{"id":600,"date":"2025-01-11T15:33:15","date_gmt":"2025-01-11T15:33:15","guid":{"rendered":"https:\/\/smolagents.org\/?post_type=docs&p=600"},"modified":"2025-01-11T15:40:57","modified_gmt":"2025-01-11T15:40:57","password":"","slug":"orchestrate-a-multi-agent-system-%f0%9f%a4%96%f0%9f%a4%9d%f0%9f%a4%96","status":"publish","type":"docs","link":"https:\/\/smolagents.org\/zh_tw\/docs\/orchestrate-a-multi-agent-system-\ud83e\udd16\ud83e\udd1d\ud83e\udd16\/","title":{"rendered":"\u5354\u8abf\u591a\u91cd\u4ee3\u7406\u7cfb\u7d71\ud83e\udd16\ud83e\udd1d\ud83e\udd16"},"content":{"rendered":"

\u5728\u9019\u672c\u7b46\u8a18\u7c3f\u4e2d\uff0c\u6211\u5011\u5c07\u88fd\u4f5c \u591a\u91cd\u4ee3\u7406\u7db2\u8def\u700f\u89bd\u5668\uff1a\u7531\u591a\u500b\u4ee3\u7406\u5354\u540c\u4f7f\u7528\u7db2\u8def\u89e3\u6c7a\u554f\u984c\u7684\u4ee3\u7406\u7cfb\u7d71\uff01<\/strong><\/p>\n\n\n\n

\u9019\u5c07\u662f\u4e00\u500b\u7c21\u55ae\u7684\u5c64\u7d1a\u7d50\u69cb\uff0c\u4f7f\u7528 ManagedAgent<\/code> \u7269\u4ef6\u4f86\u5305\u8986\u53d7\u7ba1\u7406\u7684\u7db2\u8def\u641c\u5c0b\u4ee3\u7406\uff1a<\/p>\n\n\n\n

\u8907\u88fd<\/p>\n\n\n\n

              +----------------+\n              | \u7d93\u7406\u4ee3\u7406 |\n              +----------------+\n                       |\n        _______________|______________\n       | |\n  \u4ee3\u78bc\u89e3\u91cb\u5668 +--------------------------------+\n       \u5de5\u5177 | \u7ba1\u7406\u4ee3\u7406 |\n                     | +------------------+ |\n                     | | \u7db2\u8def\u641c\u5c0b\u4ee3\u7406 | |\n                     | +------------------+ |\n                     | | | |\n                     | \u7db2\u9801\u641c\u5c0b\u5de5\u5177 | |\n                     | \u8a2a\u554f\u7db2\u9801\u5de5\u5177 |\n                     +--------------------------------+<\/pre>\n\n\n\n
\u8b93\u6211\u5011\u5efa\u7acb\u9019\u500b\u7cfb\u7d71\u3002<\/p>\n\n\n\n
\u57f7\u884c\u4e0b\u9762\u7684\u884c\u4f86\u5b89\u88dd\u6240\u9700\u7684\u76f8\u4f9d\u6027\uff1a<\/p>\n\n\n\n
\u8907\u88fd<\/p>\n\n\n\n
!pip install markdownify duckduckgo-search smolagents --upgrade -q<\/pre>\n\n\n\n
\u8b93\u6211\u5011\u767b\u5165\u4ee5\u547c\u53eb HF Inference API\uff1a<\/p>\n\n\n\n
\u8907\u88fd<\/p>\n\n\n\n
from huggingface_hub import login\n\n\u767b\u5165()<\/pre>\n\n\n\n
\u26a1\ufe0f \u6211\u5011\u7684\u4ee3\u7406\u5c07\u7531\u00a0Qwen\/Qwen2.5-Coder-32B-Instruct<\/a>\u00a0\u4f7f\u7528\u00a0HfApiModel<\/code>\u00a0\u4f7f\u7528 HF \u7684 Inference API \u7684\u985e\u5225\uff1aInference API \u5141\u8a31\u5feb\u901f\u8f15\u9b06\u5730\u57f7\u884c\u4efb\u4f55 OS \u6a21\u578b\u3002<\/p>\n\n\n\n
\u8acb\u6ce8\u610f\uff1a<\/em>\u00a0Inference API \u6703\u6839\u64da\u5404\u7a2e\u6a19\u6e96\u8a17\u7ba1\u6a21\u578b\uff0c\u5df2\u90e8\u7f72\u7684\u6a21\u578b\u53ef\u80fd\u6703\u66f4\u65b0\u6216\u66ff\u63db\uff0c\u6055\u4e0d\u53e6\u884c\u901a\u77e5\u3002\u9032\u4e00\u6b65\u77ad\u89e3\u00a0\u9019\u88e1<\/a>.<\/p>\n\n\n\n
\u8907\u88fd<\/p>\n\n\n\n
model_id = \"Qwen\/Qwen2.5-Coder-32B-Instruct\"<\/pre>\n\n\n\n
<\/a>\ud83d\udd0d \u5efa\u7acb\u7db2\u8def\u641c\u5c0b\u5de5\u5177<\/h2>\n\n\n\n
\u5c0d\u65bc\u7db2\u9801\u700f\u89bd\uff0c\u6211\u5011\u5df2\u7d93\u53ef\u4ee5\u4f7f\u7528\u9810\u5148\u5b58\u5728\u7684\u00a0\u9d28\u5b50\u641c\u5c0b\u5de5\u5177<\/code><\/a>\u00a0\u5de5\u5177\u4f86\u63d0\u4f9b\u7b49\u540c\u65bc Google \u641c\u5c0b\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n
\u4f46\u63a5\u4e0b\u4f86\u6211\u5011\u4e5f\u9700\u8981\u80fd\u5920\u9032\u5165\u7531 \u9d28\u5b50\u641c\u5c0b\u5de5\u5177<\/code>.\u70ba\u6b64\uff0c\u6211\u5011\u53ef\u4ee5\u532f\u5165\u51fd\u5f0f\u5eab\u5167\u5efa\u7684 \u8a2a\u554f\u7db2\u9801\u5de5\u5177<\/code>, \u4f46\u6211\u5011\u6703\u518d\u5efa\u9020\u4e00\u6b21\uff0c\u770b\u770b\u5b83\u662f\u5982\u4f55\u5b8c\u6210\u7684\u3002<\/p>\n\n\n\n
\u56e0\u6b64\uff0c\u8b93\u6211\u5011\u5efa\u7acb\u6211\u5011\u7684 \u8a2a\u554f\u7db2\u9801\u5de5\u5177<\/code> \u5de5\u5177\u5f9e\u982d\u958b\u59cb\u4f7f\u7528 markdownify<\/code>.<\/p>\n\n\n\n
\u8907\u88fd<\/p>\n\n\n\n
\u532f\u5165 re\n\u532f\u5165\u8acb\u6c42\n\u5f9e markdownify \u532f\u5165 markdownify\nfrom requests.exceptions import RequestException\n\u5f9e smolagents \u532f\u5165\u5de5\u5177\n\n\n@tool\ndef visit_webpage(url: str) -> str\uff1a\n    \"\"\"Visits a webpage at the given URL and returns its content as a markdown string.\n\n    Args\uff1a\n        url\uff1a\u8981\u8a2a\u554f\u7684\u7db2\u9801\u7684 URL\u3002\n\n    \u56de\u50b3\u503c\uff1a\n        \u8f49\u63db\u70ba Markdown \u7684\u7db2\u9801\u5167\u5bb9\uff0c\u82e5\u8acb\u6c42\u5931\u6557\u5247\u6703\u986f\u793a\u932f\u8aa4\u8a0a\u606f\u3002\n    \"\"\"\n    try\uff1a\n        # \u5411 URL \u50b3\u9001 GET \u8acb\u6c42<\/em>\n        response = requests.get(url)\n        response.raise_for_status()  # \u5c0d\u4e0d\u826f\u72c0\u614b\u4ee3\u78bc\u7522\u751f\u7570\u5e38<\/em>\n\n        # \u5c07 HTML \u5167\u5bb9\u8f49\u63db\u70ba Markdown<\/em>\n        markdown_content = markdownify(response.text).strip()\n\n        # \u79fb\u9664\u591a\u500b\u63db\u884c\u7b26<\/em>\n        markdown_content = re.sub(r\"\\n{3,}\", \"\\n\\n\", markdown_content)\n\n        return markdown_content\n\n    except RequestException as e\uff1a\n        return f \"Error fetching the webpage\uff1a{str(e)}\"\n    except Exception as e\uff1a\n        return f \"An unexpected error occurred\uff1a{str(e)}\"<\/pre>\n\n\n\n
\u597d\u4e86\uff0c\u73fe\u5728\u8b93\u6211\u5011\u521d\u59cb\u5316\u4e26\u6e2c\u8a66\u6211\u5011\u7684\u5de5\u5177\uff01<\/p>\n\n\n\n
\u8907\u88fd<\/p>\n\n\n\n
print(visit_webpage(\"https:\/\/en.wikipedia.org\/wiki\/Hugging_Face\")[:500])<\/pre>\n\n\n\n
<\/a>\u5efa\u7acb\u6211\u5011\u7684\u591a\u91cd\u4ee3\u7406\u7cfb\u7d71\ud83e\udd16\ud83e\udd1d\ud83e\udd16<\/h2>\n\n\n\n
\u73fe\u5728\u6211\u5011\u6709\u4e86\u6240\u6709\u5de5\u5177 \u641c\u5c0b<\/code> \u548c \u700f\u89bd\u7db2\u9801<\/code>, \u6211\u5011\u53ef\u4ee5\u4f7f\u7528\u5b83\u5011\u4f86\u5efa\u7acb\u7db2\u9801\u4ee3\u7406\u3002<\/p>\n\n\n\n
\u8a72\u70ba\u6b64\u4ee3\u7406\u9078\u64c7\u4f55\u7a2e\u7d44\u614b\uff1f<\/p>\n\n\n\n