{"id":1413,"date":"2025-11-11T14:25:22","date_gmt":"2025-11-11T14:25:22","guid":{"rendered":"https:\/\/www.juhenext.com\/?post_type=model&#038;p=1413"},"modified":"2025-11-11T14:25:22","modified_gmt":"2025-11-11T14:25:22","slug":"kimi-k2-thinking","status":"publish","type":"model","link":"https:\/\/www.juhenext.com\/zh\/model\/kimi-k2-thinking\/","title":{"rendered":"kimi-k2-thinking"},"content":{"rendered":"<h3><strong>\u4ecb\u7ecd Kimi K2 Thinking\uff1a\u4e00\u79cd\u5177\u6709\u539f\u751f INT4 \u91cf\u5316\u7684\u6df1\u5ea6\u63a8\u7406\u6a21\u578b<\/strong><\/h3>\n<p class=\"mb-2 whitespace-pre-wrap\">Kimi K2 Thinking \u88ab\u63a8\u51fa\u4f5c\u4e3a\u8be5\u7cfb\u5217\u5f00\u6e90\u601d\u7ef4\u6a21\u578b\u4e2d\u6700\u65b0\u4e14\u6700\u5f3a\u5927\u7684\u7248\u672c\u3002\u5b83\u4ece\u96f6\u5f00\u59cb\u8bbe\u8ba1\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u601d\u7ef4\u4ee3\u7406\uff0c\u4e13\u6ce8\u4e8e\u6267\u884c\u9010\u6b65\u63a8\u7406\uff0c\u540c\u65f6\u52a8\u6001\u8c03\u7528\u5de5\u5177\u4ee5\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u8be5\u6a21\u578b\u5728 Humanity\u2019s Last Exam (HLE) \u548c BrowseComp \u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6811\u7acb\u4e86\u65b0\u7684\u6700\u5148\u8fdb\u6c34\u5e73\uff0c\u901a\u8fc7\u663e\u8457\u6269\u5c55\u5176\u591a\u6b65\u63a8\u7406\u6df1\u5ea6\u5e76\u5728\u8fde\u7eed\u8c03\u7528 200\u2013300 \u6b21\u5de5\u5177\u65f6\u4fdd\u6301\u7a33\u5b9a\u6027\u80fd\u3002<\/p>\n<p class=\"mb-2 whitespace-pre-wrap\">K2 Thinking \u7684\u4e00\u4e2a\u5173\u952e\u6280\u672f\u4eae\u70b9\u662f\u5176\u4f5c\u4e3a\u539f\u751f INT4 \u91cf\u5316\u6a21\u578b\u7684\u5b9e\u73b0\uff0c\u7ed3\u5408 256k \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5b9e\u73b0\u4e86\u63a8\u7406\u5ef6\u8fdf\u548c GPU \u5185\u5b58\u4f7f\u7528\u7684\u65e0\u635f\u51cf\u5c11\u3002<\/p>\n<p class=\"mb-2 whitespace-pre-wrap\"><strong>\u4e3b\u8981\u529f\u80fd<\/strong><\/p>\n<ul>\n<li class=\"translation-block\"><strong>\u6df1\u5ea6\u601d\u8003\u4e0e\u5de5\u5177\u7f16\u6392\uff1a<\/strong>\u8be5\u6a21\u578b\u7ecf\u8fc7\u7aef\u5230\u7aef\u8bad\u7ec3\uff0c\u80fd\u591f\u5c06\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\u4e0e\u51fd\u6570\u8c03\u7528\u4ea4\u7ec7\u8fdb\u884c\u3002\u8fd9\u4f7f\u5176\u80fd\u591f\u5904\u7406\u6301\u7eed\u6570\u767e\u6b65\u4e14\u4e0d\u504f\u79bb\u521d\u59cb\u76ee\u6807\u7684\u81ea\u4e3b\u7814\u7a76\u3001\u7f16\u7801\u548c\u5199\u4f5c\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n<li class=\"translation-block\"><strong>\u7a33\u5b9a\u7684\u957f\u8fdc\u4ee3\u7406\uff1a<\/strong> K2 Thinking \u5c55\u73b0\u51fa\u8fde\u8d2f\u4e14\u76ee\u6807\u5bfc\u5411\u7684\u884c\u4e3a\uff0c\u80fd\u591f\u8fde\u7eed\u8c03\u7528\u5de5\u5177\u8fbe 200\u2013300 \u6b21\uff0c\u8fd9\u76f8\u6bd4\u4e4b\u524d\u6a21\u578b\u5728 30\u201350 \u6b65\u540e\u6027\u80fd\u5e38\u5e38\u4e0b\u964d\u6709\u4e86\u663e\u8457\u63d0\u5347\u3002<\/li>\n<li class=\"translation-block\"><strong>\u539f\u751f INT4 \u91cf\u5316\uff1a<\/strong>\u901a\u8fc7\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff08QAT\uff09\uff0c\u6a21\u578b\u5728\u4f4e\u5ef6\u8fdf\u6a21\u5f0f\u4e0b\u5b9e\u73b0\u4e86\u8fd1 2 \u500d\u7684\u52a0\u901f\uff0c\u540c\u65f6\u4e0d\u635f\u5931\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p class=\"mb-2 whitespace-pre-wrap\"><strong>\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n<p class=\"mb-2 whitespace-pre-wrap\">Kimi K2 Thinking \u57fa\u4e8e\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u6784\u5efa\u3002\u5176\u4e3b\u8981\u89c4\u683c\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u89c4\u683c<\/th>\n<th>\u53c2\u6570<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u67b6\u6784<\/strong><\/td>\n<td>Mixture-of-Experts (MoE)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u603b\u53c2\u6570<\/strong><\/td>\n<td>1T<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6fc0\u6d3b\u53c2\u6570<\/strong><\/td>\n<td>32B<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong><\/td>\n<td>256K<\/td>\n<\/tr>\n<tr>\n<td><strong>\u53c2\u6570\u91cf<\/strong><\/td>\n<td>160K<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5c42\u6570<\/strong><\/td>\n<td>61 (including 1 dense layer)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e13\u5bb6\u6570\u91cf<\/strong><\/td>\n<td>384 (8 selected per token, 1 shared)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/td>\n<td>MLA<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6fc0\u6d3b\u51fd\u6570<\/strong><\/td>\n<td>SwiGLU<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"mb-2 whitespace-pre-wrap\"><strong>\u6027\u80fd\u4e0e\u8bc4\u4f30<\/strong><\/p>\n<p class=\"mb-2 whitespace-pre-wrap\">\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0cKimi K2 Thinking \u5728\u591a\u9879\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u6700\u5148\u8fdb\u6216\u6781\u5177\u7ade\u4e89\u529b\u7684\u8868\u73b0\u3002\u5728\u5e26\u5de5\u5177\u7684\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5176\u5728 HLE \u4e0a\u5f97\u5206 44.9\uff0c\u5728 BrowseComp \u4e0a\u5f97\u5206 60.2\uff0c\u4f18\u4e8e\u5176\u4ed6\u9886\u5148\u6a21\u578b\u3002\u5b83\u5728\u7f16\u7801\u65b9\u9762\u4e5f\u8868\u73b0\u51fa\u5f3a\u5927\u80fd\u529b\uff0c\u5728 SWE-bench Verified \u4e0a\u53d6\u5f97 71.3 \u7684\u5206\u6570\uff0c\u5e76\u5728\u591a\u8bed\u8a00\u7f16\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002\u6240\u6709\u62a5\u544a\u7684\u57fa\u51c6\u7ed3\u679c\u5747\u91c7\u7528 INT4 \u7cbe\u5ea6\u5b8c\u6210\uff0c\u51f8\u663e\u4e86\u8be5\u6a21\u578b\u7684\u9ad8\u6548\u6027\u3002<\/p>\n<p class=\"mb-2 whitespace-pre-wrap\"><strong>\u90e8\u7f72\u4e0e\u4f7f\u7528<\/strong><\/p>\n<p class=\"mb-2 whitespace-pre-wrap translation-block\">\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u517c\u5bb9 OpenAI\/Anthropic \u7684 API \u8bbf\u95ee Kimi K2 Thinking\uff0cAPI \u5730\u5740\u4e3a <code>platform.moonshot.ai<\/code>\u3002\u5bf9\u4e8e\u672c\u5730\u90e8\u7f72\uff0c\u8be5\u6a21\u578b\u7ecf\u8fc7\u4f18\u5316\uff0c\u53ef\u5728 vLLM\u3001SGLang \u548c KTransformers \u7b49\u63a8\u7406\u5f15\u64ce\u4e0a\u8fd0\u884c\u3002<\/p>\n<p class=\"mb-2 whitespace-pre-wrap\">\u8be5\u6a21\u578b\u652f\u6301\u6807\u51c6\u7684\u804a\u5929\u8865\u5168\u548c\u9ad8\u7ea7\u5de5\u5177\u8c03\u7528\u529f\u80fd\u3002\u7528\u6237\u53ef\u4ee5\u5b9a\u4e49\u4e00\u7ec4\u53ef\u7528\u5de5\u5177\uff0c\u6a21\u578b\u5c06\u81ea\u4e3b\u51b3\u5b9a\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u5b8c\u6210\u8bf7\u6c42\u3002\u4e00\u822c\u4f7f\u7528\u63a8\u8350\u7684\u6e29\u5ea6\u8bbe\u7f6e\u4e3a 1.0\u3002<\/p>\n<p class=\"mb-2 whitespace-pre-wrap\"><strong>\u8bb8\u53ef\u8bc1<\/strong><\/p>\n<p class=\"mb-2 whitespace-pre-wrap\">\u6a21\u578b\u6743\u91cd\u548c\u76f8\u5173\u4ee3\u7801\u5e93\u5747\u5728\u4fee\u6539\u540e\u7684 MIT \u8bb8\u53ef\u8bc1\u4e0b\u53d1\u5e03\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Kimi K2 Thinking \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u601d\u8003\u4ee3\u7406\uff0c\u64c5\u957f\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u5728\u957f\u5e8f\u5217\u4e2d\u7a33\u5b9a\u4f7f\u7528\u5de5\u5177\uff0c\u5177\u6709 256k \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u539f\u751f INT4 \u91cf\u5316\u4ee5\u5b9e\u73b0\u9ad8\u6548\u6027\u80fd\u3002<\/p>","protected":false},"featured_media":556,"template":"","meta":{"_acf_changed":false},"context-window":[87],"features":[16,24,15,17,23,19],"maximum-output":[88],"model-type":[11,29],"promotion":[],"provider":[53],"recommend":[],"class_list":["post-1413","model","type-model","status-publish","has-post-thumbnail","hentry","context-window-262k","features-function-calling","features-reasoning","features-streaming","features-structured-outputs","features-text-input","features-text-output","maximum-output-88","model-type-chat","model-type-reasoning","provider-opensource"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/model\/1413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/model"}],"about":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/types\/model"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/media\/556"}],"wp:attachment":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/media?parent=1413"}],"wp:term":[{"taxonomy":"context-window","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/context-window?post=1413"},{"taxonomy":"features","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/features?post=1413"},{"taxonomy":"maximum-output","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/maximum-output?post=1413"},{"taxonomy":"model-type","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/model-type?post=1413"},{"taxonomy":"promotion","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/promotion?post=1413"},{"taxonomy":"provider","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/provider?post=1413"},{"taxonomy":"recommend","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/recommend?post=1413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}