u91cd\u3002<\/p>\n

\u6570\u636e\u5373\u4f7f\u6700\u7ec8\u80fd\u591f\u4eceSSD\u8bfb\u51fa\uff0c\u53ea\u8981\u6ca1\u6709\u8d76\u4e0a\u6a21\u578b\u7684\u8ba1\u7b97\u7a97\u53e3\uff0cGPU\u3001NPU\u6216CPU\u4ecd\u4f1a\u8fdb\u5165\u7b49\u5f85\u3002<\/p>\n

\u8fd9\u79cd\u77db\u76fe\u8fd8\u4f1a\u5ef6\u4f38\u81f3SSD\u5185\u90e8\u3002NAND Flash\u4ee5\u9875\u4e3a\u5355\u4f4d\u8bfb\u53d6\u3001\u4ee5\u5757\u4e3a\u5355\u4f4d\u64e6\u9664\uff0cFTL\u9700\u8981\u6267\u884c\u5730\u5740\u6620\u5c04\u3001\u5783\u573e\u56de\u6536\u548c\u78e8\u635f\u5747\u8861\uff0c\u6301\u7eed\u5199\u5165KV Cache\u53ef\u80fd\u5e26\u6765\u5199\u653e\u5927\u3001\u5bff\u547d\u538b\u529b\u548c\u96be\u4ee5\u9884\u6d4b\u7684\u5c3e\u5ef6\u8fdf\u3002<\/p>\n

\u4f20\u7edfLBA\u6392\u5e03\u4e5f\u4e0d\u4e86\u89e3\u6a21\u578b\u5c42\u3001KV\u5757\u3001MoE\u4e13\u5bb6\u53ca\u5176\u6267\u884c\u6b21\u5e8f\u4e4b\u95f4\u7684\u5173\u7cfb\uff1b\u903b\u8f91\u4e0a\u76f8\u5173\u3001\u5373\u5c06\u5171\u540c\u4f7f\u7528\u7684\u6570\u636e\uff0c\u5728\u7269\u7406\u4ecb\u8d28\u4e2d\u672a\u5fc5\u5f62\u6210\u9002\u5408\u5e76\u884c\u8bfb\u53d6\u7684\u5e03\u5c40\u3002<\/p>\n

\u56e0\u6b64\uff0cAI SSD\u4e0d\u80fd\u53ea\u7528\u201c\u66f4\u9ad8\u5cf0\u503c\u5e26\u5bbd\u201d\u5b9a\u4e49\u3002<\/p>\n

\u5b83\u81f3\u5c11\u9700\u8981\u89e3\u51b3\u4e24\u4e2a\u5c42\u9762\u7684\u95ee\u9898\uff1a<\/p>\n

\u5e02\u573a\u4e0a\u7684\u76f8\u5173\u4ea7\u54c1\u4e5f\u7531\u6b64\u9010\u6e10\u5206\u5316\u4e3a\u4e24\u7c7b\u3002<\/p>\n

\u7b2c\u4e00\u7c7b\u662fAI\u8d1f\u8f7d\u5f3a\u5316\u578b\u4f01\u4e1a\u7ea7SSD\uff0c\u4ecd\u4fdd\u6301\u6807\u51c6\u5757\u5b58\u50a8\u8bbe\u5907\u5f62\u6001\uff0c\u4f46\u56f4\u7ed5AI\u96c6\u7fa4\u7684\u9ad8\u9891\u7f13\u5b58\u3001\u6a21\u578b\u52a0\u8f7d\u548c\u5927\u5bb9\u91cf\u6570\u636e\u8c03\u6574\u6027\u80fd\u3001\u8010\u4e45\u6027\u4e0e\u5bb9\u91cf\u6307\u6807\u3002<\/p>\n

\u82f1\u97e7\u79d1\u6280\u6d1e\u5ead-N3X\u91c7\u7528\u4f4e\u65f6\u5ef6\u3001\u9ad8\u8010\u4e45\u4ecb\u8d28\uff0c\u91cd\u70b9\u9762\u5411KV Cache\u5378\u8f7d\u548c\u9ad8\u9891\u4e34\u65f6\u6570\u636e\u8bfb\u5199[6]\uff1b<\/p>\n

\u534e\u4e3aOceanDisk LC 560\u5219\u4ee5\u8d85\u5927\u5355\u76d8\u5bb9\u91cf\u548c\u987a\u5e8f\u8bfb\u53d6\u80fd\u529b\u627f\u8f7d\u6a21\u578b\u3001\u8bed\u6599\u548c\u5411\u91cf\u6570\u636e[7]\u3002<\/p>\n

\u25b3AI\u8d1f\u8f7d\u5f3a\u5316\u578b\u4f01\u4e1a\u7ea7SSD\u7684\u4ee3\u8868\u6027\u4ea7\u54c1\uff1a\u82f1\u97e7\u79d1\u6280\u6d1e\u5ead-N3X\u4e0e\u534e\u4e3aOceanDisk LC 560\u3002<\/p>\n

\u8fd9\u7c7b\u4ea7\u54c1\u9996\u5148\u89e3\u51b3AI\u57fa\u7840\u8bbe\u65bd\u5e95\u5c42\u7684I\/O\u4f9b\u7ed9\u95ee\u9898\u3002<\/p>\n

\u7b2c\u4e8c\u7c7b\u201c\u63a8\u7406\u53c2\u4e0e\u578bAI SSD\u201d\u5219\u66f4\u8fdb\u4e00\u6b65\uff1a\u5b83\u4eec\u8bd5\u56fe\u8ba9SSD\u4ece\u88ab\u52a8\u54cd\u5e94\u5757\u8bbe\u5907\u547d\u4ee4\uff0c\u8d70\u5411\u53c2\u4e0e\u6a21\u578b\u6743\u91cd\u3001KV Cache\u548cMoE\u4e13\u5bb6\u7684\u8fd0\u884c\u65f6\u7ba1\u7406\u3002<\/p>\n

\u7fa4\u8054\u3001\u6c5f\u6ce2\u9f99\u4ee5\u53ca\u5bc5\u8c31\u2014\u8054\u82b8\uff0c\u662f\u5f53\u524d\u8f83\u6709\u4ee3\u8868\u6027\u7684\u4e09\u6761\u8def\u7ebf\u3002<\/p>\n

\u7fa4\u8054\uff1a\u7528\u4e13\u7528\u7f13\u5b58SSD\u548c\u4e2d\u95f4\u4ef6\u6269\u5c55GPU\u8fd0\u884c\u7a7a\u95f4<\/p>\n

\u7fa4\u8054aiDAPTIV\u7684\u6838\u5fc3\u4ea7\u54c1\u5f62\u6001\uff0c\u662f\u4e13\u7528\u7f13\u5b58SSD\u3001\u5185\u5b58\u7ba1\u7406\u4e2d\u95f4\u4ef6\u548c\u5de5\u5177\u94fe\u7684\u7ec4\u5408\u3002<\/p>\n

\u5176\u76ee\u6807\u4e0d\u662f\u5355\u72ec\u63d0\u4f9b\u4e00\u5757\u9ad8\u6027\u80fd\u5b58\u50a8\u76d8\uff0c\u800c\u662f\u628aSSD\u7ec4\u7ec7\u6210GPU\u663e\u5b58\u4e4b\u5916\u7684\u9ad8\u5bb9\u91cf\u7f13\u5b58\u5c42\u3002<\/p>\n

\u5f53\u6a21\u578b\u6743\u91cd\u8d85\u8fc7VRAM\u5bb9\u91cf\u65f6\uff0c\u7cfb\u7edf\u628a\u6743\u91cd\u5207\u5206\u4e3a\u6570\u636e\u5757\uff0c\u6839\u636e\u6267\u884c\u8fdb\u5ea6\u5728SSD\u4e0eVRAM\u4e4b\u95f4\u6d41\u5f0f\u642c\u8fd0\uff0c\u4f7f\u5f53\u524d\u9700\u8981\u8ba1\u7b97\u7684\u90e8\u5206\u7559\u5728GPU\u9644\u8fd1\uff0c\u6682\u65f6\u4e0d\u6d3b\u8dc3\u7684\u6570\u636e\u4e0b\u6c89\u81f3Flash\u3002<\/p>\n

SSD\u8fd8\u53ef\u4ee5\u4fdd\u5b58\u88ab\u663e\u5b58\u9a71\u9010\u7684KV Cache\uff0c\u540e\u7eed\u51fa\u73b0\u76f8\u540c\u4e0a\u4e0b\u6587\u65f6\u518d\u5c06\u5176\u53d6\u56de\uff0c\u51cf\u5c11\u91cd\u65b0\u6267\u884cPrefill\u7684\u6210\u672c[8]\u3002<\/p>\n

\u4eceAI Infra\u89d2\u5ea6\u770b\uff0c\u7fa4\u8054\u8def\u7ebf\u7684\u7279\u70b9\u5728\u4e8e\u4ea7\u54c1\u8fb9\u754c\u6e05\u6670\uff1a\u4e13\u7528\u9ad8\u8010\u4e45\u7f13\u5b58\u76d8\u8d1f\u8d23\u5bb9\u91cf\u548c\u6301\u7eed\u5199\u5165\uff0c\u4e2d\u95f4\u4ef6\u8d1f\u8d23\u6570\u636e\u4ea4\u6362\uff0c\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5de5\u4f5c\u7ad9\u6216\u670d\u52a1\u5668\u914d\u7f6e\u8d1f\u8d23\u90e8\u7f72\u4ea4\u4ed8\u3002<\/p>\n

\u7fa4\u8054\u5b98\u65b9\u8d44\u6599\u7ed9\u51fa\u7684\u4e13\u7528\u7f13\u5b58SSD\u8010\u4e45\u6027\u6700\u9ad8\u8fbe\u5230100 DWPD[8]\u3002<\/p>\n

\u8fd9\u4e00\u65b9\u6848\u628a\u4e91\u4fa7\u5e38\u89c1\u7684\u201c\u4ee5\u5b58\u50a8\u6269\u5c55\u8ba1\u7b97\u5185\u5b58\u201d\u601d\u8def\u538b\u7f29\u5230\u5355\u673a\u548c\u5c0f\u578b\u96c6\u7fa4\u4e2d\uff0c\u5f62\u6210\u8f83\u76f4\u63a5\u7684\u90e8\u7f72\u8def\u5f84\u3002<\/p>\n

\u6c5f\u6ce2\u9f99\uff1a\u8ba9SPU\u6210\u4e3a\u5b58\u50a8\u4fa7\u8c03\u5ea6\u8282\u70b9<\/p>\n

\u6c5f\u6ce2\u9f99\u7684\u8def\u7ebf\u66f4\u5f3a\u8c03SSD\u4e3b\u63a7\u81ea\u8eab\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n

\u5176\u67b6\u6784\u4ee5SPU\u4f5c\u4e3a\u786c\u4ef6\u6267\u884c\u5c42\uff0c\u4ee5iSA\u4f5c\u4e3a\u8f6f\u4ef6\u51b3\u7b56\u5c42\uff1aiSA\u611f\u77e5\u63a8\u7406\u8d1f\u8f7d\u5e76\u5236\u5b9a\u6570\u636e\u5206\u5c42\u4e0e\u9884\u53d6\u7b56\u7565\uff0cSPU\u8d1f\u8d23\u5b58\u50a8\u63a7\u5236\u3001\u786c\u4ef6\u538b\u7f29\u3001\u9ad8\u901f\u7f13\u5b58\u548c\u5177\u4f53\u7684\u6570\u636e\u642c\u8fd0[9]\u3002<\/p>\n

\u6839\u636e\u6c5f\u6ce2\u9f99\u516c\u5f00\u6750\u6599\uff0c\u5176WM8500 SPU\u91c7\u75285nm\u5de5\u827a\uff0c\u5e76\u5f15\u5165\u5b58\u5185\u65e0\u635f\u538b\u7f29\u3001HLC\u9ad8\u7ea7\u7f13\u5b58\u548c\u6df7\u5408NAND\u8c03\u5ea6\u3002<\/p>\n

HLC\u7528\u4e8e\u8ba9SSD\u627f\u63a5\u539f\u672c\u4fdd\u5b58\u5728DRAM\u4e2d\u7684\u6e29\u51b7\u6570\u636e\uff0c\u6df7\u5408NAND\u5219\u6309\u7167\u51b7\u70ed\u7a0b\u5ea6\u5728\u9ad8\u901f\u7f13\u5b58\u533a\u548c\u5927\u5bb9\u91cf\u4ecb\u8d28\u533a\u4e4b\u95f4\u5206\u914d\u6570\u636e[9]\u3002<\/p>\n

\u8fd9\u4e00\u65b9\u6848\u4f53\u73b0\u7684\u662f\u201c\u5b58\u50a8\u4fa7\u667a\u80fd\u5316\u201d\uff1a\u63a7\u5236\u5668\u4e0d\u518d\u53ea\u6267\u884c\u4e3b\u673a\u53d1\u51fa\u7684\u6807\u51c6\u8bfb\u5199\u8bf7\u6c42\uff0c\u4e5f\u5f00\u59cb\u627f\u62c5\u538b\u7f29\u3001\u51b7\u70ed\u8bc6\u522b\u3001\u7f13\u5b58\u5212\u5206\u548c\u8c03\u5ea6\u6267\u884c\uff0c\u91cd\u70b9\u9762\u5411AI PC\u3001\u5de5\u4f5c\u7ad9\u548c\u7aef\u4fa7\u667a\u80fd\u8bbe\u5907\u3002<\/p>\n

\u5bc5\u8c31-\u8054\u82b8\uff1a\u4eceAI Infra\u53cd\u5411\u5b9a\u4e49SSD\u7684\u6570\u636e\u8def\u5f84<\/p>\n

\u5bc5\u8c31\uff08Infplane\uff09\u4e0e\u8054\u82b8\uff08Maxio\uff09\u6784\u6210\u4e86\u53e6\u4e00\u79cd\u7ec4\u5408\u3002<\/p>\n

\u8054\u82b8\u63d0\u4f9bNAND Flash\u3001SSD\u4e3b\u63a7\u3001\u56fa\u4ef6\u53ca\u4ea7\u54c1\u9002\u914d\u57fa\u7840\uff1b\u5bc5\u8c31\u5219\u4ece\u5927\u6a21\u578b\u63a8\u7406\u82af\u7247\u3001\u8fd1\u5b58\u8ba1\u7b97\u3001\u64cd\u4f5c\u7cfb\u7edf\u548c\u4e3b\u677f\u7ea7\u534f\u540c\u63a7\u5236\u51fa\u53d1\uff0c\u5c06\u8ba1\u7b97\u4fa7\u7684\u6570\u636e\u5206\u5c42\u4e0e\u8c03\u5ea6\u6280\u672f\u5ef6\u4f38\u5230SSD\u3002<\/p>\n

\u5728\u672c\u6587\u91cd\u70b9\u8ba8\u8bba\u7684\u7fa4\u8054\u3001\u6c5f\u6ce2\u9f99\u548c\u5bc5\u8c31-\u8054\u82b8\u4e09\u6761\u8def\u7ebf\u4e2d\uff0c\u5bc5\u8c31\u662f\u552f\u4e00\u4e00\u5bb6\u4ee5AI Native\u8eab\u4efd\u800c\u975eSSD Native\u8eab\u4efd\u8fdb\u5165AI SSD\u7684\u4f01\u4e1a\u3002<\/p>\n

\u5b83\u5e76\u975e\u4ece\u4f20\u7edfSSD\u3001NAND\u6a21\u7ec4\u6216\u5b58\u50a8\u4e3b\u63a7\u4e1a\u52a1\u5411AI\u5ef6\u4f38\uff0c\u800c\u662f\u4ee5AI\u63a8\u7406\u3001\u8ba1\u7b97\u82af\u7247\u548c\u7cfb\u7edf\u534f\u540c\u4e3a\u8d77\u70b9\u3002<\/p>\n

\u8fd9\u79cd\u80cc\u666f\u4f7f\u5176\u5bf9AI Infra\u7684\u7406\u89e3\u9996\u5148\u6765\u81ea\u6a21\u578b\u6267\u884c\u3001\u6570\u636e\u6d41\u548c\u8c03\u5ea6\uff0c\u800c\u4e0d\u662f\u4ece\u5355\u76d8\u5bb9\u91cf\u6216\u5cf0\u503cIOPS\u51fa\u53d1\u3002<\/p>\n

\u5bc5\u8c31\u63a8\u884c\u7684software-defined chip\u548c\u8fd1\u5b58\u8ba1\u7b97\uff0c\u5e76\u4e0d\u662f\u5355\u7eaf\u4f9d\u9760\u8f6f\u4ef6\u4ee3\u66ff\u82af\u7247\uff0c\u800c\u662f\u8ba9\u82af\u7247\u80fd\u529b\u901a\u8fc7\u4e3b\u63a7\u3001\u56fa\u4ef6\u3001\u8fd0\u884c\u65f6\u548c\u7cfb\u7edf\u8f6f\u4ef6\u4e4b\u95f4\u7684\u534f\u540c\u6301\u7eed\u88ab\u5b9a\u4e49\u3002<\/p>\n

\u5728AI\u63a8\u7406\u4e2d\uff0c\u6570\u636e\u662f\u5426\u9700\u8981\u9a7b\u7559\u3001\u4f55\u65f6\u9884\u53d6\u3001\u653e\u5728\u54ea\u4e00\u7ea7\u4ecb\u8d28\uff0c\u4ee5\u53ca\u5982\u4f55\u4e0e\u6a21\u578b\u6267\u884c\u987a\u5e8f\u5339\u914d\uff0c\u5f80\u5f80\u65e0\u6cd5\u53ea\u7531\u4e00\u9897\u4f20\u7edfSSD\u4e3b\u63a7\u72ec\u7acb\u51b3\u5b9a\u3002<\/p>\n

\u5bc5\u8c31-\u8054\u82b8\u65b9\u6848\u56e0\u6b64\u5c1d\u8bd5\u8d2f\u901a\u8ba1\u7b97\u4fa7\u7f13\u5b58\u4f53\u7cfb\u3001middleware\u3001firmware\u3001controller\u548cNAND\u4ecb\u8d28\u7ba1\u7406\u3002<\/p>\n

\u8be5\u65b9\u6848\u56f4\u7ed5MoE\u4e13\u5bb6\u3001KV Cache\u548c\u6570\u503c\u7cbe\u5ea6\u4e09\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u6570\u636e\u5207\u5206\u3001\u51b7\u70ed\u5206\u5c42\u3001\u5e76\u884c\u642c\u8fd0\u548c\u9884\u6d4b\u5f0f\u9884\u53d6\uff1a\u4e00\u65b9\u9762\u6839\u636e\u6a21\u578b\u6267\u884c\u8fc7\u7a0b\u8c03\u5ea6\u4e13\u5bb6\u6743\u91cd\u4e0eKV Cache\uff0c\u53e6\u4e00\u65b9\u9762\u5c06\u6a21\u578b\u6570\u636e\u4e2d\u7684\u4e0d\u540c\u7cbe\u5ea6\u90e8\u5206\u6309\u7167\u8bbf\u95ee\u70ed\u5ea6\u8fdb\u884c\u7279\u6b8a\u5b58\u653e\u548c\u8bfb\u5199\u3002<\/p>\n

\u5176\u8bbe\u8ba1\u76ee\u6807\u8fd8\u5305\u62ec\u51cf\u5c11\u5bf9\u6a21\u578b\u6587\u4ef6\u548c\u4e3b\u6d41\u63a8\u7406\u6846\u67b6\u7684\u4fb5\u5165\uff0c\u5e76\u9002\u914d\u4e0d\u540cCPU\u3001GPU\u3001NPU\u53caSSD\u6a21\u7ec4\u5f62\u6001\u3002<\/p>\n

\u8fd9\u6761\u8def\u7ebf\u7684AI Infra\u5c5e\u6027\u76f8\u5bf9\u7a81\u51fa\uff1a\u5b83\u4e0d\u628aAI SSD\u7406\u89e3\u4e3a\u5b64\u7acb\u8bbe\u5907\uff0c\u800c\u662f\u628aSSD\u89c6\u4e3a\u4e91\u4fa7\u3001\u8fb9\u7f18\u4fa7\u548c\u7aef\u4fa7\u63a8\u7406\u6570\u636e\u8def\u5f84\u4e2d\u7684\u53ef\u8c03\u5ea6\u5c42\u7ea7\u3002<\/p>\n

\u76f8\u5e94\u5730\uff0c\u5b83\u9700\u8981\u540c\u65f6\u5904\u7406\u6a21\u578b\u3001\u8fd0\u884c\u65f6\u3001\u64cd\u4f5c\u7cfb\u7edf\u3001\u56fa\u4ef6\u3001\u4e3b\u63a7\u548cNAND\u4e4b\u95f4\u7684\u63a5\u53e3\uff0c\u8f6f\u786c\u4ef6\u534f\u540c\u8303\u56f4\u66f4\u5e7f\uff0c\u7814\u53d1\u4e0e\u9a8c\u8bc1\u6210\u672c\u4e5f\u66f4\u9ad8\u3002<\/p>\n

\u8054\u82b8\u5df2\u516c\u5f00\u63d0\u51fa\uff0cAI\u63a8\u7406\u6b63\u5728\u63a8\u52a8SSD\u4e3b\u63a7\u4ece\u4f20\u7edf\u201c\u6570\u636e\u901a\u9053\u201d\u8d70\u5411\u9762\u5411Token\u6210\u672c\u7684\u667a\u80fd\u8c03\u5ea6[10]\uff1b<\/p>\n

\u5176\u6d88\u8d39\u7ea7\u4e0e\u5de5\u4e1a\u7ea7\u4e3b\u63a7\u4ea7\u54c1\u57fa\u7840\uff0c\u4ee5\u53ca\u5411AI\u63a8\u7406\u4e3b\u63a7\u65b9\u5411\u7684\u5ef6\u5c55\uff0c\u4e5f\u4e3a\u76f8\u5173\u6280\u672f\u8fdb\u5165\u4e0d\u540c\u6a21\u7ec4\u548c\u6574\u673a\u5f62\u6001\u63d0\u4f9b\u4e86\u4ea7\u4e1a\u5316\u6761\u4ef6[10][11]\u3002<\/p>\n

\u25b3\u5b58\u50a8\u4fa7\u63a8\u7406\u53c2\u4e0e\u578bAI SSD\u63a2\u7d22\uff1a\u7fa4\u8054aiDAPTIV\u7f13\u5b58SSD\u3001\u6c5f\u6ce2\u9f99SPU\uff0biSA\u65b9\u6848\u4ee5\u53ca\u5bc5\u8c31-\u8054\u82b8AI SSD\u65b9\u6848\u3002<\/p>\n

\u7fa4\u8054\u3001\u6c5f\u6ce2\u9f99\u548c\u5bc5\u8c31\u2014\u8054\u82b8\u5e76\u4e0d\u53ea\u662f\u91c7\u7528\u4e86\u4e09\u79cd\u4e0d\u540c\u7684SSD\u6280\u672f\uff0c\u5b83\u4eec\u4e5f\u4ee3\u8868\u4e09\u79cd\u4e0d\u540c\u7684AI\u57fa\u7840\u8bbe\u65bd\u5207\u5165\u65b9\u5f0f\u3002<\/p>\n

\u4e09\u8005\u5e76\u975e\u7b80\u5355\u7684\u66ff\u4ee3\u5173\u7cfb\uff0c\u4e5f\u53ef\u80fd\u5206\u522b\u9002\u7528\u4e8e\u5de5\u4f5c\u7ad9\u3001AI PC\u3001\u8fb9\u7f18\u8bbe\u5907\u3001\u4f01\u4e1a\u8282\u70b9\u548c\u4e91\u4fa7\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u4e0d\u540c\u4f4d\u7f6e\u3002<\/p>\n

\u25b3AI SSD\u5728LLM\u63a8\u7406\u6570\u636e\u8def\u5f84\u4e2d\u7684\u4f5c\u7528\uff0c\u4ee5\u53ca\u4e3b\u8981\u5382\u5546\u6280\u672f\u8def\u7ebf\u4e0e\u63a8\u7406\u73af\u8282\u7684\u5bf9\u5e94\u5173\u7cfb\u3002<\/p>\n

\u4ece\u66f4\u957f\u7684\u4ea7\u4e1a\u5468\u671f\u770b\uff0cAI SSD\u7684\u95e8\u69db\u4e0d\u4f1a\u53ea\u4f53\u73b0\u5728\u67d0\u4e2a\u4e3b\u63a7\u89c4\u683c\u6216\u67d0\u9879\u5cf0\u503c\u6027\u80fd\u3002<\/p>\n

\u771f\u6b63\u51b3\u5b9a\u4ea7\u54c1\u80fd\u5426\u8fdb\u5165\u63a8\u7406\u4e3b\u94fe\u8def\u7684\uff0c\u662f\u4f01\u4e1a\u80fd\u5426\u5efa\u7acb\u4eceNAND\u4ecb\u8d28\u3001FTL\u3001\u56fa\u4ef6\u3001\u9a71\u52a8\u3001\u4e2d\u95f4\u4ef6\u5230\u63a8\u7406\u6846\u67b6\u548c\u6574\u673a\u9a8c\u8bc1\u7684\u5b8c\u6574\u534f\u4f5c\u4f53\u7cfb\u3002<\/p>\n

\u6a21\u578b\u517c\u5bb9\u6027\u3001\u7f13\u5b58\u547d\u4e2d\u7387\u3001\u5c3e\u5ef6\u8fdf\u3001\u9884\u53d6\u51c6\u786e\u7387\u3001\u5199\u5165\u5bff\u547d\u548c\u8de8\u5e73\u53f0\u9002\u914d\u6570\u636e\uff0c\u90fd\u9700\u8981\u901a\u8fc7\u957f\u671f\u5de5\u7a0b\u5b9e\u8df5\u79ef\u7d2f\u3002<\/p>\n

Mooncake\u548cCMX\u5df2\u7ecf\u5728\u96c6\u7fa4\u4e0ePod\u5c42\u9762\u8bf4\u660e\uff0c\u63a8\u7406\u72b6\u6001\u503c\u5f97\u88ab\u5355\u72ec\u7ec4\u7ec7\u548c\u8c03\u5ea6\uff1bAI SSD\u5219\u628a\u8fd9\u4e00\u53d8\u5316\u8fdb\u4e00\u6b65\u5e26\u5230\u8282\u70b9\u548c\u8bbe\u5907\u5185\u90e8\u3002<\/p>\n

\u5b83\u4e0d\u4f1a\u53d6\u4ee3HBM\u3001VRAM\u6216DRAM\uff0c\u800c\u662f\u63a8\u52a8\u4e00\u5957\u66f4\u7ec6\u81f4\u7684\u5b58\u50a8\u5c42\u7ea7\u5f62\u6210\uff1a\u6700\u70ed\u7684\u6570\u636e\u7559\u5728\u8ba1\u7b97\u82af\u7247\u9644\u8fd1\uff0c\u6e29\u6570\u636e\u8fdb\u5165DRAM\u6216\u9ad8\u6027\u80fdFlash\uff0c\u51b7\u6570\u636e\u4e0b\u6c89\u81f3\u5bb9\u91cf\u66f4\u5927\u3001\u6210\u672c\u66f4\u4f4e\u7684\u5c42\u7ea7\uff0c\u5e76\u7531\u8f6f\u4ef6\u548c\u786c\u4ef6\u5171\u540c\u51b3\u5b9a\u6570\u636e\u8fc1\u79fb\u65f6\u673a\u3002<\/p>\n

\u5f53AI\u4ea7\u4e1a\u4ece\u6a21\u578b\u80fd\u529b\u7ade\u8d5b\u8d70\u5411\u5927\u89c4\u6a21\u5e94\u7528\uff0c\u57fa\u7840\u8bbe\u65bd\u6700\u7ec8\u9700\u8981\u56de\u7b54\u7684\u4e0d\u53ea\u662f\u62e5\u6709\u591a\u5c11FLOPS\uff0c\u8fd8\u5305\u62ec\u6bcf\u74e6\u7535\u529b\u80fd\u591f\u751f\u6210\u591a\u5c11\u6709\u6548Token\u3001\u6bcf\u5f20GPU\u6709\u591a\u5c11\u65f6\u95f4\u771f\u6b63\u53c2\u4e0e\u8ba1\u7b97\uff0c\u4ee5\u53ca\u4e00\u6bb5\u5df2\u7ecf\u8ba1\u7b97\u8fc7\u7684\u4e0a\u4e0b\u6587\u80fd\u5426\u4f4e\u6210\u672c\u590d\u7528\u3002<\/p>\n

\u6cbf\u7740\u8fd9\u4e00\u65b9\u5411\uff0c\u7b97\u529b\u3001\u7f51\u7edc\u3001\u5185\u5b58\u548c\u5b58\u50a8\u4e4b\u95f4\u7684\u8fb9\u754c\u5c06\u7ee7\u7eed\u53d8\u5f97\u6a21\u7cca\uff0cAI SSD\u4e5f\u6709\u673a\u4f1a\u4ece\u5916\u56f4\u8bbe\u5907\u8fdb\u5165AI Infra\u7684\u6838\u5fc3\u6570\u636e\u8def\u5f84\u3002<\/p>\n

\u53c2\u8003\u6587\u732e[1] R. Qin et al., \u201cMooncake: Trading More Storage for Less Computation \u2014 A KVCache-centric Architecture for Serving LLM Chatbot,\u201d 23rd USENIX Conference on File and Storage Technologies (FAST \u201925), 2025.[2] Mooncake Project, \u201cMooncake: A KVCache-centric Disaggregated Architecture for LLM Serving,\u201d Official GitHub Repository, accessed 2026-08-05.[3] Mooncake Project, \u201cSSD Offload Design,\u201d Mooncake Official Documentation, accessed 2026-08-05.[4] NVIDIA, \u201cIntroducing NVIDIA BlueField-4-Powered CMX Context Memory Storage Platform for the Next Frontier of AI,\u201d 2026.[5] NVIDIA, \u201cScaling Agentic AI Factories Through Extreme Co-Design with NVIDIA BlueField,\u201d 2026.[6] \u82f1\u97e7\u79d1\u6280\uff0c\u201c\u4eceN3X\u5230Gen6\uff1a\u82f1\u97e7\u79d1\u6280\u5982\u4f55\u7528\u4e09\u5927\u8981\u7d20\u6253\u9020\u56fd\u4ea7AI SSD\u201d\uff0c2026.[7] Huawei, \u201cHuawei OceanDisk LC 560 SSD Data Sheet,\u201d 2025.[8] Phison Electronics, \u201cHow aiDAPTIV+ Works.\u201d[9] \u6c5f\u6ce2\u9f99\uff0c\u201cSPU\u4e0eiSA\u201d\uff0c2026.[10] \u8054\u82b8\u79d1\u6280\uff0c\u201cCFMS 2026\uff5c\u8054\u82b8\u79d1\u6280\uff1aAI\u63a8\u7406\u65f6\u4ee3\uff0c\u5b58\u50a8\u4e3b\u63a7\u82af\u7247\u4ef7\u503c\u8dc3\u8fc1\u201d\uff0c2026.[11] \u8054\u82b8\u79d1\u6280\uff0c\u201cPCIe\u63a5\u53e3SSD\u63a7\u5236\u82af\u7247\u201d<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u8fc7\u53bb\u4e24\u5e74\uff0cAI\u57fa\u7840\u8bbe\u65bd\u7684\u7ade\u4e89\u4e3b\u8981\u56f4\u7ed5GPU\u6570\u91cf\u3001\u82af\u7247\u7b97\u529b\u3001HBM\u5e26\u5bbd\u548c\u9ad8\u901f\u7f51\u7edc\u5c55\u5f00\u3002<\/p>\n

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