{"id":16814,"date":"2024-12-31T17:26:33","date_gmt":"2024-12-31T09:26:33","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16814"},"modified":"2024-12-31T17:26:33","modified_gmt":"2024-12-31T09:26:33","slug":"memary","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/memary\/","title":{"rendered":"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee"},"content":{"rendered":"<p>Memary \u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e13\u6ce8\u4e8e\u4e3a\u81ea\u4e3b\u667a\u80fd\u4f53\u63d0\u4f9b\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u9879\u76ee\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u548c\u4e13\u95e8\u7684\u8bb0\u5fc6\u6a21\u5757\uff0c\u5e2e\u52a9\u667a\u80fd\u4f53\u7a81\u7834\u4f20\u7edf\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\uff0c\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002Memary \u91c7\u7528\u81ea\u52a8\u5316\u7684\u8bb0\u5fc6\u751f\u6210\u673a\u5236\uff0c\u53ef\u4ee5\u5728\u667a\u80fd\u4f53\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u66f4\u65b0\u8bb0\u5fc6\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u7684\u4eea\u8868\u76d8\u5c55\u793a\u8fd9\u4e9b\u8bb0\u5fc6\u3002\u7cfb\u7edf\u652f\u6301\u591a\u79cd\u6a21\u578b\u914d\u7f6e\uff0c\u5305\u62ec\u672c\u5730\u8fd0\u884c\u7684 Llama \u548c LLaVA \u6a21\u578b\uff0c\u4ee5\u53ca\u4e91\u7aef\u7684 GPT \u6a21\u578b\u3002\u6b64\u5916\uff0cMemary \u8fd8\u63d0\u4f9b\u4e86\u591a\u56fe\u652f\u6301\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4e3a\u4e0d\u540c\u7528\u6237\u521b\u5efa\u72ec\u7acb\u7684\u667a\u80fd\u4f53\u5b9e\u4f8b\uff0c\u5b9e\u73b0\u4e2a\u6027\u5316\u7684\u8bb0\u5fc6\u7ba1\u7406\u3002<\/p>\n<div id=\"attachment_16815\" style=\"width: 1061px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16815\" class=\"wp-image-16815\" title=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d.jpg\" alt=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" width=\"1051\" height=\"679\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d.jpg 1974w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d-300x194.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d-1024x662.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d-768x496.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d-1536x993.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/d734f1dfb4f8b0d-18x12.jpg 18w\" sizes=\"auto, (max-width: 1051px) 100vw, 1051px\" \/><p id=\"caption-attachment-16815\" class=\"wp-caption-text\">Memary \u6574\u4f53\u67b6\u6784<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_16816\" style=\"width: 1030px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16816\" class=\"wp-image-16816\" title=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c.jpg\" alt=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" width=\"1020\" height=\"412\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c.jpg 2650w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c-300x121.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c-1024x413.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c-768x310.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c-1536x620.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c-2048x827.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/06ce0f2a389947c-18x7.jpg 18w\" sizes=\"auto, (max-width: 1020px) 100vw, 1020px\" \/><p id=\"caption-attachment-16816\" class=\"wp-caption-text\">Memary Agent<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_16817\" style=\"width: 1031px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16817\" class=\"wp-image-16817\" title=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae.jpg\" alt=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" width=\"1021\" height=\"402\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae.jpg 2306w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae-300x118.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae-1024x403.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae-768x302.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae-1536x605.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae-2048x806.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/313a89739a41cae-18x7.jpg 18w\" sizes=\"auto, (max-width: 1021px) 100vw, 1021px\" \/><p id=\"caption-attachment-16817\" class=\"wp-caption-text\">Memary Knowledge Graphs<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_16818\" style=\"width: 1068px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16818\" class=\"wp-image-16818\" title=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2796cb34f60218a.jpg\" alt=\"Memary\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3aAgent\u957f\u671f\u8bb0\u5fc6\u7684\u5f00\u6e90\u9879\u76ee-1\" width=\"1058\" height=\"316\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2796cb34f60218a.jpg 1409w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2796cb34f60218a-300x90.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2796cb34f60218a-1024x306.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2796cb34f60218a-768x229.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2796cb34f60218a-18x5.jpg 18w\" sizes=\"auto, (max-width: 1058px) 100vw, 1058px\" \/><p id=\"caption-attachment-16818\" class=\"wp-caption-text\">Memory Modules<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u81ea\u52a8\u5316\u8bb0\u5fc6\u751f\u6210\u4e0e\u66f4\u65b0<\/li>\n<li>\u77e5\u8bc6\u56fe\u8c31\u5b58\u50a8\u4e0e\u68c0\u7d22<\/li>\n<li>\u8bb0\u5fc6\u6d41(Memory Stream)\u8ddf\u8e2a\u5b9e\u4f53\u4e0e\u65f6\u95f4\u6233<\/li>\n<li>\u5b9e\u4f53\u77e5\u8bc6\u5e93(Entity Knowledge Store)\u7ba1\u7406\u9891\u7387\u4e0e\u65f6\u6548\u6027<\/li>\n<li>\u9012\u5f52\u68c0\u7d22\u65b9\u6cd5\u4f18\u5316\u77e5\u8bc6\u56fe\u8c31\u641c\u7d22<\/li>\n<li>\u591a\u8df3\u63a8\u7406\u652f\u6301\u590d\u6742\u67e5\u8be2\u5904\u7406<\/li>\n<li>\u81ea\u5b9a\u4e49\u5de5\u5177\u6269\u5c55\u652f\u6301<\/li>\n<li>\u591a\u667a\u80fd\u4f53\u56fe\u8c31\u7ba1\u7406<\/li>\n<li>\u8bb0\u5fc6\u538b\u7f29\u4e0e\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f18\u5316<\/li>\n<li>\u4e3b\u9898\u63d0\u53d6\u4e0e\u5b9e\u4f53\u5206\u7c7b<\/li>\n<li>\u65f6\u95f4\u7ebf\u5206\u6790\u529f\u80fd<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>1. \u5b89\u88c5\u914d\u7f6e<\/h3>\n<p>1.1 \u57fa\u672c\u8981\u6c42<\/p>\n<ul>\n<li>Python \u7248\u672c\u8981\u6c42: &lt;= 3.11.9<\/li>\n<li>\u63a8\u8350\u4f7f\u7528\u865a\u62df\u73af\u5883\u8fdb\u884c\u5b89\u88c5<\/li>\n<\/ul>\n<p>1.2 \u5b89\u88c5\u65b9\u5f0f<br \/>\na) \u4f7f\u7528 pip \u5b89\u88c5:<\/p>\n<pre><code>pip install memary\r\n<\/code><\/pre>\n<p>b) \u672c\u5730\u5b89\u88c5:<\/p>\n<ul>\n<li>\u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56:\u00a0<code>pip install -r requirements.txt<\/code><\/li>\n<\/ul>\n<p>1.3 \u6a21\u578b\u914d\u7f6e<br \/>\nMemary \u652f\u6301\u4e24\u79cd\u8fd0\u884c\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li>\u672c\u5730\u6a21\u5f0f\uff08\u9ed8\u8ba4\uff09\uff1a\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/en\/ollama\/\">Ollama<\/a> \u8fd0\u884c\u6a21\u578b\n<ul>\n<li>LLM: Llama 3 8B\/40B\uff08\u63a8\u8350\uff09<\/li>\n<li>\u89c6\u89c9\u6a21\u578b: LLaVA\uff08\u63a8\u8350\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u4e91\u7aef\u6a21\u5f0f\uff1a\n<ul>\n<li>LLM: gpt-3.5-turbo<\/li>\n<li>\u89c6\u89c9\u6a21\u578b: gpt-4-vision-preview<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>2. \u73af\u5883\u51c6\u5907<\/h3>\n<p>2.1 \u914d\u7f6e .env \u6587\u4ef6<\/p>\n<pre><code>OPENAI_API_KEY=\"YOUR_API_KEY\"\r\nPERPLEXITY_API_KEY=\"YOUR_API_KEY\"\r\nGOOGLEMAPS_API_KEY=\"YOUR_API_KEY\"\r\nALPHA_VANTAGE_API_KEY=\"YOUR_API_KEY\"\r\n# \u6570\u636e\u5e93\u914d\u7f6e\uff08\u4e8c\u9009\u4e00\uff09\uff1a\r\nFALKORDB_URL=\"falkor:\/\/[[username]:[password]]@[falkor_host_url]:port\"\r\n\u6216\r\nNEO4J_PW=\"YOUR_NEO4J_PW\"\r\nNEO4J_URL=\"YOUR_NEO4J_URL\"\r\n<\/code><\/pre>\n<p>2.2 \u66f4\u65b0\u7528\u6237\u914d\u7f6e<\/p>\n<ul>\n<li>\u7f16\u8f91\u00a0<code>streamlit_app\/data\/user_persona.txt<\/code>\u00a0\u8bbe\u7f6e\u7528\u6237\u7279\u5f81<\/li>\n<li>\u53ef\u9009\uff1a\u4fee\u6539\u00a0<code>streamlit_app\/data\/system_persona.txt<\/code>\u00a0\u8c03\u6574\u7cfb\u7edf\u7279\u5f81<\/li>\n<\/ul>\n<h3>3. \u57fa\u672c\u4f7f\u7528<\/h3>\n<p>3.1 \u542f\u52a8\u5e94\u7528<\/p>\n<pre><code>cd streamlit_app\r\nstreamlit run app.py\r\n<\/code><\/pre>\n<p>3.2 \u4ee3\u7801\u793a\u4f8b<\/p>\n<pre><code>from memary.agent.chat_agent import ChatAgent\r\n# \u521d\u59cb\u5316\u804a\u5929\u667a\u80fd\u4f53\r\nchat_agent = ChatAgent(\r\n\"Personal Agent\",\r\nmemory_stream_json,\r\nentity_knowledge_store_json,\r\nsystem_persona_txt,\r\nuser_persona_txt,\r\npast_chat_json,\r\n)\r\n# \u6dfb\u52a0\u81ea\u5b9a\u4e49\u5de5\u5177\r\ndef multiply(a: int, b: int) -&gt; int:\r\n\"\"\"\u4e58\u6cd5\u8ba1\u7b97\u5de5\u5177\"\"\"\r\nreturn a * b\r\nchat_agent.add_tool({\"multiply\": multiply})\r\n# \u79fb\u9664\u5de5\u5177\r\nchat_agent.remove_tool(\"multiply\")\r\n<\/code><\/pre>\n<h3>4. \u591a\u667a\u80fd\u4f53\u914d\u7f6e<\/h3>\n<p>\u9002\u7528\u4e8e\u4f7f\u7528 FalkorDB \u6570\u636e\u5e93\u65f6\uff1a<\/p>\n<pre><code># \u7528\u6237 A \u7684\u4e2a\u4eba\u667a\u80fd\u4f53\r\nchat_agent_user_a = ChatAgent(\r\n\"Personal Agent\",\r\nmemory_stream_json_user_a,\r\nentity_knowledge_store_json_user_a,\r\nsystem_persona_txt_user_a,\r\nuser_persona_txt_user_a,\r\npast_chat_json_user_a,\r\nuser_id='user_a_id'\r\n)\r\n# \u7528\u6237 B \u7684\u4e2a\u4eba\u667a\u80fd\u4f53\r\nchat_agent_user_b = ChatAgent(\r\n\"Personal Agent\",\r\nmemory_stream_json_user_b,\r\nentity_knowledge_store_json_user_b,\r\nsystem_persona_txt_user_b,\r\nuser_persona_txt_user_b,\r\npast_chat_json_user_b,\r\nuser_id='user_b_id'\r\n)\r\n<\/code><\/pre>\n<h3>5. \u8bb0\u5fc6\u7ba1\u7406\u7279\u6027<\/h3>\n<p>5.1 \u8bb0\u5fc6\u6d41(Memory Stream)<\/p>\n<ul>\n<li>\u81ea\u52a8\u6355\u83b7\u6240\u6709\u5b9e\u4f53\u53ca\u5176\u65f6\u95f4\u6233<\/li>\n<li>\u652f\u6301\u65f6\u95f4\u7ebf\u5206\u6790<\/li>\n<li>\u4e3b\u9898\u63d0\u53d6\u529f\u80fd<\/li>\n<\/ul>\n<p>5.2 \u5b9e\u4f53\u77e5\u8bc6\u5e93(Entity Knowledge Store)<\/p>\n<ul>\n<li>\u8ddf\u8e2a\u5b9e\u4f53\u5f15\u7528\u9891\u7387\u548c\u65f6\u6548\u6027<\/li>\n<li>\u5b9e\u4f53\u76f8\u5173\u6027\u6392\u540d<\/li>\n<li>\u5b9e\u4f53\u5206\u7c7b\u529f\u80fd<\/li>\n<li>\u65f6\u95f4\u53d8\u5316\u5206\u6790<\/li>\n<\/ul>\n<p>5.3 \u77e5\u8bc6\u56fe\u8c31\u529f\u80fd<\/p>\n<ul>\n<li>\u9012\u5f52\u68c0\u7d22\u4f18\u5316<\/li>\n<li>\u591a\u8df3\u63a8\u7406\u652f\u6301<\/li>\n<li>\u81ea\u52a8\u66f4\u65b0\u673a\u5236<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Memary \u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e13\u6ce8\u4e8e\u4e3a\u81ea\u4e3b\u667a\u80fd\u4f53\u63d0\u4f9b\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u9879\u76ee\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u548c\u4e13\u95e8\u7684\u8bb0\u5fc6\u6a21\u5757\uff0c\u5e2e\u52a9\u667a\u80fd\u4f53\u7a81\u7834\u4f20\u7edf\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\uff0c\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002Memary 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