{"id":34382,"date":"2025-07-30T12:19:17","date_gmt":"2025-07-30T04:19:17","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34382"},"modified":"2025-07-30T12:19:17","modified_gmt":"2025-07-30T04:19:17","slug":"agent-lightning","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/agent-lightning\/","title":{"rendered":"Agent Lightning\uff1a\u4f18\u5316AI\u667a\u80fd\u4f53\u7684\u7075\u6d3b\u6846\u67b6"},"content":{"rendered":"<p>Agent <a href=\"https:\/\/www.kdjingpai.com\/pt\/lightning\/\">Lightning<\/a> \u662f\u7531\u5fae\u8f6f\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u4f18\u5316 AI \u667a\u80fd\u4f53\u7684\u6027\u80fd\u3002\u5b83\u652f\u6301\u591a\u79cd\u667a\u80fd\u4f53\u5f00\u53d1\u6846\u67b6\uff0c\u5982 OpenAI Agents SDK\u3001AutoGen \u548c LangChain\uff0c\u5e76\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b49\u6280\u672f\u63d0\u5347\u667a\u80fd\u4f53\u7684\u8868\u73b0\u3002Agent Lightning \u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u591a\u8f6e\u4ea4\u4e92\u3001\u52a8\u6001\u4e0a\u4e0b\u6587\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7b49\u590d\u6742\u573a\u666f\u3002\u5b83\u901a\u8fc7 Lightning Server \u548c Lightning Client \u4e24\u4e2a\u6838\u5fc3\u6a21\u5757\uff0c\u5c06\u667a\u80fd\u4f53\u6846\u67b6\u4e0e\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7cfb\u7edf\u89e3\u8026\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u4fee\u6539\u667a\u80fd\u4f53\u4ee3\u7801\u5373\u53ef\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u4e2a\u6846\u67b6\u9002\u5408\u5e0c\u671b\u63d0\u5347\u667a\u80fd\u4f53\u6548\u7387\u7684\u5f00\u53d1\u8005\uff0c\u7279\u522b\u662f\u5728\u641c\u7d22\u3001\u4ee3\u7801\u751f\u6210\u548c\u4ea4\u4e92\u4efb\u52a1\u5b8c\u6210\u7b49\u9886\u57df\u3002\u9879\u76ee\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u6b22\u8fce\u793e\u533a\u8d21\u732e\u4ee3\u7801\u548c\u5efa\u8bae\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u591a\u79cd\u667a\u80fd\u4f53\u6846\u67b6\uff1a\u517c\u5bb9 OpenAI Agents SDK\u3001AutoGen \u548c LangChain \u7b49\u4e3b\u6d41\u6846\u67b6\u3002<\/li>\n<li>\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\uff1a\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u4f18\u5316\u667a\u80fd\u4f53\u6027\u80fd\uff0c\u63d0\u5347\u957f\u671f\u4ea4\u4e92\u6548\u679c\u3002<\/li>\n<li>\u9519\u8bef\u76d1\u63a7\uff1a\u901a\u8fc7 Lightning Server \u8ddf\u8e2a\u667a\u80fd\u4f53\u6267\u884c\u72b6\u6001\uff0c\u68c0\u6d4b\u5e76\u5904\u7406\u9519\u8bef\u3002<\/li>\n<li>\u591a\u8f6e\u4ea4\u4e92\u652f\u6301\uff1a\u5904\u7406\u590d\u6742\u591a\u8f6e\u4ea4\u4e92\u573a\u666f\uff0c\u4fdd\u6301\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u3002<\/li>\n<li>\u591a\u667a\u80fd\u4f53\u534f\u8c03\uff1a\u652f\u6301\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\uff0c\u9002\u5408\u590d\u6742\u4efb\u52a1\u573a\u666f\u3002<\/li>\n<li>\u7075\u6d3b\u6269\u5c55\uff1a\u63d0\u4f9b\u5f00\u653e\u63a5\u53e3\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u81ea\u5b9a\u4e49\u4f18\u5316\u7b97\u6cd5\u548c\u529f\u80fd\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>Agent Lightning \u662f\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u8005\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u4f18\u5316 AI \u667a\u80fd\u4f53\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u4f7f\u7528\u6307\u5357\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u51c6\u5907\u5f00\u53d1\u73af\u5883<\/strong>\n<ul>\n<li>\u786e\u4fdd\u5b89\u88c5\u4e86 Python 3.10 \u6216\u66f4\u9ad8\u7248\u672c\uff0c\u56e0\u4e3a Agent Lightning \u7684\u6838\u5fc3\u529f\u80fd\u4f9d\u8d56 Python \u73af\u5883\u3002<\/li>\n<li>\u5b89\u88c5 Git\uff0c\u4ee5\u4fbf\u4ece GitHub \u514b\u9686\u9879\u76ee\u4ee3\u7801\u3002<\/li>\n<li>\u53ef\u9009\uff1a\u5b89\u88c5 Visual Studio Code \u6216\u5176\u4ed6\u652f\u6301 Python \u7684 IDE\uff0c\u65b9\u4fbf\u8c03\u8bd5\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u514b\u9686\u9879\u76ee\u4ee3\u7801<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5c06 Agent Lightning \u4ee3\u7801\u514b\u9686\u5230\u672c\u5730\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/microsoft\/agent-lightning.git\r\ncd agent-lightning\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u4f9d\u8d56\u591a\u4e2a Python \u5e93\uff08\u5982 verl \u7528\u4e8e\u5f3a\u5316\u5b66\u4e60\u652f\u6301\uff09\u3002\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u8fd0\u884c\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9700\u8981\u4f7f\u7528\u7279\u5b9a\u667a\u80fd\u4f53\u6846\u67b6\uff08\u5982 <a href=\"https:\/\/www.kdjingpai.com\/pt\/autogen-2\/\">AutoGen<\/a> \u6216 LangChain\uff09\uff0c\u8bf7\u6839\u636e\u5176\u6587\u6863\u5b89\u88c5\u989d\u5916\u4f9d\u8d56\u3002\u4f8b\u5982\uff0c\u5b89\u88c5 AutoGen\uff1a<\/p>\n<pre><code>pip install autogen-agentchat autogen-ext[openai]\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e\u73af\u5883<\/strong>\n<ul>\n<li>\u5982\u679c\u4f7f\u7528 OpenAI Agents SDK\uff0c\u9700\u8981\u914d\u7f6e OpenAI API \u5bc6\u94a5\u3002\u5c06\u5bc6\u94a5\u6dfb\u52a0\u5230\u73af\u5883\u53d8\u91cf\uff1a\n<pre><code>export OPENAI_API_KEY=\"your-api-key\"\r\n<\/code><\/pre>\n<\/li>\n<li>\u5bf9\u4e8e\u5176\u4ed6\u6846\u67b6\uff08\u5982 AutoGen\uff09\uff0c\u8bf7\u53c2\u8003\u5176\u5b98\u65b9\u6587\u6863\u914d\u7f6e\u76f8\u5e94\u73af\u5883\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fd0\u884c Lightning Server \u548c Client<\/strong><br \/>\nAgent Lightning \u7531 Lightning Server \u548c Lightning Client \u7ec4\u6210\u3002\u542f\u52a8\u670d\u52a1\u5668\uff1a<\/p>\n<pre><code>python lightning_server.py\r\n<\/code><\/pre>\n<p>\u5728\u53e6\u4e00\u4e2a\u7ec8\u7aef\u542f\u52a8\u5ba2\u6237\u7aef\uff1a<\/p>\n<pre><code>python lightning_client.py\r\n<\/code><\/pre>\n<p>\u670d\u52a1\u5668\u4f1a\u4ece\u4efb\u52a1\u6c60\u62c9\u53d6\u4efb\u52a1\uff0c\u5ba2\u6237\u7aef\u5219\u8d1f\u8d23\u6267\u884c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u4f18\u5316\u667a\u80fd\u4f53<\/strong><br \/>\nAgent Lightning \u7684\u6838\u5fc3\u529f\u80fd\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u667a\u80fd\u4f53\u3002\u7528\u6237\u53ef\u4ee5\u5b9a\u4e49\u4efb\u52a1\u6c60\uff0c\u5305\u542b\u9700\u8981\u667a\u80fd\u4f53\u5b8c\u6210\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u521b\u5efa\u4e00\u4e2a JSON \u6587\u4ef6\u00a0<code>tasks.json<\/code>\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<pre><code>[\r\n{\"task_id\": 1, \"description\": \"Generate a Python script for sorting a list\"},\r\n{\"task_id\": 2, \"description\": \"Answer a user query about weather\"}\r\n]\r\n<\/code><\/pre>\n<p>\u5c06\u4efb\u52a1\u6c60\u8def\u5f84\u914d\u7f6e\u5230 Lightning Server \u7684\u914d\u7f6e\u6587\u4ef6\u4e2d\uff0c\u670d\u52a1\u5668\u4f1a\u81ea\u52a8\u5206\u914d\u4efb\u52a1\u7ed9\u667a\u80fd\u4f53\uff0c\u5e76\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u5176\u8868\u73b0\u3002<\/li>\n<li><strong>\u9519\u8bef\u76d1\u63a7<\/strong><br \/>\nLightning Server \u63d0\u4f9b\u9519\u8bef\u76d1\u63a7\u529f\u80fd\uff0c\u53ef\u68c0\u6d4b\u667a\u80fd\u4f53\u5728\u6267\u884c\u4efb\u52a1\u65f6\u7684\u5931\u8d25\u72b6\u6001\u3002\u4f8b\u5982\uff0c\u5982\u679c\u667a\u80fd\u4f53\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\u5361\u4f4f\uff0c\u670d\u52a1\u5668\u4f1a\u8bb0\u5f55\u9519\u8bef\u65e5\u5fd7\uff0c\u5b58\u50a8\u5728\u00a0<code>logs\/error_log.txt<\/code>\u00a0\u4e2d\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u67e5\u770b\u65e5\u5fd7\u5206\u6790\u95ee\u9898\uff1a<\/p>\n<pre><code>cat logs\/error_log.txt\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u8c03<\/strong><br \/>\n\u5bf9\u4e8e\u9700\u8981\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u573a\u666f\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u00a0<code>config.yaml<\/code>\u00a0\u4e2d\u5b9a\u4e49\u591a\u4e2a\u667a\u80fd\u4f53\u89d2\u8272\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>agents:\r\n- id: agent1\r\nframework: autogen\r\nrole: code_generator\r\n- id: agent2\r\nframework: langchain\r\nrole: query_responder\r\n<\/code><\/pre>\n<p>\u8fd0\u884c\u65f6\uff0cLightning Server \u4f1a\u534f\u8c03\u8fd9\u4e9b\u667a\u80fd\u4f53\uff0c\u786e\u4fdd\u4efb\u52a1\u5206\u914d\u548c\u6267\u884c\u987a\u7545\u3002<\/li>\n<\/ul>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u5f3a\u5316\u5b66\u4e60\u4f18\u5316<\/strong><br \/>\nAgent Lightning \u4f7f\u7528 verl \u5e93\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u3002\u7528\u6237\u53ef\u4ee5\u81ea\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\uff0c\u4f8b\u5982\u8c03\u6574\u5956\u52b1\u51fd\u6570\u3002\u793a\u4f8b\u5956\u52b1\u51fd\u6570\u914d\u7f6e\uff1a<\/p>\n<pre><code>def reward_function(task_result):\r\nif task_result.success:\r\nreturn 1.0\r\nreturn -1.0\r\n<\/code><\/pre>\n<p>\u5c06\u6b64\u51fd\u6570\u96c6\u6210\u5230\u00a0<code>lightning_server.py<\/code>\u00a0\u4e2d\uff0c\u4f18\u5316\u667a\u80fd\u4f53\u7684\u957f\u671f\u8868\u73b0\u3002<\/li>\n<li><strong>\u652f\u6301\u591a\u6846\u67b6<\/strong><br \/>\n\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684\u667a\u80fd\u4f53\u6846\u67b6\u3002\u4f8b\u5982\uff0c\u4f7f\u7528 AutoGen \u521b\u5efa\u4e00\u4e2a\u5bf9\u8bdd\u667a\u80fd\u4f53\uff1a<\/p>\n<pre><code>from autogen import AssistantAgent\r\nagent = AssistantAgent(name=\"example_agent\", llm_config={\"model\": \"gpt-4o\"})\r\n<\/code><\/pre>\n<p>\u5c06\u6b64\u667a\u80fd\u4f53\u6ce8\u518c\u5230 Agent Lightning \u7684\u5ba2\u6237\u7aef\uff0c\u8fd0\u884c\u4f18\u5316\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u7f51\u7edc\u8fde\u63a5\u7a33\u5b9a\uff0c\u56e0\u4e3a Lightning Server \u9700\u8981\u4e0e\u667a\u80fd\u4f53\u6846\u67b6\u7684 API\uff08\u5982 OpenAI\uff09\u901a\u4fe1\u3002<\/li>\n<li>\u9879\u76ee\u76ee\u524d\u5904\u4e8e\u5f00\u53d1\u9636\u6bb5\uff0c\u5efa\u8bae\u5b9a\u671f\u68c0\u67e5 GitHub \u4ed3\u5e93\u4ee5\u83b7\u53d6\u6700\u65b0\u66f4\u65b0\uff1a\n<pre><code>git pull origin main\r\n<\/code><\/pre>\n<\/li>\n<li>\u5982\u679c\u9047\u5230\u95ee\u9898\uff0c\u53ef\u5728 GitHub Issues \u9875\u9762\u63d0\u4ea4\u53cd\u9988\uff0c\u6216\u53c2\u8003\u793e\u533a\u7684 Q&amp;A \u8ba8\u8bba\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u4ee3\u7801\u751f\u6210\u4f18\u5316<\/strong><br \/>\n\u5f00\u53d1\u8005\u4f7f\u7528 Agent Lightning \u4f18\u5316\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53\u3002\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0c\u667a\u80fd\u4f53\u80fd\u751f\u6210\u66f4\u9ad8\u6548\u7684\u4ee3\u7801\uff0c\u51cf\u5c11\u9519\u8bef\uff0c\u9002\u7528\u4e8e\u81ea\u52a8\u5316\u7f16\u7a0b\u4efb\u52a1\u3002<\/li>\n<li><strong>\u641c\u7d22\u52a9\u624b\u5f00\u53d1<\/strong><br \/>\n\u5728\u641c\u7d22\u573a\u666f\u4e2d\uff0cAgent Lightning \u53ef\u4f18\u5316\u667a\u80fd\u4f53\u7684\u67e5\u8be2\u5904\u7406\u80fd\u529b\uff0c\u63d0\u5347\u641c\u7d22\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u54cd\u5e94\u901f\u5ea6\uff0c\u9002\u5408\u6784\u5efa\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u3002<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4efb\u52a1<\/strong><br \/>\n\u5728\u9700\u8981\u591a\u4e2a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u573a\u666f\uff08\u5982\u56e2\u961f\u4efb\u52a1\u5206\u914d\uff09\uff0cAgent Lightning \u534f\u8c03\u591a\u4e2a\u667a\u80fd\u4f53\uff0c\u786e\u4fdd\u4efb\u52a1\u9ad8\u6548\u5b8c\u6210\uff0c\u9002\u7528\u4e8e\u4f01\u4e1a\u81ea\u52a8\u5316\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Agent Lightning \u652f\u6301\u54ea\u4e9b\u667a\u80fd\u4f53\u6846\u67b6\uff1f<\/strong><br \/>\n\u76ee\u524d\u652f\u6301 OpenAI Agents SDK\u3001AutoGen \u548c LangChain\uff0c\u672a\u6765\u53ef\u80fd\u6269\u5c55\u66f4\u591a\u6846\u67b6\u3002<\/li>\n<li><strong>\u5982\u4f55\u5904\u7406\u667a\u80fd\u4f53\u6267\u884c\u9519\u8bef\uff1f<\/strong><br \/>\nLightning Server \u4f1a\u8bb0\u5f55\u9519\u8bef\u65e5\u5fd7\uff0c\u5b58\u50a8\u5728\u00a0<code>logs\/error_log.txt<\/code>\u00a0\u4e2d\u3002\u7528\u6237\u53ef\u6839\u636e\u65e5\u5fd7\u8c03\u6574\u667a\u80fd\u4f53\u914d\u7f6e\u6216\u4efb\u52a1\u5b9a\u4e49\u3002<\/li>\n<li><strong>\u9700\u8981\u5177\u5907\u5f3a\u5316\u5b66\u4e60\u77e5\u8bc6\u624d\u80fd\u4f7f\u7528\u5417\uff1f<\/strong><br \/>\n\u4e0d\u9700\u8981\u3002Agent Lightning 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