{"id":790173,"date":"2026-05-31T19:11:03","date_gmt":"2026-05-31T11:11:03","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=790173"},"modified":"2026-05-31T19:11:03","modified_gmt":"2026-05-31T11:11:03","slug":"%e5%b0%8f%e7%b1%b3mimo%e9%99%8d%e4%bb%b799%e5%b9%b6%e9%9d%9e%e8%90%a5%e9%94%80%ef%bc%81%e7%bd%97%e7%a6%8f%e8%8e%89%e5%8f%91x%e6%89%93%e8%84%b8%e5%94%b1%e8%a1%b0%e8%80%85","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=790173","title":{"rendered":"\u5c0f\u7c73MiMo\u964d\u4ef799%\u5e76\u975e\u8425\u9500\uff01\u7f57\u798f\u8389\u53d1X\u6253\u8138\u5531\u8870\u8005"},"content":{"rendered":"<figure><\/figure>\n<\/p>\n<blockquote>\n<p>\u6587 | \u8c61\u5148\u5fd7<\/p>\n<\/blockquote>\n<p>\u7f57\u798f\u8389\u53d1\u4e86\u4e00\u6761X\uff0c\u8981\u7ed9<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%b0%8f%e7%b1%b3\" title=\"View all posts in \u5c0f\u7c73\" target=\"_blank\" class=\"tag_link\">\u5c0f\u7c73<\/a>MiMo\u7684\u964d\u4ef7\u98ce\u6ce2\u5212\u4e0a\u4e00\u4e2a\u53e5\u53f7\u3002<\/p>\n<p>5 \u6708 26 \u65e5\uff0c\u5c0f\u7c73 MiMo \u5b98\u65b9\u8d26\u53f7\u5728 X \u4e0a\u7529\u51fa\u4e00\u6761\u516c\u544a\uff1aMiMo-V2.5 \u7cfb\u5217 API \u6c38\u4e45\u964d\u4ef7\uff0c\u6700\u9ad8\u964d\u5e45<strong>99%<\/strong>\u3002\u6240\u6709 context \u957f\u5ea6\u7edf\u4e00\u5b9a\u4ef7\uff0cToken \u5957\u9910\u5347\u7ea7 5-8 \u500d\u3002<\/p>\n<p>\u8fd9\u6761\u516c\u544a\u5728\u56fd\u5185 AI \u5708\u5237\u4e86\u4e00\u6574\u5468\u3002\u4e1a\u754c\u7b2c\u4e00\u53cd\u5e94\u5206\u6210\u51e0\u6d3e\u3002\u6700\u5927\u90a3\u6d3e\u8bf4\u8fd9\u662f\"\u53c8\u4e00\u8f6e\u4ef7\u683c\u6218\"&mdash;&mdash;\u8fd9\u4e24\u5e74\u4ece\u667a\u8c31\u3001DeepSeek\u3001\u5b57\u8282\u8c46\u5305\u5230\u963f\u91cc\u901a\u4e49\uff0c\u56fd\u4ea7\u5927\u6a21\u578b\u8f6e\u7740\u964d\u4ef7\uff0c\u8c01\u4e0d\u5728\u5377\u3002<\/p>\n<p>\u53e6\u4e00\u6d3e\u5f80\u60b2\u89c2\u5904\u770b\uff1a\u5c0f\u7c73\u521a\u516c\u544a\u4eca\u5e74\u5229\u6da6\u8170\u65a9\uff0c\u8fd9\u65f6\u5019\u8fd8\u5f80 AI \u70e7 600 \u4ebf\u3001API \u76f4\u63a5\u780d\u4e5d\u6210&mdash;&mdash;<strong>\u5178\u578b\u7684\"\u4e8f\u672c\u62a2\u5e02\u573a\"<\/strong>\u3002\u8fd8\u6709\u4eba\u89c9\u5f97\u8fd9\u662f DeepSeek \u6548\u5e94\u7ee7\u7eed&mdash;&mdash;\u540e\u8005\u628a\u6574\u4e2a\u884c\u4e1a\u7684\u5b9a\u4ef7\u57fa\u51c6\u62fd\u5230\u4e86\u5730\u677f\u4e0a\uff0c\u8c01\u4e0d\u8ddf\u8c01\u51fa\u5c40\u3002<\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/mms_upload_image\/2026\/05\/20260531162609676.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x1411\/gravity\/center\/crop\/!1440x1411&ext=.png\" width=\"1206\" height=\"1182\" alt=\"\u5c0f\u7c73MiMo\u964d\u4ef799%\u5e76\u975e\u8425\u9500\uff01\u7f57\u798f\u8389\u53d1X\u6253\u8138\u5531\u8870\u8005\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u6240\u4ee5\u4f5c\u4e3aMiMo\u7684\u8d1f\u8d23\u4eba\uff0c\u7f57\u798f\u8389\u5728\u6628\u665a\u76f4\u63a5\u62ff\u51fa\u4e86\u4e00\u4efd<strong>5000 \u5b57\u7684\u6280\u672f\u535a\u5ba2\uff0c\u628a\u964d\u4ef7\u7684\u5de5\u7a0b\u8d26\u76ee\u516c\u5f00\u7ed9\u4e86\u6240\u6709\u4eba\u3002<\/strong><\/p>\n<p><strong>&ldquo;\u770b\uff0c\u8fd9\u662f\u771f\u5b9e\u7684\u5de5\u7a0b\u80fd\u529b\uff0c\u4e0d\u662f\u8425\u9500\u624b\u6bb5&rdquo;\u3002<\/strong><\/p>\n<p>\u8981\u542c\u61c2\u7f57\u798f\u8389\u5728\u8bf4\u4ec0\u4e48\uff0c\u5148\u5f97\u660e\u767d\u8fd9\u4e2a 99% \u5230\u5e95\u964d\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>\u5b83\u4e0d\u662f\u5168\u6a21\u578b\u964d\u4ef7\u300299% \u7684\u6298\u6263\u4e13\u95e8\u9488\u5bf9\u4e00\u6863\u53eb<strong>Input(Cache Hit)<\/strong>\u7684\u5b9a\u4ef7&mdash;&mdash;\u4e5f\u5c31\u662f\"\u7528\u6237\u5728\u957f\u5bf9\u8bdd\u91cc\u91cd\u590d\u8bfb\u5386\u53f2\u4e0a\u4e0b\u6587\"\u90a3\u90e8\u5206\u3002\u666e\u901a\u7684\u65b0\u8f93\u5165\uff08No Cache Hit\uff09\u964d\u5e45\u5c0f\u5f88\u591a\uff0c\u6a21\u578b\u8f93\u51fa\uff08Output\uff09\u964d\u5e45\u6700\u5c0f\u3002<\/p>\n<p>\u5982\u679c\u4f60\u628a\u6a21\u578b\u5f53\u6210\u4e00\u5bb6\u5496\u5561\u5e97\uff0c\u8fd9\u4ef6\u4e8b\u5c31\u597d\u7406\u89e3\u4e86\u3002<\/p>\n<p>\u4f60\u70b9\u4e00\u676f\u534a\u7cd6\u62ff\u94c1\uff0c\u5496\u5561\u5e97\u6709\u4e24\u79cd\u505a\u6cd5\uff1a\u6bcf\u6b21\u4ece\u5934\u78e8\u8c46\u5b50\u91cf\u7cd6\u6d46\u5012\u5976\uff0c\u539f\u6599\u4eba\u5de5\u90fd\u4ed8\u4e00\u6b21\uff1b\u4f46\u662f\u6a21\u578b\u77e5\u9053\u8fd9\u5468\u4f60\u6bcf\u5929\u90fd\u8981\u559d\u540c\u6837\u7684\u534a\u7cd6\u62ff\u94c1\uff0c\u5e72\u8106\u505a\u4e00\u5927\u58f6\u5b58\u8fdb\u51b0\u67dc\uff0c\u4e0b\u6b21\u6309\u4e00\u676f\u8200\u4e00\u4efd\u3002MiMo \u8fd9\u6b21\u505a\u7684\u662f\u540e\u8005&mdash;&mdash;\u628a\u7528\u6237\u91cd\u590d\u8bfb\u7684\u90e8\u5206\u4ece\"\u73b0\u7b97\"\u6539\u6210\u4e86\"\u73b0\u53d6\"\uff0c\u6240\u4ee5\u8fd9\u90e8\u5206\u7684\u771f\u5b9e\u6210\u672c\u63a5\u8fd1 0\uff0c\u81ea\u7136\u80fd\u7ed9 99% \u6298\u6263\u3002<\/p>\n<p>\u8981\u505a\u5230\"\u73b0\u53d6\"\uff0c<strong>\u6280\u672f\u535a\u5ba2\u91cc\u8bb2\u4e86\u516d\u4e2a\u5de5\u7a0b\uff0c\u6bcf\u4e00\u4e2a\u90fd\u4e0d\u80fd\u7f3a<\/strong>\u3002\u4e0b\u9762\u4e00\u4e2a\u4e00\u4e2a\u62c6\u5f00\u770b\u3002<\/p>\n<h3><strong>\u5de5\u7a0b\u4e00\uff1a\u628a\u6a21\u578b\"\u8bb0\u5fc6\"\u538b\u5230 1\/7<\/strong><\/h3>\n<p>\u6a21\u578b\u5728\u548c\u4f60\u5bf9\u8bdd\u65f6\uff0c\u6bcf\u4e2a token \u90fd\u8981\u7b97\u4e00\u4efd\"\u4e2d\u95f4\u72b6\u6001\"\uff0c\u5b58\u8d77\u6765\u4f9b\u4e0b\u4e00\u6b65\u7528\u3002\u8fd9\u4e2a\u4e1c\u897f\u53eb<strong>KVCache<\/strong>&mdash;&mdash;\u53ef\u4ee5\u7406\u89e3\u6210\u6a21\u578b\u7684\"\u77ed\u671f\u8bb0\u5fc6\u7b14\u8bb0\u672c\"\u3002\u6bcf\u8bf4\u4e00\u53e5\u8bdd\uff0c\u6a21\u578b\u5728\u7b14\u8bb0\u672c\u4e0a\u8bb0\u4e0b\u8fd9\u53e5\u8bdd\u7684\u6458\u8981\uff0c\u4e0b\u6b21\u76f4\u63a5\u7ffb\u7b14\u8bb0\uff0c\u4e0d\u7528\u4ece\u5934\u542c\u4e00\u904d\u4f60\u8bf4\u8fc7\u7684\u6240\u6709\u5185\u5bb9\u3002<\/p>\n<p>\u4f20\u7edf\u6a21\u578b\u6bcf\u4e00\u5c42\u90fd\u505a\"Full Attention\"&mdash;&mdash;\u4e5f\u5c31\u662f\u6bcf\u4e2a token \u90fd\u8981\u770b\u5b8c\u6574\u6bb5\u5bf9\u8bdd\u6240\u6709 token\uff0c\u7b14\u8bb0\u672c\u8d8a\u7ffb\u8d8a\u539a\u3002MiMo-V2.5-Pro \u6539\u4e86\u67b6\u6784\uff1a<strong>70 \u5c42\u91cc 60 \u5c42\u53ea\u770b\u6700\u8fd1 128 \u4e2a token\uff08SWA\uff0cSliding Window Attention\uff09\uff0c\u53ea\u6709 10 \u5c42\"\u6863\u6848\u7ba1\u7406\u5458\"\u770b\u5168\u90e8\u3002<\/strong><\/p>\n<p>\u7ed3\u679c\u662f KVCache \u4f53\u79ef\u76f4\u63a5\u538b\u5230 Full Attention \u7684<strong>1\/7<\/strong>\uff0c\u8ba1\u7b97\u91cf\u540c\u6837\u662f 1\/7\u3002<\/p>\n<p>\u8fd9\u662f\u964d\u672c\u7684\u7b2c\u4e00\u5757\u5730\u57fa\u3002\u6253\u4e2a\u6bd4\u65b9\uff0c\u539f\u672c\u516c\u53f8\u6bcf\u4e2a\u5458\u5de5\u90fd\u88ab\u8981\u6c42\u8bb0\u4f4f\u6240\u6709\u7684\u4f1a\u8bae\u8bb0\u5f55\uff0c\u7ed3\u679c\u6bcf\u4e2a\u4eba\u7684\u8111\u5b50\u90fd\u4e0d\u591f\u7528\u3001\u6548\u7387\u4e5f\u4f4e\u3002\u65b0\u89c4\u5b9a\u628a 60 \u4e2a\u5458\u5de5\u7684\u8111\u8d1f\u62c5\u964d\u5230 1\/7\uff0c\u53ea\u7559 10 \u4e2a\u6863\u6848\u7ba1\u7406\u5458\u7ba1\u5168\u90e8\u5386\u53f2&mdash;&mdash;<strong>\u516c\u53f8\u6574\u4f53\u8bb0\u5fc6\u80fd\u529b\u6ca1\u4e0b\u964d\uff0c\u4f46\u6548\u7387\u63d0\u5347 7 \u500d\u3002<\/strong><\/p>\n<h3><strong>\u5de5\u7a0b\u4e8c\uff1a\u8ba9 SWA \u7701\u4e0b\u7684\u7a7a\u95f4\u771f\u7684\u80fd\u7528<\/strong><\/h3>\n<p>\u67b6\u6784\u4e0a\u628a\u7b14\u8bb0\u672c\u538b\u5230 1\/7 \u662f\u7b2c\u4e00\u6b65\uff0c\u4f46\u8981\u628a\"\u7406\u8bba\u4e0a\u7684 1\/7\"\u771f\u7684\u5151\u73b0\u6210\"\u5b9e\u9645\u7684 1\/7\"\uff0c\u8fd8\u6709\u4e00\u9053\u574e\u3002<\/p>\n<p>\u4f20\u7edf\u7684 KVCache \u7cfb\u7edf\u662f\u6309\"\u6700\u5927\u53ef\u80fd\u7528\u91cf\"\u7ed9\u6240\u6709\u5c42\u7edf\u4e00\u5206\u914d\u663e\u5b58\u7684\u3002\u610f\u601d\u662f\uff1a\u54ea\u6015 60 \u5c42 SWA \u53ea\u9700\u8981\u5c0f\u672c\u5b50\uff0c\u7cfb\u7edf\u4e5f\u6309\"\u6863\u6848\u7ba1\u7406\u5458\u7684\u5927\u672c\u5b50\"\u7ed9\u6240\u6709\u5c42\u90fd\u5206\u914d&mdash;&mdash;SWA \u7701\u4e0b\u6765\u7684\u7a7a\u95f4\u88ab\u767d\u767d\u9884\u7559\u4e86\uff0c\u7b49\u4e8e\u6ca1\u7701\u3002<\/p>\n<figure>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/05\/31\/0b505a5412f7261cf8cf50db15235a3e_1780215599.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x828&ext=.png\" width=\"1080\" height=\"621\" alt=\"\u5c0f\u7c73MiMo\u964d\u4ef799%\u5e76\u975e\u8425\u9500\uff01\u7f57\u798f\u8389\u53d1X\u6253\u8138\u5531\u8870\u8005\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<\/figure>\n<p>\u7f57\u798f\u8389\u56e2\u961f\u7684\u505a\u6cd5\u662f\u628a KVCache \u62c6\u6210\u4e24\u4e2a\u72ec\u7acb\u7684\u6c60\u5b50\u3002<strong>Full Attention \u90a3 10 \u5c42\u8d70\"\u5927\u6c60\u5b50\"\uff0c\u6309\u5168\u957f\u5206\u914d\uff1bSWA \u90a3 60 \u5c42\u8d70\"\u5c0f\u6c60\u5b50\"\uff0c\u53ea\u6309 128 \u4e2a token \u7684\u7a97\u53e3\u5206\u914d\u3002<\/strong><\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0c\u539f\u672c\u516c\u53f8\u7ed9\u6bcf\u4e2a\u5458\u5de5\u90fd\u53d1\u4e86\"\u80fd\u88c5 100 \u5e74\u6587\u4ef6\u7684\u6863\u6848\u67dc\"&mdash;&mdash;\u4f46 60 \u4e2a\u5458\u5de5\u5176\u5b9e\u53ea\u9700\u8981\"\u88c5\u4e00\u5468\u6587\u4ef6\u7684\u5c0f\u67dc\u5b50\"\uff0c\u90a3\u4e9b\u5927\u67dc\u5b50\u91cc 99% \u7684\u7a7a\u95f4\u662f\u7a7a\u7684\u3002\u65b0\u505a\u6cd5\u662f\u6309\u5b9e\u9645\u9700\u8981\u5206\u67dc\u5b50\u3002\u7ed3\u679c\u6574\u4e2a\u529e\u516c\u5ba4\u80fd\u591a\u88c5 5 \u500d\u4ee5\u4e0a\u7684\u540c\u4e8b\u8fdb\u6765\u5de5\u4f5c&mdash;&mdash;<strong>\u540c\u6837\u4e00\u53f0 GPU \u80fd\u670d\u52a1\u7684\u5e76\u53d1\u7528\u6237\u6570\u7ffb\u4e86 5 \u500d\u3002<\/strong><\/p>\n<p>\u8fd9\u4e00\u6b65\u770b\u4e0a\u53bb\u7b80\u5355\uff0c\u4f46\u6ca1\u6709\u5b83\uff0c\u524d\u9762 SWA \u67b6\u6784\u7684\u4f18\u52bf\u7b49\u4e8e\u767d\u8bbe\u8ba1\u3002<\/p>\n<h3><strong>\u5de5\u7a0b\u4e09\uff1a\u8ba9\"\u8001\u7528\u6237\u91cd\u590d\u8bfb\"\u771f\u80fd\u547d\u4e2d\u7f13\u5b58<\/strong><\/h3>\n<p>\u7b14\u8bb0\u672c\u538b\u5230 1\/7 + \u7a7a\u95f4\u771f\u7528\u5f97\u8d77\uff0c\u4e0b\u4e00\u6b65\u8981\u89e3\u51b3\u4e00\u4e2a\u8001\u95ee\u9898\uff1a<strong>\u524d\u7f00\u7f13\u5b58\u7684\u547d\u4e2d\u7387\u3002<\/strong><\/p>\n<p>\u5f88\u591a\u7528\u6237\u7684\u5bf9\u8bdd\u6709\u76f8\u540c\u5f00\u5934&mdash;&mdash;\u540c\u4e00\u6bb5 system prompt\u3001\u540c\u4e00\u6bb5\u4ee3\u7801\u5e93\u3001\u540c\u4e00\u4efd\u957f\u6587\u6863\u3002\u7cfb\u7edf\u4f1a\u628a\u8fd9\u4e9b\u7b97\u8fc7\u7684\u7ed3\u679c\u5b58\u8d77\u6765\uff0c\u4e0b\u4e00\u6b21\u5339\u914d\u4e0a\u5c31\u76f4\u63a5\u590d\u7528\u3002\u8fd9\u4e2a\u673a\u5236\u53eb\u524d\u7f00\u7f13\u5b58\u3002<\/p>\n<p>\u4f46 SWA \u6a21\u5f0f\u4e0b\u51fa\u73b0\u4e00\u4e2a\u5751\uff1a\u4e24\u6761\u8bf7\u6c42 token \u4e00\u6837\uff0c\u4e0d\u7b49\u4e8e KV \u8fd8\u5728\u3002\u53ef\u80fd\u524d\u7f00\u7b97\u8fc7\uff0c\u4f46 SWA \u7a97\u53e3\u5916\u7684\u90e8\u5206\u65e9\u5c31\u88ab\u6dd8\u6c70\u4e86\u3002\u5982\u679c\u7cfb\u7edf\u8fd8\u6309\"token \u4e00\u6837\u5c31\u547d\u4e2d\"\u7684\u65e7\u89c4\u5219\u7ed9\u4f60\u590d\u7528\uff0c\u4f1a\u8bfb\u5230\u65e0\u6548\u6216\u88ab\u8986\u76d6\u7684\u6570\u636e\uff0c\u6a21\u578b\u6548\u679c\u4f1a\u76f4\u63a5\u5d29\u3002<\/p>\n<p>\u7f57\u798f\u8389\u56e2\u961f\u5347\u7ea7\u4e86\u89c4\u5219\u5230\"\u7a97\u53e3\u5b89\u5168\u957f\u5ea6\"&mdash;&mdash;<strong>\u53ea\u627f\u8bfa\"\u4f60\u80fd\u5b8c\u6574\u501f\u5230\u7684\u90a3\u90e8\u5206\"\u3002<\/strong><\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0c\u56fe\u4e66\u9986\u6709 100 \u4e07\u672c\u4e66\uff0c\u4f60\u60f3\u501f\u5168\u5957\u5171\u8ba1\u4e09\u672c\u7684\u300a\u4e09\u4f53\u300b\u3002\u539f\u6765\u7684\u67b6\u6784\u4f1a\u544a\u8bc9\u4f60\"\u8fd9\u672c\u4e66\u5728\"\uff0c\u4f60\u8dd1\u8fc7\u53bb\u53d1\u73b0\u4e66\u67b6\u4e0a\u53ea\u5269\u5c01\u9762\u548c\u7b2c\u4e00\u90e8\uff0c\u540e\u9762\u4e24\u90e8\u90fd\u88ab\u501f\u8d70\u4e86\u3002\u8fd9\u79cd\"\u4f2a\u547d\u4e2d\"\u8ba9\u4f60\u767d\u8dd1\u4e00\u8d9f\u8fd8\u8981\u91cd\u501f\u3002\u65b0\u7cfb\u7edf\u7684\u89c4\u5219\u6539\u6210\u53ea\u627f\u8bfa\u4f60\u80fd\u5b8c\u6574\u501f\u5230\u7684\u90a3\u90e8\u5206&mdash;&mdash;<strong>\u5148\u7ed9\u4f60\u7b2c\u4e00\u672c\uff0c\u7136\u540e\u628a\u540e\u9762\u4e24\u672c\u518d\u7ed9\u4f60\u8c03\u8fc7\u6765\u3002<\/strong><\/p>\n<p>\u542c\u8d77\u6765\u597d\u50cf\u66f4\u4e25\u683c\u3001\u547d\u4e2d\u7387\u4f1a\u4e0b\u964d\u3002\u4f46\u5b9e\u9645\u76f8\u53cd\uff1a\u56e0\u4e3a SWA \u8ba9 KVCache \u4f53\u79ef\u538b\u5230 1\/7\uff0c\u540c\u6837\u5b58\u50a8\u7a7a\u95f4\u80fd\u88c5\u7684\u5185\u5bb9\u591a\u4e86\u597d\u51e0\u500d\uff0c<strong>\u771f\u5b9e\u547d\u4e2d\u7387\u53cd\u800c\u5927\u5e45\u5ea6\u63d0\u5347<\/strong>\u3002<\/p>\n<p>\u7f57\u798f\u8389\u535a\u5ba2\u91cc\u7ed9\u4e86\u7ebf\u4e0a\u5b9e\u6d4b\u6570\u5b57\uff1a<strong>\u4e3b\u6d41 harness \u6846\u67b6\u4e0b\u670d\u52a1\u7aef cache \u547d\u4e2d\u7387\u5e73\u5747 93%\uff0c\u9ad8\u9891\u957f\u5468\u671f\u7528\u6237\u53ef\u8fbe 95% \u4ee5\u4e0a\u3002<\/strong><\/p>\n<p>\u7ffb\u8bd1\u4e00\u4e0b\u8fd9\u4e2a\u6570\u5b57\u7684\u542b\u4e49\uff1a<strong>95% \u7684\"\u91cd\u590d\u8bfb\"\u8bf7\u6c42\u6839\u672c\u4e0d\u7528GPU\u7b97\uff0c\u76f4\u63a5\u4ece\u7f13\u5b58\u91cc\u53d6\u3002\u8fd9\u5c31\u662f 99% \u6298\u6263\u7684\u7269\u7406\u57fa\u7840\u3002<\/strong><\/p>\n<h3><strong>\u5de5\u7a0b\u56db\uff1a\u628a&ldquo;\u7f13\u5b58&rdquo;\u88c5\u8fdbGPU\u81ea\u5e26\u7684SSD<\/strong><\/h3>\n<p>\u547d\u4e2d\u7387\u4e0a\u53bb\u4e86\uff0c\u4e0b\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u8fd9\u4e9b\u7f13\u5b58\u88c5\u5728\u54ea\u91cc\u3002<\/p>\n<p>\u663e\u5b58\uff08GPU \u4e0a\u7684 HBM \u5185\u5b58\uff09\u5f88\u8d35\u4e5f\u5f88\u6709\u9650&mdash;&mdash;\u4e00\u53f0 H100 \u516b\u5361\u673a\u624d 640GB \u663e\u5b58\uff0c\u4f46 MiMo \u8981\u5b58\u7684 KVCache \u53ef\u80fd\u662f\u51e0\u5341 TB \u91cf\u7ea7\u3002\u6240\u4ee5\u5fc5\u987b\u5206\u5c42\uff1a\u6700\u8fd1\u7528\u7684\u653e\u663e\u5b58\uff08L1\uff09\uff0c\u7a0d\u5fae\u65e7\u7684\u653e CPU \u5185\u5b58\uff08L2\uff09\uff0c\u51b7\u6570\u636e\u5b58\u5230\u5206\u5e03\u5f0f\u7f13\u5b58\uff08L3\uff09\u3002<\/p>\n<p>\u8ddf\u4f60\u7ba1\u94b1\u4e00\u4e2a\u9053\u7406\u3002\u94b1\u5305\u91cc\u7684\u73b0\u91d1\u662f\u663e\u5b58&mdash;&mdash;\u968f\u7528\u968f\u53d6\u4f46\u653e\u4e0d\u4e86\u591a\u5c11\u3002\u94f6\u884c\u5361\u4f59\u989d\u662f CPU \u5185\u5b58&mdash;&mdash;\u53d6\u4e00\u6b21\u8981 30 \u79d2\u4f46\u80fd\u653e\u5f88\u591a\u3002\u5b9a\u671f\u5b58\u6b3e\u662f L3 \u5206\u5e03\u5f0f\u7f13\u5b58&mdash;&mdash;\u53d6\u4e00\u6b21\u8981 2 \u5206\u949f\u4f46\u4fbf\u5b9c\u5f88\u591a\u3002<\/p>\n<p>\u884c\u4e1a\u7684\u5e38\u89c4\u505a\u6cd5\u662f\u4e3a L3 \u5355\u72ec\u5efa\u4e00\u5957\u5b58\u50a8\u96c6\u7fa4\uff0c\u4e13\u7528\u673a\u578b\u3001\u4e13\u7528\u673a\u623f\uff0c\u6708\u6708\u4ed8\u79df\u91d1\u3002<\/p>\n<p>\u5c0f\u7c73\u5b58\u50a8\u56e2\u961f\u7684\u505a\u6cd5\u4e0d\u4e00\u6837\u3002\u4ed6\u4eec\u81ea\u7814\u4e86\u4e00\u5957\u53eb<strong>GCache<\/strong>\u7684\u5206\u5e03\u5f0f\u7f13\u5b58\uff0c<strong>\u76f4\u63a5\u90e8\u7f72\u5728GPU\u673a\u5668\u81ea\u5e26\u7684SSD\u4e0a<\/strong>&mdash;&mdash;\u8ddf\u8bad\u7ec3\u4efb\u52a1\u3001\u63a8\u7406\u4efb\u52a1\u6df7\u5e03\u5728\u540c\u4e00\u53f0\u673a\u5668\u91cc\u3002<\/p>\n<p><img loading=\"lazy\" src=\"https:\/\/images.tmtpost.com\/uploads\/mms_upload_image\/2026\/05\/20260531162706738.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x791\/gravity\/center\/crop\/!1440x791&ext=.png\" width=\"2694\" height=\"1480\" alt=\"\u5c0f\u7c73MiMo\u964d\u4ef799%\u5e76\u975e\u8425\u9500\uff01\u7f57\u798f\u8389\u53d1X\u6253\u8138\u5531\u8870\u8005\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u666e\u901a\u8bdd\u7ffb\u8bd1\uff1a\u522b\u4eba\u4e3a\u4e86\u5b58\u5927\u91cf\u6570\u636e\uff0c\u4e13\u95e8\u79df\u4e86\u4e00\u4e2a\u4ed3\u5e93\uff1b\u5c0f\u7c73\u53d1\u73b0 GPU \u673a\u5668\u7684\u8f66\u5e93\u5176\u5b9e\u7a7a\u7740\uff0c\u76f4\u63a5\u628a\u6570\u636e\u5b58\u8fdb\u53bb\u4e86\u3002\u6708\u79df\u91d1\u7701\u4e86\u3002<\/p>\n<p><strong>\u6280\u672f\u535a\u5ba2\u7684\u539f\u8bdd\u662f\uff1a\"\u989d\u5916\u7684\u5b58\u50a8\u6210\u672c\u4e3a 0\u3002\"<\/strong><\/p>\n<p>\u8fd9\u4ef6\u4e8b\u7684\u6740\u4f24\u529b\u6bd4\u770b\u4e0a\u53bb\u5927\u3002\u5e38\u89c4\u7684\"AI \u516c\u53f8\u7b97\u529b\u8d26\"\u91cc\uff0c\u5b58\u50a8\u6210\u672c\u662f\u4e00\u4e2a\u56fa\u5b9a\u652f\u51fa\u9879&mdash;&mdash;\u4f60\u7684\u6a21\u578b\u8d8a\u5927\u3001\u7528\u6237\u8d8a\u591a\uff0c\u5b58\u50a8\u8d26\u5355\u8d8a\u957f\u3002GCache \u8fd9\u5957\u505a\u6cd5\u628a\u8fd9\u4e00\u9879\u76f4\u63a5\u6253\u6389\u3002\u7ed3\u5408 SWA \u7684\u5c0f\u4f53\u79ef + \u547d\u4e2d\u7387 93-95%\uff0cKVCache \u5728 L3 \u7684\u5b58\u6d3b\u65f6\u95f4\uff08TTL\uff09\u4ece\u51e0\u5206\u949f\u5ef6\u957f\u5230\u51e0\u5c0f\u65f6\u751a\u81f3\u51e0\u5929&mdash;&mdash;TTL \u8d8a\u957f\uff0c\u5386\u53f2 context \u7684\u53ef\u547d\u4e2d\u7a97\u53e3\u8d8a\u5bbd\uff0c\u7f13\u5b58\u547d\u4e2d\u7387\u8d8a\u9ad8\uff0c99% \u90a3\u4e2a\u6298\u6263\u5c31\u8d8a\u7ad9\u5f97\u4f4f\u3002<\/p>\n<h3><strong>\u5de5\u7a0b\u4e94\uff1a\u8ba9\u547d\u4e2d\u7f13\u5b58\u7684\u8bf7\u6c42\u8d70\u6700\u77ed\u7684\u8def<\/strong><\/h3>\n<p>\u7f13\u5b58\u80fd\u88c5\u3001\u80fd\u67e5\u3001\u8fd8\u4fbf\u5b9c\uff0c\u6700\u540e\u4e00\u6b65\u662f\uff1a\u600e\u4e48\u8ba9\u6b63\u786e\u7684\u8bf7\u6c42\u88ab\u8def\u7531\u5230\u6b63\u786e\u7684\u673a\u5668\u4e0a\u3002<\/p>\n<p>\u5c0f\u7c73\u5f00\u53d1\u4e86\u4e00\u5957\u81ea\u5df1\u7684\u8c03\u5ea6\u7cfb\u7edf\u53eb<strong>LLM-Router<\/strong>\uff0c\u5e72\u4e86\u4e09\u4ef6\u4e8b\uff1a<\/p>\n<p>\u4e00\u662f<strong>\u4eb2\u548c\u8c03\u5ea6<\/strong>\u3002\u524d\u7f00\u76f8\u540c\u7684\u8bf7\u6c42\u8def\u7531\u5230\u540c\u4e00\u53f0\u673a\u5668\uff0c\u8ba9\u7f13\u5b58\u590d\u7528\u6700\u5927\u5316\u3002<\/p>\n<p>\u4e8c\u662f<strong>\u957f\u5ea6\u5206\u6876<\/strong>\u3002\u628a\u77ed\u8bf7\u6c42\uff080-64K\uff09\u3001\u4e2d\u8bf7\u6c42\uff0864K-256K\uff09\u3001\u957f\u8bf7\u6c42\uff08256K-1M\uff09\u5206\u5230\u4e0d\u540c\u7684\u5904\u7406\u901a\u9053\uff0c\u907f\u514d\u77ed\u8bf7\u6c42\u88ab\u957f\u8bf7\u6c42\u62d6\u7d2f\u3002<\/p>\n<p>\u4e09\u662f<strong>TTFT\u4f18\u5316<\/strong>\u3002\u5728\u6392\u961f\u7b49\u63a8\u7406\u7684\u961f\u5217\u91cc\uff0c\u4f18\u5148\u8c03\u5ea6\u771f\u5b9e\u8ba1\u7b97\u91cf\u5c0f\u7684\u8bf7\u6c42\uff08\u4e5f\u5c31\u662f\u5927\u91cf\u547d\u4e2d\u7f13\u5b58\u7684\u8bf7\u6c42\uff09&mdash;&mdash;\u907f\u514d\u5b83\u4eec\u88ab\"\u5168\u65b0\u8f93\u5165\"\u90a3\u79cd\u91cd\u8ba1\u7b97\u8bf7\u6c42\u963b\u585e\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u5728\u5e38\u89c4\u7684\u673a\u573a\u8c03\u5ea6\u4e2d\uff0c\u6240\u6709\u98de\u540c\u4e00\u4e2a\u76ee\u7684\u5730\u7684\u4e58\u5ba2\u96c6\u4e2d\u5230\u540c\u4e00\u4e2a\u5019\u673a\u5385\uff0c\u5171\u4eab\u884c\u674e\u63d0\u53d6\u6d41\u7a0b&mdash;&mdash;\u8fd9\u662f\u4eb2\u548c\u8c03\u5ea6\u3002\u5e26\u767b\u673a\u7bb1\u7684\u548c\u5e26 3 \u5927\u7bb1\u6258\u8fd0\u7684\u5206\u4e24\u6761\u5b89\u68c0\u901a\u9053\u8d70\uff0c\u5feb\u7684\u4e0d\u88ab\u6162\u7684\u62d6&mdash;&mdash;\u8fd9\u662f\u957f\u5ea6\u5206\u6876\u3002\u767b\u673a\u65f6\u4f18\u5148\u653e\u53ea\u5e26\u767b\u673a\u7bb1\u7684\u4eba\uff0c\u4ed6\u4eec\u767b\u673a\u5feb\uff0c\u8ba9\u98de\u673a\u80fd\u65e9\u8d77\u98de&mdash;&mdash;\u8fd9\u662f TTFT \u4f18\u5316\u3002<\/p>\n<p>\u8fd9\u5957\u8c03\u5ea6<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u5b9e\u6d4b\u628a L2 \u7f13\u5b58\u547d\u4e2d\u7387\u63d0\u5347\u4e86 25%\uff0c\u5355\u673a\u8f93\u5165\u541e\u5410\u63d0\u5347 30%\uff0c\u957f\u8bf7\u6c42 P90 \u5ef6\u8fdf\u964d\u4f4e 30%\u3002<\/p>\n<p>\u7ffb\u8bd1\u8fc7\u6765\u5c31\u662f\uff1a\u540c\u4e00\u53f0 GPU \u80fd\u670d\u52a1\u66f4\u591a\u7528\u6237\u3002\u964d\u4ef7\u7684\u53e6\u4e00\u534a\u903b\u8f91\u5c31\u5728\u8fd9\u91cc&mdash;&mdash;\u5355\u4f4d\u7b97\u529b\u7684\u6709\u6548\u4ea7\u51fa\u66f4\u9ad8\uff0c\u5355\u4f4d\u7528\u6237\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n<h3><strong>\u5de5\u7a0b\u516d\uff1a\u8ba9\u6a21\u578b\"\u6253\u5b57\"\u4e5f\u53d8\u5feb<\/strong><\/h3>\n<p>\u524d\u9762\u4e94\u4ef6\u4e8b\u90fd\u5728\u4f18\u5316\"\u8bfb\"\u90a3\u4e00\u4fa7&mdash;&mdash;\u8ba9\u7528\u6237\u91cd\u590d\u8bfb\u5386\u53f2 context \u7684\u6210\u672c\u538b\u5230\u63a5\u8fd1 0\u3002\u7b2c\u516d\u4ef6\u4e8b\u662f\u4f18\u5316\"\u5199\"\u90a3\u4e00\u4fa7&mdash;&mdash;\u4e5f\u5c31\u662f\u6a21\u578b\u751f\u6210\u4e0b\u4e00\u4e2a token \u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u4f20\u7edf\u6a21\u578b\u4e00\u6b21\u53ea\u80fd\u751f\u6210 1 \u4e2a token\u3002MiMo \u539f\u751f\u652f\u6301<strong>3 \u5c42MTP<\/strong>\uff08Multi-Token Prediction\uff09&mdash;&mdash;\u4e00\u6b21\u9884\u6d4b\u63a5\u4e0b\u6765\u7684 3 \u4e2a token\uff0c\u5982\u679c\u4e2d\u95f4\u9884\u6d4b\u5bf9\u4e86\uff0c\u76f4\u63a5\u8df3\u8fc7\u4e2d\u95f4\u7684\u8ba1\u7b97\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0c\u4f20\u7edf\u6253\u5b57\u662f\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u6253&mdash;&mdash;\u4f60\u60f3\u6253\"\u4eca\u5929\u5929\u6c14\"\uff0c\u8981\u6309 4 \u6b21\u952e\u3002MTP \u50cf\u6709\u4e2a\u81ea\u52a8\u8865\u5168\u5728\u731c\u4f60\u4e0b\u4e00\u4e2a 1-2 \u4e2a\u5b57\u662f\u4ec0\u4e48&mdash;&mdash;\u5982\u679c\u5b83\u731c\u5bf9\u4e86\uff0c\u4f60\u5c31\u4e0d\u7528\u518d\u6309\u90a3\u4e24\u6b21\u3002<\/p>\n<p><strong>MiMo \u7684 MTP \u5728 agentic \u573a\u666f\u4e0b\u5b9e\u6d4b\uff1adecode \u524d 128 \u4e2a token \u52a0\u901f2.3 \u500d\uff0c128-256 \u4e2a token \u52a0\u901f1.5 \u500d\u3002<\/strong><\/p>\n<p>\u8fd9\u4ef6\u4e8b\u7684\u610f\u4e49\u5728\u4e8e\uff0c99% \u6298\u6263\u4e13\u95e8\u6307\u5411 Input (Cache Hit)\uff0c\u4f46\u6a21\u578b\u5b9e\u9645\u670d\u52a1\u7528\u6237\u65f6\uff0cinput \u548c output \u662f\u540c\u4e00\u6b21\u8bf7\u6c42\u91cc\u53d1\u751f\u7684&mdash;&mdash;\u5982\u679c output \u6ca1\u7701\uff0c\u6574\u4f53\u8bf7\u6c42\u6210\u672c\u5c31\u53ea\u7701\u4e86\u4e00\u534a\u3002MTP \u8ba9 output \u90a3\u4e00\u534a\u4e5f\u964d\u4e0b\u6765\uff0c\u6574\u5957\u964d\u4ef7\u7684\u76c8\u5229\u6a21\u578b\u624d\u95ed\u73af\u3002<\/p>\n<p>\u628a\u516d\u4ef6\u4e8b\u4e32\u6210\u4e00\u6761\u964d\u672c\u94fe\uff1a<\/p>\n<blockquote>\n<p>SWA \u67b6\u6784 &rarr; KVCache 1\/7 &rarr; \u53cc\u6c60\u771f\u6b63\u91ca\u653e\u5bb9\u91cf &rarr; \u540c\u4e00\u53f0 GPU \u80fd\u88c5 5+ \u500d\u5e76\u53d1 &rarr; \u524d\u7f00\u7f13\u5b58\u547d\u4e2d\u7387 93-95% &rarr; 95% \u8bf7\u6c42\u51e0\u4e4e\u4e0d\u7528\u7b97 &rarr; GCache \u8ba9\u5b58\u50a8\u6210\u672c\u5f52\u96f6 &rarr; \u8c03\u5ea6\u628a\u547d\u4e2d\u8bf7\u6c42\u4f18\u5148\u8c03\u8d70 &rarr; MTP \u8ba9\u751f\u6210\u4e5f\u7701 &rarr; \u5355\u4f4d\u8bf7\u6c42 GPU \u65f6\u95f4\u4e0b\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7 &rarr; \u5355\u4f4d\u6210\u672c\u4e0b\u964d 95%+ &rarr; \u5b9a\u4ef7\u964d 99%\uff0c\u6bdb\u5229\u7387\u4ecd\u4e3a\u6b63\u3002<\/p>\n<\/blockquote>\n<p>\u4efb\u4f55\u4e00\u4e2a\u73af\u8282\u7f3a\u5931\uff0c\u8fd9\u6761\u94fe\u90fd\u65ad\u5728\u67d0\u4e00\u8282\u300299% \u964d\u4ef7\u4e0d\u662f\u8425\u9500\u6570\u5b57\uff0c\u662f\u516d\u4e2a\u5de5\u7a0b\u652f\u67f1\u53e0\u52a0 + \u771f\u5b9e\u7ebf\u4e0a\u9a8c\u8bc1\u540e\u7684\u7d2f\u79ef\u6548\u5e94\u3002<\/p>\n<p>\u56de\u5934\u770b\u4e1a\u754c\u4e00\u5f00\u59cb\u7684\u51e0\u79cd\u89e3\u8bfb\uff0c\u6bcf\u79cd\u90fd\u6709\u90e8\u5206\u9053\u7406\u3002\u8fd9\u4e24\u5e74\u4e2d\u56fd\u5927\u6a21\u578b\u516c\u53f8\u4e4b\u95f4\u7684\u4ef7\u683c\u6218\u662f\u771f\u7684\uff1b\u5c0f\u7c73\u5229\u6da6\u8170\u65a9\u8fd8\u8981\u7838 AI \u662f\u771f\u7684\uff1bDeepSeek \u628a\u884c\u4e1a\u5b9a\u4ef7\u62fd\u5230\u5730\u677f\u4e0a\u4e5f\u662f\u771f\u7684\u3002<\/p>\n<p>\u4f46\u7f57\u798f\u8389\u8fd9\u6b21\u516c\u5f00\u6280\u672f\u535a\u5ba2\u5e76\u4e14\u8be6\u7ec6\u7684\u6280\u672f\u7ec6\u8282\u516c\u5f00\u62c6\u89e3\uff0c\u65e0\u7591\u662f\u5e0c\u671b\u56de\u51fb\u5bf9\u4e8e\u4ef7\u683c\u6218\u7684\u8bf4\u6cd5\uff0c\u8ba9&ldquo;\u6280\u672f\u7684\u95ee\u9898\u5f52\u6280\u672f\u3001\u8425\u9500\u7684\u95ee\u9898\u5f52\u8425\u9500\u3002&rdquo;<\/p>\n<p>\u5979\u5728\u535a\u5ba2\u4e2d\u5199\u9053\uff0cMiMo-V2.5 \u7cfb\u5217\u6a21\u578b\u7684\u63a8\u7406\u6548\u7387\u5e76\u975e\u6765\u81ea\u67d0\u4e00\u73af\u8282\u7684\u5355\u70b9\u7a81\u7834\uff0c\u800c\u662f\u591a\u7ef4\u5ea6\u534f\u540c\u4f18\u5316\u7684\u7ed3\u679c\u3002Hybrid SWA \u8ba9 prefill \u4e0e decode \u540c\u65f6\u53d7\u76ca\uff0c\u4f46\u672a\u7ecf\u5145\u5206\u4f18\u5316\u7684 KVCache \u5b9e\u73b0\u53cd\u800c\u4f1a\u5728\u5404\u73af\u8282\u62ac\u9ad8\u6210\u672c\u3002\u56f4\u7ed5\u8fd9\u4e00\u76ee\u6807\uff0cMiMo\u56e2\u961f\u7cfb\u7edf\u6027\u91cd\u6784\u4e86 KVCache \u7ba1\u7406\u3001\u5206\u7ea7\u7f13\u5b58\u3001\u524d\u7f00\u7f13\u5b58\u6811\uff0c\u653b\u514b SWA KVCache \u6838\u5fc3\u95ee\u9898\uff0c\u4f18\u5316\u4e86\u8c03\u5ea6\u7b56\u7565\u53ca Prefill \/ Decode \u94fe\u8def\uff0c\u5e76\u7ecf\u7ebf\u4e0a\u771f\u5b9e\u573a\u666f\u68c0\u9a8c\uff0c\u6700\u7ec8\u5c06\u5176\u7406\u8bba\u6548\u7387\u4f18\u52bf\u771f\u6b63\u5151\u73b0\u5230\u751f\u4ea7\u73af\u5883\u3002\u81f3\u6b64\uff0cHybrid SWA \u624d\u53d1\u6325\u51fa\u5728\u957f\u6587\u63a8\u7406\u4e0a\u517c\u5177\u5f3a\u5ea6\u4e0e\u6548\u7387\u7684\u67b6\u6784\u4f18\u52bf\u3002\u518d\u7ec4\u5408 MoE \u914d\u7f6e\u548c\u591a\u6a21\u6001\u63a8\u7406\u7684\u5404\u79cd\u4f18\u5316\uff0c\u6781\u5927\u7a0b\u5ea6\u63d0\u9ad8\u4e86\u7ebf\u4e0a\u63a8\u7406\u670d\u52a1\u7684\u6027\u80fd\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u5957AI\u5de5\u7a0b\u7684\u7cfb\u7edf\u6027\u6253\u6cd5\uff0c\u4e5f\u662f\u503c\u5f97\u884c\u4e1a\u5171\u540c\u53c2\u8003\u501f\u9274\u7684\u964d\u672c\u624b\u6bb5\u3002<\/p>\n<p>\u4ef7\u683c\u6218\u4e0d\u9700\u8981\u5199\u535a\u5ba2\uff0c\u5de5\u7a0b\u5151\u73b0\u624d\u9700\u8981\u3002<\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587 | \u8c61\u5148\u5fd7 \u7f57\u798f\u8389\u53d1\u4e86\u4e00\u6761X\uff0c\u8981\u7ed9\u5c0f\u7c73MiMo\u7684\u964d\u4ef7\u98ce\u6ce2\u5212\u4e0a\u4e00\u4e2a\u53e5\u53f7\u3002 5 \u6708 26 \u65e5\uff0c\u5c0f\u7c73 MiMo  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[58,88],"views":4,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/790173"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=790173"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/790173\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=790173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=790173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=790173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}