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data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/B7E67092A82F768A39EE9D6771F8F15B236A2EAF_size24_w900_h250.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  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data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/8CE09ABBDF3CD05AAE0B6D3159181065F8BF6484_size581_w1080_h617.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  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data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/57FAE24ABBE099BDCA1266EAF80ED019D3D4E513_size879_w1080_h617.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  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href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%89%a9%e6%b5%81\" title=\"View all posts in \u7269\u6d41\" target=\"_blank\" class=\"tag_link\">\u7269\u6d41<\/a>\u7ebf\u5c31\u8fd9\u6837\u5361\u4f4f\u4e86\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/37D1A02926FD9E7AB21F58B1D9ADAD89813D8AD4_size879_w1080_h617.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  \/><\/p>\n<p>\u5728\u7b97\u529b\u6210\u672c\u9ad8\u6602\u7684\u4eca\u5929\uff0c\u8ba9\u9ad8\u6027\u80fd<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8a%af%e7%89%87\" title=\"View all posts in \u82af\u7247\" target=\"_blank\" class=\"tag_link\">\u82af\u7247<\/a>\u96c6\u7fa4\u91cc\u7684\u786c\u4ef6<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u95f2\u7f6e\uff0c\u7b80\u76f4\u662f\u6781\u5927\u7684\u6d6a\u8d39\u3002<\/p>\n<p>\u6700\u76f4\u89c2\u7684\u89e3\u51b3\u529e\u6cd5\uff0c\u5f53\u7136\u662f\u628a\u8fdb\u8d27\u7684\u5927\u95e8\u62d3\u5bbd\u2014\u2014\u7ed9\u9884\u586b\u5145\u5f15\u64ce\u589e\u52a0\u5e26\u5bbd\u3002\u4f46\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u8fd9\u65e2\u4e0d\u73b0\u5b9e\uff0c\u6210\u672c\u4e5f\u9ad8\u5f97\u5413\u4eba\u3002<\/p>\n<p>\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u529e\u6cd5\u662f\uff1a\u8ba9\u51fa\u8d27\u7684\u5927\u95e8\u4e5f\u6765\u5e2e\u5fd9\u8fdb\u8d27\u2014\u2014\u4e5f\u5c31\u662f\u8ba9\u95f2\u7f6e\u65f6\u7684\u89e3\u7801\u5f15\u64ce\uff0c\u5206\u62c5\u4e00\u90e8\u5206\u201c\u62c9\u53d6\u6570\u636e\u201d\u7684\u4efb\u52a1\u3002<\/p>\n<p><strong>03<\/strong><\/p>\n<p><strong>DualPath\uff1a\u660e\u4fee\u6808\u9053\uff0c\u6697\u5ea6\u9648\u4ed3<\/strong><\/p>\n<p>\u6765\u81eaDeepSeek\u3001\u6e05\u534e\u548c\u5317\u5927\u7684\u7814\u7a76\u56e2\u961f\u5728\u5bf9\u73b0\u4ee3AI\u6570\u636e\u4e2d\u5fc3\u7684\u7814\u7a76\u4e2d\u5f97\u5230\u4e86\u7075\u611f\u3002<\/p>\n<p>\u7c7b\u4f3c\u82f1\u4f1f\u8fbe\u7684AI\u8d85\u7ea7\u8ba1\u7b97\u673aDGX SuperPOD\uff0c\u5176\u67b6\u6784\u666e\u904d\u5177\u5907\u4e00\u4e2a\u91cd\u8981\u7684\u786c\u4ef6\u7279\u6027\uff1a\u7f51\u7edc\u9694\u79bb\u3002<\/p>\n<p>\u6bcf\u4e2aGPU\u4e00\u822c\u914d\u5907\u4e24\u5957\u7f51\u5361\uff1a<\/p>\n<p>\u4e00\u662f\u8ba1\u7b97\u7f51\u5361\uff08Compute NIC\uff09\uff1a\u4e13\u95e8\u7528\u4e8eGPU\u4e4b\u95f4\u7684\u8de8\u8282\u70b9\u5361\u95f4\u901a\u4fe1\uff0c\u901a\u5e38\u914d\u5907\u591a\u5f20\u603b\u4f20\u8f93\u5e26\u5bbd\u6781\u5927\uff1b<\/p>\n<p>\u4e8c\u662f\u5b58\u50a8\u7f51\u5361\uff08Storage NIC\uff09\uff1a\u7528\u4e8e\u8bfb\u5199\u786c\u76d8\u6216\u5206\u5e03\u5f0f\u5b58\u50a8\u4e0a\u7684\u6570\u636e\uff0c\u901a\u5e38\u53ea\u914d\u59071\u5f20\uff0c\u603b\u5e26\u5bbd\u76f8\u5bf9\u8f83\u5c0f\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u8bd5\u56fe\u5145\u5206\u5229\u7528\u7f51\u7edc\u4f20\u8f93\u6027\u80fd\uff0c\u63d0\u51fa\u4e86\u53cc\u8def\u5f84KV-Cache\u52a0\u8f7d\uff08Dual-path KV-Cache loading\uff09\u7684\u601d\u8def\u3002<\/p>\n<p>\u5148\u524d\u7684\u67b6\u6784\u91c7\u7528\u7684\u8def\u5f84\u662f\uff1a\u8ba9\u9884\u586b\u5145\u5f15\u64ce\u76f4\u63a5\u901a\u8fc7\u81ea\u5df1\u7684\u5b58\u50a8\u7f51\u5361\uff0c\u4ece\u786c\u76d8\u6216\u5206\u5e03\u5f0f\u5b58\u50a8\u4e2d\u62c9\u53d6KV-Cache\u6570\u636e\u3002<\/p>\n<p>\u800cDualPath\u5219\u662f\u8ba9\u95f2\u7f6e\u7684\u89e3\u7801\u5f15\u64ce\u5229\u7528\u5b58\u50a8\u7f51\u5361\u4ece\u786c\u76d8\u6216\u5206\u5e03\u5f0f\u5b58\u50a8\u4e2d\u62c9\u53d6KV-Cache\u6570\u636e\u5230\u5176\u5185\u5b58\uff0c\u518d\u5229\u7528\u6781\u9ad8\u5e26\u5bbd\u7684\u8ba1\u7b97\u7f51\u7edc\u628a\u6570\u636e\u5feb\u901f\u4f20\u8f93\u7ed9\u9884\u586b\u5145\u5f15\u64ce\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/32648BAEDA4D7545069C014358CCBAB329678CAE_size64_w793_h441.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  \/><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/64A83CA6CD0A84AEB4A193BED48B642AFD1BEEB2_size60_w793_h435.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  \/><\/p>\n<p>\u5f53\u7136\uff0cDualPath\u4e0d\u4f1a\u65e0\u8111\u8ba9\u89e3\u7801\u5f15\u64ce\u6765\u5e2e\u5fd9\uff0c\u800c\u662f\u4f1a\u5b9e\u65f6\u76d1\u63a7\u4e24\u4e2a\u5927\u95e8\u7684\u62e5\u5835\u60c5\u51b5\u3002<\/p>\n<p>\u5982\u6b64\u4e00\u6765\uff0c\u8fdb\u8d27\u7684\u5927\u95e8\u88ab\u5835\u4f4f\u65f6\uff0c\u5982\u679c\u6682\u65f6\u6ca1\u6709\u51fa\u8d27\uff0c\u51fa\u8d27\u7684\u5927\u95e8\u4e5f\u5f00\u59cb\u8fdb\u8d27\uff0c\u6240\u6709\u5f15\u64ce\u7684\u5b58\u50a8\u7f51\u5361\u5e26\u5bbd\u90fd\u5f97\u5230\u4e86\u6709\u6548\u5229\u7528\uff0c\u4e0d\u5bf9\u79f0\u5e26\u5bbd\u9971\u548c\u95ee\u9898\u5f97\u4ee5\u89e3\u51b3\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u7ecf\u8fc7\u4e25\u683c\u7684\u5e26\u5bbd\u5206\u6790\u8bc1\u660e\uff0c\u5728\u5e38\u89c1\u7684\u9884\u586b\u5145\u548c\u89e3\u7801\u8282\u70b9\u914d\u6bd4\u4e0b\uff0cDualPath\u5728\u4f7f\u5b58\u50a8\u7f51\u5361\u5e26\u5bbd\u9971\u548c\u7684\u540c\u65f6\uff0c\u8ba1\u7b97\u7f51\u5361\u7684\u5e26\u5bbd\u4e5f\u4e0d\u4f1a\u6210\u4e3a\u65b0\u7684\u74f6\u9888\uff0c\u80fd\u591f\u8986\u76d6\u7edd\u5927\u90e8\u5206\u5b9e\u9645\u90e8\u7f72\u573a\u666f\u3002<\/p>\n<p><strong>04<\/strong><\/p>\n<p><strong>\u6d41\u91cf\u8c03\u5ea6\u4e0e\u4f18\u5148\u7ea7\u535a\u5f08<\/strong><\/p>\n<p>\u867d\u7136\u6570\u636e\u7684\u6d41\u5411\u591a\u7ed5\u4e86\u4e00\u5927\u5708\uff0c\u5b9e\u9645\u63a8\u7406\u6548\u7387\u5374\u80fd\u5927\u5e45\u63d0\u5347\uff0c\u60f3\u6cd5\u770b\u8d77\u6765\u5f88\u7f8e\u597d\u3002<\/p>\n<p>\u4f46\u60f3\u8981\u5728\u4ee5\u5fae\u79d2\u7ea7\u522b\u8fd0\u884c\u7684\u7cfb\u7edf\u4e2d\u843d\u5730\uff0c\u8fd8\u6709\u76f8\u5f53\u91cd\u91cf\u7ea7\u7684\u6311\u6218\u6446\u5728\u773c\u524d\uff1a<\/p>\n<p>\u4e00\u662f\u5927\u91cf\u6570\u636e\u5f15\u5165\u5e26\u6765\u7684\u6df7\u4e71\uff1a<\/p>\n<p>\u8ba9\u89e3\u7801\u5f15\u64ce\u5e2e\u7740\u4e00\u8d77\u62c9\u53d6\u5386\u53f2\u8bb0\u5fc6\u6570\u636e\uff08KV-Cache\uff09\u786e\u5b9e\u662f\u4e2a\u597d\u4e3b\u610f\uff0c\u4f46\u4e5f\u4f1a\u5e26\u6765\u5de8\u5927\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" title=\"View all posts in \u98ce\u9669\" target=\"_blank\" class=\"tag_link\">\u98ce\u9669<\/a>\u3002<\/p>\n<p>GPU\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u9891\u7e41\u5730\u4e0e\u96c6\u7fa4\u4e2d\u7684\u5176\u4ed6GPU\u8fdb\u884c\u201c\u96c6\u4f53\u901a\u4fe1\u201d\uff0c\u5b8c\u6210\u6570\u636e\u7684\u540c\u6b65\u548c\u7ed3\u679c\u7684\u4ea4\u6362\uff0c\u8fd9\u79cd\u901a\u4fe1\u5bf9\u5ef6\u8fdf\u6781\u5176\u654f\u611f\uff0c\u6162\u4e00\u70b9\u90fd\u4e0d\u884c\u3002<\/p>\n<p>\u5982\u679c\u89e3\u7801\u5f15\u64ce\u5f00\u59cb\u4e0b\u8f7d\u51e0\u4e2aGB\u7684KV-Cache\u6570\u636e\uff0c\u706b\u5c71\u55b7\u53d1\u4e00\u822c\u7684\u6570\u636e\u6d41\u5c31\u53ef\u80fd\u6324\u5360\u7f51\u7edc\u5e26\u5bbd\uff0c\u5982\u679cGPU\u4e4b\u95f4\u7684\u96c6\u4f53\u901a\u4fe1\u4e0d\u5e78\u88ab\u963b\u585e\u4e86\uff0c\u63a8\u7406\u8fc7\u7a0b\u8fd8\u662f\u4f1a\u5361\u4f4f\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u79cd\u6df7\u4e71\u7684\u60c5\u51b5\uff0c\u7814\u7a76\u56e2\u961f\u5728\u7f51\u5361\u5c42\u9762\u4e0a\u8bbe\u7f6e\u4e86\u4e00\u4e2a\u9ad8\u901f\u4e0a\u7684\u201c\u4ea4\u8b66\u201d\uff1a<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/7E860BA3C639465F0ED8A5F2E081CE40C871AEFD_size937_w1080_h617.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  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Balance\uff09\u6765\u52a8\u6001\u5206\u914d\u4efb\u52a1\uff0c\u662f\u8fd9\u4f4d\u201c\u4ea4\u8b66\u201d\u5fc5\u987b\u9762\u5bf9\u7684\u6570\u5b66\u96be\u9898\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u81ea\u9002\u5e94\u8bf7\u6c42\u8c03\u5ea6\u5668\uff0c\u8ba9\u7cfb\u7edf\u5728\u8fd0\u884c\u65f6\u6839\u636e\u5b58\u50a8\u7f51\u5361\u7684\u961f\u5217\u957f\u5ea6\u3001GPU\u8ba1\u7b97\u8d1f\u8f7d\u4ee5\u53ca\u8bf7\u6c42\u7279\u5f81\uff0c\u52a8\u6001\u9009\u62e9\u6700\u4f18\u7684\u6570\u636e\u52a0\u8f7d\u8def\u5f84\u3002<\/p>\n<p>\u5728\u5f15\u64ce\u95f4\uff0c\u5b83\u4e0d\u4ec5\u4f1a\u76d1\u63a7\u6bcf\u4e2aGPU\u5f53\u4e0b\u7684\u8ba1\u7b97\u8d1f\u8f7d\uff0c\u4e5f\u5c31\u662f\u5f85\u5904\u7406\u7684token\u6570\u91cf\uff1b\u8fd8\u4f1a\u540c\u65f6\u76d1\u63a7\u5e95\u5c42\u5206\u5e03\u5f0f\u5b58\u50a8\u5728\u6bcf\u4e2a\u8282\u70b9\u4e0a\u7684\u78c1\u76d8\u8bfb\u53d6\u961f\u5217\u957f\u5ea6\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_10\/9296D0FC6073AC20FB770647DF6FEBE1857B76B4_size49_w996_h344.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  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alt=\"DeepSeek-V4\u53d1\u5e03\u524d\u5915\uff0c\u5148\u8fc8\u51fa\u201c\u5173\u952e\u4e00\u6b65\u201d\uff0c\u6253\u901a\u667a\u80fd\u4f53\u63d0\u901f\u4e4b\u8def\"  \/><\/p>\n<p>\u4e3a\u4e86\u9632\u6b62\u62ff\u5230\u77ed\u4efb\u52a1\u7684GPU\u201c\u5e72\u7b49\u7740\u201d\u62ff\u5230\u957f\u4efb\u52a1\u7684GPU\uff0c\u5b83\u9700\u8981\u4f7f\u7528\u57fa\u4e8e\u8ba1\u7b97\u914d\u989d\u7684\u6279\u5904\u7406\u9009\u62e9\u7b97\u6cd5\uff0c\u628a\u957f\u4efb\u52a1\u5206\u5272\u4e3a\u77ed\u4efb\u52a1\uff0c\u8fd9\u6837\u591a\u5f20GPU\u8ba1\u7b97\u6ce8\u610f\u529b\u673a\u5236\u7684\u65f6\u95f4\u5c31\u80fd\u57fa\u672c\u5bf9\u9f50\uff0c\u5c3d\u5feb\u8fdb\u5165\u5230\u4e0b\u4e00\u4e2a\u73af\u8282\u3002<\/p>\n<p>\u5230\u8fd9\u91cc\u4e3a\u6b62\uff0cDualPath\u9762\u5bf9\u7684\u95ee\u9898\u5c31\u90fd\u89e3\u51b3\u4e86\u3002<\/p>\n<p><strong>05<\/strong><\/p>\n<p><strong>\u5b9e\u6d4b\uff1a\u541e\u5410\u91cf\u7ffb\u500d\uff01<\/strong><\/p>\n<p>\u73b0\u5728\u5230\u4e86\u68c0\u9a8c\u6280\u672f\u6210\u679c\u7684\u65f6\u5019\u3002<\/p>\n<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5728\u57fa\u4e8eInfiniBand\u9ad8\u901f\u4e92\u8054\u7684\u82f1\u4f1f\u8fbeHopper GPU\u96c6\u7fa4\u4e0a\uff0c\u4f7f\u7528\u4e86DeepSeek-V3.2\u7684660B\u53c2\u6570\u7248\u672c\u300127B\u53c2\u6570\u7b80\u5316\u7248\u672c\u548cQwen2.5-32B\u4e09\u79cd\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5e76\u6839\u636e\u771f\u5b9e\u7684\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8f68\u8ff9\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n<p>\u5728\u79bb\u7ebf\u6279\u5904\u7406\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5bf9\u4e8eDeepSeek-V3.2 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