{"id":55837,"date":"2025-02-19T17:49:01","date_gmt":"2025-02-19T09:49:01","guid":{"rendered":"https:\/\/fwq.ai\/blog\/55837\/"},"modified":"2025-02-19T17:49:01","modified_gmt":"2025-02-19T09:49:01","slug":"%e4%bd%bf%e7%94%a8-ollama%e3%80%81swarm-%e5%92%8c-duckduckgo-%e6%9e%84%e5%bb%ba%e6%9c%ac%e5%9c%b0-ai-%e6%96%b0%e9%97%bb%e8%81%9a%e5%90%88%e5%99%a8","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/55837\/","title":{"rendered":"\u4f7f\u7528 Ollama\u3001Swarm \u548c DuckDuckGo \u6784\u5efa\u672c\u5730 AI \u65b0\u95fb\u805a\u5408\u5668"},"content":{"rendered":"<p>\u5728\u5f53\u4eca\u5feb\u8282\u594f\u7684\u4e16\u754c\u4e2d\uff0c\u8ddf\u4e0a\u7279\u5b9a\u9886\u57df\u6700\u65b0\u65b0\u95fb\u7684\u6b65\u4f10\u53ef\u80fd\u4f1a\u5f88\u5177\u6311\u6218\u6027\u3002\u5982\u679c\u6211\u4eec\u80fd\u591f\u5229\u7528\u751f\u6210\u5f0fAI\u548c\u4ee3\u7406\u7684\u529b\u91cf\uff0c\u521b\u5efa\u4e00\u4e2a\u5b8c\u5168\u5728\u672c\u5730\u673a\u5668\u4e0a\u8fd0\u884c\u7684\u4e2a\u6027\u5316\u65b0\u95fb\u805a\u5408\u5668\u5462\uff1f\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528<strong>Ollama<\/strong>\u7684Llama 3.2\u6a21\u578b\u3001<strong>Swarm<\/strong>\u8fdb\u884c\u4ee3\u7406\u7f16\u6392\uff0c\u4ee5\u53ca<strong>DuckDuckGo<\/strong>\u8fdb\u884c\u7f51\u7edc\u641c\u7d22\u6765\u6784\u5efa\u8fd9\u6837\u7684\u7cfb\u7edf\u3002<\/p>\n<h1>\u672c\u5730AI\u7684\u529b\u91cf<\/h1>\n<p>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5174\u8d77\uff0c\u6211\u4eec\u73b0\u5728\u80fd\u591f\u5728\u4e2a\u4eba\u7535\u8111\u4e0a\u8fd0\u884c\u590d\u6742\u7684AI\u7cfb\u7edf\u3002\u8fd9\u4e3a\u521b\u5efa\u9488\u5bf9\u6211\u4eec\u7279\u5b9a\u9700\u6c42\u5b9a\u5236\u7684\u5de5\u5177\u5f00\u8f9f\u4e86\u65e0\u9650\u53ef\u80fd\u3002\u6211\u4eec\u7684\u65b0\u95fb\u805a\u5408\u5668\u5c31\u662f\u8fd9\u4e00\u6f5c\u529b\u7684\u5b8c\u7f8e\u4f8b\u8bc1\u3002<\/p>\n<h1>\u6211\u4eec\u7cfb\u7edf\u7684\u7ec4\u6210\u90e8\u5206<\/h1>\n<ol>\n<li><strong>Ollama with Llama 3.2<\/strong>&nbsp;: \u8fd9\u662f\u6211\u4eec\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u4e3a\u6211\u4eec\u7684AI\u4ee3\u7406\u63d0\u4f9b\u52a8\u529b\u3002<\/li>\n<li><strong>Swarm<\/strong>&nbsp;: \u4e00\u4e2a\u4ee3\u7406\u7f16\u6392\u6846\u67b6\uff0c\u5141\u8bb8\u6211\u4eec\u521b\u5efa\u548c\u7ba1\u7406\u591a\u4e2aAI\u4ee3\u7406\u3002<\/li>\n<li><strong>DuckDuckGo Search<\/strong>&nbsp;: \u63d0\u4f9b\u6700\u65b0\u7684\u7f51\u9875\u641c\u7d22\u7ed3\u679c\uff0c\u800c\u4e0d\u8ddf\u8e2a\u7528\u6237\u6570\u636e\u3002<\/li>\n<\/ol>\n<h1>\u5de5\u4f5c\u539f\u7406<\/h1>\n<p>\u6211\u4eec\u7684\u65b0\u95fb\u805a\u5408\u5668\u7531\u4e24\u4e2a\u4e3b\u8981\u7684AI\u4ee3\u7406\u7ec4\u6210\uff1a<\/p>\n<ol>\n<li><strong>\u65b0\u95fb\u52a9\u624b<\/strong>&nbsp;\uff1a\u4f7f\u7528DuckDuckGo\u641c\u7d22\u83b7\u53d6\u7279\u5b9a\u4e3b\u9898\u7684\u6700\u65b0\u65b0\u95fb\u6587\u7ae0\u3002<\/li>\n<li><strong>\u7f16\u8f91\u52a9\u624b<\/strong>&nbsp;\uff1a\u5ba1\u67e5\u5e76\u7cbe\u70bc\u6536\u96c6\u5230\u7684\u65b0\u95fb\u4ee5\u4f9b\u6700\u7ec8\u5c55\u793a\u3002<\/li>\n<\/ol>\n<p>\u8ba9\u6211\u4eec\u6765\u5206\u89e3\u4e00\u4e0b\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<h1>1. \u8bbe\u7f6e\u73af\u5883<\/h1>\n<pre><code> pull llama3.2\r\nexport OPENAI_MODEL_NAME=llama3.2\r\nexport OPENAI_BASE_URL=http:\/\/localhost:11434\/v1\r\nexport OPENAI_API_KEY=any\r\npip install git+https:\/\/github.com\/openai\/swarm.git duckduckgo-search\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u9996\u5148\u5bfc\u5165\u5fc5\u8981\u7684\u5e93\u5e76\u521d\u59cb\u5316\u6211\u4eec\u7684  \u5ba2\u6237\u7aef\uff1a<\/p>\n<pre><code>from duckduckgo_search import DDGS\r\nfrom swarm import Swarm, Agent\r\nfrom datetime import datetime\r\ncurrent_date = datetime.now().strftime(\"%Y-%m\")\r\nclient = Swarm()\r\n<\/code><\/pre>\n<h1>2. \u521b\u5efa\u65b0\u95fb\u641c\u7d22\u529f\u80fd<\/h1>\n<p>\u6211\u4eec\u5b9a\u4e49\u4e00\u4e2a\u51fd\u6570\u6765\u4f7f\u7528 DuckDuckGo \u641c\u7d22\u65b0\u95fb\uff1a<\/p>\n<pre><code>pythondef get_news_articles(topic):\r\nddg_api = DDGS()\r\nresults = ddg_api.text(f\"{topic} {current_date}\", max_results=5)\r\nif results:\r\nnews_results = \"\\n\\n\".join([f\"Title: {result['title']}\\nURL: {result['href']}\\nDescription: {result['body']}\" for result in results])\r\nreturn news_results\r\nelse:\r\nreturn f\"Could not find news results for {topic}.\"\r\n<\/code><\/pre>\n<h1>3. \u5b9a\u4e49\u6211\u4eec\u7684 AI \u4ee3\u7406<\/h1>\n<p>\u6211\u4eec\u4f7f\u7528 Ollama \u7684 Llama 3.2 \u6a21\u578b\u521b\u5efa\u4e24\u4e2a\u4ee3\u7406\uff1a<\/p>\n<pre><code>news_agent = Agent(\r\nmodel=\"llama3.2\",\r\nname=\"News Assistant\",\r\ninstructions=\"You provide the latest news articles for a given topic using DuckDuckGo search.\",\r\nfunctions=[get_news_articles],\r\n)\r\neditor_agent = Agent(\r\nmodel=\"llama3.2\",\r\nname=\"Editor Assistant\",\r\ninstructions=\"You review and finalise the news article for publishing.\",\r\n)\r\n<\/code><\/pre>\n<h1>4. \u534f\u8c03\u5de5\u4f5c\u6d41\u7a0b<\/h1>\n<p>\u6211\u4eec\u5b9a\u4e49\u4e00\u4e2a\u51fd\u6570\u6765\u8fd0\u884c\u6211\u4eec\u7684\u65b0\u95fb\u805a\u5408\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<pre><code>def run_news_workflow(topic):\r\n# Fetch news\r\nnews_response = client.run(\r\nagent=news_agent,\r\nmessages=[{\"role\": \"user\", \"content\": f\"Get me the news about {topic} on {current_date}\"}],\r\n)\r\nraw_news = news_response.messages[-1][\"content\"]\r\n# Pass news to editor for final review\r\nedited_news_response = client.run(\r\nagent=editor_agent,\r\nmessages=[{\"role\": \"system\", \"content\": raw_news}],\r\n)\r\nprint(f\"{edited_news_response.messages[-1]['content']}\")\r\n<\/code><\/pre>\n<h1>5. \u8fd0\u884c\u7cfb\u7edf<\/h1>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u9488\u5bf9\u4efb\u4f55\u611f\u5174\u8da3\u7684\u8bdd\u9898\u8fd0\u884c\u6211\u4eec\u7684\u65b0\u95fb\u805a\u5408\u5668\uff1a<\/p>\n<pre><code>run_news_workflow(\"AI in Drug Discovery\")\r\n<\/code><\/pre>\n<h1>\u5b8c\u6574\u4ee3\u7801 : app.py<\/h1>\n<pre><code>from duckduckgo_search import DDGS\r\nfrom swarm import Swarm, Agent\r\nfrom datetime import datetime\r\ncurrent_date = datetime.now().strftime(\"%Y-%m\")\r\n# \u521d\u59cb\u5316 Swarm \u5ba2\u6237\u7aef\r\nclient = Swarm()\r\n# 1. \u521b\u5efa\u4e92\u8054\u7f51\u641c\u7d22\u5de5\u5177\r\ndef get_news_articles(topic):\r\nprint(f\"\u6b63\u5728\u4e3a {topic} \u8fdb\u884c DuckDuckGo \u65b0\u95fb\u641c\u7d22...\")\r\n# DuckDuckGo \u641c\u7d22\r\nddg_api = DDGS()\r\nresults = ddg_api.text(f\"{topic} {current_date}\", max_results=5)\r\nif results:\r\nnews_results = \"\\n\\n\".join([f\"\u6807\u9898: {result['title']}\\n\u7f51\u5740: {result['href']}\\n\u63cf\u8ff0: {result['body']}\" for result in results])\r\nreturn news_results\r\nelse:\r\nreturn f\"\u672a\u80fd\u627e\u5230\u5173\u4e8e {topic} \u7684\u65b0\u95fb\u7ed3\u679c\u3002\"\r\n# 2. \u521b\u5efa AI \u4ee3\u7406\r\ndef transfer_to_editor_assistant(raw_news):\r\nprint(\"\u5c06\u6587\u7ae0\u4f20\u9012\u7ed9\u7f16\u8f91\u52a9\u624b...\")\r\nreturn editor_agent.run({\"role\": \"system\", \"content\": raw_news})\r\n# \u65b0\u95fb\u4ee3\u7406\u4ee5\u83b7\u53d6\u65b0\u95fb\r\nnews_agent = Agent(\r\nmodel=\"llama3.2\",\r\nname=\"\u65b0\u95fb\u52a9\u624b\",\r\ninstructions=\"\u60a8\u63d0\u4f9b\u6709\u5173\u7ed9\u5b9a\u4e3b\u9898\u7684\u6700\u65b0\u65b0\u95fb\u6587\u7ae0\uff0c\u4f7f\u7528 DuckDuckGo \u641c\u7d22\u3002\",\r\nfunctions=[get_news_articles],\r\n)\r\n# \u7f16\u8f91\u4ee3\u7406\u4ee5\u7f16\u8f91\u65b0\u95fb\r\neditor_agent = Agent(\r\nmodel=\"llama3.2\",\r\nname=\"\u7f16\u8f91\u52a9\u624b\",\r\ninstructions=\"\u60a8\u5ba1\u9605\u5e76\u6700\u7ec8\u786e\u5b9a\u65b0\u95fb\u6587\u7ae0\u4ee5\u4f9b\u53d1\u5e03\u3002\",\r\n)\r\n# 3. \u521b\u5efa\u5de5\u4f5c\u6d41\u7a0b\r\ndef run_news_workflow(topic):\r\nprint(\"\u8fd0\u884c\u65b0\u95fb\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b...\")\r\n# \u7b2c\u4e00\u6b65: \u83b7\u53d6\u65b0\u95fb\r\nnews_response = client.run(\r\nagent=news_agent,\r\nmessages=[{\"role\": \"user\", \"content\": f\"\u83b7\u53d6\u5173\u4e8e {topic} \u5728 {current_date} \u7684\u65b0\u95fb\"}],\r\n)\r\nraw_news = news_response.messages[-1][\"content\"]\r\nprint(f\"\u83b7\u53d6\u7684\u65b0\u95fb: {raw_news}\")\r\n# \u7b2c\u4e8c\u6b65: \u5c06\u65b0\u95fb\u4f20\u9012\u7ed9\u7f16\u8f91\u8fdb\u884c\u6700\u7ec8\u5ba1\u67e5\r\nedited_news_response = client.run(\r\nagent=editor_agent,\r\nmessages=[{\"role\": \"system\", \"content\": raw_news}],\r\n)\r\nprint(f\"{edited_news_response.messages[-1]['content']}\")\r\n# \u8fd0\u884c\u7ed9\u5b9a\u4e3b\u9898\u7684\u65b0\u95fb\u5de5\u4f5c\u6d41\u7a0b\u793a\u4f8b\r\nrun_news_workflow(\"\u836f\u7269\u53d1\u73b0\u4e2d\u7684 AI\")\r\n<\/code><\/pre>\n<h1>\u793a\u4f8b\u8f93\u51fa<\/h1>\n<pre><code>Running news Agent ...\r\nRunning DuckDuckGo news search for AI in Drug Discovery...\r\nFetched news: Here's a formatted answer based on the news articles:\r\n**\u836f\u7269\u53d1\u73b0\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\uff1a\u9769\u547d\u6027\u7684\u8f6c\u53d8**\r\n\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5728\u836f\u7269\u53d1\u73b0\u4e2d\u7684\u4f5c\u7528\u6807\u5fd7\u7740\u5236\u836f\u9886\u57df\u7684\u9769\u547d\u6027\u8f6c\u53d8\u3002AI\u5229\u7528\u590d\u6742\u7684\u7b97\u6cd5\u8fdb\u884c\u81ea\u4e3b\u51b3\u7b56\uff0c\u4ece\u6570\u636e\u5206\u6790\u4e2d\u589e\u5f3a\u4eba\u7c7b\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u53d6\u4ee3\u5b83\u4eec\u3002\r\n**\u6311\u6218\u4e0e\u5c40\u9650\u6027**\r\n\u5c3d\u7ba1\u6709\u7740\u4ee4\u4eba\u671f\u5f85\u7684\u8fdb\u5c55\uff0c\u4f46\u5728\u8be5\u9886\u57df\u4e2d\u4ecd\u7136\u5b58\u5728\u6311\u6218\u548c\u5c40\u9650\u6027\u3002\u8bba\u6587\u300aAI\u5728\u836f\u7269\u53d1\u73b0\u4e2d\u7684\u4f5c\u7528\u300b\u63a2\u8ba8\u4e86\u8fd9\u4e9b\u95ee\u9898\uff0c\u5f3a\u8c03\u4e86\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u5fc5\u8981\u6027\u3001\u4f26\u7406\u95ee\u9898\u7684\u89e3\u51b3\u4ee5\u53ca\u5bf9\u57fa\u4e8eAI\u7684\u65b9\u6cd5\u5c40\u9650\u6027\u7684\u8ba4\u8bc6\u3002\r\n**AI\u5728\u836f\u7269\u53d1\u73b0\u4e2d\u7684\u5e94\u7528**\r\nAI\u6709\u6f5c\u529b\u5728\u836f\u7269\u53d1\u73b0\u3001\u8bbe\u8ba1\u548c\u7814\u7a76\u836f\u7269\u95f4\u76f8\u4e92\u4f5c\u7528\u4e2d\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002AI\u5728\u836f\u7269\u53d1\u73b0\u4e2d\u7684\u5e94\u7528\u5305\u62ec\uff1a\r\n* \u591a\u9776\u70b9\u836f\u7406\u5b66\uff1aAI\u53ef\u4ee5\u9884\u6d4b\u5316\u5408\u7269\u5bf9\u591a\u79cd\u75be\u75c5\u7684\u6709\u6548\u6027\u3002\r\n* \u5316\u5b66\u5408\u6210\uff1aAI\u53ef\u4ee5\u4f18\u5316\u5316\u5b66\u5408\u6210\u8fc7\u7a0b\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5feb\u548c\u66f4\u9ad8\u6548\u7684\u751f\u4ea7\u3002\r\n* \u836f\u7269\u91cd\u5b9a\u4f4d\uff1aAI\u53ef\u4ee5\u8bc6\u522b\u73b0\u6709\u836f\u7269\u7684\u65b0\u7528\u9014\u3002\r\n* \u9884\u6d4b\u836f\u7269\u7279\u6027\uff1aAI\u53ef\u4ee5\u9884\u6d4b\u5316\u5408\u7269\u7684\u6548\u529b\u3001\u6bd2\u6027\u548c\u7269\u7406\u5316\u5b66\u7279\u6027\u3002\r\n**\u836f\u7269\u53d1\u73b0\u4e2dAI\u7684\u672a\u6765**\r\n\u968f\u7740AI\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u9884\u8ba1\u5c06\u5bf9\u5236\u836f\u884c\u4e1a\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u3002AI\u7684\u6210\u529f\u5e94\u7528\u5c06\u4f9d\u8d56\u4e8e\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u53ef\u7528\u6027\u3001\u4f26\u7406\u95ee\u9898\u7684\u89e3\u51b3\u4ee5\u53ca\u5bf9\u57fa\u4e8eAI\u7684\u65b9\u6cd5\u5c40\u9650\u6027\u7684\u8ba4\u8bc6\u3002\r\n<\/code><\/pre>\n<h1>\u672c\u5730 AI \u65b0\u95fb\u805a\u5408\u7684\u597d\u5904<\/h1>\n<ul>\n<li><strong>\u9690\u79c1<\/strong>&nbsp;\uff1a\u6240\u6709\u5904\u7406\u90fd\u5728\u60a8\u7684\u672c\u5730\u673a\u5668\u4e0a\u8fdb\u884c\uff0c\u786e\u4fdd\u60a8\u7684\u6570\u636e\u7559\u5728\u60a8\u81ea\u5df1\u624b\u4e2d\u3002<\/li>\n<li><strong>\u5b9a\u5236\u5316<\/strong>&nbsp;\uff1a\u60a8\u53ef\u4ee5\u8f7b\u677e\u4fee\u6539\u4ee3\u7406\u7684\u6307\u4ee4\u6216\u6dfb\u52a0\u65b0\u7684\u4ee3\u7406\u4ee5\u6ee1\u8db3\u60a8\u7684\u7279\u5b9a\u9700\u6c42\u3002<\/li>\n<li><strong>\u6700\u65b0\u4fe1\u606f<\/strong>&nbsp;\uff1a\u901a\u8fc7\u4f7f\u7528 DuckDuckGo \u641c\u7d22\uff0c\u60a8\u603b\u662f\u80fd\u83b7\u5f97\u5173\u4e8e\u60a8\u9009\u62e9\u4e3b\u9898\u7684\u6700\u65b0\u65b0\u95fb\u3002<\/li>\n<li><strong>AI \u9a71\u52a8\u7684\u7b56\u5c55<\/strong>&nbsp;\uff1a\u7f16\u8f91\u52a9\u624b\u5e2e\u52a9\u7cbe\u70bc\u548c\u7ec4\u7ec7\u6536\u96c6\u7684\u65b0\u95fb\uff0c\u63d0\u4f9b\u66f4\u7cbe\u81f4\u7684\u6700\u7ec8\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h1>\u7ed3\u8bba<\/h1>\n<p>\u8fd9\u4e2a\u672c\u5730\u7684\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u65b0\u95fb\u805a\u5408\u5668\u5c55\u793a\u4e86\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0e\u7f51\u7edc\u641c\u7d22\u80fd\u529b\u7ed3\u5408\u7684\u6f5c\u529b\u3002\u901a\u8fc7\u5229\u7528Ollama\u7684Llama 3.2\u6a21\u578b\u3001Swarm\u8fdb\u884c\u4ee3\u7406\u7f16\u6392\uff0c\u4ee5\u53caDuckDuckGo\u8fdb\u884c\u641c\u7d22\uff0c\u6211\u4eec\u521b\u5efa\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u8ba9\u6211\u4eec\u5728\u4efb\u4f55\u611f\u5174\u8da3\u7684\u8bdd\u9898\u4e0a\u4fdd\u6301\u4fe1\u606f\u7075\u901a\uff0c\u540c\u65f6\u7ef4\u62a4\u6211\u4eec\u7684\u9690\u79c1\uff0c\u5e76\u5b8c\u5168\u5728\u672c\u5730\u8ba1\u7b97\u673a\u4e0a\u8fd0\u884c\u3002<\/p>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u521b\u5efa\u4e2a\u6027\u5316\u3001\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u5de5\u5177\u7684\u53ef\u80fd\u6027\u53ea\u4f1a\u4e0d\u65ad\u6269\u5927\u3002\u8fd9\u4e2a\u65b0\u95fb\u805a\u5408\u5668\u53ea\u662f\u4e00\u4e2a\u5f00\u59cb\u2014\u2014\u60f3\u8c61\u4e00\u4e0b\uff0c\u5229\u7528\u8fd9\u4e9b\u6280\u672f\u4f60\u8fd8\u53ef\u4ee5\u6784\u5efa\u54ea\u4e9b\u5176\u4ed6\u521b\u65b0\u5e94\u7528\uff01<\/p>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5f53\u4eca\u5feb\u8282\u594f\u7684\u4e16\u754c\u4e2d\uff0c\u8ddf\u4e0a\u7279\u5b9a\u9886\u57df\u6700\u65b0\u65b0\u95fb\u7684\u6b65\u4f10\u53ef\u80fd\u4f1a\u5f88\u5177\u6311\u6218\u6027\u3002\u5982\u679c\u6211\u4eec\u80fd\u591f\u5229\u7528\u751f\u6210\u5f0fAI\u548c\u4ee3\u7406\u7684\u529b\u91cf\uff0c\u521b\u5efa\u4e00\u4e2a\u5b8c\u5168\u5728\u672c\u5730\u673a\u5668\u4e0a\u8fd0\u884c\u7684\u4e2a\u6027\u5316\u65b0\u95fb\u805a\u5408\u5668\u5462\uff1f\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528Ollama\u7684Llama 3.2\u6a21\u578b\u3001Swarm\u8fdb\u884c\u4ee3\u7406\u7f16\u6392\uff0c\u4ee5\u53caDuckDuckGo\u8fdb\u884c\u7f51\u7edc\u641c\u7d22\u6765\u6784\u5efa\u8fd9\u6837\u7684\u7cfb\u7edf\u3002 \u672c\u5730AI\u7684\u529b\u91cf \u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5174\u8d77\uff0c\u6211\u4eec\u73b0\u5728\u80fd\u591f\u5728\u4e2a\u4eba\u7535\u8111\u4e0a\u8fd0\u884c\u590d\u6742\u7684AI\u7cfb\u7edf\u3002\u8fd9\u4e3a\u521b\u5efa\u9488\u5bf9\u6211\u4eec\u7279\u5b9a\u9700\u6c42\u5b9a\u5236\u7684\u5de5\u5177\u5f00\u8f9f\u4e86\u65e0\u9650\u53ef\u80fd\u3002\u6211\u4eec\u7684\u65b0\u95fb\u805a\u5408\u5668\u5c31\u662f\u8fd9\u4e00\u6f5c\u529b\u7684\u5b8c\u7f8e\u4f8b\u8bc1\u3002 \u6211\u4eec\u7cfb\u7edf\u7684\u7ec4\u6210\u90e8\u5206 Ollama with Llama 3.2&nbsp;: \u8fd9\u662f\u6211\u4eec\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u4e3a\u6211\u4eec\u7684AI\u4ee3\u7406\u63d0\u4f9b\u52a8\u529b\u3002 Swarm&nbsp;: \u4e00\u4e2a\u4ee3\u7406\u7f16\u6392\u6846\u67b6\uff0c\u5141\u8bb8\u6211\u4eec\u521b\u5efa\u548c\u7ba1\u7406\u591a\u4e2aAI\u4ee3\u7406\u3002 DuckDuckGo Search&nbsp;: \u63d0\u4f9b\u6700\u65b0\u7684\u7f51\u9875\u641c\u7d22\u7ed3\u679c\uff0c\u800c\u4e0d\u8ddf\u8e2a\u7528\u6237\u6570\u636e\u3002 \u5de5\u4f5c\u539f\u7406 \u6211\u4eec\u7684\u65b0\u95fb\u805a\u5408\u5668\u7531\u4e24\u4e2a\u4e3b\u8981\u7684AI\u4ee3\u7406\u7ec4\u6210\uff1a \u65b0\u95fb\u52a9\u624b&nbsp;\uff1a\u4f7f\u7528DuckDuckGo\u641c\u7d22\u83b7\u53d6\u7279\u5b9a\u4e3b\u9898\u7684\u6700\u65b0\u65b0\u95fb\u6587\u7ae0\u3002 \u7f16\u8f91\u52a9\u624b&nbsp;\uff1a\u5ba1\u67e5\u5e76\u7cbe\u70bc\u6536\u96c6\u5230\u7684\u65b0\u95fb\u4ee5\u4f9b\u6700\u7ec8\u5c55\u793a\u3002 \u8ba9\u6211\u4eec\u6765\u5206\u89e3\u4e00\u4e0b\u5de5\u4f5c\u6d41\u7a0b\uff1a 1. \u8bbe\u7f6e\u73af\u5883 pull llama3.2 export OPENAI_MODEL_NAME=llama3.2 export OPENAI_BASE_URL=http:\/\/localhost:11434\/v1 export OPENAI_API_KEY=any pip install git+https:\/\/github.com\/openai\/swarm.git duckduckgo-search \u6211\u4eec\u9996\u5148\u5bfc\u5165\u5fc5\u8981\u7684\u5e93\u5e76\u521d\u59cb\u5316\u6211\u4eec\u7684 \u5ba2\u6237\u7aef\uff1a from duckduckgo_search import DDGS from swarm import Swarm, Agent from datetime import datetime current_date = datetime.now().strftime(&#8220;%Y-%m&#8221;) client = Swarm() [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-55837","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/55837","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=55837"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/55837\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=55837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=55837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=55837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}