{"id":591,"date":"2024-08-12T16:45:00","date_gmt":"2024-08-12T08:45:00","guid":{"rendered":"http:\/\/mapleleaf666.vip\/?p=591"},"modified":"2024-08-12T16:48:07","modified_gmt":"2024-08-12T08:48:07","slug":"%e4%b9%a6%e7%94%9f%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%bc%80%e6%ba%90%e4%bd%93%e7%b3%bb%e5%90%ac%e8%af%be%e7%ac%94%e8%ae%b0","status":"publish","type":"post","link":"http:\/\/mapleleaf666.vip\/?p=591","title":{"rendered":"\u4e66\u751f\u5927\u6a21\u578b\u5b9e\u6218\u8425\u2014\u2014\u5f00\u6e90\u4f53\u7cfb\u542c\u8bfe\u7b14\u8bb0"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u8bfe\u7a0b\u94fe\u63a5\uff1a<a href=\"https:\/\/www.bilibili.com\/video\/BV1Vx421X72D\">\u4e66\u751f\u00b7\u6d66\u8bed\u5927\u6a21\u578b\u5168\u94fe\u8def\u5f00\u6e90\u4f53\u7cfb<\/a><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">InternLM2\u7684\u6a21\u578b\u9009\u7528<\/h2>\n\n\n\n<p>\u63d0\u4f9b\u4e86\u4e24\u79cd\u89c4\u683c\u7684\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>7B\u89c4\u683c\uff1a\u4e3a\u8f7b\u91cf\u7ea7\u7814\u7a76\u63d0\u4f9b\u8f7b\u4fbf\u4e14\u6027\u80fd\u4e0d\u4fd7\u7684\u6a21\u578b<\/li>\n\n\n\n<li>20B\u89c4\u683c\uff1a\u7efc\u5408\u6027\u66f4\u5f3a\uff0c\u652f\u6301\u66f4\u590d\u6742\u573a\u666f<\/li>\n<\/ul>\n\n\n\n<p>\u6bcf\u79cd\u89c4\u683c\u7684\u6a21\u578b\u90fd\u63d0\u4f9b\u4e86\u4e09\u4e2a\u7248\u672c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>InternLM2-Base\uff1a\u9ad8\u8d28\u91cf\u3001\u53ef\u5851\u6027\u5f3a\u7684\u6a21\u578b\u57fa\u5ea7<\/li>\n\n\n\n<li>InternLM2\uff1a\u57fa\u4e8eBase\uff0c\u5728\u591a\u4e2a\u80fd\u529b\u65b9\u5411\u8fdb\u884c\u5f3a\u5316\uff0c\u5e76\u4fdd\u6301\u901a\u7528\u8bed\u8a00\u80fd\u529b\uff0c\u6700\u63a8\u8350\u4f7f\u7528<\/li>\n\n\n\n<li>InternLM2-Chat\uff1a\u5728Base\u57fa\u7840\u4e0a\uff0c\u7ecf\u8fc7SFT\u548cRLHF\uff0c\u9762\u5411\u4f1a\u8bdd\u4ea4\u4e92\u8fdb\u884c\u4f18\u5316\u7684\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>SFT\uff1a\u76d1\u7763\u5fae\u8c03\uff08Supervised Fine-Tuning\uff09\uff0c\u6307\u5728\u6709\u76d1\u7763\u7684\u6570\u636e\u4e0a\u8fdb\u4e00\u6b65\u8bad\u7ec3\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u6539\u5584\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0<\/p>\n\n\n\n<p>RLHF\uff1a\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning from Human Feedback\uff09\uff0c\u662f\u4e00\u79cd\u7528\u4e8e\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u6280\u672f\uff0c\u65e8\u5728\u4f7f\u6a21\u578b\u751f\u6210\u7684\u8f93\u51fa\u66f4\u7b26\u5408\u4eba\u7c7b\u7684\u671f\u671b\u548c\u504f\u597d\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">InternLM2\u7684\u4eae\u70b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5177\u5907\u8d85\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\uff1a\u572820\u4e07token\u4e0a\u4e0b\u6587\u4e2d\uff0c\u51e0\u4e4e\u5b8c\u7f8e\u5b9e\u73b0\u201c\u5927\u6d77\u635e\u9488\u201d<\/li>\n\n\n\n<li>\u7efc\u5408\u6027\u80fd\u5168\u9762\u63d0\u5347\uff1a\u63a8\u7406\u3001\u6570\u5b66\u3001\u4ee3\u7801\u80fd\u529b\u5f3a\uff0cInternLM2-Chat-20B\u5728\u91cd\u70b9\u8bc4\u6d4b\u6bd5\u7adfChatGPT<\/li>\n\n\n\n<li>\u4f18\u79c0\u7684\u5bf9\u8bdd\u548c\u521b\u4f5c\u4f53\u9a8c\uff1a\u5728AlpacaEval2\u8d85\u8d8aGPT-3.5\u548cGemini Pro<\/li>\n\n\n\n<li>\u5de5\u5177\u8c03\u7528\u80fd\u529b\u6574\u4f53\u5347\u7ea7\uff1a\u53ef\u9760\u652f\u6301\u5de5\u5177\u591a\u8f6e\u8c03\u7528\uff0c\u590d\u6742\u667a\u80fd\u4f53\u642d\u5efa<\/li>\n\n\n\n<li>\u7a81\u51fa\u7684\u6570\u7406\u80fd\u529b\u548c\u5b9e\u7528\u7684\u6570\u636e\u5206\u6790\u529f\u80fd\uff1a\u52a0\u5165\u4ee3\u7801\u89e3\u91ca\u5668\u5728GSM8K\u548cMATH\u8fbe\u5230\u548cGPT-4\u76f8\u4eff\u6c34\u5e73<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ece\u6a21\u578b\u5230\u5e94\u7528<\/h2>\n\n\n\n<p>\u5178\u578b\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/07\/20\/Ifh8HyXY9pMZwqA.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/07\/20\/Ifh8HyXY9pMZwqA.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240720185836275\"\/><\/div><\/figure>\n\n\n\n<p>\u4e66\u751f\u6d66\u8bed\u6253\u9020\u4e86\u5168\u94fe\u6761\u7684\u5f00\u6e90\u5f00\u653e\u4f53\u7cfb\u6ee1\u8db3\u4ece\u6a21\u578b\u5230\u5e94\u7528\u7684\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/07\/20\/p3oAErLvHMq4k17.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/07\/20\/p3oAErLvHMq4k17.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240720190004820\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f00\u6e90\u4f53\u7cfb\u4ecb\u7ecd<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u96c6\uff1a\u4e66\u751f\u00b7\u4e07\u5377<\/h3>\n\n\n\n<p>\u63d0\u4f9b\u4e30\u5bcc\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\u6570\u636e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e66\u751f\u00b7\u4e07\u53771.0:\u8d851TB\u7684\u6587\u6863\u6570\u636e\uff0c\u8d85140GB\u7684\u56fe\u50cf-\u6587\u672c\u6570\u636e\u96c6\uff0c\u8d85140GB\u7684\u89c6\u9891\u6570\u636e<\/li>\n\n\n\n<li>\u4e66\u751f\u00b7\u4e07\u5377CC\uff1a\u5305\u62ec2013-2023\u5e74\u4e92\u8054\u7f51\u7684\u6570\u636e\u5185\u5bb9\uff0c\u6570\u636e\u6765\u6e90\u4e30\u5bcc\uff0c\u4ece90\u4e2adumps\u76841300\u4ebf\u4efd\u539f\u59cb\u6570\u636e\u4e2d\u201c\u8403\u53d6\u201d1.38%\u5185\u5bb9\uff0c\u4e14\u5b89\u5168\u5bc6\u5ea6\u9ad8<\/li>\n<\/ul>\n\n\n\n<p>\u4ee5\u4e0a\u6570\u636e\u5747\u53ef\u4ee5\u901a\u8fc7<a href=\"https:\/\/opendatalab.org.cn\/\">OpenDataLab<\/a>\u83b7\u53d6<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9884\u8bad\u7ec3<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u53ef\u6269\u5c55\u6027\uff0c\u652f\u6301\u4ece8\u5361\u5230\u5343\u5361\u8bad\u7ec3\uff0c\u5343\u5361\u52a0\u901f\u6548\u7387\u8fbe92%<\/li>\n\n\n\n<li>\u517c\u5bb9\u4e3b\u6d41\u6280\u672f\u751f\u6001\u5982HuggingFace<\/li>\n\n\n\n<li>\u5f00\u7bb1\u5373\u7528<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5fae\u8c03\uff1aXTuner<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5148\u4ecb\u7ecd\u4e24\u79cd\u5e38\u7528\u7684\u5fae\u8c03\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p>\u589e\u91cf\u7eed\u8bad\uff1a\u8ba9\u57fa\u5ea7\u6a21\u578b\u5b66\u4e60\u65b0\u77e5\u8bc6\uff08\u5982\u67d0\u4e9b\u5782\u7c7b\u9886\u57df\u77e5\u8bc6\uff09\uff0c\u5e38\u7528\u6587\u7ae0\u3001\u4e66\u7c4d\u3001\u4ee3\u7801\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e<\/p>\n\n\n\n<p>\u6709\u76d1\u7763\u5fae\u8c03\uff1a\u8ba9\u6a21\u578b\u5b66\u4f1a\u7406\u89e3\u5404\u79cd\u6307\u4ee4\u8fdb\u884c\u5bf9\u8bdd\uff0c\u5e38\u7528\u9ad8\u8d28\u91cf\u5bf9\u8bdd\u3001\u95ee\u7b54\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e<\/p>\n<\/blockquote>\n\n\n\n<p>\u5f00\u53d1\u4e86XTuner\u5fae\u8c03\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u9002\u914d\u591a\u79cd\u751f\u6001\uff0c\u5305\u5e76\u9002\u914d\u591a\u79cd\u786c\u4ef6<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/07\/20\/lwMWIGHOVQF4kTq.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/07\/20\/lwMWIGHOVQF4kTq.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240720200813222\"\/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bc4\u6d4b\u4f53\u7cfb\uff1aOpenCompass<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CompassRank\uff1a\u4e2d\u7acb\u5168\u9762\u7684\u6027\u80fd\u699c\u5355\uff0c\u8bc4\u4f30\u4e0d\u540c\u7684\u6a21\u578b<\/li>\n\n\n\n<li>CompassKit\uff1a\u5927\u6a21\u578b\u8bc4\u6d4b\u5168\u6808\u5de5\u5177\u94fe\uff0c\u5305\u62ec\u6a21\u578b\u63a8\u7406\u63a5\u5165\u3001\u957f\u6587\u672c\u80fd\u529b\u8bc4\u6d4b\u7b49<\/li>\n\n\n\n<li>CompassHub\uff1a\u6784\u5efa\u9ad8\u8d28\u91cf\u8bc4\u6d4b\u57fa\u51c6\u793e\u533a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u90e8\u7f72\uff1aLMDeploy<\/h3>\n\n\n\n<p>LMDeploy\u63d0\u4f9b\u5927\u6a21\u578b\u5728GPU\u4e0a\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\u89e3\u51b3\u65b9\u6848\uff0c\u5305\u62ec\u6a21\u578b\u8f7b\u91cf\u5316\u3001\u63a8\u7406\u548c\u670d\u52a1<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u6548\u63a8\u7406\u5f15\u64ce\uff1a\u6301\u7eed\u6279\u5904\u7406\u6280\u5de7\uff0c\u6df1\u5ea6\u4f18\u5316\u7684\u4f4e\u6bd4\u7279\u8ba1\u7b97kernels\uff0c\u6a21\u578b\u5e76\u884c\uff0c\u9ad8\u6548\u7684k\/v\u7f13\u5b58\u7ba1\u7406\u673a\u5236<\/li>\n\n\n\n<li>\u5b8c\u5907\u6613\u7528\u7684\u5de5\u5177\u94fe\uff1a\u91cf\u5316\u3001\u63a8\u7406\u3001\u670d\u52a1\u5168\u6d41\u7a0b\uff0c\u65e0\u7f1d\u5bf9\u63a5OpenCompass\u8bc4\u6d4b\u63a8\u7406\u7cbe\u5ea6\uff0c\u591a\u7ef4\u5ea6\u63a8\u7406\u901f\u5ea6\u8bc4\u6d4b\u5de5\u5177<\/li>\n\n\n\n<li>\u652f\u6301\u4ea4\u4e92\u5f0f\u63a8\u7406\uff0c\u4e0d\u4e3a\u5386\u53f2\u5bf9\u8bdd\u4e70\u5355<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e94\u7528<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/07\/20\/nzk6wLPZDeUhou7.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/07\/20\/nzk6wLPZDeUhou7.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240720202332277\"\/><\/div><\/figure>\n\n\n\n<p>\u63d0\u4f9b\u591a\u6a21\u6001\u667a\u80fd\u4f53\u5de5\u5177\u7bb1AgentLego\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u5927\u91cf\u89c6\u89c9\u3001\u591a\u6a21\u6001\u9886\u57df\u524d\u6cbf\u7b97\u6cd5\u529f\u80fd<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u4e2a\u4e3b\u6d41\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5982LangChain\uff0cTransformers Agent,lagent\u7b49<\/li>\n\n\n\n<li>\u7075\u6d3b\u7684\u591a\u6a21\u6001\u5de5\u5177\u8c03\u7528\u63a5\u53e3\uff0c\u652f\u6301\u5404\u7c7b\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u7684\u5de5\u5177\u51fd\u6570<\/li>\n\n\n\n<li>\u4e00\u952e\u5f0f\u8fdc\u7a0b\u5de5\u5177\u90e8\u7f72<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u8bfe\u7a0b\u94fe\u63a5\uff1a\u4e66\u751f\u00b7\u6d66\u8bed\u5927\u6a21\u578b\u5168\u94fe\u8def\u5f00\u6e90\u4f53\u7cfb InternLM2\u7684\u6a21\u578b\u9009\u7528 \u63d0\u4f9b\u4e86\u4e24\u79cd\u89c4\u683c\u7684\u6a21\u578b\uff1a \u6bcf\u79cd\u89c4\u683c\u7684\u6a21\u578b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[35],"class_list":["post-591","post","type-post","status-publish","format-standard","hentry","category-note","tag-llm"],"_links":{"self":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/591","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=591"}],"version-history":[{"count":2,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/591\/revisions"}],"predecessor-version":[{"id":595,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/591\/revisions\/595"}],"wp:attachment":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=591"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}