{"id":21626,"date":"2025-02-20T19:23:11","date_gmt":"2025-02-20T11:23:11","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21626"},"modified":"2025-02-20T19:23:11","modified_gmt":"2025-02-20T11:23:11","slug":"moba","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/moba\/","title":{"rendered":"MoBA: Kimi \u63a8\u51fa\u7684\u652f\u6301\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"<p>MoBA\uff08Mixture of Block Attention\uff09\u662f\u7531MoonshotAI\u5f00\u53d1\u7684\u4e00\u79cd\u521b\u65b0\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e13\u4e3a\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8bbe\u8ba1\u3002MoBA\u901a\u8fc7\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u957f\u5e8f\u5217\u5904\u7406\u3002\u5176\u72ec\u7279\u7684\u65e0\u53c2\u6570top-k\u95e8\u63a7\u673a\u5236\u786e\u4fdd\u6a21\u578b\u4ec5\u5173\u6ce8\u6700\u5177\u4fe1\u606f\u91cf\u7684\u5757\uff0c\u663e\u8457\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u3002MoBA\u80fd\u591f\u5728\u5168\u6ce8\u610f\u529b\u548c\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\uff0c\u65e2\u4fdd\u8bc1\u4e86\u6027\u80fd\uff0c\u53c8\u63d0\u9ad8\u4e86\u6548\u7387\u3002\u8be5\u6280\u672f\u5df2\u6210\u529f\u5e94\u7528\u4e8e\u652f\u6301Kimi\u7684\u957f\u4e0a\u4e0b\u6587\u8bf7\u6c42\uff0c\u5c55\u793a\u4e86\u5728\u9ad8\u6548\u6ce8\u610f\u529b\u8ba1\u7b97\u65b9\u9762\u7684\u663e\u8457\u8fdb\u6b65\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21627\" title=\"MoBA: Kimi\u63a8\u51fa\u7684\u652f\u6301\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/99f74d554cf9bc7.png\" alt=\"MoBA: Kimi\u63a8\u51fa\u7684\u652f\u6301\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b-1\" width=\"991\" height=\"512\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/99f74d554cf9bc7.png 991w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/99f74d554cf9bc7-768x397.png 768w\" sizes=\"auto, (max-width: 991px) 100vw, 991px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5757\u7a00\u758f\u6ce8\u610f\u529b<\/strong>\uff1a\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\u3002<\/li>\n<li><strong>\u65e0\u53c2\u6570\u95e8\u63a7\u673a\u5236<\/strong>\uff1a\u5f15\u5165\u65e0\u53c2\u6570top-k\u95e8\u63a7\u673a\u5236\uff0c\u9009\u62e9\u6bcf\u4e2a\u67e5\u8be2token\u6700\u76f8\u5173\u7684\u5757\u3002<\/li>\n<li><strong>\u5168\u7a00\u758f\u6ce8\u610f\u529b\u5207\u6362<\/strong>\uff1a\u5728\u5168\u6ce8\u610f\u529b\u548c\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\u3002<\/li>\n<li><strong>\u9ad8\u6548\u8ba1\u7b97<\/strong>\uff1a\u663e\u8457\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4ee3\u7801<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u5f00\u6e90\u4ee3\u7801\uff0c\u4fbf\u4e8e\u7528\u6237\u4f7f\u7528\u548c\u4e8c\u6b21\u5f00\u53d1\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/li>\n<\/ol>\n<pre><code>   conda create -n moba python=3.10\r\nconda activate moba\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install .\r\n<\/code><\/pre>\n<h3>\u5feb\u901f\u5f00\u59cb<\/h3>\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e0etransformers\u517c\u5bb9\u7684MoBA\u5b9e\u73b0\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7<code>--attn<\/code>\u53c2\u6570\u5728moba\u548cmoba_naive\u4e4b\u95f4\u9009\u62e9\u6ce8\u610f\u529b\u540e\u7aef\u3002<\/p>\n<pre><code>python3 examples\/llama.py --model meta-llama\/Llama-3.1-8B --attn moba\r\n<\/code><\/pre>\n<h3>\u8be6\u7ec6\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u5757\u7a00\u758f\u6ce8\u610f\u529b<\/strong>\uff1a\u5728\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u65f6\uff0cMoBA\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u957f\u5e8f\u5217\u5904\u7406\u3002<\/li>\n<li><strong>\u65e0\u53c2\u6570\u95e8\u63a7\u673a\u5236<\/strong>\uff1aMoBA\u5f15\u5165\u4e86\u4e00\u79cd\u65e0\u53c2\u6570top-k\u95e8\u63a7\u673a\u5236\uff0c\u9009\u62e9\u6bcf\u4e2a\u67e5\u8be2token\u6700\u76f8\u5173\u7684\u5757\uff0c\u786e\u4fdd\u6a21\u578b\u4ec5\u5173\u6ce8\u6700\u5177\u4fe1\u606f\u91cf\u7684\u5757\u3002<\/li>\n<li><strong>\u5168\u7a00\u758f\u6ce8\u610f\u529b\u5207\u6362<\/strong>\uff1aMoBA\u8bbe\u8ba1\u4e3a\u5168\u6ce8\u610f\u529b\u7684\u7075\u6d3b\u66ff\u4ee3\u65b9\u6848\uff0c\u5141\u8bb8\u5728\u5168\u6ce8\u610f\u529b\u548c\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\uff0c\u65e2\u4fdd\u8bc1\u4e86\u6027\u80fd\uff0c\u53c8\u63d0\u9ad8\u4e86\u6548\u7387\u3002<\/li>\n<li><strong>\u9ad8\u6548\u8ba1\u7b97<\/strong>\uff1a\u901a\u8fc7\u4e0a\u8ff0\u673a\u5236\uff0cMoBA\u663e\u8457\u63d0\u5347\u4e86\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u9002\u7528\u4e8e\u5404\u79cd\u590d\u6742\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<\/ol>\n<h3>\u793a\u4f8b\u4ee3\u7801<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528MoBA\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code>from transformers import AutoModelForCausalLM, AutoTokenizer\r\ntokenizer = AutoTokenizer.from_pretrained(\"meta-llama\/Llama-3.1-8B\")\r\nmodel = AutoModelForCausalLM.from_pretrained(\"meta-llama\/Llama-3.1-8B\", attn=\"moba\")\r\ninputs = tokenizer(\"\u957f\u4e0a\u4e0b\u6587\u793a\u4f8b\u6587\u672c\", return_tensors=\"pt\")\r\noutputs = model(**inputs)\r\nprint(outputs)\r\n<\/code><\/pre>\n<h2>\u4e00\u53e5\u8bdd\u63cf\u8ff0\uff08\u7b80\u4ecb\uff09<\/h2>\n<p>MoBA\u662f\u4e00\u79cd\u521b\u65b0\u7684\u5757\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e13\u4e3a\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8bbe\u8ba1\uff0c\u663e\u8457\u63d0\u5347\u8ba1\u7b97\u6548\u7387\uff0c\u652f\u6301\u5168\u7a00\u758f\u6ce8\u610f\u529b\u5207\u6362\u3002<\/p>\n<h2>\u7f51\u9875\u5173\u952e\u5b57<\/h2>\n<p>\u957f\u4e0a\u4e0b\u6587\u5904\u7406, \u5757\u6ce8\u610f\u529b\u673a\u5236, \u5927\u8bed\u8a00\u6a21\u578b, \u9ad8\u6548\u8ba1\u7b97, MoonshotAI<\/p>\n<p>MoBA\uff08Mixture of Block Attention\uff09\u662f\u7531MoonshotAI\u5f00\u53d1\u7684\u4e00\u79cd\u521b\u65b0\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e13\u4e3a\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8bbe\u8ba1\u3002MoBA\u901a\u8fc7\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u957f\u5e8f\u5217\u5904\u7406\u3002\u5176\u72ec\u7279\u7684\u65e0\u53c2\u6570top-k\u95e8\u63a7\u673a\u5236\u786e\u4fdd\u6a21\u578b\u4ec5\u5173\u6ce8\u6700\u5177\u4fe1\u606f\u91cf\u7684\u5757\uff0c\u663e\u8457\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u3002MoBA\u80fd\u591f\u5728\u5168\u6ce8\u610f\u529b\u548c\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\uff0c\u65e2\u4fdd\u8bc1\u4e86\u6027\u80fd\uff0c\u53c8\u63d0\u9ad8\u4e86\u6548\u7387\u3002\u8be5\u6280\u672f\u5df2\u6210\u529f\u5e94\u7528\u4e8e\u652f\u6301Kimi\u7684\u957f\u4e0a\u4e0b\u6587\u8bf7\u6c42\uff0c\u5c55\u793a\u4e86\u5728\u9ad8\u6548\u6ce8\u610f\u529b\u8ba1\u7b97\u65b9\u9762\u7684\u663e\u8457\u8fdb\u6b65\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5757\u7a00\u758f\u6ce8\u610f\u529b<\/strong>\uff1a\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\u3002<\/li>\n<li><strong>\u65e0\u53c2\u6570\u95e8\u63a7\u673a\u5236<\/strong>\uff1a\u5f15\u5165\u65e0\u53c2\u6570top-k\u95e8\u63a7\u673a\u5236\uff0c\u9009\u62e9\u6bcf\u4e2a\u67e5\u8be2token\u6700\u76f8\u5173\u7684\u5757\u3002<\/li>\n<li><strong>\u5168\u7a00\u758f\u6ce8\u610f\u529b\u5207\u6362<\/strong>\uff1a\u5728\u5168\u6ce8\u610f\u529b\u548c\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\u3002<\/li>\n<li><strong>\u9ad8\u6548\u8ba1\u7b97<\/strong>\uff1a\u663e\u8457\u63d0\u5347\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4ee3\u7801<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u5f00\u6e90\u4ee3\u7801\uff0c\u4fbf\u4e8e\u7528\u6237\u4f7f\u7528\u548c\u4e8c\u6b21\u5f00\u53d1\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/li>\n<\/ol>\n<pre><code>   conda create -n moba python=3.10\r\nconda activate moba\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install .\r\n<\/code><\/pre>\n<h3>\u5feb\u901f\u5f00\u59cb<\/h3>\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e0etransformers\u517c\u5bb9\u7684MoBA\u5b9e\u73b0\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7<code>--attn<\/code>\u53c2\u6570\u5728moba\u548cmoba_naive\u4e4b\u95f4\u9009\u62e9\u6ce8\u610f\u529b\u540e\u7aef\u3002<\/p>\n<pre><code>python3 examples\/llama.py --model meta-llama\/Llama-3.1-8B --attn moba\r\n<\/code><\/pre>\n<h3>\u8be6\u7ec6\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u5757\u7a00\u758f\u6ce8\u610f\u529b<\/strong>\uff1a\u5728\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u65f6\uff0cMoBA\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u957f\u5e8f\u5217\u5904\u7406\u3002<\/li>\n<li><strong>\u65e0\u53c2\u6570\u95e8\u63a7\u673a\u5236<\/strong>\uff1aMoBA\u5f15\u5165\u4e86\u4e00\u79cd\u65e0\u53c2\u6570top-k\u95e8\u63a7\u673a\u5236\uff0c\u9009\u62e9\u6bcf\u4e2a\u67e5\u8be2token\u6700\u76f8\u5173\u7684\u5757\uff0c\u786e\u4fdd\u6a21\u578b\u4ec5\u5173\u6ce8\u6700\u5177\u4fe1\u606f\u91cf\u7684\u5757\u3002<\/li>\n<li><strong>\u5168\u7a00\u758f\u6ce8\u610f\u529b\u5207\u6362<\/strong>\uff1aMoBA\u8bbe\u8ba1\u4e3a\u5168\u6ce8\u610f\u529b\u7684\u7075\u6d3b\u66ff\u4ee3\u65b9\u6848\uff0c\u5141\u8bb8\u5728\u5168\u6ce8\u610f\u529b\u548c\u7a00\u758f\u6ce8\u610f\u529b\u6a21\u5f0f\u4e4b\u95f4\u65e0\u7f1d\u5207\u6362\uff0c\u65e2\u4fdd\u8bc1\u4e86\u6027\u80fd\uff0c\u53c8\u63d0\u9ad8\u4e86\u6548\u7387\u3002<\/li>\n<li><strong>\u9ad8\u6548\u8ba1\u7b97<\/strong>\uff1a\u901a\u8fc7\u4e0a\u8ff0\u673a\u5236\uff0cMoBA\u663e\u8457\u63d0\u5347\u4e86\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u9002\u7528\u4e8e\u5404\u79cd\u590d\u6742\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<\/ol>\n<h3>\u793a\u4f8b\u4ee3\u7801<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528MoBA\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code>from transformers import AutoModelForCausalLM, AutoTokenizer\r\ntokenizer = AutoTokenizer.from_pretrained(\"meta-llama\/Llama-3.1-8B\")\r\nmodel = AutoModelForCausalLM.from_pretrained(\"meta-llama\/Llama-3.1-8B\", attn=\"moba\")\r\ninputs = tokenizer(\"\u957f\u4e0a\u4e0b\u6587\u793a\u4f8b\u6587\u672c\", return_tensors=\"pt\")\r\noutputs = model(**inputs)\r\nprint(outputs)<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>MoBA\uff08Mixture of Block Attention\uff09\u662f\u7531MoonshotAI\u5f00\u53d1\u7684\u4e00\u79cd\u521b\u65b0\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e13\u4e3a\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8bbe\u8ba1\u3002MoBA\u901a\u8fc7\u5c06\u5168\u4e0a\u4e0b\u6587\u5212\u5206\u4e3a\u591a\u4e2a\u5757\uff0c\u6bcf\u4e2a\u67e5\u8be2token\u5b66\u4e60\u5173\u6ce8\u6700\u76f8\u5173\u7684KV\u5757\uff0c\u4ece&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61873,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-21626","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=21626"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21626\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61873"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=21626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=21626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=21626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}