{"id":3919,"date":"2026-04-27T07:50:00","date_gmt":"2026-04-26T23:50:00","guid":{"rendered":"https:\/\/laoyulaoyu.com\/?p=3919"},"modified":"2026-04-18T12:51:31","modified_gmt":"2026-04-18T04:51:31","slug":"kronos%ef%bc%9a%e8%ae%a9k%e7%ba%bf%e8%87%aa%e5%b7%b1%e5%bc%80%e5%8f%a3%e8%af%b4%e8%af%9d","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2026\/04\/27\/kronos%ef%bc%9a%e8%ae%a9k%e7%ba%bf%e8%87%aa%e5%b7%b1%e5%bc%80%e5%8f%a3%e8%af%b4%e8%af%9d\/","title":{"rendered":"Kronos\uff1a\u8ba9K\u7ebf\u81ea\u5df1&#8221;\u5f00\u53e3\u8bf4\u8bdd&#8221;"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"858\" height=\"308\" src=\"http:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/cover-1.png\" alt=\"\" class=\"wp-image-3920\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/cover-1.png 858w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/cover-1-300x108.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/cover-1-768x276.png 768w\" sizes=\"(max-width: 858px) 100vw, 858px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\" id=\"block-4311bcd5-f151-4402-b17e-cf776299f9b1\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u4eca\u5929\u804a\u4e00\u4e2a\u4e3a\u6570\u4e0d\u591a\u80fd\u8ba9\u6211\u770b\u540e\u80fd\u6df1\u5ea6\u6d4b\u8bd5\u5e76\u7528\u4e8e\u751f\u6210\u7aef\u7684\u9879\u76ee\uff1a\u6e05\u534eKronos\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u53f7\u79f0\u5168\u7403\u9996\u4e2a\u91d1\u878dK\u7ebf\u57fa\u7840\u6a21\u578b\u3002\u5b83\u7528120\u4ebf\u6839K\u7ebf\u9884\u8bad\u7ec3\uff0c\u628aK\u7ebf\u5f53\u8bed\u8a00\u6765\"\u8bfb\"<\/mark>\u3002\u8ba9\u6211\u6765\u62c6\u89e3\u5b83\u7684\u6838\u5fc3\u539f\u7406\u548c\u5b9e\u6218\u7528\u6cd5\uff0c\u5206\u4eab\u7ed9\u4f60\u3002<\/pre>\n<\/blockquote>\n\n\n\n<p>\u4e0a\u4e2a\u6708\u5237GitHub\u70ed\u699c\uff0c\u4e00\u4e2a\u9879\u76ee\u7684\u5b9a\u4f4d\u5438\u5f15\u4e86\u4e86\u6211\uff1a\u4e13\u95e8\u8bad\u7ec3\u6765\u8bfb\u61c2\u80a1\u5e02K\u7ebf\u7684AI\u3002\u4e0d\u662f\u901a\u7528\u5927\u6a21\u578b\uff0c\u4e0d\u662f\u5199\u6587\u7ae0\u753b\u56fe\u7684\u90a3\u79cd\uff0c\u662f\u4e13\u95e8\u5582K\u7ebf\u6570\u636e\u3001\u53ea\u5e72\u91d1\u878d\u8fd9\u4e00\u4ef6\u4e8b\u7684\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\u8fd9\u7bc7\u8bba\u6587\u5df2\u7ecf\u88ab<strong>AAAI 2026<\/strong>\u6536\u5f55\u4e86\uff0cAI\u9886\u57df\u9876\u4f1a\uff0c\u542b\u91d1\u91cf\u4e0d\u7528\u6211\u591a\u8bf4\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u6211\u5c31\u628a\u8fd9\u4e2a\u9879\u76ee\u4ece\u5934\u5230\u5c3e\u62c6\u4e00\u904d\uff1a\u5b83\u5230\u5e95\u505a\u4e86\u4ec0\u4e48\uff0c\u6280\u672f\u6709\u591a\u786c\u6838\uff0c\u600e\u4e48\u4e0a\u624b\u7528\uff0c\u4ee5\u53ca\u5b83\u80cc\u540e\u66f4\u5927\u7684\u8d8b\u52bf\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"757\" height=\"321\" src=\"http:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418123812.png\" alt=\"\" class=\"wp-image-3921\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418123812.png 757w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418123812-300x127.png 300w\" sizes=\"(max-width: 757px) 100vw, 757px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><br><strong>\u2460 Kronos\u5230\u5e95\u505a\u4e86\u4ec0\u4e48\uff1f<\/strong><\/h2>\n\n\n\n<p>\u4e00\u53e5\u8bdd\u7248\u672c\uff1a<strong>Kronos\u662f\u5168\u4e16\u754c\u7b2c\u4e00\u4e2a\u4e13\u95e8\u4e3a\u91d1\u878dK\u7ebf\u8bbe\u8ba1\u7684\u5f00\u6e90\u57fa\u7840\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p>\u4ec0\u4e48\u53eb&#8221;\u57fa\u7840\u6a21\u578b&#8221;\uff1f\u5c31\u662f\u50cfGPT\u4e4b\u4e8e\u81ea\u7136\u8bed\u8a00\u3001BERT\u4e4b\u4e8e\u6587\u672c\u7406\u89e3\u90a3\u6837\uff0c\u5148\u5728\u6d77\u91cf\u6570\u636e\u4e0a\u505a\u9884\u8bad\u7ec3\uff0c\u5b66\u4f1a\u901a\u7528\u7684&#8221;\u7406\u89e3\u80fd\u529b&#8221;\uff0c\u7136\u540e\u518d\u9488\u5bf9\u5177\u4f53\u4efb\u52a1\u5fae\u8c03\u3002<\/p>\n\n\n\n<p>\u4f46\u8fc7\u53bb\uff0c\u91d1\u878d\u9886\u57df\u4e00\u76f4\u6ca1\u6709\u8fd9\u6837\u7684\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u91d1\u878d\u6570\u636e\u566a\u58f0\u592a\u5927\u3001\u975e\u5e73\u7a33\u6027\u592a\u5f3a\uff0c\u901a\u7528\u65f6\u5e8f\u6a21\u578b\u642c\u8fc7\u6765\u6c34\u571f\u4e0d\u670d\uff0c\u751a\u81f3\u6027\u80fd\u8fd8\u4e0d\u5982\u4e0d\u9884\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u6e05\u534e\u56e2\u961f\u7684Kronos\uff0c\u5c31\u662f\u6765\u586b\u8fd9\u4e2a\u5751\u7684\u3002<\/p>\n\n\n\n<p>\u5b83\u662f\u4e00\u4e2a<strong>Decoder-Only\u7684Transformer\u6a21\u578b<\/strong>\uff0c\u9884\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u5168\u740345\u5bb6\u4ea4\u6613\u6240\u7684K\u7ebf\u5386\u53f2\uff0c\u6a2a\u8de87\u79cd\u65f6\u95f4\u5468\u671f\uff081\u5206\u949f\u52301\u5929\uff09\uff0c\u603b\u5171120\u4ebf\u6839K\u7ebf\uff0c\u8fd9\u4e2a\u89c4\u6a21\u5728\u91d1\u878d\u65f6\u5e8f\u9886\u57df\u662f\u53f2\u65e0\u524d\u4f8b\u7684\u3002<\/p>\n\n\n\n<p>K\u7ebf\u662f\u505a\u91cf\u5316\u7684\u4eba\u6bcf\u5929\u76ef\u7740\u7684\u4e1c\u897f\u3002\u4f20\u7edf\u91cf\u5316\u8981\u505a\u7279\u5f81\u5de5\u7a0b\uff0c\u8981\u4eba\u5de5\u8bbe\u8ba1\u6307\u6807\uff1a\u5747\u7ebf\u3001\u5e03\u6797\u5e26\u3001MACD\u3001RSI\u2026\u2026\u4e00\u6761\u4e00\u6761\u53bb\u8bd5\u3002<\/p>\n\n\n\n<p>Kronos\u5e72\u7684\u4e8b\u662f\uff1a<strong>\u628aK\u7ebf\u5f53\u6210\u4e00\u79cd\u8bed\u8a00\uff0c\u8ba9\u6a21\u578b\u81ea\u5df1\u5b66\u51fa\u4ec0\u4e48\u6a21\u5f0f\u6700\u6709\u6548\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2461 \u6838\u5fc3\u67b6\u6784\uff1a\u4e24\u9636\u6bb5\u6846\u67b6\uff0c\u8ba9K\u7ebf\u53d8&#8221;\u8bed\u8a00&#8221;<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u662fKronos\u6700\u6838\u5fc3\u7684\u521b\u65b0\uff0c\u4e5f\u662f\u6574\u7bc7\u8bba\u6587\u7684\u7cbe\u534e\u6240\u5728\u3002\u5b83\u91c7\u7528\u4e86\u4e00\u4e2a<strong>\u4e24\u9636\u6bb5\u6846\u67b6<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"749\" height=\"260\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418124155.png\" alt=\"\" class=\"wp-image-3923\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418124155.png 749w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418124155-300x104.png 300w\" sizes=\"(max-width: 749px) 100vw, 749px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e00\u9636\u6bb5\uff1aBSQ\u5206\u8bcd\u5668\uff1a\u628aK\u7ebf\u53d8\u6210&#8221;\u8bcd&#8221;<\/strong><\/h3>\n\n\n\n<p>\u81ea\u7136\u8bed\u8a00\u5904\u7406\u91cc\uff0cGPT\u7528BPE\u5206\u8bcd\u5668\u628a\u6587\u672c\u5207\u6210token\u3002Kronos\u4e5f\u505a\u4e86\u7c7b\u4f3c\u7684\u4e8b\uff0c\u4f46\u5bf9\u8c61\u4e0d\u662f\u6587\u5b57\uff0c\u800c\u662f\u8fde\u7eed\u7684K\u7ebf\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u5b83\u7528\u4e86\u4e00\u79cd\u53eb<strong>\u4e8c\u8fdb\u5236\u7403\u9762\u91cf\u5316\uff08Binary Spherical Quantization\uff0cBSQ\uff09<\/strong>\u7684\u6280\u672f\uff0c\u5c06\u8fde\u7eed\u7684K\u7ebf\u6570\u636e\u91cf\u5316\u4e3a\u79bb\u6563\u7684\u3001\u5206\u5c42\u7ed3\u6784\u7684token\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u6bcf\u6839K\u7ebf\u7684OHLCVA\uff08\u5f00\u76d8\u4ef7\u3001\u6700\u9ad8\u4ef7\u3001\u6700\u4f4e\u4ef7\u3001\u6536\u76d8\u4ef7\u3001\u6210\u4ea4\u91cf\u3001\u6210\u4ea4\u989d\uff096\u4e2a\u7ef4\u5ea6\uff0c\u90fd\u4f1a\u88ab\u7f16\u7801\u6210\u4e00\u4e2a\u72ec\u7acbtoken\uff0c\u800c\u8fd9\u4e2atoken\u53c8\u5305\u542b<strong>\u7c97\u7c92\u5ea6\uff08Coarse\uff09<\/strong>\u548c<strong>\u7ec6\u7c92\u5ea6\uff08Fine\uff09<\/strong>\u4e24\u4e2a\u5b50token\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u8981\u5206\u7c97\u7ec6\uff1f<\/p>\n\n\n\n<p>\u56e0\u4e3a\u5e02\u573a\u6ce2\u52a8\u6709\u5c42\u6b21\uff1a\u7c97\u7c92\u5ea6\u6355\u6349\u5927\u8d8b\u52bf\uff0c\u7ec6\u7c92\u5ea6\u6355\u6349\u5c0f\u6ce2\u52a8\u3002\u8fd9\u5c31\u597d\u6bd4\u4f60\u770b\u884c\u60c5\uff0c\u65e2\u8981\u770b\u65e5\u7ebf\u7684\u5927\u65b9\u5411\uff0c\u4e5f\u8981\u770b\u5206\u949f\u7ebf\u7684\u7ec6\u8282\uff0c\u4e24\u4e2a\u5c42\u9762\u7f3a\u4e00\u4e0d\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1193\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-scaled.png\" alt=\"\" class=\"wp-image-3926\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-scaled.png 2560w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-300x140.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-1024x477.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-768x358.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-1536x716.png 1536w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe-2048x955.png 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Kronos\u5206\u8bcd\u5668\u67b6\u6784\u56fe\uff1aK\u7ebf\u6570\u636e\u7ecf\u8fc7BSQ\u91cf\u5316\u4e3a\u7c97\u7c92\u5ea6\u4e0e\u7ec6\u7c92\u5ea6\u53cc\u7ec4\u5206\u5206\u5c42Token<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u81ea\u56de\u5f52Transformer\uff1a\u5b66\u4f1a\u8bf4&#8221;\u80a1\u5e02\u7684\u8bdd&#8221;<\/strong><\/h3>\n\n\n\n<p>\u6709\u4e86token\u4e4b\u540e\uff0cKronos\u4f7f\u7528\u4e00\u4e2a\u5927\u578b<strong>\u81ea\u56de\u5f52Transformer\uff08Causal Transformer\uff09<\/strong>\u5728\u8fd9\u4e9btoken\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u8bad\u7ec3\u76ee\u6807\u5c31\u662fGPT\u90a3\u4e00\u5957\uff1a<strong>Next-Token Prediction<\/strong>\u2014\u2014\u6839\u636e\u524d\u9762\u7684token\u5e8f\u5217\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u3002<\/p>\n\n\n\n<p>\u4f46\u8fd9\u91cc\u6709\u4e2a\u5173\u952e\u533a\u522b\uff1a\u56e0\u4e3atoken\u662f\u5206\u5c42\u7ed3\u6784\u7684\uff08\u7c97+\u7ec6\uff09\uff0c\u6a21\u578b\u9700\u8981<strong>\u987a\u5e8f\u9884\u6d4b\u5206\u5c42\u5b50token<\/strong>\uff0c\u5148\u9884\u6d4b\u7c97\u7c92\u5ea6\u90e8\u5206\uff0c\u518d\u9884\u6d4b\u7ec6\u7c92\u5ea6\u90e8\u5206\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u6a21\u578b\u80fd\u540c\u65f6\u6355\u6349\u5b8f\u89c2\u8d8b\u52bf\u548c\u5fae\u89c2\u6ce2\u52a8\uff0c\u800c\u4e14\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u7279\u5f81\u7684\u878d\u5408\u3002<\/p>\n\n\n\n<p><strong>\u7b80\u5355\u603b\u7ed3\uff1a<\/strong>K\u7ebf\u88ab\u8f6c\u6210&#8221;\u8bcd&#8221;\uff0c\u6a21\u578b\u5728\u8fd9\u4e9b&#8221;\u8bcd&#8221;\u4e0a\u5b66\u4f1a\u4e86\u8bf4&#8221;\u80a1\u5e02\u7684\u8bdd&#8221;\u3002\u6574\u4e2a\u601d\u8def\u8ddfGPT\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u662f\u4e00\u8109\u76f8\u627f\u7684\uff0c\u4f46\u4e13\u95e8\u4e3a\u91d1\u878d\u6570\u636e\u7684\u7279\u6027\u505a\u4e86\u6df1\u5ea6\u9002\u914d\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\">\u6709\u4eba\u4f1a\u95ee\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u7528\u901a\u7528\u65f6\u5e8f\u6a21\u578b\uff1f<br>\u7b54\u6848\u662f\uff1a\u91d1\u878d\u6570\u636e\u7684\u4fe1\u566a\u6bd4\u6781\u4f4e\uff0c\u901a\u7528\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u770b\u5230\u7684\u91d1\u878d\u6570\u636e\u5360\u6bd4\u592a\u5c11\uff0c\u5b66\u4e0d\u5230\u6709\u6548\u7684\u91d1\u878d\u6a21\u5f0f\u3002Kronos\u4ece\u4e00\u5f00\u59cb\u5c31\u53ea\u4e3a\u91d1\u878dK\u7ebf\u670d\u52a1\uff0c\u8fd9\u662f\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2462 \u6a21\u578b\u5bb6\u65cf\uff1a\u4ece4.1M\u5230499.2M<\/strong><\/h2>\n\n\n\n<p>Kronos\u63d0\u4f9b\u4e86\u4e00\u7ec4\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u8ba9\u4f60\u6839\u636e\u81ea\u5df1\u7684\u7b97\u529b\u548c\u9700\u6c42\u7075\u6d3b\u9009\u62e9\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u6a21\u578b<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u914d\u5957\u5206\u8bcd\u5668<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u53c2\u6570\u91cf<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u5f00\u6e90<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Kronos-mini<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">Kronos-Tokenizer-2k<\/td><td class=\"has-text-align-center\" data-align=\"center\">2048<\/td><td class=\"has-text-align-center\" data-align=\"center\">4.1M<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u5df2\u5f00\u6e90<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Kronos-small<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">Kronos-Tokenizer-base<\/td><td class=\"has-text-align-center\" data-align=\"center\">512<\/td><td class=\"has-text-align-center\" data-align=\"center\">24.7M<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u5df2\u5f00\u6e90<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Kronos-base<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">Kronos-Tokenizer-base<\/td><td class=\"has-text-align-center\" data-align=\"center\">512<\/td><td class=\"has-text-align-center\" data-align=\"center\">102.3M<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u5df2\u5f00\u6e90<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Kronos-large<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">Kronos-Tokenizer-base<\/td><td class=\"has-text-align-center\" data-align=\"center\">512<\/td><td class=\"has-text-align-center\" data-align=\"center\">499.2M<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u6682\u672a\u5f00\u6e90<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u51e0\u4e2a\u8981\u70b9\u8bf4\u660e\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Kronos-mini<\/strong>\u867d\u7136\u53ea\u67094.1M\u53c2\u6570\uff0c\u4f46\u4e0a\u4e0b\u6587\u7a97\u53e3\u8fbe\u5230\u4e862048\uff0c\u662f\u6240\u6709\u6a21\u578b\u4e2d\u6700\u957f\u7684\u3002\u8f7b\u91cf\u7ea7\u90e8\u7f72\u573a\u666f\u9996\u9009\u3002<\/li>\n\n\n\n<li><strong>Kronos-small\/base<\/strong>\u4e0a\u4e0b\u6587\u4e3a512\uff0c\u4f7f\u7528\u65f6\u8f93\u5165\u7684\u5386\u53f2\u6570\u636e\u957f\u5ea6\uff08lookback\uff09\u4e0d\u8981\u8d85\u8fc7\u8fd9\u4e2a\u503c\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u622a\u65ad\u8d85\u957f\u90e8\u5206\u3002<\/li>\n\n\n\n<li>\u6240\u6709\u5f00\u6e90\u6a21\u578b\u90fd\u5728<strong>Hugging Face<\/strong>\u4e0a\u53ef\u76f4\u63a5\u4e0b\u8f7d\uff0c\u6a21\u578b\u540d\u79f0\u4ee5<strong>NeoQuasar<\/strong>\u5f00\u5934\u3002<\/li>\n\n\n\n<li>Kronos-large\u6682\u672a\u5f00\u6e90\uff0c\u4f46\u770b\u53c2\u6570\u91cf499.2M\uff0c\u5e94\u8be5\u662f\u6700\u5f3a\u7248\u672c\uff0c\u671f\u5f85\u540e\u7eed\u5f00\u653e\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"572\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u4e09\u5927\u9884\u6d4b\u4efb\u52a1\u6027\u80fd\u5bf9\u6bd4\u56fe-1.webp\" alt=\"\" class=\"wp-image-3927\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u4e09\u5927\u9884\u6d4b\u4efb\u52a1\u6027\u80fd\u5bf9\u6bd4\u56fe-1.webp 960w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u4e09\u5927\u9884\u6d4b\u4efb\u52a1\u6027\u80fd\u5bf9\u6bd4\u56fe-1-300x179.webp 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u4e09\u5927\u9884\u6d4b\u4efb\u52a1\u6027\u80fd\u5bf9\u6bd4\u56fe-1-768x458.webp 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Kronos\u6a21\u578b\u5728\u4e09\u5927\u9884\u6d4b\u4efb\u52a1\uff08\u4ef7\u683c\u9884\u6d4b\u3001\u6536\u76ca\u9884\u6d4b\u3001\u6ce2\u52a8\u7387\u9884\u6d4b\uff09\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u56fe<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2463 \u6548\u679c\u5230\u5e95\u600e\u4e48\u6837\uff1f<\/strong><\/h2>\n\n\n\n<p>\u5149\u8bf4\u67b6\u6784\u4e0d\u804a\u6548\u679c\u90fd\u662f\u800d\u6d41\u6c13\u3002Kronos\u7684\u8bba\u6587\u7ed9\u51fa\u4e86\u975e\u5e38\u624e\u5b9e\u7684\u5b9e\u9a8c\u6570\u636e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u4efb\u52a1\u7ef4\u5ea6<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u8bc4\u4f30\u6307\u6807<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u6027\u80fd\u63d0\u5347<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\u4ef7\u683c\u9884\u6d4b<\/td><td class=\"has-text-align-center\" data-align=\"center\">RankIC<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u8dc3\u534793%<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u6536\u76ca\u9884\u6d4b<\/td><td class=\"has-text-align-center\" data-align=\"center\">IC<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u63d0\u534740%<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u6ce2\u52a8\u7387\u9884\u6d4b<\/td><td class=\"has-text-align-center\" data-align=\"center\">MAE<\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u964d\u4f4e9%<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5728\u4ef7\u683c\u9884\u6d4b\u4efb\u52a1\u4e0a\uff0cRankIC\u8dc3\u534793%\uff1a\u8fd9\u610f\u5473\u7740\u6a21\u578b\u5bf9\u4ef7\u683c\u6392\u5e8f\u7684\u5224\u65ad\u80fd\u529b\u6709\u4e86\u8d28\u7684\u98de\u8dc3\u3002\u6536\u76ca\u9884\u6d4bIC\u63d0\u534740%\uff0c\u6ce2\u52a8\u7387\u9884\u6d4bMAE\u964d\u4f4e9%\uff0c\u4e5f\u90fd\u662f\u975e\u5e38\u663e\u8457\u7684\u6539\u8fdb\u3002<\/p>\n\n\n\n<p><strong>\u817e\u8baf\u65b0\u95fb\u300a\u6e05\u534eKRONOS\u5f00\u6e90\u300b<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/new.qq.com\/rain\/a\/20250925A06QIS00\">https:\/\/new.qq.com\/rain\/a\/20250925A06QIS00<\/a><\/p>\n\n\n\n<p>\u800c\u4e14\uff0cKronos\u6709\u4e00\u4e2a\u975e\u5e38\u5f3a\u7684\u7279\u6027\uff1a<strong>\u5353\u8d8a\u7684\u96f6\u6837\u672c\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n<p>\u4ec0\u4e48\u610f\u601d\uff1f\u5c31\u662f\u4f60\u4e0d\u9700\u8981\u5728\u76ee\u6807\u5e02\u573a\u505a\u4efb\u4f55\u5fae\u8c03\uff0c\u6a21\u578b\u76f4\u63a5\u5c31\u80fd\u7ed9\u51fa\u4e0d\u9519\u7684\u7ed3\u679c\u3002\u5b83\u7528\u5168\u740345\u4e2a\u4ea4\u6613\u6240\u7684\u6570\u636e\u9884\u8bad\u7ec3\uff0c\u5b66\u5230\u7684\u6a21\u5f0f\u6709\u5f88\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff1a\u65e0\u8bba\u662f\u7f8e\u80a1\u3001A\u80a1\u8fd8\u662f\u52a0\u5bc6\u8d27\u5e01\uff0c\u5b83\u90fd\u80fd\u76f4\u63a5\u4e0a\u624b\u3002<\/p>\n\n\n\n<p>\u56e2\u961f\u8fd8\u63d0\u4f9b\u4e86\u5728\u7ebfDemo\uff0c\u53ef\u4ee5\u770bBTC\/USDT\u672a\u676524\u5c0f\u65f6\u7684\u8d70\u52bf\u9884\u6d4b\u7ed3\u679c\u3002\u611f\u5174\u8da3\u7684\u81ea\u5df1\u53bb\u4f53\u9a8c\uff1a<\/p>\n\n\n\n<p><strong>\u5728\u7ebfDemo\uff1aBTC\/USDT 24\u5c0f\u65f6\u9884\u6d4b<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/shiyu-coder.github.io\/Kronos-demo\">https:\/\/shiyu-coder.github.io\/Kronos-demo<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2464 \u624b\u628a\u624b\u6559\u4f60\u7528\uff1a\u4ece\u5b89\u88c5\u5230\u9884\u6d4b<\/strong><\/h2>\n\n\n\n<p>\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u80fd\u4e0d\u80fd\u4e0a\u624b\u8dd1\u8d77\u6765\u624d\u662f\u5173\u952e\u3002\u597d\u6d88\u606f\u662f\uff0cKronos\u7684\u63a5\u53e3\u5c01\u88c5\u5f97\u975e\u5e38\u7b80\u6d01\uff0c\u51e0\u884c\u4ee3\u7801\u5c31\u80fd\u51fa\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.1 \u73af\u5883\u5b89\u88c5<\/strong><\/h3>\n\n\n\n<p>\u9996\u5148\u786e\u4fddPython 3.10+\uff0c\u7136\u540e\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code># \u514b\u9686\u9879\u76ee<\/code><code>git&nbsp;clone&nbsp;https:\/\/github.com\/shiyu-coder\/Kronos.git&nbsp;<\/code><code>cd&nbsp;Kronos<\/code><code><\/code><code># \u5b89\u88c5\u4f9d\u8d56&nbsp;<\/code><code>pip install -r requirements.txt<\/code><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.2 \u52a0\u8f7d\u6a21\u578b\u4e0e\u5206\u8bcd\u5668<\/strong><\/h3>\n\n\n\n<p>\u4eceHugging Face Hub\u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>from model import Kronos, KronosTokenizer, KronosPredictor<\/code><code><\/code><code># \u52a0\u8f7d\u5206\u8bcd\u5668\u548c\u6a21\u578b<\/code><code>tokenizer = KronosTokenizer.from_pretrained(\"NeoQuasar\/Kronos-Tokenizer-base\")<\/code><code>model = Kronos.from_pretrained(\"NeoQuasar\/Kronos-small\")<\/code><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.3 \u521d\u59cb\u5316\u9884\u6d4b\u5668<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code><code># \u521d\u59cb\u5316\u9884\u6d4b\u5668\uff0c\u6307\u5b9a\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6<\/code><code>predictor&nbsp;= KronosPredictor(model, tokenizer, max_context=512)<\/code><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.4 \u51c6\u5907\u6570\u636e<\/strong><\/h3>\n\n\n\n<p>\u9884\u6d4b\u5668\u9700\u8981\u4e09\u4e2a\u8f93\u5165\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>df<\/strong>\uff1a\u5305\u542b\u5386\u53f2K\u7ebf\u6570\u636e\u7684DataFrame\uff0c\u5fc5\u987b\u5305\u542b\u00a0<code>open, high, low, close<\/code>\u00a0\u5217\uff0c<code>volume<\/code>\u00a0\u548c\u00a0<code>amount<\/code>\u00a0\u4e3a\u53ef\u9009<\/li>\n\n\n\n<li><strong>x_timestamp<\/strong>\uff1a\u5386\u53f2\u6570\u636e\u5bf9\u5e94\u7684\u65f6\u95f4\u6233<\/li>\n\n\n\n<li><strong>y_timestamp<\/strong>\uff1a\u4f60\u60f3\u9884\u6d4b\u7684\u672a\u6765\u65f6\u95f4\u6bb5\u7684\u65f6\u95f4\u6233<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><code>import pandas as pd<\/code><code><\/code><code># \u52a0\u8f7d\u6570\u636e<\/code><code>df = pd.read_csv(\".\/data\/XSHG_5min_600977.csv\")&nbsp;<\/code><code>df&#91;'timestamps'] = pd.to_datetime(df&#91;'timestamps'])<\/code><code><\/code><code># \u5b9a\u4e49\u56de\u770b\u7a97\u53e3\u548c\u9884\u6d4b\u957f\u5ea6<\/code><code>lookback =&nbsp;400&nbsp;<\/code><code>pred_len =&nbsp;120<\/code><code><\/code><code># \u51c6\u5907\u9884\u6d4b\u5668\u8f93\u5165<\/code><code>x_df = df.loc&#91;:lookback-1, &#91;'open',&nbsp;'high',&nbsp;'low',&nbsp;'close',&nbsp;'volume',&nbsp;'amount']]<\/code><code>x_timestamp = df.loc&#91;:lookback-1,&nbsp;'timestamps'<\/code><code>y_timestamp = df.loc&#91;lookback:lookback+pred_len-1,&nbsp;'timestamps']<\/code><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.5 \u751f\u6210\u9884\u6d4b<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code><code># \u751f\u6210\u9884\u6d4b\u7ed3\u679c<\/code><code>pred_df = predictor.predict(<\/code><code>&nbsp; &nbsp;&nbsp;df=x_df,<\/code><code>&nbsp; &nbsp; x_timestamp=x_timestamp,<\/code><code>&nbsp; &nbsp; y_timestamp=y_timestamp,<\/code><code>&nbsp; &nbsp; pred_len=pred_len,<\/code><code>&nbsp; &nbsp; T=1.0, &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;# \u91c7\u6837\u6e29\u5ea6<\/code><code>&nbsp; &nbsp; top_p=0.9, &nbsp; &nbsp; &nbsp; &nbsp;# \u6838\u91c7\u6837\u6982\u7387<\/code><code>&nbsp; &nbsp; sample_count=1 &nbsp; &nbsp;# \u751f\u6210\u8def\u5f84\u6570\u91cf\uff08\u53ef\u591a\u6761\u53d6\u5e73\u5747\uff09)<\/code><code>&nbsp; &nbsp;&nbsp;<\/code><code>print(\"\u9884\u6d4b\u7ed3\u679c\uff1a\")<\/code><code>print(pred_df.head())<\/code><\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5b9e\u6218\u63d0\u793a\uff1a<\/strong>sample_count\u53c2\u6570\u5f88\u6709\u610f\u601d\u3002\u8bbe\u4e3a1\u5c31\u662f\u5355\u6b21\u91c7\u6837\uff0c\u8bbe\u5927\u4e00\u70b9\uff08\u6bd4\u598210\uff09\u5c31\u662f\u751f\u6210\u591a\u6761\u9884\u6d4b\u8def\u5f84\u7136\u540e\u53d6\u5e73\u5747\uff0c\u53ef\u4ee5\u964d\u4f4e\u968f\u673a\u6027\u3002\u505a\u6982\u7387\u9884\u6d4b\u7684\u65f6\u5019\u8fd9\u4e2a\u53c2\u6570\u5f88\u5b9e\u7528\u3002\u53e6\u5916\uff0c\u6e29\u5ea6T\u8d8a\u4f4e\uff0c\u8f93\u51fa\u8d8a\u786e\u5b9a\uff1bT\u8d8a\u9ad8\uff0c\u8f93\u51fa\u8d8a\u968f\u673a\u591a\u6837\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.6 \u6279\u91cf\u9884\u6d4b<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u4f60\u8981\u540c\u65f6\u5bf9\u591a\u53ea\u6807\u7684\u505a\u9884\u6d4b\uff0cKronos\u63d0\u4f9b\u4e86&nbsp;<code>predict_batch<\/code>&nbsp;\u65b9\u6cd5\uff0c\u5229\u7528GPU\u5e76\u884c\u8ba1\u7b97\u63d0\u5347\u6548\u7387\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code># \u51c6\u5907\u591a\u4e2a\u6570\u636e\u96c6<\/code><code>df_list&nbsp;= &#91;df1, df2, df3]x_timestamp_list = &#91;x_ts1, x_ts2, x_ts3]y_timestamp_list = &#91;y_ts1, y_ts2, y_ts3]# \u6279\u91cf\u9884\u6d4bpred_df_list = predictor.predict_batch(<\/code><code>&nbsp; &nbsp;&nbsp;df_list=df_list,<\/code><code>&nbsp; &nbsp;&nbsp;x_timestamp_list=x_timestamp_list,<\/code><code>&nbsp; &nbsp;&nbsp;y_timestamp_list=y_timestamp_list,<\/code><code>&nbsp; &nbsp;&nbsp;pred_len=pred_len,<\/code><code>&nbsp; &nbsp;&nbsp;T=1.0,<\/code><code>&nbsp; &nbsp;&nbsp;top_p=0.9,<\/code><code>&nbsp; &nbsp;&nbsp;sample_count=1,<\/code><\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u6ce8\u610f\uff1a<\/strong>\u6279\u91cf\u9884\u6d4b\u8981\u6c42\u6240\u6709\u5e8f\u5217\u7684\u5386\u53f2\u957f\u5ea6\uff08lookback\uff09\u548c\u9884\u6d4b\u957f\u5ea6\uff08pred_len\uff09\u5fc5\u987b\u4e00\u81f4\uff0c\u6bcf\u4e2aDataFrame\u5fc5\u987b\u5305\u542b&nbsp;<code>open, high, low, close<\/code>&nbsp;\u5217\u3002<code>volume<\/code>&nbsp;\u548c&nbsp;<code>amount<\/code>&nbsp;\u7f3a\u5931\u65f6\u4f1a\u81ea\u52a8\u586b\u96f6\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.7 \u53ef\u89c6\u5316Demo<\/strong><\/h3>\n\n\n\n<p>\u9879\u76ee\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u9884\u6d4b+\u53ef\u89c6\u5316\u811a\u672c\uff0c\u4f4d\u4e8e<strong>&nbsp;<\/strong><code><strong>examples\/prediction_example.py<\/strong><\/code>\u3002\u8fd0\u884c\u540e\u4f1a\u751f\u6210\u4e00\u5f20\u5bf9\u6bd4\u56fe\uff0c\u5c55\u793a\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7684\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\u8fd8\u6709\u4e00\u4e2a\u4e0d\u9700\u8981\u6210\u4ea4\u91cf\u548c\u6210\u4ea4\u989d\u6570\u636e\u7684\u811a\u672c\uff1a<code><strong>examples\/prediction_wo_vol_example.py<\/strong><\/code>\uff0c\u53ea\u6709OHLC\u4e5f\u80fd\u8dd1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c-1024x768.png\" alt=\"\" class=\"wp-image-3928\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c-1024x768.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c-300x225.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c-768x576.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c-1536x1152.png 1536w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/\u771f\u5b9e\u8d70\u52bf\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c.png 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">Kronos\u9884\u6d4b\u6548\u679c\u5bf9\u6bd4\u56fe:\u771f\u5b9e\u8d70\u52bf vs \u6a21\u578b\u9884\u6d4b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2465 A\u80a1\u5fae\u8c03\u5b9e\u6218\uff1a\u4eceDemo\u5230\u751f\u4ea7<\/strong><\/h2>\n\n\n\n<p>\u9884\u8bad\u7ec3\u6a21\u578b\u867d\u597d\uff0c\u4f46\u4f60\u60f3\u5728\u81ea\u5df1\u7684\u6570\u636e\u4e0a\u505a\u5fae\u8c03\u624d\u80fd\u53d1\u6325\u6700\u5927\u4ef7\u503c\u3002Kronos\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u5fae\u8c03\u6d41\u6c34\u7ebf\uff0c\u4ee5A\u80a1\u5e02\u573a\u4e3a\u4f8b\uff0c\u6211\u6765\u6559\u4f60\u7528Qlib\u51c6\u5907\u6570\u636e\u3001\u5fae\u8c03\u6a21\u578b\u3001\u505a\u56de\u6d4b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u514d\u8d23\u58f0\u660e\uff1a<\/strong>\u8fd9\u6761\u6d41\u6c34\u7ebf\u662f\u4e00\u4e2a\u6f14\u793a\uff0c\u4e0d\u662f\u751f\u4ea7\u7ea7\u91cf\u5316\u7cfb\u7edf\u3002\u771f\u6b63\u7a33\u5065\u7684\u91cf\u5316\u7b56\u7565\u9700\u8981\u7ec4\u5408\u4f18\u5316\u3001\u98ce\u9669\u56e0\u5b50\u4e2d\u6027\u5316\u7b49\u66f4\u591a\u6280\u672f\u3002\u672c\u6587\u4ec5\u505a\u6280\u672f\u5206\u4eab\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u5efa\u8bae\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.1 \u5b89\u88c5Qlib<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>pip&nbsp;install pyqlib<\/code><\/pre>\n\n\n\n<p>\u7136\u540e\u6309\u7167Qlib\u5b98\u65b9\u6307\u5357\u4e0b\u8f7d\u548c\u8bbe\u7f6e\u672c\u5730\u6570\u636e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.2 \u56db\u6b65\u8d70\u6d41\u6c34\u7ebf<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Step 1\uff1a\u914d\u7f6e\u5b9e\u9a8c\uff1a<\/strong>\u4fee\u6539<strong><em>\u00a0<\/em><\/strong><code><strong>finetune\/config.py<\/strong><\/code><strong><em>\u00a0<\/em><\/strong>\u4e2d\u7684\u8def\u5f84\u548c\u8d85\u53c2\u6570\uff0c\u5305\u62ecQlib\u6570\u636e\u8def\u5f84\u3001\u6570\u636e\u96c6\u4fdd\u5b58\u8def\u5f84\u3001\u6a21\u578b\u68c0\u67e5\u70b9\u8def\u5f84\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u8def\u5f84\u7b49\u3002<\/li>\n\n\n\n<li><strong>Step 2\uff1a\u51c6\u5907\u6570\u636e\u2192\u8fd0\u884c<em>\u00a0<\/em><\/strong><code><strong>finetune\/qlib_data_preprocess.py<\/strong><\/code>\uff0c\u4eceQlib\u76ee\u5f55\u52a0\u8f7d\u539f\u59cb\u884c\u60c5\u6570\u636e\uff0c\u5904\u7406\u540e\u5206\u6210\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5\u96c6\uff0c\u4fdd\u5b58\u4e3apickle\u6587\u4ef6\u3002<\/li>\n\n\n\n<li><strong>Step 3\uff1a\u5fae\u8c03\u6a21\u578b<\/strong><strong>\u5206\u4e24\u9636\u6bb5<\/strong>\uff1a\u5148\u5fae\u8c03\u5206\u8bcd\u5668\u00a0<code><strong>train_tokenizer.py<\/strong>\uff0c\u518d\u5fae\u8c03\u9884\u6d4b\u5668\u00a0<\/code><code><strong>train_predictor.py<\/strong>\u00a0\u3002\u4e24\u4e2a\u811a\u672c\u90fd\u652f\u6301\u591aGPU\u8bad\u7ec3\uff0c\u7528\u00a0<\/code><code>torchrun<\/code>\u00a0\u542f\u52a8\u3002<\/li>\n\n\n\n<li><strong>Step 4\uff1a\u56de\u6d4b\u8bc4\u4f30\uff1a<\/strong>\u8fd0\u884c<strong>\u00a0<\/strong><code><strong>finetune\/qlib_test.py<\/strong><\/code>\uff0c\u52a0\u8f7d\u6a21\u578b\u63a8\u7406\uff0c\u751f\u6210\u4fe1\u53f7\uff0c\u8fd0\u884c\u7b80\u5355\u7684Top-K\u7b56\u7565\u56de\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.3 \u5fae\u8c03\u547d\u4ee4\u793a\u4f8b<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code><code># \u5fae\u8c03\u5206\u8bcd\u5668\uff082\u5361\u793a\u4f8b\uff09<\/code><code>torchrun&nbsp;--standalone --nproc_per_node=2&nbsp;finetune\/train_tokenizer.py<\/code><code><\/code><code># \u5fae\u8c03\u9884\u6d4b\u5668\uff082\u5361\u793a\u4f8b\uff09<\/code><code>torchrun&nbsp;--standalone --nproc_per_node=2&nbsp;finetune\/train_predictor.py<\/code><code><\/code><code># \u56de\u6d4b\u8bc4\u4f30<\/code><code>python&nbsp;finetune\/qlib_test.py --device cuda:0<\/code><\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5b9e\u6218\u8981\u70b9\uff1a<\/strong>\u5fae\u8c03\u5206\u8bcd\u5668\u662f\u4e3a\u4e86\u8ba9BSQ\u91cf\u5316\u66f4\u9002\u914d\u4f60\u7684\u6570\u636e\u5206\u5e03\uff1b\u5fae\u8c03\u9884\u6d4b\u5668\u624d\u662f\u63d0\u5347\u9884\u6d4b\u7cbe\u5ea6\u7684\u5173\u952e\u3002\u4e24\u8005\u987a\u5e8f\u4e0d\u80fd\u53cd\uff0c\u5148\u8c03\u5206\u8bcd\u5668\u518d\u8c03\u9884\u6d4b\u5668\u3002<\/pre>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/A\u80a1\u5fae\u8c03\u56de\u6d4b\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf-1024x683.png\" alt=\"\" class=\"wp-image-3929\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/A\u80a1\u5fae\u8c03\u56de\u6d4b\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf-1024x683.png 1024w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/A\u80a1\u5fae\u8c03\u56de\u6d4b\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf-300x200.png 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/A\u80a1\u5fae\u8c03\u56de\u6d4b\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf-768x512.png 768w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/A\u80a1\u5fae\u8c03\u56de\u6d4b\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf-1536x1024.png 1536w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/A\u80a1\u5fae\u8c03\u56de\u6d4b\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf-2048x1365.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">A\u80a1\u5fae\u8c03\u56de\u6d4b\u793a\u4f8b\uff1a\u7d2f\u8ba1\u6536\u76ca\u66f2\u7ebf\u5bf9\u6bd4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2466 \u4eceDemo\u5230\u751f\u4ea7\uff1a\u5173\u952e\u6ce8\u610f\u4e8b\u9879<\/strong><\/h2>\n\n\n\n<p>Kronos\u7684Demo\u548c\u5fae\u8c03\u811a\u672c\u770b\u8d77\u6765\u5f88\u9999\uff0c\u4f46\u5982\u679c\u4f60\u60f3\u628a\u5b83\u7528\u5230\u5b9e\u76d8\u7ea7\u522b\uff0c\u6709\u51e0\u4e2a\u6838\u5fc3\u95ee\u9898\u5fc5\u987b\u60f3\u6e05\u695a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u59cb\u4fe1\u53f7 \u2260 \u7eafAlpha<\/strong>\uff1a\u6a21\u578b\u8f93\u51fa\u7684\u9884\u6d4b\u4fe1\u53f7\u662f&#8221;\u539f\u59cb\u4fe1\u53f7&#8221;\uff0c\u8fd8\u6ca1\u7ecf\u8fc7\u4efb\u4f55\u98ce\u9669\u5904\u7406\u3002\u5728\u771f\u5b9e\u7684\u91cf\u5316\u6d41\u7a0b\u4e2d\uff0c\u8fd9\u4e9b\u4fe1\u53f7\u9700\u8981\u9001\u5165\u7ec4\u5408\u4f18\u5316\u6a21\u578b\uff0c\u5bf9\u51b2\u6389\u5e02\u573aBeta\u3001\u98ce\u683c\u56e0\u5b50\u7b49\u5e38\u89c1\u98ce\u9669\u66b4\u9732\uff0c\u624d\u80fd\u63d0\u53d6\u51fa&#8221;\u7eafAlpha&#8221;\u3002\u76f4\u63a5\u7528\u539f\u59cb\u4fe1\u53f7\u505a\u51b3\u7b56\uff0c\u8ddf\u88f8\u5954\u5dee\u4e0d\u591a\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u9002\u914d<\/strong>\uff1a\u9879\u76ee\u91cc\u7684QlibDataset\u53ea\u662f\u4e2a\u793a\u4f8b\uff0c\u6362\u6210\u4f60\u81ea\u5df1\u7684\u6570\u636e\u6e90\uff0c\u52a0\u8f7d\u548c\u9884\u5904\u7406\u7684\u903b\u8f91\u90fd\u5f97\u6539\u3002\u4e0d\u540c\u6570\u636e\u683c\u5f0f\u7684\u5bf9\u9f50\u3001\u7f3a\u5931\u503c\u5904\u7406\u3001\u590d\u6743\u65b9\u5f0f\uff0c\u90fd\u4f1a\u5f71\u54cd\u6700\u7ec8\u6548\u679c\u3002<\/li>\n\n\n\n<li><strong>\u7b56\u7565\u590d\u6742\u5ea6<\/strong>\uff1a\u793a\u4f8b\u91cc\u7528\u7684\u662f\u7b80\u5355Top-K\u7b56\u7565\uff0c\u8fd9\u53ea\u662f\u8d77\u70b9\u3002\u751f\u4ea7\u7ea7\u7b56\u7565\u8981\u8003\u8651\u7ec4\u5408\u6784\u5efa\u3001\u52a8\u6001\u4ed3\u4f4d\u7ba1\u7406\u3001\u98ce\u63a7\u89c4\u5219\uff08\u6b62\u635f\/\u6b62\u76c8\u903b\u8f91\uff09\uff0c\u56de\u6d4b\u4e5f\u8981\u7cbe\u7ec6\u5efa\u6a21\u4ea4\u6613\u6210\u672c\u3001\u6ed1\u70b9\u548c\u5e02\u573a\u51b2\u51fb\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u5c40\u9650\u6027<\/strong>\uff1aKronos\u662f\u6982\u7387\u9884\u6d4b\u6a21\u578b\uff0c\u8f93\u51fa\u7684\u662f\u91c7\u6837\u7ed3\u679c\uff0c\u4e0d\u662f\u786e\u5b9a\u6027\u7b54\u6848\u3002\u6e29\u5ea6\u53c2\u6570\u3001\u91c7\u6837\u6b21\u6570\u3001Top-P\u503c\u90fd\u4f1a\u5f71\u54cd\u7ed3\u679c\u7684\u7a33\u5b9a\u6027\u548c\u591a\u6837\u6027\uff0c\u9700\u8981\u53cd\u590d\u8c03\u8bd5\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5b9e\u6218\u63d0\u9192\uff1a<\/strong>Kronos\u662f\u4e00\u4e2a\u7814\u7a76\u7ea7\u5de5\u5177\uff0c\u4e0d\u662f\u4e00\u952e\u81f4\u5bcc\u7684\u6309\u94ae\u3002\u4efb\u4f55\u6a21\u578b\u5728\u5b9e\u76d8\u4e2d\u7684\u8868\u73b0\u90fd\u53ef\u80fd\u548c\u56de\u6d4b\u5dee\u5f02\u5de8\u5927\uff0c\u8bf7\u52a1\u5fc5\u4fdd\u6301\u656c\u754f\u4e4b\u5fc3\uff0c\u505a\u597d\u5145\u5206\u7684\u98ce\u9669\u8bc4\u4f30\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2467 \u6280\u672f\u6df1\u6316\uff1aBSQ\u91cf\u5316\u5230\u5e95\u600e\u4e48\u5de5\u4f5c\u7684\uff1f<\/strong><\/h2>\n\n\n\n<p>\u524d\u9762\u6211\u7528\u6bd4\u8f83\u901a\u4fd7\u7684\u65b9\u5f0f\u8bb2\u4e86BSQ\u5206\u8bcd\u5668\u7684\u539f\u7406\uff0c\u8fd9\u91cc\u7ed9\u60f3\u6df1\u5165\u7684\u670b\u53cb\u518d\u5c55\u5f00\u4e00\u4e0b\u3002<\/p>\n\n\n\n<p>BSQ\u5168\u79f0<strong>Binary Spherical Quantization\uff08\u4e8c\u8fdb\u5236\u7403\u9762\u91cf\u5316\uff09<\/strong>\uff0c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u628a\u8fde\u7eed\u7684\u6f5c\u5728\u5411\u91cf\u6295\u5f71\u5230\u53ef\u5b66\u4e60\u7684\u8d85\u5e73\u9762\u4e0a\uff0c\u901a\u8fc7\u5224\u65ad\u5411\u91cf\u843d\u5728\u8d85\u5e73\u9762\u7684\u54ea\u4e00\u4fa7\uff0c\u5f97\u5230\u4e00\u4e2a\u4e8c\u8fdb\u5236\u7f16\u7801\u3002\u591a\u5c42\u8d85\u5e73\u9762\u53e0\u52a0\uff0c\u5c31\u80fd\u5f62\u6210\u5c42\u6b21\u5316\u7684\u79bb\u6563\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u5728Kronos\u4e2d\uff0c\u6bcf\u6839K\u7ebf\u76846\u7ef4OHLCVA\u6570\u636e\uff0c\u7ecf\u8fc7\u7f16\u7801\u5668\u6620\u5c04\u5230\u6f5c\u5728\u7a7a\u95f4\u540e\uff0c\u4f1a\u88abBSQ\u91cf\u5316\u4e3a\u4e24\u7ec4\u5b50token\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u5b50Token\u7c7b\u578b<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u7c92\u5ea6<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u6355\u6349\u7684\u4fe1\u606f<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u7c7b\u6bd4<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Coarse Token<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u7c97\u7c92\u5ea6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5927\u8d8b\u52bf\u3001\u5927\u65b9\u5411<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u65e5\u7ebf\u7ea7\u522b\u7684\u8d8b\u52bf\u5224\u65ad<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Fine Token<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u7ec6\u7c92\u5ea6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5c0f\u6ce2\u52a8\u3001\u5fae\u89c2\u7ed3\u6784<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5206\u949f\u7ea7\u522b\u7684\u7ec6\u8282\u53d8\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u5206\u5c42\u8bbe\u8ba1\u7684\u597d\u5904\u662f\u663e\u800c\u6613\u89c1\u7684\uff1a\u6a21\u578b\u5728\u9884\u6d4b\u65f6\uff0c\u53ef\u4ee5&#8221;\u5148\u5b9a\u65b9\u5411\u3001\u518d\u5b9a\u7ec6\u8282&#8221;\uff0c\u65e2\u4e0d\u4f1a\u8ff7\u5931\u5728\u5927\u65b9\u5411\u4e0a\uff0c\u4e5f\u4e0d\u4f1a\u4e22\u5931\u5fae\u89c2\u4fe1\u606f\u3002\u8fd9\u8ddf\u4eba\u7c7b\u770b\u76d8\u7684\u903b\u8f91\u662f\u4e00\u6837\u7684\uff1a\u5148\u770b\u5927\u8d8b\u52bf\u5728\u54ea\uff0c\u518d\u627e\u5177\u4f53\u7684\u8fdb\u51fa\u573a\u65f6\u673a\u3002<\/p>\n\n\n\n<p>\u800c\u81ea\u56de\u5f52Transformer\u7684\u8bad\u7ec3\u76ee\u6807\uff0c\u5c31\u662f\u5728\u7ed9\u5b9a\u524d\u9762\u6240\u6709token\u7684\u6761\u4ef6\u4e0b\uff0c\u4f9d\u6b21\u9884\u6d4b\u4e0b\u4e00\u4e2a\u7c97\u7c92\u5ea6\u5b50token\u548c\u7ec6\u7c92\u5ea6\u5b50token\u3002\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7c97\u7ec6\u7c92\u5ea6\u4fe1\u606f\u80fd\u591f\u76f8\u4e92\u4ea4\u4e92\u548c\u878d\u5408\uff0c\u6700\u7ec8\u5f62\u6210\u5bf9\u5e02\u573a\u7684\u5b8c\u6574\u7406\u89e3\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u8001\u4f59\u63d0\u793a\uff1a<\/strong>\u8fd9\u79cd\"\u5206\u8bcd\u2192\u9884\u8bad\u7ec3\"\u7684\u8303\u5f0f\u8ddfNLP\u91ccGPT\u7684\u8def\u7ebf\u9ad8\u5ea6\u4e00\u81f4\u3002\u533a\u522b\u5728\u4e8e\uff0c\u81ea\u7136\u8bed\u8a00\u7684token\u5929\u7136\u662f\u79bb\u6563\u7684\uff08\u5b57\u3001\u8bcd\uff09\uff0c\u800cK\u7ebf\u7684token\u9700\u8981\u4ece\u8fde\u7eed\u6570\u636e\u4e2d\"\u9020\"\u51fa\u6765\u3002BSQ\u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\"\u9020\u8bcd\"\u95ee\u9898\u7684\u6838\u5fc3\u5de5\u5177\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2468 \u8d44\u6e90\u6c47\u603b<\/strong><\/h2>\n\n\n\n<p>\u6211\u628a\u6240\u6709\u76f8\u5173\u94fe\u63a5\u6574\u7406\u5728\u8fd9\u91cc\uff0c\u65b9\u4fbf\u5927\u5bb6\u67e5\u9605\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u8d44\u6e90<\/strong><\/th><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u94fe\u63a5<\/strong><\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">GitHub\u4ed3\u5e93<\/td><td class=\"has-text-align-center\" data-align=\"center\">github.com\/shiyu-coder\/Kronos<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u8bba\u6587\uff08arXiv\uff09<\/td><td class=\"has-text-align-center\" data-align=\"center\">arxiv.org\/abs\/2508.02739<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u5728\u7ebfDemo<\/td><td class=\"has-text-align-center\" data-align=\"center\">Kronos Demo\uff08BTC\/USDT\u9884\u6d4b\uff09<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Kronos-mini\u6a21\u578b<\/td><td class=\"has-text-align-center\" data-align=\"center\">HuggingFace NeoQuasar\/Kronos-mini<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Kronos-small\u6a21\u578b<\/td><td class=\"has-text-align-center\" data-align=\"center\">HuggingFace NeoQuasar\/Kronos-small<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Kronos-base\u6a21\u578b<\/td><td class=\"has-text-align-center\" data-align=\"center\">HuggingFace NeoQuasar\/Kronos-base<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Tokenizer-base<\/td><td class=\"has-text-align-center\" data-align=\"center\">HuggingFace NeoQuasar\/Kronos-Tokenizer-base<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Tokenizer-2k<\/td><td class=\"has-text-align-center\" data-align=\"center\">HuggingFace NeoQuasar\/Kronos-Tokenizer-2k<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u56fd\u5185\u6a21\u578b\u6258\u7ba1\uff08\u59cb\u667aAI\uff09<\/td><td class=\"has-text-align-center\" data-align=\"center\">wisemodel.cn\/NeoQuasar\/Kronos-mini<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5f00\u6e90\u534f\u8bae\uff1a<\/strong>Kronos\u91c7\u7528MIT License\uff0c\u5546\u7528\u53cb\u597d\u3002\u4f60\u53ef\u4ee5\u81ea\u7531\u4f7f\u7528\u3001\u4fee\u6539\u548c\u5206\u53d1\uff0c\u53ea\u9700\u4fdd\u7559\u539f\u59cb\u7248\u6743\u58f0\u660e\u5373\u53ef\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2469 \u5199\u5728\u6700\u540e<\/strong><\/h2>\n\n\n\n<p>Kronos\u4e0d\u53ea\u662f\u4e00\u4e2a\u6a21\u578b\uff0c\u5b83\u4ee3\u8868\u4e86\u4e00\u79cd\u65b0\u7684\u601d\u8def\uff1a\u8ba9AI\u771f\u6b63\u5b66\u4f1a\u91d1\u878d\u5e02\u573a\u7684&#8221;\u8bed\u8a00&#8221;\uff0c\u800c\u4e0d\u662f\u7528\u901a\u7528\u5de5\u5177\u786c\u5957\u3002\u4eceBSQ\u5206\u8bcd\u5668\u628aK\u7ebf\u53d8\u6210&#8221;\u8bcd&#8221;\uff0c\u5230\u81ea\u56de\u5f52Transformer\u5b66\u4f1a&#8221;\u7eed\u5199\u884c\u60c5&#8221;\uff0c\u6574\u4e2a\u6846\u67b6\u8ddfGPT\u5904\u7406\u81ea\u7136\u8bed\u8a00\u7684\u903b\u8f91\u4e00\u8109\u76f8\u627f\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9488\u5bf9\u91d1\u878d\u6570\u636e\u7684\u7279\u6027\u505a\u4e86\u6df1\u5ea6\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"767\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u6a21\u578b\u7279\u70b9\u6982\u89c8\u56fe.webp\" alt=\"\" class=\"wp-image-3930\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u6a21\u578b\u7279\u70b9\u6982\u89c8\u56fe.webp 960w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u6a21\u578b\u7279\u70b9\u6982\u89c8\u56fe-300x240.webp 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Kronos\u6a21\u578b\u7279\u70b9\u6982\u89c8\u56fe-768x614.webp 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u4f5c\u4e3a\u4ece\u4e1a\u8005\uff0c\u6211\u7684\u5efa\u8bae\u662f\uff1a<\/strong>\u4e0d\u7ba1\u4f60\u73b0\u5728\u662f\u505a\u91cf\u5316\u8fd8\u662f\u505aAI\uff0c\u90fd\u503c\u5f97\u82b1\u65f6\u95f4\u7814\u7a76Kronos\uff0c\u5b83\u7684\u6280\u672f\u6846\u67b6\u6709\u5f88\u5f3a\u7684\u901a\u7528\u6027\uff0c\u5b8c\u5168\u53ef\u4ee5\u878d\u5165\u4f60\u7684\u91cf\u5316\u7cfb\u7edf\u4e2d\u3002<\/pre>\n<\/blockquote>\n\n\n\n<p>\u6211\u662f\u8001\u4f59\u635e\u9c7c\uff0c\u6211\u4eec\u4e0b\u671f\u89c1\u3002<\/p>\n\n\n\n<p><strong>\u53c2\u8003\u6765\u6e90\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GitHub Kronos\u9879\u76ee<\/strong>(https:\/\/github.com\/shiyu-coder\/Kronos)<\/li>\n\n\n\n<li><strong>\u817e\u8baf\u65b0\u95fb<\/strong>\u300a\u6e05\u534eKRONOS\u5f00\u6e90\uff0cK\u7ebf\u4e0d\u662f\u7384\u5b66\uff01\u91d1\u878dAI\u8fce\u6765GPT\u65f6\u4ee3\u300b(https:\/\/new.qq.com\/rain\/a\/20250925A06QIS00)\u00a0<\/li>\n\n\n\n<li><strong>arXiv\u8bba\u6587<\/strong>(https:\/\/arxiv.org\/abs\/2508.02739)<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"754\" height=\"161\" src=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418123910.png\" alt=\"\" class=\"wp-image-3922\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418123910.png 754w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2026\/04\/Screenshot_20260418123910-300x64.png 300w\" sizes=\"(max-width: 754px) 100vw, 754px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u98ce\u9669\u63d0\u793a\uff1a<\/strong>\u672c\u6587\u4ec5\u4f9b\u53c2\u8003\uff0c\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3002\u6295\u8d44\u6709\u98ce\u9669\uff0c\u5165\u5e02\u9700\u8c28\u614e\u3002<\/p>\n\n\n\n<p><strong>\u7248\u6743\u58f0\u660e\uff1a<\/strong>\u672c\u6587\u4e3a\u539f\u521b\u5185\u5bb9\uff0c\u8f6c\u8f7d\u8bf7\u6ce8\u660e\u51fa\u5904\u3002<\/p>\n\n\n\n<p><a>#Kronos<\/a>&nbsp;<a>#\u91d1\u878dAI<\/a>&nbsp;<a>#K\u7ebf\u9884\u6d4b<\/a>&nbsp;<a>#\u5f00\u6e90\u6a21\u578b<\/a>&nbsp;<a>#\u91cf\u5316\u7814\u7a76<\/a>&nbsp;<a>#\u6e05\u534e\u5927\u5b66<\/a>&nbsp;<a>#AAAI2026<\/a>&nbsp;<a>#Transformer<\/a>&nbsp;<a>#\u65f6\u5e8f\u57fa\u7840\u6a21\u578b<\/a>&nbsp;<a>#\u91d1\u878d\u79d1\u6280<\/a>&nbsp;<a>#HuggingFace<\/a>&nbsp;<a>#A\u80a1<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2026\/04\/27\/kronos%ef%bc%9a%e8%ae%a9k%e7%ba%bf%e8%87%aa%e5%b7%b1%e5%bc%80%e5%8f%a3%e8%af%b4%e8%af%9d\/\">Continue reading<span class=\"screen-reader-text\">Kronos\uff1a\u8ba9K\u7ebf\u81ea\u5df1&#8221;\u5f00\u53e3\u8bf4\u8bdd&#8221;<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[17,4,5],"class_list":{"0":"post-3919","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","10":"entry"},"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/3919","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=3919"}],"version-history":[{"count":2,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/3919\/revisions"}],"predecessor-version":[{"id":3931,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/3919\/revisions\/3931"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=3919"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=3919"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=3919"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}