{"id":3510,"date":"2024-05-02T11:10:35","date_gmt":"2024-05-02T03:10:35","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=3510"},"modified":"2024-05-02T11:50:22","modified_gmt":"2024-05-02T03:50:22","slug":"llm-%e8%ae%b0%e5%bf%86%e7%ae%a1%e7%90%86%e6%a1%86%e6%9e%b6-memgpt","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=3510","title":{"rendered":"LLM \u8bb0\u5fc6\u7ba1\u7406\u6846\u67b6 MemGPT"},"content":{"rendered":"\n<p>\u4f2f\u514b\u5229\u5927\u5b66\u5f00\u6e90\u6700\u4e13\u4e1a\u7684 LLM \u8bb0\u5fc6\u7ba1\u7406\u6846\u67b6 MemGPT \uff0c\u76ee\u524d 8.7 K Star<\/p>\n\n\n\n<p><strong>MemGPT \u5141\u8bb8\u60a8\u4f7f\u7528\u957f\u671f\u8bb0\u5fc6\u548c\u81ea\u5b9a\u4e49\u5de5\u5177\u6784\u5efaLLM\u4ee3\u7406<\/strong><\/p>\n\n\n\n<p>1. \u53d7 Agent\/Tools \u3001LLM\/AIOS \u7b49\u7406\u5ff5\u542f\u53d1\uff0c\u8bbe\u8ba1\u51fa\u7684\u865a\u62df\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684 LLM \u7cfb\u7edf\uff0c\u6269\u5c55 LLM \u4e0a\u4e0b\u6587<\/p>\n\n\n\n<p>2. \u7ba1\u7406 Main Memory\u3001\u5916\u90e8\u5b58\u50a8\u6709\u6548\u300c\u5206\u9875\u300d\u8fdb\u51fa\u4fe1\u606f\u4e0e\u7528\u6237\u63a7\u5236\u6d41<\/p>\n\n\n\n<p>3. \u652f\u6301\u4e00\u81f4\u6027\u3001\u53c2\u4e0e\u5ea6\u8bc4\u4f30<\/p>\n\n\n\n<p>MemGPT \u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u548c\u90e8\u7f72\u6709\u72b6\u6001LLM\u4ee3\u7406\uff0c\u5e76\u652f\u6301\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Long term memory\/state management<br>\u957f\u671f\u8bb0\u5fc6\/\u72b6\u6001\u7ba1\u7406<\/li>\n\n\n\n<li>Connections to&nbsp;<a href=\"https:\/\/memgpt.readme.io\/docs\/data_sources\">external data sources<\/a>&nbsp;(e.g. PDF files) for RAG<br>\u4e0e RAG \u7684\u5916\u90e8\u6570\u636e\u6e90\uff08e.g. PDF \u6587\u4ef6\uff09\u7684\u8fde\u63a5<\/li>\n\n\n\n<li>Defining and calling&nbsp;<a href=\"https:\/\/memgpt.readme.io\/docs\/functions\">custom tools<\/a>&nbsp;(e.g.&nbsp;<a href=\"https:\/\/github.com\/cpacker\/MemGPT\/blob\/main\/examples\/google_search.py\">google search<\/a>)<br>\u5b9a\u4e49\u548c\u8c03\u7528\u81ea\u5b9a\u4e49\u5de5\u5177\uff08\u4f8b\u5982\u8c37\u6b4c\u641c\u7d22\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/cpacker\/MemGPT\">https:\/\/github.com\/cpacker\/MemGPT<\/a><\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2310.08560\">https:\/\/arxiv.org\/abs\/2310.08560<\/a><\/p>\n\n\n\n<p>Demo\u94fe\u63a5\uff1a<a href=\"https:\/\/memgpt.ai\">https:\/\/memgpt.ai<\/a><\/p>\n\n\n\n<p>MemGPT \u5b98\u65b9\u63d0\u4f9b\u4e86\u4e24\u4e2a\u6848\u4f8b\u6765\u6f14\u793a\u7ba1\u7406\u957f\u671f\u8bb0\u5fc6\u7684\u6548\u679c\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/memgpt.readme.io\/docs\/example_data\">Example &#8211; chat with your data (readme.io)<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/memgpt.readme.io\/docs\/example_chat\">Example &#8211; perpetual chatbot (readme.io)<\/a><\/p>\n\n\n\n<p>MemGPT \u8fd8\u652f\u6301\u4e0e llama.cpp\u3001vLLM\u3001Ollama\u3001LM Studio \u7b49\u5f00\u6e90\u6a21\u578b\u6574\u5408\u3001\u4ee5\u53ca\u4e0e AutoGen \u7b49 MultiAgent \u6846\u67b6\u8fdb\u884c\u7ed3\u5408\u4f7f\u7528\uff1a &#8211; local llm\uff1a<a href=\"https:\/\/memgpt.readme.io\/docs\/local_llm\">https:\/\/memgpt.readme.io\/docs\/local_llm<\/a> &#8211; autogen\uff1a<a href=\"https:\/\/memgpt.readme.io\/docs\/autogen\">https:\/\/memgpt.readme.io\/docs\/autogen autogen<\/a> \u662f\u5fae\u8f6f\u5f00\u6e90\u7684\u591a Agent \u7684\u5f00\u53d1\u6846\u67b6\uff0c\u76ee\u524d 25.3K Star<\/p>\n\n\n\n<p>\u6709\u610f\u601d\u7684\u662f MemGPT \u5b9a\u4f4d\u4e8e OS \u91cc\u9762\u7684\u5b58\u50a8\u5904\u7406\u6a21\u5757\uff0c\u548c\u6700\u8fd1\u7684\u51e0\u9879 AIOS\/LLM OS \u7684\u7814\u7a76\u6709\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\u3002 \u6bd4\u5982 AIOS: LLM Agent Operating System<\/p>\n\n\n\n<p>AI OS \u76ee\u524d\u5df2\u5f00\u6e90\uff0c2.5 K Star<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/agiresearch\/AIOS\">https:\/\/github.com\/agiresearch\/AIOS<\/a> AIOS\u65e8\u5728\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff0c\u4fc3\u8fdb\u4ee3\u7406\u4e4b\u95f4\u7684\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u5b9e\u73b0\u4ee3\u7406\u7684\u5e76\u53d1\u6267\u884c\uff0c\u4e3a\u4ee3\u7406\u63d0\u4f9b\u5de5\u5177\u670d\u52a1\uff0c\u5e76\u7ef4\u62a4\u4ee3\u7406\u7684\u8bbf\u95ee\u63a7\u5236<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"738\" src=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1024x738.png\" alt=\"\" class=\"wp-image-3515\" srcset=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1024x738.png 1024w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-300x216.png 300w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-768x554.png 768w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247.png 1082w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ee5\u53ca LLM as OS\uff1a<a href=\"https:\/\/arxiv.org\/html\/2312.03815v2\">LLM as OS, Agents as Apps: Envisioning AIOS, Agents and the AIOS-Agent Ecosystem (arxiv.org)<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1021\" src=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1-1024x1021.png\" alt=\"\" class=\"wp-image-3516\" srcset=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1-1024x1021.png 1024w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1-300x300.png 300w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1-150x150.png 150w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1-768x765.png 768w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-1.png 1477w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"719\" src=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-2-1024x719.png\" alt=\"\" class=\"wp-image-3517\" srcset=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-2-1024x719.png 1024w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-2-300x211.png 300w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-2-768x539.png 768w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-2-1536x1079.png 1536w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/05\/\u56fe\u7247-2.png 1660w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/twitter.com\/tuturetom\/status\/1785658632887230958\">https:\/\/twitter.com\/tuturetom\/status\/1785658632887230958<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f2f\u514b\u5229\u5927\u5b66\u5f00\u6e90\u6700\u4e13\u4e1a\u7684 LLM \u8bb0\u5fc6\u7ba1\u7406\u6846\u67b6 MemGPT \uff0c\u76ee\u524d 8.7 K Star MemGPT \u5141\u8bb8\u60a8 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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