{"id":587,"date":"2025-01-11T15:16:14","date_gmt":"2025-01-11T15:16:14","guid":{"rendered":"https:\/\/smolagents.org\/?post_type=docs&#038;p=587"},"modified":"2025-01-11T15:16:16","modified_gmt":"2025-01-11T15:16:16","password":"","slug":"agents-guided-tour","status":"publish","type":"docs","link":"https:\/\/smolagents.org\/zh\/docs\/agents-guided-tour\/","title":{"rendered":"\u4ee3\u7406 - \u5bfc\u6e38"},"content":{"rendered":"<p>\u5728\u672c\u6b21\u6307\u5bfc\u8bbf\u95ee\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u6784\u5efa\u4ee3\u7406\u3001\u5982\u4f55\u8fd0\u884c\u4ee3\u7406\u4ee5\u53ca\u5982\u4f55\u5bf9\u4ee3\u7406\u8fdb\u884c\u5b9a\u5236\uff0c\u4f7f\u5176\u66f4\u597d\u5730\u6ee1\u8db3\u60a8\u7684\u7528\u4f8b\u9700\u6c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#building-your-agent\" target=\"_blank\" rel=\"noopener\"><\/a>\u5efa\u7acb\u60a8\u7684\u4ee3\u7406<\/h3>\n\n\n\n<p>\u8981\u521d\u59cb\u5316\u6700\u5c0f\u4ee3\u7406\uff0c\u81f3\u5c11\u9700\u8981\u8fd9\u4e24\u4e2a\u53c2\u6570\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\u6a21\u578b<\/code>\u4f7f\u7528\u6587\u672c\u751f\u6210\u6a21\u578b\u4e3a\u4ee3\u7406\u63d0\u4f9b\u52a8\u529b--\u56e0\u4e3a\u4ee3\u7406\u4e0d\u540c\u4e8e\u7b80\u5355\u7684 LLM\uff0c\u5b83\u662f\u4e00\u4e2a\u4f7f\u7528 LLM \u4f5c\u4e3a\u5f15\u64ce\u7684\u7cfb\u7edf\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u9009\u9879\u4e2d\u7684\u4efb\u4f55\u4e00\u4e2a\uff1a\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.TransformersModel\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u53d8\u5f62\u91d1\u521a\u6a21\u578b<\/a>\u00a0\u4f1a\u83b7\u53d6\u4e00\u4e2a\u9884\u521d\u59cb\u5316\u7684\u00a0<code>\u53d8\u538b\u5668<\/code>\u00a0\u7ba1\u9053\uff0c\u5728\u672c\u5730\u8ba1\u7b97\u673a\u4e0a\u4f7f\u7528\u00a0<code>\u53d8\u538b\u5668<\/code>.<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.HfApiModel\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">HfApiModel<\/a>\u00a0\u5229\u7528\u00a0<code>huggingface_hub.InferenceClient<\/code>\u00a0\u5f15\u64ce\u76d6\u4e0b<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.LiteLLMModel\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LiteLLMM \u6a21\u578b<\/a>\u00a0\u8ba9\u60a8\u901a\u8fc7\u00a0<a href=\"https:\/\/docs.litellm.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LiteLLM<\/a>!<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>\u5de5\u5177<\/code>\uff0c\u4e00\u4efd\u00a0<code>\u5de5\u5177<\/code>\u00a0\u4ee3\u7406\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u4efb\u52a1\u7684\u95ee\u9898\u3002\u5b83\u53ef\u4ee5\u662f\u4e00\u4e2a\u7a7a\u5217\u8868\u3002\u60a8\u4e5f\u53ef\u4ee5\u5c06\u9ed8\u8ba4\u5de5\u5177\u7bb1\u6dfb\u52a0\u5230\u00a0<code>\u5de5\u5177<\/code>\u00a0\u901a\u8fc7\u5b9a\u4e49\u53ef\u9009\u53c2\u6570\u00a0<code>add_base_tools=True<\/code>.<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u65e6\u6709\u4e86\u8fd9\u4e24\u4e2a\u53c2\u6570\u3001\u00a0<code>\u5de5\u5177<\/code>\u00a0\u548c\u00a0<code>\u6a21\u578b<\/code>\u60a8\u53ef\u4ee5\u521b\u5efa\u5e76\u8fd0\u884c\u4e00\u4e2a\u4ee3\u7406\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55 LLM\uff0c\u65e0\u8bba\u662f\u901a\u8fc7\u00a0<a href=\"https:\/\/huggingface.co\/docs\/api-inference\/en\/index\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u62e5\u62b1\u8138 API<\/a>,\u00a0<a href=\"https:\/\/github.com\/huggingface\/transformers\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u53d8\u538b\u5668<\/a>,\u00a0<a href=\"https:\/\/ollama.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ollama<\/a>\u6216\u00a0<a href=\"https:\/\/www.litellm.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LiteLLM<\/a>.<\/p>\n\n\n\n<p>\u62e5\u62b1\u8138 API<\/p>\n\n\n\n<p>\u672c\u5730\u53d8\u538b\u5668\u6a21\u578b<\/p>\n\n\n\n<p>OpenAI \u6216\u4eba\u7c7b\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3<\/p>\n\n\n\n<p>\u5965\u62c9\u739b<\/p>\n\n\n\n<p>Hugging Face API \u65e0\u9700\u4ee4\u724c\u5373\u53ef\u514d\u8d39\u4f7f\u7528\uff0c\u4f46\u4f1a\u6709\u901f\u7387\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u8981\u4f7f\u7528\u4e13\u4e1a\u7248\u8d26\u6237\u8bbf\u95ee\u95e8\u63a7\u6a21\u578b\u6216\u63d0\u9ad8\u8d39\u7387\u9650\u5236\uff0c\u60a8\u9700\u8981\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf&nbsp;<code>HF_TOKEN<\/code>&nbsp;\u6216\u901a\u8fc7&nbsp;<code>\u8c61\u5f81\u6027<\/code>&nbsp;\u53d8\u91cf\u521d\u59cb\u5316\u65f6&nbsp;<code>HfApiModel<\/code>.<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import CodeAgent, HfApiModel\n\nmodel_id = \"meta-llama\/Llama-3.3-70B-Instruct\"\n\nmodel = HfApiModel(model_id=model_id, token=\"\")\nagent = CodeAgent(tools=[], model=model, add_base_tools=True)\n\nagent.run(\n    \"\u4f60\u80fd\u7ed9\u51fa\u6590\u6ce2\u90a3\u5951\u6570\u5217\u4e2d\u7684\u7b2c 118 \u4e2a\u6570\u5b57\u5417\uff1f\n)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#codeagent-and-toolcallingagent\" target=\"_blank\" rel=\"noopener\"><\/a>\u4ee3\u7801\u4ee3\u7406\u548c\u5de5\u5177\u8c03\u7528\u4ee3\u7406<\/h4>\n\n\n\n<p>\"(\u300a\u4e16\u754c\u4eba\u6743\u5ba3\u8a00\u300b)\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.CodeAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u4ee3\u7801\u4ee3\u7406<\/a>\u00a0\u662f\u6211\u4eec\u7684\u9ed8\u8ba4\u4ee3\u7406\u3002\u5b83\u5c06\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u7f16\u5199\u5e76\u6267\u884c python \u4ee3\u7801\u7247\u6bb5\u3002<\/p>\n\n\n\n<p>\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6267\u884c\u662f\u5728\u672c\u5730\u73af\u5883\u4e2d\u8fdb\u884c\u7684\u3002\u8fd9\u5e94\u8be5\u662f\u5b89\u5168\u7684\uff0c\u56e0\u4e3a\u80fd\u88ab\u8c03\u7528\u7684\u51fd\u6570\u53ea\u6709\u4f60\u63d0\u4f9b\u7684\u5de5\u5177\uff08\u7279\u522b\u662f\u5982\u679c\u53ea\u6709\u62b1\u62b1\u8138\u7684\u5de5\u5177\uff09\u548c\u4e00\u7ec4\u9884\u5b9a\u4e49\u7684\u5b89\u5168\u51fd\u6570\uff0c\u5982&nbsp;<code>\u6253\u5370<\/code>&nbsp;\u6216\u6765\u81ea&nbsp;<code>\u7b97\u672f<\/code>&nbsp;\u6a21\u5757\uff0c\u56e0\u6b64\u6267\u884c\u7684\u5185\u5bb9\u5df2\u7ecf\u53d7\u5230\u9650\u5236\u3002<\/p>\n\n\n\n<p>Python \u89e3\u91ca\u5668\u9ed8\u8ba4\u4e0d\u5141\u8bb8\u5b89\u5168\u5217\u8868\u4e4b\u5916\u7684\u5bfc\u5165\uff0c\u56e0\u6b64\u6240\u6709\u6700\u660e\u663e\u7684\u653b\u51fb\u90fd\u4e0d\u4f1a\u6709\u95ee\u9898\u3002\u60a8\u53ef\u4ee5\u5728\u53c2\u6570\u00a0<code>\u9644\u52a0\u6388\u6743\u8fdb\u53e3<\/code>\u00a0\u5728\u521d\u59cb\u5316\u60a8\u7684\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.CodeAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u4ee3\u7801\u4ee3\u7406<\/a>:<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u6a21\u578b = HfApiModel()\nagent = CodeAgent(tools=[], model=model, additional_authorized_imports=['requests', 'bs4'])\nagent.run(\"Could you get me the title of the page at url 'https:\/\/huggingface.co\/blog'?\")<\/pre>\n\n\n\n<p>LLM \u53ef\u4ee5\u751f\u6210\u4efb\u610f\u4ee3\u7801\uff0c\u7136\u540e\u6267\u884c\u8fd9\u4e9b\u4ee3\u7801\uff1a\u4e0d\u8981\u6dfb\u52a0\u4efb\u4f55\u4e0d\u5b89\u5168\u7684\u5bfc\u5165\uff01<\/p>\n\n\n\n<p>\u5982\u679c\u6709\u4ee3\u7801\u8bd5\u56fe\u6267\u884c\u975e\u6cd5\u64cd\u4f5c\uff0c\u6216\u8005\u4ee3\u7406\u751f\u6210\u7684\u4ee3\u7801\u51fa\u73b0 Python \u5e38\u89c4\u9519\u8bef\uff0c\u6267\u884c\u5c31\u4f1a\u505c\u6b62\u3002<\/p>\n\n\n\n<p>\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528\u00a0<a href=\"https:\/\/e2b.dev\/docs#what-is-e2-b\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">E2B \u4ee3\u7801\u6267\u884c\u5668<\/a>\u00a0\u800c\u4e0d\u662f\u672c\u5730 Python \u89e3\u91ca\u5668\uff0c\u9996\u5148\u8981\u00a0<a href=\"https:\/\/e2b.dev\/dashboard?tab=keys\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u8bbe\u7f6e\u00a0<code>E2B_API_KEY<\/code>\u00a0\u73af\u5883\u53d8\u91cf<\/a>\u00a0\u7136\u540e\u901a\u8fc7\u00a0<code>use_e2b_executor=True<\/code>\u00a0\u5728\u4ee3\u7406\u521d\u59cb\u5316\u65f6\u3002<\/p>\n\n\n\n<p>\u4e86\u89e3\u6709\u5173\u4ee3\u7801\u6267\u884c\u7684\u66f4\u591a\u4fe1\u606f\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/secure_code_execution\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u5728\u672c\u6559\u7a0b\u4e2d<\/a>.<\/p>\n\n\n\n<p>\u6211\u4eec\u8fd8\u652f\u6301\u5c06\u64cd\u4f5c\u5199\u6210\u7c7b\u4f3c JSON blob \u7684\u5e7f\u6cdb\u4f7f\u7528\u7684\u65b9\u5f0f\uff1a\u8fd9\u5c31\u662f\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.ToolCallingAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u5de5\u5177\u547c\u53eb\u4ee3\u7406<\/a>\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u4e0e\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.CodeAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u4ee3\u7801\u4ee3\u7406<\/a>\u5f53\u7136\u6ca1\u6709\u00a0<code>\u9644\u52a0\u6388\u6743\u8fdb\u53e3<\/code>\u00a0\u56e0\u4e3a\u5b83\u4e0d\u6267\u884c\u4ee3\u7801\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4ece smolagents \u5bfc\u5165 ToolCallingAgent\n\nagent = ToolCallingAgent(tools=[], model=model)\nagent.run(\"Could you get me the title of the page at url 'https:\/\/huggingface.co\/blog'?\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#inspecting-an-agent-run\" target=\"_blank\" rel=\"noopener\"><\/a>\u68c0\u67e5\u4ee3\u7406\u8fd0\u884c<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u6709\u7528\u7684\u5c5e\u6027\uff0c\u7528\u4e8e\u68c0\u67e5\u8fd0\u884c\u540e\u53d1\u751f\u7684\u60c5\u51b5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\u4ee3\u7406\u65e5\u5fd7<\/code>\u00a0\u5b58\u50a8\u4e86\u4ee3\u7406\u7684\u7ec6\u7c92\u5ea6\u65e5\u5fd7\u3002\u5728\u4ee3\u7406\u8fd0\u884c\u7684\u6bcf\u4e00\u6b65\u4e2d\uff0c\u6240\u6709\u5185\u5bb9\u90fd\u4f1a\u5b58\u50a8\u5728\u4e00\u4e2a\u5b57\u5178\u4e2d\uff0c\u7136\u540e\u9644\u52a0\u5230\u00a0<code>\u4ee3\u7406\u65e5\u5fd7<\/code>.<\/li>\n\n\n\n<li>\u8dd1\u6b65\u00a0<code>agent.write_inner_memory_from_logs()<\/code>\u00a0\u521b\u5efa\u4ee3\u7406\u65e5\u5fd7\u7684\u5185\u90e8\u5b58\u50a8\u5668\uff0c\u4f9b LLM \u4ee5\u804a\u5929\u4fe1\u606f\u5217\u8868\u7684\u5f62\u5f0f\u67e5\u770b\u3002\u8be5\u65b9\u6cd5\u4f1a\u67e5\u770b\u65e5\u5fd7\u7684\u6bcf\u4e00\u6b65\uff0c\u5e76\u53ea\u5c06\u611f\u5174\u8da3\u7684\u5185\u5bb9\u5b58\u50a8\u4e3a\u4e00\u6761\u4fe1\u606f\uff1a\u4f8b\u5982\uff0c\u5b83\u4f1a\u5c06\u7cfb\u7edf\u63d0\u793a\u548c\u4efb\u52a1\u5206\u522b\u4fdd\u5b58\u4e3a\u4e0d\u540c\u7684\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u6bcf\u4e00\u6b65\u7684 LLM \u8f93\u51fa\u5b58\u50a8\u4e3a\u4e00\u6761\u4fe1\u606f\uff0c\u5c06\u5de5\u5177\u8c03\u7528\u8f93\u51fa\u5b58\u50a8\u4e3a\u53e6\u4e00\u6761\u4fe1\u606f\u3002\u5982\u679c\u4f60\u60f3\u4ece\u66f4\u9ad8\u5c42\u6b21\u4e86\u89e3\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u53ef\u4ee5\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u4f46\u5e76\u4e0d\u662f\u6240\u6709\u65e5\u5fd7\u90fd\u80fd\u7528\u8fd9\u79cd\u65b9\u6cd5\u8bb0\u5f55\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#tools\" target=\"_blank\" rel=\"noopener\"><\/a>\u5de5\u5177<\/h2>\n\n\n\n<p>\u5de5\u5177\u662f\u4f9b\u4ee3\u7406\u4f7f\u7528\u7684\u539f\u5b50\u51fd\u6570\u3002\u8981\u88ab LLM \u4f7f\u7528\uff0c\u5b83\u8fd8\u9700\u8981\u4e00\u4e9b\u5c5e\u6027\uff0c\u8fd9\u4e9b\u5c5e\u6027\u6784\u6210\u4e86\u5b83\u7684 API\uff0c\u5e76\u5c06\u7528\u4e8e\u5411 LLM \u63cf\u8ff0\u5982\u4f55\u8c03\u7528\u8be5\u5de5\u5177\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u4e2a\u540d\u5b57<\/li>\n\n\n\n<li>\u8bf4\u660e<\/li>\n\n\n\n<li>\u8f93\u5165\u7c7b\u578b\u548c\u8bf4\u660e<\/li>\n\n\n\n<li>\u8f93\u51fa\u7c7b\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u68c0\u67e5\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/tools#smolagents.PythonInterpreterTool\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">PythonInterpreterTool<\/a>\uff1a\u5b83\u6709\u540d\u79f0\u3001\u63cf\u8ff0\u3001\u8f93\u5165\u63cf\u8ff0\u3001\u8f93\u51fa\u7c7b\u578b\u548c\u00a0<code>\u8f6c\u53d1<\/code>\u00a0\u65b9\u6cd5\u6765\u6267\u884c\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u5f53\u4ee3\u7406\u521d\u59cb\u5316\u65f6\uff0c\u5de5\u5177\u5c5e\u6027\u4f1a\u88ab\u7528\u6765\u751f\u6210\u5de5\u5177\u63cf\u8ff0\uff0c\u8be5\u63cf\u8ff0\u4f1a\u88ab\u5d4c\u5165\u4ee3\u7406\u7684\u7cfb\u7edf\u63d0\u793a\u4e2d\u3002\u8fd9\u53ef\u4ee5\u8ba9\u4ee3\u7406\u77e5\u9053\u5b83\u53ef\u4ee5\u4f7f\u7528\u54ea\u4e9b\u5de5\u5177\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#default-toolbox\" target=\"_blank\" rel=\"noopener\"><\/a>\u9ed8\u8ba4\u5de5\u5177\u7bb1<\/h3>\n\n\n\n<p>Transformers \u81ea\u5e26\u4e00\u4e2a\u7528\u4e8e\u6388\u6743\u4ee3\u7406\u7684\u9ed8\u8ba4\u5de5\u5177\u7bb1\u3002&nbsp;<code>add_base_tools = True<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DuckDuckGo \u7f51\u7edc\u641c\u7d22*<\/strong>\u76ee\u6807\uff1a\u4f7f\u7528 DuckDuckGo \u6d4f\u89c8\u5668\u8fdb\u884c\u7f51\u7edc\u641c\u7d22\u3002<\/li>\n\n\n\n<li><strong>Python \u4ee3\u7801\u89e3\u91ca\u5668<\/strong>LLM\uff1a\u5728\u5b89\u5168\u7684\u73af\u5883\u4e2d\u8fd0\u884c LLM \u751f\u6210\u7684 Python \u4ee3\u7801\u3002\u8be5\u5de5\u5177\u53ea\u4f1a\u88ab\u6dfb\u52a0\u5230\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.ToolCallingAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u5de5\u5177\u547c\u53eb\u4ee3\u7406<\/a>\u00a0\u5982\u679c\u7528\u00a0<code>add_base_tools=True<\/code>\u56e0\u4e3a\u57fa\u4e8e\u4ee3\u7801\u7684\u4ee3\u7406\u5df2\u7ecf\u53ef\u4ee5\u672c\u5730\u6267\u884c Python \u4ee3\u7801<\/li>\n\n\n\n<li><strong>\u8a8a\u5199\u5458<\/strong>\u8bed\u97f3\u8f6c\u6587\u672c\uff1a\u57fa\u4e8e Whisper-Turbo \u7684\u8bed\u97f3\u8f6c\u6587\u672c\u7ba1\u9053\uff0c\u53ef\u5c06\u97f3\u9891\u8f6c\u5f55\u4e3a\u6587\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u8c03\u7528\u5de5\u5177\u7684\u53c2\u6570\u6765\u624b\u52a8\u4f7f\u7528\u8be5\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4ece smolagents \u5bfc\u5165 DuckDuckGoSearchTool\n\nsearch_tool = DuckDuckGoSearchTool()\nprint(search_tool(\"Who's the current president of Russia?\"))<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#create-a-new-tool\" target=\"_blank\" rel=\"noopener\"><\/a>\u521b\u5efa\u65b0\u5de5\u5177<\/h3>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u9488\u5bf9 Hugging Face \u9ed8\u8ba4\u5de5\u5177\u672a\u6db5\u76d6\u7684\u7528\u4f8b\u521b\u5efa\u81ea\u5df1\u7684\u5de5\u5177\u3002\u4f8b\u5982\uff0c\u8ba9\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u5de5\u5177\uff0c\u4ece Hub \u8fd4\u56de\u7ed9\u5b9a\u4efb\u52a1\u4e2d\u4e0b\u8f7d\u6b21\u6570\u6700\u591a\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4ece\u4e0b\u9762\u7684\u4ee3\u7801\u5f00\u59cb\u3002<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4ece huggingface_hub \u5bfc\u5165 list_models\n\n\u4efb\u52a1 = \"\u6587\u672c\u5206\u7c7b\"\n\nmost_downloaded_model = next(iter(list_models(filter=task, sort=\"downloads\", direction=-1)))\nprint(most_downloaded_model.id)<\/pre>\n\n\n\n<p>\u53ea\u9700\u5c06\u8fd9\u4e9b\u4ee3\u7801\u5c01\u88c5\u5230\u4e00\u4e2a\u51fd\u6570\u4e2d\u5e76\u6dfb\u52a0\u00a0<code>\u5de5\u5177<\/code>\u00a0\u88c5\u9970\u5668\uff1a\u8fd9\u5e76\u4e0d\u662f\u6784\u5efa\u5de5\u5177\u7684\u552f\u4e00\u65b9\u6cd5\uff1a\u60a8\u53ef\u4ee5\u76f4\u63a5\u5c06\u5176\u5b9a\u4e49\u4e3a\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/tools#smolagents.Tool\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u5de5\u5177<\/a>\uff0c\u8fd9\u7ed9\u4e86\u4f60\u66f4\u591a\u7684\u7075\u6d3b\u6027\uff0c\u4f8b\u5982\u521d\u59cb\u5316\u91cd\u7c7b\u5c5e\u6027\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6765\u770b\u770b\u8fd9\u4e24\u4e2a\u9009\u9879\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1a<\/p>\n\n\n\n<p>\u7528 @ \u5de5\u5177\u88c5\u9970\u51fd\u6570<\/p>\n\n\n\n<p>\u5b50\u7c7b\u5de5\u5177<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4ece smolagents \u5bfc\u5165\u5de5\u5177\n\n@tool\ndef model_download_tool(task: str) -&gt; str\uff1a\n    \"\"\"\n    \u8fd9\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u7528\u4e8e\u8fd4\u56de Hugging Face Hub \u4e0a\u4e0b\u8f7d\u6b21\u6570\u6700\u591a\u7684\u7ed9\u5b9a\u4efb\u52a1\u7684\u6a21\u578b\u3002\n    \u5b83\u8fd4\u56de\u68c0\u67e5\u70b9\u7684\u540d\u79f0\u3002\n\n    Args\uff1a\n        \u4efb\u52a1\uff1a\u8981\u83b7\u53d6\u4e0b\u8f7d\u6b21\u6570\u7684\u4efb\u52a1\u3002\n    \"\"\"\n    most_downloaded_model = next(iter(list_models(filter=task, sort=\"downloads\", direction=-1)))\n    return most_downloaded_model.id<\/pre>\n\n\n\n<p>\u8be5\u529f\u80fd\u9700\u8981<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u660e\u786e\u7684\u540d\u79f0\u3002\u8fd9\u4e2a\u540d\u79f0\u5e94\u80fd\u5145\u5206\u63cf\u8ff0\u8be5\u5de5\u5177\u7684\u4f5c\u7528\uff0c\u4ee5\u5e2e\u52a9 LLM \u4e3a\u8be5\u4ee3\u7406\u63d0\u4f9b\u52a8\u529b\u3002\u7531\u4e8e\u8be5\u5de5\u5177\u4f1a\u8fd4\u56de\u4efb\u52a1\u4e2d\u4e0b\u8f7d\u6b21\u6570\u6700\u591a\u7684\u6a21\u578b\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u5176\u547d\u540d\u4e3a\u00a0<code>\u6a21\u578b\u4e0b\u8f7d\u5de5\u5177<\/code>.<\/li>\n\n\n\n<li>\u8f93\u5165\u548c\u8f93\u51fa\u7684\u7c7b\u578b\u63d0\u793a<\/li>\n\n\n\n<li>\u63cf\u8ff0\uff0c\u5305\u62ec \"Args:\uff08\u53c2\u6570\uff1a\uff09\"\u90e8\u5206\uff0c\u5176\u4e2d\u63cf\u8ff0\u4e86\u6bcf\u4e2a\u53c2\u6570\uff08\u8fd9\u6b21\u6ca1\u6709\u7c7b\u578b\u8bf4\u660e\uff0c\u5c06\u4ece\u7c7b\u578b\u63d0\u793a\u4e2d\u63d0\u53d6\uff09\u3002\u4e0e\u5de5\u5177\u540d\u79f0\u4e00\u6837\uff0c\u8be5\u8bf4\u660e\u4e5f\u662f\u4e3a\u4ee3\u7406\u63d0\u4f9b\u52a8\u529b\u7684 LLM \u7684\u4f7f\u7528\u624b\u518c\uff0c\u56e0\u6b64\u5207\u52ff\u5ffd\u7565\u3002\u6240\u6709\u8fd9\u4e9b\u5143\u7d20\u90fd\u5c06\u5728\u521d\u59cb\u5316\u65f6\u81ea\u52a8\u5d4c\u5165\u5230\u4ee3\u7406\u7684\u7cfb\u7edf\u63d0\u793a\u4e2d\uff1a\u56e0\u6b64\u8bf7\u5c3d\u91cf\u4f7f\u5176\u6e05\u6670\u660e\u4e86\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u5b9a\u4e49\u683c\u5f0f\u4e0e\u00a0<code>\u5e94\u7528\u804a\u5929\u6a21\u677f<\/code>\u552f\u4e00\u7684\u533a\u522b\u662f\u589e\u52a0\u4e86\u00a0<code>\u5de5\u5177<\/code>\u00a0\u88c5\u9970\u5668\uff1a\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u5de5\u5177\u4f7f\u7528 API \u7684\u4fe1\u606f\u00a0<a href=\"https:\/\/huggingface.co\/blog\/unified-tool-use#passing-tools-to-a-chat-template\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u8fd9\u91cc<\/a>.<\/p>\n\n\n\n<p>\u7136\u540e\u5c31\u53ef\u4ee5\u76f4\u63a5\u521d\u59cb\u5316\u4ee3\u7406\u4e86\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import CodeAgent, HfApiModel\nagent = CodeAgent(tools=[model_download_tool], model=HfApiModel())\nagent.run(\n    \"\u60a8\u80fd\u544a\u8bc9\u6211\u5728\u62b1\u62b1\u8138\u67a2\u7ebd\u7684'\u6587\u672c\u5230\u89c6\u9891'\u4efb\u52a1\u4e2d\u4e0b\u8f7d\u6b21\u6570\u6700\u591a\u7684\u6a21\u578b\u540d\u79f0\u5417\uff1f\n)<\/pre>\n\n\n\n<p>\u60a8\u4f1a\u6536\u5230\u4ee5\u4e0b\u65e5\u5fd7\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 New run \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502 \u2502\n\n\u2502 \u5728 \"\u62b1\u62b1\u8138\u67a2\u7ebd \"\u4e0a\u7684\u4efb\u52a1\uff1f                                                            \u2502\n\u2502 \u2502\n\u2570\u2500 HfApiModel - Qwen\/Qwen2.5-Coder-32B-Instruct \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 \u7b2c 0 \u6b65 \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\n\u256d\u2500 \u6267\u884c\u6b64\u4ee3\u7801\uff1a\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502 1 model_name = model_download_tool(task=\"\u6587\u672c\u5230\u89c6\u9891\") \u2502 \u2502 2 print(model_name)\n\u2502 2 print(model_name) \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u6267\u884c\u65e5\u5fd7\uff1a\nByteDance\/AnimateDiff-Lightning\n\n\u8f93\u51fa\uff1a\u65e0\n[\u6b65\u9aa4 0\uff1a\u6301\u7eed\u65f6\u95f4 0.27 \u79d2\uff5c\u8f93\u5165\u4ee4\u724c\uff1a2,069 \u4e2a\uff5c\u8f93\u51fa\u4ee4\u724c\uff1a60 \u4e2a\uff3d\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 \u6b65\u9aa4 1 \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\n\u256d\u2500 \u6267\u884c\u6b64\u4ee3\u7801\uff1a\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502 1 final_answer(\"ByteDance\/AnimateDiff-Lightning\") \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\nOut - \u6700\u7ec8\u7b54\u6848\uff1aByteDance\/AnimateDiff-Lightning\n[Step 1: Duration 0.10 seconds| Input tokens: 4,288 | Output tokens: 148] [\u6b65\u9aa4 1\uff1a\u6301\u7eed\u65f6\u95f4 0.10 \u79d2| \u8f93\u5165\u6807\u8bb0\uff1a4,288 | \u8f93\u51fa\u6807\u8bb0\uff1a148\nOut[20]: \"ByteDance\/AnimateDiff-Lightning<\/pre>\n\n\n\n<p>\u4e86\u89e3\u6709\u5173\u5de5\u5177\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/tools#what-is-a-tool-and-how-to-build-one\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u4e13\u7528\u6559\u7a0b<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#multi-agents\" target=\"_blank\" rel=\"noopener\"><\/a>\u591a\u65b9\u4ee3\u7406<\/h2>\n\n\n\n<p>\u5fae\u8f6f\u7684\u6846\u67b6\u5f15\u5165\u4e86\u591a\u4ee3\u7406\u7cfb\u7edf\u00a0<a href=\"https:\/\/huggingface.co\/papers\/2308.08155\" target=\"_blank\" rel=\"noopener\">Aut<\/a><a href=\"https:\/\/huggingface.co\/papers\/2308.08155\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">o<\/a><a href=\"https:\/\/huggingface.co\/papers\/2308.08155\" target=\"_blank\" rel=\"noopener\">\u57fa\u56e0<\/a>.<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u6846\u67b6\u4e2d\uff0c\u6709\u591a\u4e2a\u4ee3\u7406\u5171\u540c\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u53ea\u6709\u4e00\u4e2a\u4ee3\u7406\u3002\u6839\u636e\u7ecf\u9a8c\uff0c\u5b83\u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u90fd\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002\u6027\u80fd\u66f4\u597d\u7684\u539f\u56e0\u5728\u6982\u5ff5\u4e0a\u5f88\u7b80\u5355\uff1a\u5bf9\u4e8e\u8bb8\u591a\u4efb\u52a1\u6765\u8bf4\uff0c\u4e0e\u5176\u4f7f\u7528\u4e00\u4e2a\u65e0\u6240\u4e0d\u80fd\u7684\u7cfb\u7edf\uff0c\u8fd8\u4e0d\u5982\u5c06\u5355\u5143\u4e13\u95e8\u7528\u4e8e\u5b50\u4efb\u52a1\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u62e5\u6709\u72ec\u7acb\u5de5\u5177\u96c6\u548c\u5185\u5b58\u7684\u4ee3\u7406\u53ef\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u4e13\u4e1a\u5316\u3002\u4f8b\u5982\uff0c\u4e3a\u4ec0\u4e48\u8981\u5728\u4ee3\u7801\u751f\u6210\u4ee3\u7406\u7684\u5185\u5b58\u4e2d\u88c5\u6ee1\u7f51\u7edc\u641c\u7d22\u4ee3\u7406\u8bbf\u95ee\u8fc7\u7684\u6240\u6709\u7f51\u9875\u5185\u5bb9\uff1f\u6700\u597d\u5c06\u5b83\u4eec\u5206\u5f00\u3002<\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528&nbsp;<code>smolagents<\/code>.<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u8bf7\u5c06\u4ee3\u7406\u5c01\u88c5\u5728\u4e00\u4e2a\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.ManagedAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u6258\u7ba1\u4ee3\u7406<\/a>\u00a0\u5bf9\u8c61\u3002\u8be5\u5bf9\u8c61\u9700\u8981\u53c2\u6570\u00a0<code>\u4ee3\u7406\u4eba<\/code>,\u00a0<code>\u540d\u5b57<\/code>\u548c\u4e00\u4e2a\u00a0<code>\u63cf\u8ff0<\/code>\u4f1a\u5d4c\u5165\u5230\u7ba1\u7406\u4ee3\u7406\u7684\u7cfb\u7edf\u63d0\u793a\u4e2d\uff0c\u8ba9\u5b83\u77e5\u9053\u5982\u4f55\u8c03\u7528\u8fd9\u4e2a\u53d7\u7ba1\u4ee3\u7406\uff0c\u6211\u4eec\u5bf9\u5de5\u5177\u4e5f\u662f\u8fd9\u6837\u505a\u7684\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u5236\u4f5c\u4ee3\u7406\u7684\u4f8b\u5b50\uff0c\u8be5\u4ee3\u7406\u4f7f\u7528\u6211\u4eec\u7684\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/tools#smolagents.DuckDuckGoSearchTool\" target=\"_blank\" rel=\"noopener\">DuckDuc<\/a><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/tools#smolagents.DuckDuckGoSearchTool\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">k<\/a><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/tools#smolagents.DuckDuckGoSearchTool\" target=\"_blank\" rel=\"noopener\">\u641c\u7d22\u5de5\u5177<\/a>:<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import CodeAgent, HfApiModel, DuckDuckGoSearchTool, ManagedAgent\n\n\u6a21\u578b = HfApiModel()\n\nweb_agent = CodeAgent(tools=[DuckDuckGoSearchTool()], model=model)\n\nmanaged_web_agent = ManagedAgent(\n    agent=web_agent\u3001\n    name=\"web_search\"\u3001\n    description=\"\u4e3a\u4f60\u8fd0\u884c\u7f51\u7edc\u641c\u7d22\u3002\u5c06\u60a8\u7684\u67e5\u8be2\u4f5c\u4e3a\u53c2\u6570\u4ea4\u7ed9\u5b83\"\u3002\n)\n\nmanager_agent = CodeAgent(\n    tools=[], model=model, managed_agents=[managed_web_agent] (\n)\n\nmanager_agent.run(\"Who is the CEO of Hugging Face?\")<\/pre>\n\n\n\n<p>\u6709\u5173\u9ad8\u6548\u591a\u4ee3\u7406\u5b9e\u65bd\u7684\u6df1\u5165\u793a\u4f8b\uff0c\u8bf7\u53c2\u89c1\u00a0<a href=\"https:\/\/huggingface.co\/blog\/beating-gaia\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u6211\u4eec\u5982\u4f55\u5c06\u591a\u4ee3\u7406\u7cfb\u7edf\u63a8\u5411 GAIA \u6392\u884c\u699c\u7684\u9876\u7aef<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#talk-with-your-agent-and-visualize-its-thoughts-in-a-cool-gradio-interface\" target=\"_blank\" rel=\"noopener\"><\/a>\u4e0e\u60a8\u7684\u4ee3\u7406\u5bf9\u8bdd\uff0c\u5e76\u5728\u9177\u70ab\u7684 Gradio \u754c\u9762\u4e2d\u5c06\u5176\u60f3\u6cd5\u53ef\u89c6\u5316<\/h2>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528&nbsp;<code>GradioUI<\/code>&nbsp;\u4ea4\u4e92\u5f0f\u5730\u5411\u4ee3\u7406\u63d0\u4ea4\u4efb\u52a1\uff0c\u5e76\u89c2\u5bdf\u5176\u601d\u8003\u548c\u6267\u884c\u8fc7\u7a0b\uff0c\u4e0b\u9762\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4ece smolagents \u5bfc\u5165 (\n    load_tool\u3001\n    \u4ee3\u7801\u4ee3\u7406\n    HfApiModel\u3001\n    GradioUI\n)\n\n<em># \u4ece\u67a2\u7ebd\u4e2d\u5fc3\u5bfc\u5165\u5de5\u5177<\/em>\n\u56fe\u50cf\u751f\u6210\u5de5\u5177 = load_tool(\"m-ric\/text-to-image\")\n\n\u6a21\u578b = HfApiModel(model_id)\n\n<em># \u4f7f\u7528\u56fe\u50cf\u751f\u6210\u5de5\u5177\u521d\u59cb\u5316\u4ee3\u7406<\/em>\nagent = CodeAgent(tools=[image_generation_tool], model=model)\n\nGradioUI(agent).launch()<\/pre>\n\n\n\n<p>\u5728\u5f15\u64ce\u76d6\u4e0b\uff0c\u5f53\u7528\u6237\u952e\u5165\u65b0\u7b54\u6848\u65f6\uff0c\u4ee3\u7406\u4f1a\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u542f\u52a8&nbsp;<code>agent.run(user_request, reset=False)<\/code>.......\u3002&nbsp;<code>\u91cd\u7f6e=\u5047<\/code>&nbsp;\u8fd9\u610f\u5473\u7740\u5728\u542f\u52a8\u65b0\u4efb\u52a1\u4e4b\u524d\uff0c\u4ee3\u7406\u7684\u5185\u5b58\u4e0d\u4f1a\u88ab\u5237\u65b0\uff0c\u4ece\u800c\u4f7f\u5bf9\u8bdd\u5f97\u4ee5\u7ee7\u7eed\u3002<\/p>\n\n\n\n<p>\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528&nbsp;<code>\u91cd\u7f6e=\u5047<\/code>&nbsp;\u53c2\u6570\uff0c\u4ee5\u4fbf\u5728\u4efb\u4f55\u5176\u4ed6\u4ee3\u7406\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4fdd\u6301\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour#next-steps\" target=\"_blank\" rel=\"noopener\"><\/a>\u4e0b\u4e00\u6b65\u5de5\u4f5c<\/h2>\n\n\n\n<p>\u5982\u9700\u66f4\u6df1\u5165\u7684\u4f7f\u7528\u65b9\u6cd5\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u7684\u6559\u7a0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/secure_code_execution\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u89e3\u91ca\u6211\u4eec\u7684\u4ee3\u7801\u4ee3\u7406\u5982\u4f55\u5de5\u4f5c<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u672c\u6307\u5357\u4ecb\u7ecd\u4e86\u5982\u4f55\u5efa\u7acb\u4f18\u79c0\u7684\u4ee3\u7406\u5546<\/a>.<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u5de5\u5177\u4f7f\u7528\u6df1\u5ea6\u6307\u5357<\/a>.<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u5728\u672c\u5411\u5bfc\u8bbf\u95ee\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u5982\u4f55\u6784\u5efa\u4ee3\u7406\u3001\u5982\u4f55\u8fd0\u884c\u4ee3\u7406\u4ee5\u53ca\u5982\u4f55\u81ea\u5b9a\u4e49\u4ee3\u7406\u4ee5\u4f7f\u5176\u66f4\u597d\u5730\u6ee1\u8db3\u60a8\u7684\u4f7f\u7528\u9700\u6c42\u3002\u6784\u5efa\u4ee3\u7406 \u8981\u521d\u59cb\u5316\u4e00\u4e2a\u6700\u5c0f\u4ee3\u7406\uff0c\u81f3\u5c11\u9700\u8981\u8fd9\u4e24\u4e2a\u53c2\u6570\uff1a\u6709\u4e86\u5de5\u5177\u548c\u6a21\u578b\u8fd9\u4e24\u4e2a\u53c2\u6570\u540e\uff0c\u60a8\u5c31\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u4ee3\u7406...<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"doc_category":[7],"doc_tag":[],"class_list":["post-587","docs","type-docs","status-publish","hentry","doc_category-get-started"],"year_month":"2026-04","word_count":1967,"total_views":"5277","reactions":{"happy":"0","normal":"0","sad":"0"},"author_info":{"name":"smolagents","author_nicename":"wd-gstargmail-com","author_url":"https:\/\/smolagents.org\/zh\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Get started","term_url":"https:\/\/smolagents.org\/zh\/docs-category\/get-started\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs\/587","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/comments?post=587"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs\/587\/revisions"}],"predecessor-version":[{"id":588,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs\/587\/revisions\/588"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/media?parent=587"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/doc_category?post=587"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/doc_tag?post=587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}