{"id":8895,"date":"2026-10-13T21:00:23","date_gmt":"2026-10-13T13:00:23","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/10\/13\/%e5%ad%97%e8%8a%82%e6%89%be%e5%88%b0%e4%ba%86deepseek%e6%97%b6%e5%bc%ba%e6%97%b6%e5%bc%b1%e7%9a%84%e5%8e%9f%e5%9b%a0\/"},"modified":"2026-10-13T21:00:23","modified_gmt":"2026-10-13T13:00:23","slug":"%e5%ad%97%e8%8a%82%e6%89%be%e5%88%b0%e4%ba%86deepseek%e6%97%b6%e5%bc%ba%e6%97%b6%e5%bc%b1%e7%9a%84%e5%8e%9f%e5%9b%a0","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/10\/13\/%e5%ad%97%e8%8a%82%e6%89%be%e5%88%b0%e4%ba%86deepseek%e6%97%b6%e5%bc%ba%e6%97%b6%e5%bc%b1%e7%9a%84%e5%8e%9f%e5%9b%a0\/","title":{"rendered":"\u5b57\u8282\u627e\u5230\u4e86DeepSeek\u65f6\u5f3a\u65f6\u5f31\u7684\u539f\u56e0"},"content":{"rendered":"<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/f572e17eb0c11c5b19321caaf9b287f8.jpeg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/f572e17eb0c11c5b19321caaf9b287f8.jpeg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5b57\u8282\u627e\u5230\u4e86DeepSeek\u65f6\u5f3a\u65f6\u5f31\u7684\u539f\u56e0\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/9f4bc3ce6ebb9e5be26dcf258b5672e8.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/9f4bc3ce6ebb9e5be26dcf258b5672e8.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5b57\u8282\u627e\u5230\u4e86DeepSeek\u65f6\u5f3a\u65f6\u5f31\u7684\u539f\u56e0\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/e66fbf4a72ea31ec16748f91fef2c98b.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/e66fbf4a72ea31ec16748f91fef2c98b.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5b57\u8282\u627e\u5230\u4e86DeepSeek\u65f6\u5f3a\u65f6\u5f31\u7684\u539f\u56e0\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/d73a6d10825f33275d2ae24c6ea4e37b.jpeg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/10\/d73a6d10825f33275d2ae24c6ea4e37b.jpeg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5b57\u8282\u627e\u5230\u4e86DeepSeek\u65f6\u5f3a\u65f6\u5f31\u7684\u539f\u56e0\"\/><\/div><\/figure>\n<p>\u95fb\u4e50 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>DeepSeek\u7684\u795e\u9b3c\u4e8c\u8c61\u6027\u88ab\u5b57\u8282Seed\u56e2\u961f\u902e\u5230\u4e86\u3002<\/p>\n<p>\u540c\u4e00\u9053\u9898\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6539\uff0c\u53ea\u5728\u524d\u9762\u591a\u585e\u51e0\u4e2a\u65e0\u5173\u7d27\u8981\u7684\u5b57\u7b26\uff0c\u6a21\u578b\u7a81\u7136\u5c31\u4e0d\u4f1a\u4e86\uff1f\uff1f\uff1f<\/p>\n<p>\u800c\u4e14\u8fd8\u4e0d\u662f\u5076\u5c14\u62bd\u98ce\u3002<\/p>\n<p>Seed\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0cDeepSeek-V4\u7684\u8868\u73b0\u7adf\u7136\u4f1a\u968f\u7740\u4fe1\u606f\u7684\u8f93\u5165\u4f4d\u7f6e\uff0c\u6bcf\u96944\u4e2aToken\u5468\u671f\u6027\u53d8\u5316\u3002<\/p>\n<p>\u5565\u610f\u601d\uff1f\u6a21\u578b\u8bb0\u4e0d\u8bb0\u5f97\u4f4f\u4e00\u4ef6\u4e8b\uff0c\u5c45\u7136\u8fd8\u8981\u770b\u8fd9\u4ef6\u4e8b\u5728\u8f93\u5165\u91cc\u7ad9\u54ea\u513f\uff1f\uff1f<\/p>\n<p>\u524d\u9762\u591a\u4e24\u4e2aToken\uff0c\u7b54\u6848\u53ef\u80fd\u4ece\u9519\u53d8\u5bf9\uff0c\u518d\u591a\u4e24\u4e2a\uff0c\u53c8\u7ed9\u4f60\u6539\u56de\u53bb\u3002<\/p>\n<p>\u597d\u597d\u597d\uff0c\u6a21\u578b\u7b54\u9898\u4e5f\u5f00\u59cb\u8bb2\u7a76\u7ad9\u4f4d\u4e86\u3002<\/p>\n<p>\u5728128K\u957f\u4e0a\u4e0b\u6587\u68c0\u7d22\u6d4b\u8bd5\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u540c\u4e00\u6761\u4fe1\u606f\u53ea\u662f\u6362\u4e86\u4e2a\u4f4d\u7f6e\uff0cDeepSeek-V4\u7cfb\u5217\u6a21\u578b\u7684\u68c0\u7d22\u51c6\u786e\u7387\u6700\u9ad8\u5c31\u80fd\u62c9\u5f0040.2\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u56e2\u961f\u8fdb\u4e00\u6b65\u53d1\u73b0\uff0c\u8fd9\u4e2a\u95ee\u9898\u4e0eDeepSeek-V4\u91c7\u7528\u7684\u4e00\u9879\u957f\u4e0a\u4e0b\u6587\u4f18\u5316\u6280\u672f\u6709\u5173\u2014\u2014<\/p>\n<p>\u5206\u5757KV Cache\u538b\u7f29\u3002<\/p>\n<p>\u8fd9\u9879\u6280\u672f\u672c\u6765\u662f\u4e3a\u4e86\u8ba9\u6a21\u578b\u5904\u7406\u957f\u6587\u672c\u66f4\u7701\u5185\u5b58\u3001\u66f4\u9ad8\u6548\u3002<\/p>\n<p>\u7ed3\u679c\u538b\u7f29\u4e4b\u540e\uff0c\u5012\u8ba9\u6a21\u578b\u65f6\u795e\u65f6\u9b3c\u4e86\uff08doge\uff09\u3002<\/p>\n<p>\u5b57\u8282Seed\u7814\u7a76\u4eba\u5458\u6700\u5f00\u59cb\u662f\u62ffDeepSeek\u81ea\u5df1\u7684\u4ee3\u7801\u505a\u4e86\u4e2a\u5b9e\u9a8c\u3002<\/p>\n<p>\u6d4b\u8bd5\u5bf9\u8c61\u662fDeepSeek-V4-Flash-Base\u3002<\/p>\n<p>\u4ed6\u4eec\u4eceDeepSeek-V4\u7684\u5b98\u65b9\u63a8\u7406\u4ee3\u7801\u4e2d\u622a\u53d6\u4e86\u4e00\u6bb5FP8\u91cf\u5316\u51fd\u6570\uff0c\u8ba9\u6a21\u578b\u8865\u5168\u6700\u540e\u4e00\u4e2aToken\u3002<\/p>\n<p>\u4efb\u52a1\u7684\u6b63\u786e\u7b54\u6848\u5e94\u8be5\u662f8\uff0c\u56e0\u4e3a\u8fd9\u6bb5\u4ee3\u7801\u9700\u8981\u5b8c\u6210FP8\u76f8\u5173\u7684\u7c7b\u578b\u8f6c\u6362\u3002<\/p>\n<p>\u4f46\u6a21\u578b\u6709\u65f6\u504f\u504f\u89c9\u5f97\u5e94\u8be5\u8865\u621032\u3002<\/p>\n<p>\u4e3a\u4e86\u641e\u6e05\u5230\u5e95\u548b\u56de\u4e8b\uff0c\u7814\u7a76\u4eba\u5458\u5728\u4ee3\u7801\u524d\u9762\u52a0\u4e86\u4e00\u6bb5\u7eaf\u88c5\u9970\u6027\u7684\u6587\u6863\u5b57\u7b26\u4e32\uff0c\u91cc\u9762\u653e\u7740\u4e00\u4e9b\u91cd\u590d\u7684\u7b49\u53f7\u3002<\/p>\n<p>\u7136\u540e\uff0c\u4ed6\u4eec\u5f00\u59cb\u8c03\u6574\u7b49\u53f7\u7684\u6570\u91cf\u3002<\/p>\n<p>\u4ee3\u7801\u672c\u8eab\u6ca1\u6539\u3001\u8981\u8865\u5168\u7684\u4f4d\u7f6e\u6ca1\u6539\u3001\u6b63\u786e\u7b54\u6848\u5f53\u7136\u4e5f\u6ca1\u6539\u2026\u2026\u552f\u4e00\u7684\u53d8\u5316\uff0c\u5c31\u662f\u524d\u9762\u591a\u4e86\u8fd9\u51e0\u4e2a\u6ca1\u4ec0\u4e48\u5b9e\u9645\u610f\u4e49\u7684Token\u3002<\/p>\n<p>\u7ed3\u679c\uff0cDeepSeek\u7684\u7b54\u6848\u5f00\u59cb\u53cd\u590d\u6a2a\u8df3\u3002<\/p>\n<p>\u5f53\u586b\u5145\u957f\u5ea6\u843d\u5728\u67d0\u4e9b\u4f4d\u7f6e\u65f6\uff0c\u6a21\u578b\u66f4\u503e\u5411\u4e8e\u56de\u7b54\u9519\u8bef\u768432\u3002<\/p>\n<p>\u5f80\u524d\u632a\u4e00\u4e24\u4e2aToken\uff0c\u53c8\u5f00\u59cb\u503e\u5411\u4e8e\u6b63\u786e\u76848\u3002<\/p>\n<p>\u518d\u7ee7\u7eed\u632a\uff0c\u9519\u8bef\u7b54\u6848\u53c8\u56de\u6765\u4e86\u2014\u2014<\/p>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u4ee54\u4e2aToken\u4e3a\u5468\u671f\u91cd\u590d\u3002<\/p>\n<p>\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u5728\u8bba\u6587\u6d4b\u8bd5\u768416\u79cd\u586b\u5145\u957f\u5ea6\u4e2d\uff0c\u5f53\u957f\u5ea6\u6a214\u7684\u4f59\u6570\u4e3a0\u62161\u65f6\uff0c\u6a21\u578b\u503e\u5411\u4e8e\u9519\u8bef\u7b54\u684832\uff1b\u4f59\u6570\u4e3a2\u62163\u65f6\uff0c\u5219\u503e\u5411\u4e8e\u6b63\u786e\u7b54\u68488\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u8fd8\u7edf\u8ba1\u4e86\u6a21\u578b\u7ed9\u4e24\u4e2a\u5019\u9009\u7b54\u6848\u5206\u914d\u7684\u6982\u7387\u3002<\/p>\n<p>\u5728\u4e00\u7ec4\u4f4d\u7f6e\u4e0a\uff0c\u9519\u8bef\u7b54\u684832\u7684\u5e73\u5747\u6982\u7387\u8fbe\u523071.3%\uff0c\u6b63\u786e\u7b54\u68488\u53ea\u670926.4%\u3002<\/p>\n<p>\u6362\u5230\u53e6\u4e00\u7ec4\u4f4d\u7f6e\uff0c\u60c5\u51b5\u76f4\u63a5\u53cd\u8fc7\u6765\uff1a<\/p>\n<p>\u6b63\u786e\u7b54\u68488\u7684\u5e73\u5747\u6982\u7387\u5347\u523091.5%\uff0c\u9519\u8bef\u7b54\u684832\u53ea\u52697.2%\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u524d\u9762\u51e0\u4e2a\u65e0\u5173\u5b57\u7b26\u7684\u957f\u5ea6\u53d8\u5316\uff0c\u8db3\u4ee5\u8ba9\u6a21\u578b\u5bf9\u540c\u4e00\u9053\u9898\u4ea7\u751f\u622a\u7136\u4e0d\u540c\u7684\u5224\u65ad\u3002<\/p>\n<p>\u8fd9\u5c31\u6709\u70b9\u96be\u8bc4\u4e86\u3002<\/p>\n<p>\u7a0b\u5e8f\u5458\u8c03\u8bd5\u4ee3\u7801\uff0c\u901a\u5e38\u5148\u68c0\u67e5\u903b\u8f91\u3001\u53d8\u91cf\u548c\u4f9d\u8d56\u3002<\/p>\n<p>\u73b0\u5728\u770b\u6765\uff0c\u53ef\u80fd\u8fd8\u5f97\u987a\u624b\u68c0\u67e5\u4e00\u4e0b\uff0c\u524d\u9762\u662f\u4e0d\u662f\u591a\u6253\u4e86\u4e24\u4e2a\u7b49\u53f7\u3002<\/p>\n<p>\u4e0d\u8fc7\u5355\u4e2a\u4ee3\u7801\u8865\u5168\u6848\u4f8b\uff0c\u8fd8\u4e0d\u8db3\u4ee5\u8bf4\u660e\u95ee\u9898\u6709\u591a\u666e\u904d\u3002<\/p>\n<p>\u4e8e\u662fSeed\u56e2\u961f\u7ee7\u7eed\u6269\u5927\u6d4b\u8bd5\u3002<\/p>\n<p>\u4ed6\u4eec\u628a\u76ee\u5149\u8f6c\u5411\u5927\u6a21\u578b\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u91cc\u5f88\u7ecf\u5178\u7684\u4e00\u9879\u4efb\u52a1\uff0c\u5927\u6d77\u635e\u9488\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u6784\u9020\u4e86\u4e00\u6bb5\u957f\u8fbe128K Token\u7684\u4e0a\u4e0b\u6587\uff0c\u91cc\u9762\u5305\u542b\u7ea61.6\u4e07\u4e2a\u952e\u503c\u5bf9\u3002<\/p>\n<p>\u6bd4\u5982K1\u5bf9\u5e94V1\uff0cK2\u5bf9\u5e94V2\u2026\u2026<\/p>\n<p>\u7136\u540e\u8ba9\u6a21\u578b\u4ece\u4e2d\u627e\u51fa\u6307\u5b9aKey\u5bf9\u5e94\u7684Value\u3002<\/p>\n<p>\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\uff0c\u952e\u503c\u5173\u7cfb\u4e0d\u53d8\uff0c\u95ee\u9898\u4e0d\u53d8\uff0c\u4e0a\u4e0b\u6587\u603b\u957f\u5ea6\u4e5f\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u91cd\u70b9\u8c03\u6574\u76ee\u6807\u4fe1\u606f\u76f8\u5bf9\u4e8e\u538b\u7f29\u7a97\u53e3\u8fb9\u754c\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0cDeepSeek-V4\u7cfb\u5217\u7684\u51c6\u786e\u7387\u66f2\u7ebf\uff0c\u7adf\u7136\u5448\u73b0\u51fa\u975e\u5e38\u660e\u663e\u7684\u5468\u671f\u6027\u8d77\u4f0f\u3002<\/p>\n<p>\u5176\u4e2dDeepSeek-V4-Flash-Base\u5728\u4e0d\u540c\u4f4d\u7f6e\u4e4b\u95f4\u7684\u6700\u5927\u51c6\u786e\u7387\u5dee\u8ddd\u8fbe\u523040.2\u4e2a\u767e\u5206\u70b9<\/p>\n<p>DeepSeek-V4-Pro-Base\u4e5f\u8fbe\u523034.8\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u7ecf\u8fc7\u540e\u8bad\u7ec3\u4e4b\u540e\uff0c\u60c5\u51b5\u6709\u6240\u6539\u5584\u3002<\/p>\n<p>DeepSeek-V4-Flash-0731\u7684\u5dee\u8ddd\u7f29\u5c0f\u523019.1\u4e2a\u767e\u5206\u70b9\uff0cDeepSeek-V4-Pro-0813\u7f29\u5c0f\u523014.8\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u800c\u66f4\u65b0\u7684DeepSeek-V4.1-Flash-0910\uff0c\u5dee\u8ddd\u8fdb\u4e00\u6b65\u964d\u81f36.1\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u4f46\u5468\u671f\u6027\u5dee\u5f02\u4f9d\u7136\u5b58\u5728\u3002<\/p>\n<p>\u8fd9\u79cd\u5dee\u5f02\u6027\u662f\u600e\u4e48\u6765\u7684\u5462\uff1f<\/p>\n<p>\u518d\u5f80\u7ec6\u770b\uff0cDeepSeek-V4\u7684\u6ce2\u52a8\u5468\u671f\u662f4\u4e2aToken\uff0cDeepSeek-V4.1\u5219\u53d8\u6210\u4e862\u4e2aToken\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u8fd9\u6070\u597d\u5bf9\u5e94\u4e24\u4ee3\u6a21\u578b\u5404\u81ea\u91c7\u7528\u7684KV Cache\u538b\u7f29\u6b65\u957f\u3002<\/p>\n<p>\u597d\u561b\uff0c\u8fde\u7b54\u9898\u8868\u73b0\u7684\u8d77\u4f0f\u5468\u671f\uff0c\u90fd\u548c\u5e95\u5c42\u538b\u7f29\u914d\u7f6e\u5bf9\u4e0a\u4e86\u3002<\/p>\n<p>\u90a3\u54b1\u5c31\u6765\u8bf4\u8bf4KV Cache\u538b\u7f29\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u65f6\uff0c\u9700\u8981\u4fdd\u5b58\u5927\u91cf\u5386\u53f2Token\u5bf9\u5e94\u7684Key\u548cValue\u4fe1\u606f\uff0c\u4f9b\u540e\u7eed\u6ce8\u610f\u529b\u8ba1\u7b97\u4f7f\u7528\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u8fd9\u90e8\u5206\u7f13\u5b58\u5360\u7528\u7684\u5185\u5b58\u548c\u8ba1\u7b97\u5f00\u9500\u5c31\u8d8a\u5927\u3002<\/p>\n<p>\u5c24\u5176\u662f\u52a8\u8f84\u51e0\u5341\u4e07\u3001\u4e0a\u767e\u4e07Token\u7684\u957f\u4efb\u52a1\uff0cKV Cache\u5f88\u5bb9\u6613\u6210\u4e3a\u63a8\u7406\u6548\u7387\u7684\u74f6\u9888\u3002<\/p>\n<p>\u6240\u4ee5DeepSeek-V4\u91c7\u7528\u4e86\u5206\u5757KV Cache\u538b\u7f29\u3002<\/p>\n<p>\u601d\u8def\u662f\u628a\u8fde\u7eed\u7684Token\u5206\u6210\u4e00\u4e2a\u4e2a\u7a97\u53e3\uff0c\u518d\u5c06\u7a97\u53e3\u5185\u7684\u4fe1\u606f\u538b\u7f29\u6210\u66f4\u5c11\u7684\u7f13\u5b58\u6761\u76ee\u3002<\/p>\n<p>\u8fd9\u6837\u6a21\u578b\u5c31\u4e0d\u7528\u4e3a\u6bcf\u4e2a\u5386\u53f2Token\u4fdd\u7559\u540c\u6837\u89c4\u6a21\u7684\u7f13\u5b58\u3002<\/p>\n<p>\u65e2\u8282\u7701\u5185\u5b58\uff0c\u4e5f\u80fd\u964d\u4f4e\u957f\u4e0a\u4e0b\u6587\u6ce8\u610f\u529b\u8ba1\u7b97\u7684\u6210\u672c\u3002<\/p>\n<p>\u4f46Seed\u56e2\u961f\u53d1\u73b0\uff0cDeepSeek\u51fa\u73b0\u795e\u9b3c\u4e8c\u8c61\u6027\u7684\u539f\u56e0\u53ef\u80fd\u5c31\u85cf\u5728\u8fd9\u4e2a\u5206\u5757\u8fc7\u7a0b\u91cc\u3002<\/p>\n<p>\u5047\u8bbe\u6bcf4\u4e2aToken\u6784\u6210\u4e00\u4e2a\u538b\u7f29\u6b65\u957f\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u540c\u4e00\u6761\u4fe1\u606f\u51fa\u73b0\u5728\u7a97\u53e3\u91cc\u7684\u7b2c1\u3001\u7b2c2\u3001\u7b2c3\u6216\u7b2c4\u4e2a\u4f4d\u7f6e\uff0c\u538b\u7f29\u65f6\u6240\u5904\u7684\u6761\u4ef6\u5c31\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n<p>\u8bba\u6587\u628a\u8fd9\u79cd\u76f8\u5bf9\u4e8e\u538b\u7f29\u7a97\u53e3\u8fb9\u754c\u7684\u4f4d\u7f6e\uff0c\u79f0\u4e3aPhase\uff08\u76f8\u4f4d\uff09\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u6a21\u578b\u5bf9\u4e0d\u540c\u76f8\u4f4d\u7684\u4fe1\u606f\uff0c\u68c0\u7d22\u80fd\u529b\u5b58\u5728\u7cfb\u7edf\u6027\u5dee\u5f02\u3002<\/p>\n<p>\u4ed6\u4eec\u628a\u8fd9\u79cd\u73b0\u8c61\u547d\u540d\u4e3aPhase Sensitivity\uff0c\u76f8\u4f4d\u654f\u611f\u6027\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0c\u540c\u6837\u4e00\u4efd\u8d44\u6599\u4ea4\u7ed9\u6a21\u578b\uff1a<\/p>\n<p>\u7b2c\u4e00\u79cd\u6392\u7248\uff0c\u5173\u952e\u6570\u5b57\u6070\u597d\u843d\u5728\u6a21\u578b\u5bb9\u6613\u4fdd\u7559\u7684\u4f4d\u7f6e\uff1b<\/p>\n<p>\u7b2c\u4e8c\u79cd\u6392\u7248\uff0c\u53ea\u662f\u5728\u524d\u9762\u591a\u52a0\u51e0\u4e2a\u5b57\uff0c\u5173\u952e\u6570\u5b57\u76f8\u5bf9\u4e8e\u538b\u7f29\u7a97\u53e3\u7684\u4f4d\u7f6e\u53d8\u4e86\u3002<\/p>\n<p>\u8d44\u6599\u8fd8\u662f\u90a3\u4efd\u8d44\u6599\uff0c\u4f46\u6a21\u578b\u4e4b\u540e\u80fd\u4e0d\u80fd\u628a\u6570\u5b57\u627e\u51fa\u6765\uff0c\u53ef\u80fd\u5c31\u6709\u660e\u663e\u5dee\u522b\u3002<\/p>\n<p>\u800c\u4e14\uff0c\u8fd9\u79cd\u95ee\u9898\u8fd8\u4e0d\u80fd\u7b80\u5355\u5f52\u7ed3\u4e3a\u201c\u4fe1\u606f\u521a\u597d\u88ab\u5207\u5728\u4e24\u4e2a\u7a97\u53e3\u4e4b\u95f4\u201d\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5373\u4f7fKey\u548cValue\u90fd\u843d\u5728\u540c\u4e00\u4e2a\u538b\u7f29\u7a97\u53e3\u91cc\uff0c\u4e0d\u540c\u4f4d\u7f6e\u7684\u68c0\u7d22\u51c6\u786e\u7387\u4e5f\u80fd\u76f8\u5dee\u5f88\u5927\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u95ee\u9898\u8fd8\u6d89\u53ca\u6a21\u578b\u7a76\u7adf\u5982\u4f55\u628a\u4fe1\u606f\u5199\u5165\u538b\u7f29\u7f13\u5b58\uff0c\u4ee5\u53ca\u4e4b\u540e\u5982\u4f55\u4ece\u7f13\u5b58\u4e2d\u8bfb\u53d6\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u786e\u8ba4\uff0cSeed\u56e2\u961f\u5e72\u8106\u81ea\u5df1\u4ece\u5934\u8bad\u7ec3\u4e86\u4e00\u6279\u6a21\u578b\u3002<\/p>\n<p>\u4ed6\u4eec\u4ee5Qwen3-0.6B\u67b6\u6784\u4e3a\u57fa\u7840\uff0c\u6784\u9020\u4e86\u591a\u79cdKV Cache\u538b\u7f29\u65b9\u6848\uff0c\u5e76\u8bbe\u7f6e\u6ca1\u6709\u5206\u5757\u538b\u7f29\u7684\u5168\u6ce8\u610f\u529b\u6a21\u578b\u4f5c\u4e3a\u5bf9\u7167\u3002<\/p>\n<p>\u91cd\u70b9\u53ea\u6539\u53d8\u538b\u7f29\u673a\u5236\uff0c\u770b\u770b\u5468\u671f\u6027\u6ce2\u52a8\u4f1a\u4e0d\u4f1a\u8ddf\u7740\u51fa\u73b0\u3002<\/p>\n<p>\u7ed3\u679c\uff0c\u6240\u6709\u63a5\u53d7\u6d4b\u8bd5\u7684\u5206\u5757\u538b\u7f29\u6a21\u578b\uff0c\u90fd\u51fa\u73b0\u4e86\u4e0e\u538b\u7f29\u6b65\u957f\u5bf9\u5e94\u7684\u5468\u671f\u6027\u53d8\u5316\u3002<\/p>\n<p>\u53cd\u8fc7\u6765\uff0c\u5168\u6ce8\u610f\u529b\u57fa\u7ebf\u6a21\u578b\u6ca1\u6709\u51fa\u73b0\u540c\u7b49\u7a0b\u5ea6\u7684\u5468\u671f\u6027\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u8fd8\u5206\u522b\u8c03\u6574\u4e86\u7a97\u53e3\u5927\u5c0f\u548c\u538b\u7f29\u6b65\u957f\uff0c\u53d1\u73b0\u5468\u671f\u4e3b\u8981\u8ddf\u7740\u538b\u7f29\u6b65\u957f\u53d8\u5316\u3002<\/p>\n<p>\u6b65\u957f\u4e3a4\uff0c\u8868\u73b0\u5c31\u4ee5\u7ea64\u4e2aToken\u4e3a\u5468\u671f\u8d77\u4f0f\uff1b<\/p>\n<p>\u6b65\u957f\u4e3a6\uff0c\u5468\u671f\u4e5f\u8ddf\u7740\u53d8\u6210\u7ea66\u4e2aToken\uff1b<\/p>\n<p>\u6b65\u957f\u4e3a8\uff0c\u540c\u6837\u5982\u6b64\uff1b<\/p>\n<p>\u2026\u2026<\/p>\n<p>\u751a\u81f3\u4e0d\u4f7f\u7528RoPE\u4f4d\u7f6e\u7f16\u7801\uff0c\u6216\u8005\u628a\u53ef\u5b66\u4e60\u7684\u538b\u7f29\u6743\u91cd\u6362\u6210\u7b80\u5355\u5e73\u5747\uff0c\u8fd9\u79cd\u73b0\u8c61\u4f9d\u7136\u5b58\u5728\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u95ee\u9898\u5e76\u4e0d\u662f\u67d0\u4e2a\u4f4d\u7f6e\u7f16\u7801\u6216\u8005\u67d0\u4e2a\u7279\u6b8a\u6a21\u5757\u5355\u72ec\u9020\u6210\u7684\u3002<\/p>\n<p>\u5206\u5757\u538b\u7f29\u8fd9\u79cd\u8bbe\u8ba1\u672c\u8eab\uff0c\u5c31\u53ef\u80fd\u5f15\u5165\u5468\u671f\u6027\u7684\u68c0\u7d22\u5f31\u70b9\u3002<\/p>\n<p>Seed\u56e2\u961f\u8fdb\u4e00\u6b65\u5bf9\u6ce8\u610f\u529b\u5934\u8fdb\u884c\u5e72\u9884\uff0c\u89c2\u5bdf\u79fb\u9664\u4e0d\u540c\u7ec4\u4ef6\u4e4b\u540e\uff0c\u6a21\u578b\u5728\u5404\u4e2a\u76f8\u4f4d\u4e0a\u7684\u68c0\u7d22\u80fd\u529b\u5982\u4f55\u53d8\u5316\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u4e0d\u540c\u6ce8\u610f\u529b\u5934\u5bf9\u4e0d\u540c\u76f8\u4f4d\u7684\u8d21\u732e\u5e76\u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u6709\u4e9b\u5934\u66f4\u64c5\u957f\u5904\u7406\u67d0\u4e9b\u4f4d\u7f6e\u7684\u4fe1\u606f\uff0c\u53e6\u4e00\u4e9b\u5934\u5219\u5728\u5176\u4ed6\u4f4d\u7f6e\u4e0a\u53d1\u6325\u66f4\u5927\u4f5c\u7528\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5c06\u5176\u79f0\u4e3aPhase Specialization\uff0c\u76f8\u4f4d\u4e13\u95e8\u5316\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u5185\u90e8\u4f3c\u4e4e\u5f62\u6210\u4e86\u4e00\u79cd\u5206\u5de5\uff1a\u4e0d\u540c\u6ce8\u610f\u529b\u7ec4\u4ef6\uff0c\u5bf9\u538b\u7f29\u7a97\u53e3\u91cc\u7684\u4e0d\u540c\u4f4d\u7f6e\u4ea7\u751f\u4e86\u504f\u597d\u3002<\/p>\n<p>\u8fd9\u79cd\u5206\u5de5\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5b8c\u6210\u4fe1\u606f\u68c0\u7d22\uff0c\u5374\u4e5f\u53ef\u80fd\u8ba9\u67d0\u4e9b\u4f4d\u7f6e\u6210\u4e3a\u76f8\u5bf9\u8584\u5f31\u7684\u73af\u8282\u3002<\/p>\n<p>\u8bba\u6587\u8fd8\u901a\u8fc7\u7b80\u5316\u7684\u7406\u8bba\u6a21\u578b\u5206\u6790\u4e86\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u53d1\u73b0\u68af\u5ea6\u6d41\u53ef\u80fd\u63a8\u52a8\u538b\u7f29\u6a21\u5757\u5f62\u6210\u7a33\u5b9a\u7684\u4f4d\u7f6e\u504f\u597d\u3002<\/p>\n<p>\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u8fd9\u79cd\u5468\u671f\u6027\u5e76\u975e\u7b80\u5355\u7684\u968f\u673a\u566a\u58f0\u3002\u5b83\u53ef\u80fd\u662f\u6a21\u578b\u5728\u5b66\u4e60\u5982\u4f55\u538b\u7f29\u4fe1\u606f\u65f6\uff0c\u81ea\u7136\u800c\u7136\u5f62\u6210\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u4f46\u8fd9\u7c7b\u95ee\u9898\u672a\u5fc5\u80fd\u4ece\u666e\u901aBenchmark\u91cc\u76f4\u63a5\u770b\u51fa\u6765\uff0c\u56e0\u4e3a\u5e38\u89c4\u8bc4\u6d4b\u901a\u5e38\u4f1a\u628a\u5927\u91cf\u6d4b\u8bd5\u7ed3\u679c\u6c47\u603b\u6210\u4e00\u4e2a\u5e73\u5747\u5206\u3002<\/p>\n<p>\u5047\u8bbe\u6a21\u578b\u5728\u67d0\u4e9b\u4f4d\u7f6e\u8868\u73b0\u5f88\u597d\uff0c\u5728\u53e6\u4e00\u4e9b\u4f4d\u7f6e\u660e\u663e\u6389\u961f\uff0c\u6700\u540e\u7b97\u51fa\u6765\u7684\u5e73\u5747\u6210\u7ee9\u53ef\u80fd\u4f9d\u7136\u4e0d\u9519\u3002<\/p>\n<p>\u6240\u4ee5Seed\u56e2\u961f\u63d0\u51fa\uff0c\u8bc4\u4f30\u91c7\u7528\u5206\u5757KV Cache\u538b\u7f29\u7684\u6a21\u578b\u65f6\uff0c\u4e0d\u80fd\u53ea\u770b\u6574\u4f53\u68c0\u7d22\u51c6\u786e\u7387\uff0c\u8fd8\u5f97\u628a\u540c\u4e00\u6761\u4fe1\u606f\u653e\u5230\u4e0d\u540c\u538b\u7f29\u76f8\u4f4d\u4e0a\uff0c\u5206\u522b\u6d4b\u4e00\u904d\u3002<\/p>\n<p>\u53ef\u5373\u4fbf\u5b58\u5728\u8fd9\u79cd\u4f4d\u7f6e\u5e26\u6765\u7684\u6027\u80fd\u504f\u5dee\uff0c\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u5185\u5b58\u548c\u8ba1\u7b97\u6210\u672c\u6446\u5728\u90a3\u91cc\uff0c\u538b\u7f29\u4ecd\u7136\u6709\u5f88\u73b0\u5b9e\u7684\u4ef7\u503c\u3002<\/p>\n<p>\u4f46\u8282\u7701\u7f13\u5b58\u4e4b\u540e\uff0c\u6a21\u578b\u5bf9\u4e0d\u540c\u4f4d\u7f6e\u7684\u4fe1\u606f\uff0c\u53ef\u80fd\u4e0d\u518d\u4e00\u89c6\u540c\u4ec1\u3002<\/p>\n<p>\u5f53\u7136\u4e86\uff0c\u4ece\u8fd9\u6b21\u7684\u5b9e\u9a8c\u7ed3\u679c\u770b\uff0c\u540e\u8bad\u7ec3\u548c\u67b6\u6784\u8fed\u4ee3\u786e\u5b9e\u80fd\u660e\u663e\u7f29\u5c0f\u8fd9\u79cd\u5dee\u8ddd\u3002<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2609.36322<\/p>\n<blockquote>\n<p><strong>\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n<p>\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<p>\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<p>\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u95fb\u4e50 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>DeepSeek\u7684\u795e\u9b3c\u4e8c\u8c61\u6027\u88ab\u5b57\u8282Seed\u56e2\u961f\u902e\u5230\u4e86\u3002<\/p>\n<p>\u540c\u4e00\u9053\u9898\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6539\uff0c\u53ea\u5728\u524d\u9762\u591a\u585e\u51e0\u4e2a\u65e0\u5173\u7d27\u8981\u7684\u5b57\u7b26\uff0c\u6a21\u578b\u7a81\u7136\u5c31\u4e0d\u4f1a\u4e86\uff1f\uff1f\uff1f<\/p>\n<p>\u800c\u4e14\u8fd8\u4e0d\u662f\u5076\u5c14\u62bd\u98ce\u3002<\/p>\n<p>Seed\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0cDeepSeek-V4\u7684\u8868\u73b0\u7adf\u7136\u4f1a\u968f\u7740\u4fe1\u606f\u7684\u8f93\u5165\u4f4d\u7f6e\uff0c\u6bcf\u96944\u4e2aToken\u5468\u671f\u6027\u53d8\u5316\u3002<\/p>\n<p>\u5565\u610f\u601d\uff1f\u6a21\u578b\u8bb0\u4e0d\u8bb0\u5f97\u4f4f\u4e00\u4ef6\u4e8b\uff0c\u5c45\u7136\u8fd8\u8981\u770b\u8fd9\u4ef6\u4e8b\u5728\u8f93\u5165\u91cc\u7ad9\u54ea\u513f\uff1f\uff1f<\/p>\n<p>\u524d\u9762\u591a\u4e24\u4e2aToken\uff0c\u7b54\u6848\u53ef\u80fd\u4ece\u9519\u53d8\u5bf9<\/p>\n","protected":false},"author":1,"featured_media":8891,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[246,192],"class_list":["post-8895","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-deepseek","tag-seed"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/8895","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=8895"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/8895\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/8891"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=8895"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=8895"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=8895"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}