{"id":34352,"date":"2025-07-29T23:58:07","date_gmt":"2025-07-29T15:58:07","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34352"},"modified":"2025-07-29T23:58:07","modified_gmt":"2025-07-29T15:58:07","slug":"agentverse","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/agentverse\/","title":{"rendered":"AgentVerse\uff1a\u90e8\u7f72\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e0e\u6a21\u62df\u7684\u5f00\u6e90\u6846\u67b6"},"content":{"rendered":"<p>AgentVerse \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u90e8\u7f72\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u5b83\u63d0\u4f9b\u4e24\u79cd\u6838\u5fc3\u6846\u67b6\uff1a\u4efb\u52a1\u89e3\u51b3\u548c\u6a21\u62df\u73af\u5883\u3002\u4efb\u52a1\u89e3\u51b3\u6846\u67b6\u901a\u8fc7\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u81ea\u52a8\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u4f8b\u5982\u8f6f\u4ef6\u5f00\u53d1\u6216\u54a8\u8be2\u670d\u52a1\u3002\u6a21\u62df\u6846\u67b6\u5141\u8bb8\u7528\u6237\u521b\u5efa\u81ea\u5b9a\u4e49\u73af\u5883\uff0c\u89c2\u5bdf\u591a\u4e2a\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u6216\u4e0e\u5b83\u4eec\u4e92\u52a8\uff0c\u9002\u7528\u4e8e\u6e38\u620f\u6216\u793e\u4f1a\u884c\u4e3a\u7814\u7a76\u3002AgentVerse \u652f\u6301\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT-3.5 \u548c LLaMA\uff09\uff0c\u5e76\u63d0\u4f9b\u547d\u4ee4\u884c\u548c\u56fe\u5f62\u754c\u9762\u4e24\u79cd\u64cd\u4f5c\u65b9\u5f0f\u3002\u9879\u76ee\u7531 OpenBMB \u56e2\u961f\u5f00\u53d1\uff0c\u5df2\u5728 ICLR 2024 \u4f1a\u8bae\u4e0a\u53d1\u8868\u8bba\u6587\uff0c\u5e76\u6301\u7eed\u66f4\u65b0\u4ee5\u652f\u6301\u66f4\u591a\u529f\u80fd\uff0c\u5982\u672c\u5730\u6a21\u578b\u96c6\u6210\u548c\u5de5\u5177\u4f7f\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34353\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/61517336f07d015.png\" alt=\"\" width=\"1232\" height=\"734\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/61517336f07d015.png 1232w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/61517336f07d015-18x12.png 18w\" sizes=\"auto, (max-width: 1232px) 100vw, 1232px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u4efb\u52a1\u89e3\u51b3<\/strong>\uff1a\u652f\u6301\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\uff0c\u5982\u8f6f\u4ef6\u5f00\u53d1\u3001\u6570\u636e\u5206\u6790\u6216\u54a8\u8be2\u7cfb\u7edf\u3002<\/li>\n<li><strong>\u6a21\u62df\u73af\u5883\u642d\u5efa<\/strong>\uff1a\u5141\u8bb8\u7528\u6237\u521b\u5efa\u81ea\u5b9a\u4e49\u573a\u666f\uff0c\u89c2\u5bdf\u667a\u80fd\u4f53\u884c\u4e3a\u6216\u4e0e\u4e4b\u4e92\u52a8\uff0c\u9002\u7528\u4e8e\u6e38\u620f\u6216\u793e\u4f1a\u7814\u7a76\u3002<\/li>\n<li><strong>\u652f\u6301\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u517c\u5bb9 OpenAI API\u3001Azure OpenAI \u4ee5\u53ca\u672c\u5730\u6a21\u578b\uff08\u5982 LLaMA\u3001Vicuna\uff09\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u4e0e\u56fe\u5f62\u754c\u9762<\/strong>\uff1a\u63d0\u4f9b CLI \u548c GUI \u4e24\u79cd\u64cd\u4f5c\u65b9\u5f0f\uff0c\u4fbf\u4e8e\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<li><strong>\u5de5\u5177\u96c6\u6210<\/strong>\uff1a\u652f\u6301\u667a\u80fd\u4f53\u4f7f\u7528\u5916\u90e8\u5de5\u5177\uff08\u5982\u7f51\u9875\u6d4f\u89c8\u5668\u3001Jupyter Notebook\uff09\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4e0e\u53ef\u6269\u5c55<\/strong>\uff1a\u4ee3\u7801\u5b8c\u5168\u5f00\u6e90\uff0c\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u4fee\u6539\u6216\u6269\u5c55\u529f\u80fd\u3002<\/li>\n<li><strong>\u4e30\u5bcc\u7684\u793a\u4f8b\u4e0e\u6587\u6863<\/strong>\uff1a\u63d0\u4f9b\u591a\u79cd\u6f14\u793a\u6848\u4f8b\uff0c\u5982 NLP \u8bfe\u5802\u3001\u56da\u5f92\u56f0\u5883\u548c\u8f6f\u4ef6\u8bbe\u8ba1\uff0c\u65b9\u4fbf\u5b66\u4e60\u4e0e\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>AgentVerse \u652f\u6301 Python 3.9 \u53ca\u4ee5\u4e0a\u7248\u672c\uff0c\u63a8\u8350\u901a\u8fc7\u624b\u52a8\u5b89\u88c5\u4ee5\u83b7\u53d6\u6700\u65b0\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u5e93<\/strong>\uff1a<br \/>\n\u4f7f\u7528 Git \u514b\u9686 AgentVerse \u4ee3\u7801\u5e93\u5230\u672c\u5730\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/OpenBMB\/AgentVerse.git --depth 1\r\ncd AgentVerse\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a<br \/>\n\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install -e .\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9700\u8981\u4f7f\u7528\u672c\u5730\u6a21\u578b\uff08\u5982 LLaMA\uff09\uff0c\u989d\u5916\u5b89\u88c5\u4ee5\u4e0b\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install -r requirements_local.txt\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u901a\u8fc7 pip \u5b89\u88c5<\/strong>\uff08\u53ef\u9009\uff09\uff1a<br \/>\n\u5982\u679c\u4e0d\u60f3\u514b\u9686\u4ee3\u7801\u5e93\uff0c\u53ef\u76f4\u63a5\u901a\u8fc7 pip \u5b89\u88c5\uff1a<\/p>\n<pre><code>pip install -U agentverse\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>\uff1a<br \/>\n\u4f7f\u7528 OpenAI API \u7684\u7528\u6237\u9700\u8bbe\u7f6e API \u5bc6\u94a5\uff1a<\/p>\n<pre><code>export OPENAI_API_KEY=\"your_api_key_here\"\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4f7f\u7528 Azure OpenAI \u670d\u52a1\uff0c\u9700\u989d\u5916\u8bbe\u7f6e\uff1a<\/p>\n<pre><code>export AZURE_OPENAI_API_KEY=\"your_api_key_here\"\r\nexport AZURE_OPENAI_API_BASE=\"your_api_base_here\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5de5\u5177\u652f\u6301\uff08\u53ef\u9009\uff09<\/strong>\uff1a<br \/>\n\u5982\u679c\u9700\u8981\u8fd0\u884c\u5e26\u5de5\u5177\u7684\u6a21\u62df\u6848\u4f8b\uff08\u5982\u00a0<code>nlp_classroom_3players_withtool<\/code>\uff09\uff0c\u9700\u5b89\u88c5 BMTools\uff1a<\/p>\n<pre><code>git clone git+https:\/\/github.com\/OpenBMB\/BMTools.git\r\ncd BMTools\r\npip install -r requirements.txt\r\npython setup.py develop\r\n<\/code><\/pre>\n<\/li>\n<li><strong>vLLM \u652f\u6301\uff08\u53ef\u9009\uff09<\/strong>\uff1a<br \/>\n\u82e5\u9700\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/de\/vllm\/\">vLLM<\/a> \u5904\u7406\u5927\u89c4\u6a21\u63a8\u7406\u4efb\u52a1\uff0c\u9700\u5148\u5b89\u88c5\u5e76\u542f\u52a8 vLLM \u670d\u52a1\u5668\uff0c\u7136\u540e\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<pre><code>export VLLM_API_KEY=\"your_api_key_here\"\r\nexport VLLM_API_BASE=\"http:\/\/your_vllm_url_here\"\r\n<\/code><\/pre>\n<p>\u5728\u4efb\u52a1\u914d\u7f6e\u6587\u4ef6\u4e2d\u4fee\u6539\u6a21\u578b\u8bbe\u7f6e\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre><code>model_type: vllm\r\nmodel: llama-2-7b-chat-hf\r\n<\/code><\/pre>\n<\/li>\n<li><strong>FSChat \u652f\u6301\uff08\u672c\u5730\u6a21\u578b\uff09<\/strong>\uff1a<br \/>\n\u82e5\u4f7f\u7528\u672c\u5730\u6a21\u578b\uff08\u5982 LLaMA\uff09\uff0c\u9700\u5b89\u88c5 FSChat \u4f9d\u8d56\u5e76\u542f\u52a8\u672c\u5730\u670d\u52a1\u5668\uff1a<\/p>\n<pre><code>pip install -r requirements_local.txt\r\nbash scripts\/run_local_model_server.sh\r\n<\/code><\/pre>\n<p>\u4fee\u6539\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u00a0<code>llm_type<\/code>\u00a0\u548c\u00a0<code>model<\/code>\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre><code>llm:\r\nllm_type: local\r\nmodel: llama-2-7b-chat-hf\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u5f0f<\/h3>\n<p>AgentVerse \u63d0\u4f9b\u4e24\u79cd\u4e3b\u8981\u6846\u67b6\uff1a\u4efb\u52a1\u89e3\u51b3\u548c\u6a21\u62df\u73af\u5883\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u64cd\u4f5c\u65b9\u6cd5\uff1a<\/p>\n<h4>1. \u4efb\u52a1\u89e3\u51b3\u6846\u67b6<\/h4>\n<p>\u4efb\u52a1\u89e3\u51b3\u6846\u67b6\u9002\u5408\u9700\u8981\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u4f5c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u573a\u666f\u3002\u7528\u6237\u53ef\u901a\u8fc7\u547d\u4ee4\u884c\u8fd0\u884c\u9884\u8bbe\u4efb\u52a1\u6216\u81ea\u5b9a\u4e49\u4efb\u52a1\u3002<\/p>\n<ul>\n<li><strong>\u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5<\/strong>\uff1a<br \/>\n\u4f7f\u7528 Humaneval \u6570\u636e\u96c6\u6d4b\u8bd5 AgentVerse \u6027\u80fd\uff1a<\/p>\n<pre><code>agentverse-benchmark --task tasksolving\/humaneval\/gpt-3.5 --dataset_path data\/humaneval\/test.jsonl --overwrite\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u5355\u4e2a\u4efb\u52a1<\/strong>\uff1a<br \/>\n\u8fd0\u884c\u9884\u8bbe\u7684\u5934\u8111\u98ce\u66b4\u4efb\u52a1\uff1a<\/p>\n<pre><code>agentverse-tasksolving --task tasksolving\/brainstorming\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5de5\u5177\u4f7f\u7528\u4efb\u52a1<\/strong>\uff1a<br \/>\n\u8fd0\u884c\u5e26\u5de5\u5177\u7684\u4efb\u52a1\uff08\u5982\u89e3\u51b3 24 \u70b9\u6e38\u620f\uff09\uff1a<\/p>\n<pre><code>agentverse-tasksolving --task tasksolving\/tool_using\/24point\r\n<\/code><\/pre>\n<p>\u786e\u4fdd\u5df2\u542f\u52a8 XAgent \u7684 ToolServer\u3002\u66f4\u591a\u5de5\u5177\u4f7f\u7528\u4efb\u52a1\u53ef\u5728\u00a0<code>agentverse\/tasks\/tasksolving\/tool_using\/<\/code>\u00a0\u76ee\u5f55\u4e2d\u627e\u5230\u3002<\/li>\n<\/ul>\n<h4>2. \u6a21\u62df\u73af\u5883\u6846\u67b6<\/h4>\n<p>\u6a21\u62df\u6846\u67b6\u9002\u5408\u7814\u7a76\u667a\u80fd\u4f53\u884c\u4e3a\u6216\u521b\u5efa\u4ea4\u4e92\u573a\u666f\u3002\u7528\u6237\u53ef\u901a\u8fc7 CLI \u6216 GUI \u8fd0\u884c\u6a21\u62df\u3002<\/p>\n<ul>\n<li><strong>\u547d\u4ee4\u884c\u8fd0\u884c<\/strong>\uff1a<br \/>\n\u4ee5 NLP \u8bfe\u5802\uff089 \u4e2a\u667a\u80fd\u4f53\uff0c\u5305\u62ec 1 \u540d\u6559\u6388\u548c 8 \u540d\u5b66\u751f\uff09\u4e3a\u4f8b\uff1a<\/p>\n<pre><code>agentverse-simulation --task simulation\/nlp_classroom_9players\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u56fe\u5f62\u754c\u9762\u8fd0\u884c<\/strong>\uff1a<br \/>\n\u542f\u52a8\u672c\u5730 Web \u670d\u52a1\u5668\u4ee5\u53ef\u89c6\u5316\u6a21\u62df\uff1a<\/p>\n<pre><code>agentverse-simulation-gui --task simulation\/nlp_classroom_9players\r\n<\/code><\/pre>\n<p>\u542f\u52a8\u540e\uff0c\u8bbf\u95ee\u00a0<code>http:\/\/127.0.0.1:7860\/<\/code>\u00a0\u67e5\u770b\u6a21\u62df\u73af\u5883\u3002<\/li>\n<\/ul>\n<h4>3. \u81ea\u5b9a\u4e49\u4efb\u52a1\u4e0e\u73af\u5883<\/h4>\n<p>\u7528\u6237\u53ef\u901a\u8fc7\u4fee\u6539\u00a0<code>agentverse\/tasks\/<\/code>\u00a0\u76ee\u5f55\u4e0b\u7684\u914d\u7f6e\u6587\u4ef6\u521b\u5efa\u81ea\u5b9a\u4e49\u4efb\u52a1\u6216\u6a21\u62df\u73af\u5883\u3002\u914d\u7f6e\u6587\u4ef6\u901a\u5e38\u4e3a YAML \u683c\u5f0f\uff0c\u5305\u542b\u6a21\u578b\u7c7b\u578b\u3001\u4efb\u52a1\u63cf\u8ff0\u548c\u667a\u80fd\u4f53\u89d2\u8272\u7b49\u4fe1\u606f\u3002\u4f8b\u5982\uff0c<code>agentverse\/tasks\/tasksolving\/commongen\/llama-2-7b-chat-hf\/config.yaml<\/code>\u00a0\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u4efb\u52a1\u914d\u7f6e\u6587\u4ef6\u793a\u4f8b\u3002<\/p>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/strong>\uff1a\u4efb\u52a1\u89e3\u51b3\u6846\u67b6\u4e2d\uff0c\u667a\u80fd\u4f53\u6839\u636e\u89d2\u8272\u5206\u5de5\uff08\u5982\u89c4\u5212\u8005\u3001\u6267\u884c\u8005\uff09\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u4e2d\uff0c\u4e00\u4e2a\u667a\u80fd\u4f53\u8d1f\u8d23\u9700\u6c42\u5206\u6790\uff0c\u53e6\u4e00\u4e2a\u751f\u6210\u4ee3\u7801\uff0c\u6700\u540e\u4e00\u4e2a\u8fdb\u884c\u6d4b\u8bd5\u3002<\/li>\n<li><strong>\u5de5\u5177\u4f7f\u7528<\/strong>\uff1a\u667a\u80fd\u4f53\u53ef\u8c03\u7528\u5916\u90e8\u5de5\u5177\uff08\u5982 Bing \u641c\u7d22\u3001Jupyter Notebook\uff09\u5904\u7406\u590d\u6742\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728 24 \u70b9\u6e38\u620f\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u5de5\u5177\u8ba1\u7b97\u6570\u5b66\u8868\u8fbe\u5f0f\u3002<\/li>\n<li><strong>\u6a21\u62df\u4ea4\u4e92<\/strong>\uff1a\u5728\u6a21\u62df\u6846\u67b6\u4e2d\uff0c\u7528\u6237\u53ef\u8bbe\u7f6e\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u89c4\u5219\uff0c\u89c2\u5bdf\u5176\u5728\u7279\u5b9a\u573a\u666f\uff08\u5982\u56da\u5f92\u56f0\u5883\uff09\u4e2d\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u6216\u901a\u8fc7 GUI \u4e0e\u667a\u80fd\u4f53\u4e92\u52a8\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u8f6f\u4ef6\u5f00\u53d1<\/strong><br \/>\nAgentVerse 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LLaMA\u3001Vicuna\uff09\u3002\u7528\u6237\u9700\u914d\u7f6e\u76f8\u5e94\u7684 API \u5bc6\u94a5\u6216\u672c\u5730\u670d\u52a1\u5668\u3002<\/li>\n<li><strong>\u5982\u4f55\u8fd0\u884c\u5e26\u5de5\u5177\u7684\u4efb\u52a1\uff1f<\/strong><br \/>\n\u9700\u5148\u5b89\u88c5 BMTools \u6216 XAgent \u7684 ToolServer\uff0c\u7136\u540e\u8fd0\u884c\u00a0<code>agentverse-tasksolving --task tasksolving\/tool_using\/24point<\/code>\u00a0\u7b49\u547d\u4ee4\u3002\u786e\u4fdd\u5de5\u5177\u670d\u52a1\u5668\u6b63\u5e38\u8fd0\u884c\u3002<\/li>\n<li><strong>\u6a21\u62df\u73af\u5883\u7684 GUI \u5982\u4f55\u8bbf\u95ee\uff1f<\/strong><br \/>\n\u8fd0\u884c\u00a0<code>agentverse-simulation-gui --task simulation\/nlp_classroom_9players<\/code>\u00a0\u540e\uff0c\u8bbf\u95ee\u00a0<code>http:\/\/127.0.0.1:7860\/<\/code>\u00a0\u5373\u53ef\u67e5\u770b\u56fe\u5f62\u754c\u9762\u3002<\/li>\n<li><strong>\u5982\u4f55\u8d21\u732e\u4ee3\u7801\u6216\u53cd\u9988\u95ee\u9898\uff1f<\/strong><br \/>\n\u7528\u6237\u53ef\u901a\u8fc7 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