{"id":589,"date":"2025-01-11T15:17:25","date_gmt":"2025-01-11T15:17:25","guid":{"rendered":"https:\/\/smolagents.org\/?post_type=docs&#038;p=589"},"modified":"2025-01-11T15:41:32","modified_gmt":"2025-01-11T15:41:32","password":"","slug":"building-good-smolagents","status":"publish","type":"docs","link":"https:\/\/smolagents.org\/zh\/docs\/building-good-smolagents\/","title":{"rendered":"\u5efa\u8bbe\u4f18\u79c0\u7684 Smolagents"},"content":{"rendered":"<p>\u5efa\u7acb\u4e00\u4e2a\u6709\u6548\u7684\u4ee3\u7406\u548c\u4e00\u4e2a\u65e0\u6548\u7684\u4ee3\u7406\u4e4b\u95f4\u6709\u7740\u5929\u58e4\u4e4b\u522b\u3002\u6211\u4eec\u5982\u4f55\u624d\u80fd\u521b\u5efa\u5c5e\u4e8e\u540e\u8005\u7684\u4ee3\u7406\u5462\uff1f\u5728\u672c\u6307\u5357\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u6784\u5efa\u4ee3\u7406\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60a8\u662f\u5efa\u7acb\u4ee3\u7406\u7684\u65b0\u624b\uff0c\u8bf7\u52a1\u5fc5\u9996\u5148\u9605\u8bfb\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noopener\">\u5bfc\u8a00<\/a><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> <\/a><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noopener\">\u5bf9\u4ee3\u7406\u4eba<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">smolagents \u5bfc\u6e38<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#the-best-agentic-systems-are-the-simplest-simplify-the-workflow-as-much-as-you-can\" target=\"_blank\" rel=\"noopener\"><\/a>\u6700\u597d\u7684\u4ee3\u7406\u7cfb\u7edf\u662f\u6700\u7b80\u5355\u7684\uff1a\u5c3d\u53ef\u80fd\u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<p>\u5728\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u8d4b\u4e88 LLM \u4e00\u5b9a\u7684\u4ee3\u7406\u6743\u4f1a\u5e26\u6765\u4e00\u5b9a\u7684\u51fa\u9519\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u7f16\u7a0b\u826f\u597d\u7684\u4ee3\u7406\u7cfb\u7edf\u90fd\u6709\u826f\u597d\u7684\u9519\u8bef\u8bb0\u5f55\u548c\u91cd\u8bd5\u673a\u5236\uff0c\u56e0\u6b64 LLM \u5f15\u64ce\u6709\u673a\u4f1a\u81ea\u6211\u7ea0\u6b63\u9519\u8bef\u3002\u4f46\u8981\u6700\u5927\u9650\u5ea6\u5730\u964d\u4f4e LLM \u51fa\u9519\u7684\u98ce\u9669\uff0c\u5c31\u5e94\u8be5\u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\uff01<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u91cd\u6e29\u4e00\u4e0b [intro_agents] \u4e2d\u7684\u4f8b\u5b50\uff1a\u4e00\u4e2a\u4e3a\u51b2\u6d6a\u65c5\u884c\u516c\u53f8\u56de\u7b54\u7528\u6237\u8be2\u95ee\u7684\u673a\u5668\u4eba\u3002\u4e0e\u5176\u8ba9\u4ee3\u7406\u6bcf\u6b21\u8be2\u95ee\u4e00\u4e2a\u65b0\u7684\u51b2\u6d6a\u70b9\u65f6\u90fd\u8c03\u7528\u4e24\u4e2a\u4e0d\u540c\u7684 \"\u65c5\u884c\u8ddd\u79bb API \"\u548c \"\u5929\u6c14 API\"\uff0c\u4e0d\u5982\u5236\u4f5c\u4e00\u4e2a\u7edf\u4e00\u7684\u5de5\u5177 \"return_spot_information\"\uff0c\u8fd9\u4e2a\u51fd\u6570\u53ef\u4ee5\u4e00\u6b21\u6027\u8c03\u7528\u4e24\u4e2a API\uff0c\u5e76\u5c06\u5b83\u4eec\u7684\u8fde\u63a5\u8f93\u51fa\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c06\u964d\u4f4e\u6210\u672c\u3001\u5ef6\u8fdf\u548c\u9519\u8bef\u98ce\u9669\uff01<\/p>\n\n\n\n<p>\u4e3b\u8981\u51c6\u5219\u662f\u5c3d\u53ef\u80fd\u51cf\u5c11\u6cd5\u5f8b\u7855\u58eb\u7535\u8bdd\u7684\u6570\u91cf\u3002<\/p>\n\n\n\n<p>\u7531\u6b64\u53ef\u4ee5\u5f97\u51fa\u4e00\u4e9b\u542f\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06\u4e24\u4e2a\u5de5\u5177\u5408\u4e8c\u4e3a\u4e00\uff0c\u6bd4\u5982\u6211\u4eec\u7684\u4f8b\u5b50\u4e2d\u7684\u4e24\u4e2a\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u3002<\/li>\n\n\n\n<li>\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\uff0c\u903b\u8f91\u5e94\u57fa\u4e8e\u786e\u5b9a\u6027\u51fd\u6570\uff0c\u800c\u4e0d\u662f\u4ee3\u7406\u4eba\u7684\u51b3\u5b9a\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#improve-the-information-flow-to-the-llm-engine\" target=\"_blank\" rel=\"noopener\"><\/a>\u6539\u8fdb\u6d41\u5411 LLM \u5f15\u64ce\u7684\u4fe1\u606f\u6d41<\/h3>\n\n\n\n<p>\u8bf7\u8bb0\u4f4f\uff0c\u4f60\u7684 LLM \u5f15\u64ce\u5c31\u50cf\u4e00\u4e2a~\u667a\u80fd~\u673a\u5668\u4eba\uff0c\u88ab\u5173\u5728\u4e00\u4e2a\u623f\u95f4\u91cc\uff0c\u4e0e\u5916\u754c\u7684\u552f\u4e00\u8054\u7cfb\u5c31\u662f\u95e8\u7f1d\u91cc\u4f20\u9012\u7684\u7eb8\u6761\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60a8\u6ca1\u6709\u5728\u63d0\u793a\u4e2d\u660e\u786e\u8bf4\u660e\uff0c\u5b83\u5c31\u4e0d\u4f1a\u77e5\u9053\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u9996\u5148\u8981\u660e\u786e\u81ea\u5df1\u7684\u4efb\u52a1\uff01\u7531\u4e8e\u4ee3\u7406\u662f\u7531 LLM \u9a71\u52a8\u7684\uff0c\u56e0\u6b64\u4efb\u52a1\u8868\u8ff0\u4e2d\u7684\u7ec6\u5fae\u5dee\u522b\u53ef\u80fd\u4f1a\u4ea7\u751f\u5b8c\u5168\u4e0d\u540c\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u7136\u540e\uff0c\u5728\u5de5\u5177\u4f7f\u7528\u65b9\u9762\u6539\u8fdb\u9762\u5411\u4ee3\u7406\u7684\u4fe1\u606f\u6d41\u3002<\/p>\n\n\n\n<p>\u5e94\u9075\u5faa\u7684\u7279\u5b9a\u51c6\u5219\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u5de5\u5177\u90fd\u5e94\u8bb0\u5f55\uff08\u53ea\u9700\u4f7f\u7528\u00a0<code>\u6253\u5370<\/code>\u00a0\u8bed\u53e5\u5185\u7684\u00a0<code>\u8f6c\u53d1<\/code>\u00a0\u65b9\u6cd5\uff09\u4e2d\u5bf9 LLM \u5f15\u64ce\u6709\u7528\u7684\u6240\u6709\u5185\u5bb9\u3002\n<ul class=\"wp-block-list\">\n<li>\u7279\u522b\u662f\uff0c\u8bb0\u5f55\u5de5\u5177\u6267\u884c\u9519\u8bef\u7684\u8be6\u7ec6\u4fe1\u606f\u4f1a\u6709\u5f88\u5927\u5e2e\u52a9\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0c\u8fd9\u91cc\u6709\u4e00\u4e2a\u6839\u636e\u4f4d\u7f6e\u548c\u65e5\u671f\u65f6\u95f4\u68c0\u7d22\u5929\u6c14\u6570\u636e\u7684\u5de5\u5177\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u8fd9\u662f\u4e00\u4e2a\u7b80\u964b\u7684\u7248\u672c\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5bfc\u5165\u65e5\u671f\u65f6\u95f4\n\u4ece smolagents \u5bfc\u5165\u5de5\u5177\n\ndef get_weather_report_at_coordinates(coordinates, date_time)\uff1a\n    <em># \u6a21\u62df\u51fd\u6570\uff0c\u8fd4\u56de\u4e00\u4e2a\u5305\u542b [\u6e29\u5ea6\uff08\u6444\u6c0f\u5ea6\uff09\u3001\u964d\u96e8\u98ce\u9669\uff080-1 \u7ea7\uff09\u3001\u6ce2\u9ad8\uff08\u7c73\uff09] \u7684\u5217\u8868\u3002<\/em>\n    \u8fd4\u56de [28.0, 0.35, 0.85]\n\ndef get_coordinates_from_location(location)\uff1a\n    <em># \u8fd4\u56de\u865a\u62df\u5750\u6807<\/em>\n    \u8fd4\u56de [3.3, -42.0]\n\n@tool\ndef get_weather_api(location: str, date_time: str) -&gt; str\uff1a\n    \"\"\"\n    \u8fd4\u56de\u5929\u6c14\u62a5\u544a\u3002\n\n    \u53c2\u6570\uff1a\n        location\uff1a\u9700\u8981\u5929\u6c14\u62a5\u544a\u7684\u5730\u70b9\u540d\u79f0\u3002\n        date_time\uff1a\u9700\u8981\u62a5\u544a\u7684\u65e5\u671f\u548c\u65f6\u95f4\u3002\n    \"\"\"\n    lon, lat = convert_location_too_coordinates(location)\n    date_time = datetime.strptime(date_time)\n    return str(get_weather_report_at_coordinates((lon, lat), date_time))<\/pre>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u4e0d\u597d\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u7684\u683c\u5f0f\u5e76\u4e0d\u7cbe\u786e\u3002\u00a0<code>\u65e5\u671f\u65f6\u95f4<\/code><\/li>\n\n\n\n<li>\u6ca1\u6709\u8be6\u7ec6\u8bf4\u660e\u5e94\u5982\u4f55\u6307\u5b9a\u4f4d\u7f6e\u3002<\/li>\n\n\n\n<li>\u6ca1\u6709\u65e5\u5fd7\u673a\u5236\u6765\u8bb0\u5f55\u660e\u786e\u7684\u6545\u969c\u60c5\u51b5\uff0c\u5982\u4f4d\u7f6e\u683c\u5f0f\u4e0d\u6b63\u786e\u6216\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\u4e0d\u6b63\u786e\u3002<\/li>\n\n\n\n<li>\u8f93\u51fa\u683c\u5f0f\u96be\u4ee5\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u5de5\u5177\u8c03\u7528\u5931\u8d25\uff0c\u5185\u5b58\u4e2d\u8bb0\u5f55\u7684\u9519\u8bef\u8ddf\u8e2a\u53ef\u4ee5\u5e2e\u52a9 LLM \u5bf9\u5de5\u5177\u8fdb\u884c\u9006\u5411\u5de5\u7a0b\uff0c\u4ee5\u4fee\u590d\u9519\u8bef\u3002\u4f46\u4e3a\u4ec0\u4e48\u8981\u8ba9\u5b83\u627f\u62c5\u5982\u6b64\u7e41\u91cd\u7684\u5de5\u4f5c\u5462\uff1f<\/p>\n\n\n\n<p>\u5efa\u7acb\u8fd9\u4e2a\u5de5\u5177\u7684\u66f4\u597d\u65b9\u6cd5\u5e94\u8be5\u662f\u4e0b\u9762\u8fd9\u6837\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">@tool\ndef get_weather_api(location: str, date_time: str) -&gt; str\uff1a\n    \"\"\"\n    \u8fd4\u56de\u5929\u6c14\u62a5\u544a\u3002\n\n    \u53c2\u6570\uff1a\n        location\uff1a\u9700\u8981\u5929\u6c14\u62a5\u544a\u7684\u5730\u70b9\u540d\u79f0\u3002\u5e94\u8be5\u662f\u4e00\u4e2a\u5730\u540d\uff0c\u540e\u9762\u53ef\u80fd\u662f\u4e00\u4e2a\u57ce\u5e02\u540d\uff0c\u7136\u540e\u662f\u4e00\u4e2a\u56fd\u5bb6\u540d\uff0c\u5982 \"Anchor Point, Taghazout, Morocco\"\u3002\n        date_time\uff1a\u9700\u8981\u62a5\u544a\u7684\u65e5\u671f\u548c\u65f6\u95f4\uff0c\u683c\u5f0f\u4e3a \"%m\/%d\/%y %H:%M:%S\"\u3002\n    \"\"\"\n    lon, lat = convert_location_too_coordinates(location)\n    try\uff1a\n        date_time = datetime.strptime(date_time)\n    except Exception as e\uff1a\n        raise ValueError(\"\u5c06 `date_time` \u8f6c\u6362\u4e3a\u65e5\u671f\u65f6\u95f4\u683c\u5f0f\u5931\u8d25\uff0c\u8bf7\u786e\u4fdd\u63d0\u4f9b\u683c\u5f0f\u4e3a'%m\/%d\/%y %H:%M:%S' \u7684\u5b57\u7b26\u4e32\u3002\u5b8c\u6574\u8ddf\u8e2a\uff1a\"+ str(e))\n    \u6e29\u5ea6_\u6444\u6c0f\u5ea6\u3001\u964d\u96e8\u98ce\u9669\u3001\u6ce2\u9ad8 = get_weather_report_at_coordinates((lon, lat), date_time)\n    return f\"{\u5730\u70b9}\u3001{\u65e5\u671f_\u65f6\u95f4}\u7684\u5929\u6c14\u62a5\u544a\uff1a\u6e29\u5ea6\u4e3a {temperature_celsius}\u00b0C\uff0c\u964d\u96e8\u98ce\u9669\u4e3a {risk_of_rain*100:.0f}%, \u6ce2\u9ad8\u4e3a {wave_height}m\"\u3002<\/pre>\n\n\n\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u4e3a\u4e86\u51cf\u8f7b LLM \u7684\u8d1f\u62c5\uff0c\u4f60\u53ef\u4ee5\u95ee\u81ea\u5df1\u8fd9\u6837\u4e00\u4e2a\u95ee\u9898\uff1a\"\u5982\u679c\u6211\u662f\u4e2a\u54d1\u5df4\uff0c\u7b2c\u4e00\u6b21\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\uff0c\u7528\u8fd9\u4e2a\u5de5\u5177\u7f16\u7a0b\u5e76\u7ea0\u6b63\u81ea\u5df1\u7684\u9519\u8bef\u5bf9\u6211\u6765\u8bf4\u6709\u591a\u5bb9\u6613\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#give-more-arguments-to-the-agent\" target=\"_blank\" rel=\"noopener\"><\/a>\u4e3a\u4ee3\u7406\u63d0\u4f9b\u66f4\u591a\u53c2\u6570<\/h3>\n\n\n\n<p>\u8981\u5411\u4ee3\u7406\u4f20\u9012\u63cf\u8ff0\u4efb\u52a1\u7684\u7b80\u5355\u5b57\u7b26\u4e32\u4e4b\u5916\u7684\u5176\u4ed6\u5bf9\u8c61\uff0c\u53ef\u4ee5\u4f7f\u7528&nbsp;<code>\u9644\u52a0\u53c2\u6570<\/code>&nbsp;\u53c2\u6570\u53ef\u4f20\u9012\u4efb\u4f55\u7c7b\u578b\u7684\u5bf9\u8c61\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\n\nmodel_id = \"meta-llama\/Llama-3.3-70B-Instruct\"\n\nagent = CodeAgent(tools=[], model=HfApiModel(model_id=model_id), add_base_tools=True)\n\nagent.run(\n    \"\u4e3a\u4ec0\u4e48\u9ea6\u514b\u5728\u7ebd\u7ea6\u4e0d\u8ba4\u8bc6\u5f88\u591a\u4eba\uff1f\n    additional_args={\"mp3_sound_file_url\":'https:\/\/huggingface.co\/datasets\/huggingface\/documentation-images\/resolve\/main\/transformers\/recording.mp3'}\n)<\/pre>\n\n\n\n<p>\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528&nbsp;<code>\u9644\u52a0\u53c2\u6570<\/code>&nbsp;\u53c2\u6570\uff0c\u7528\u4e8e\u4f20\u9012\u60a8\u5e0c\u671b\u4ee3\u7406\u5229\u7528\u7684\u56fe\u50cf\u6216\u5b57\u7b26\u4e32\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#how-to-debug-your-agent\" target=\"_blank\" rel=\"noopener\"><\/a>\u5982\u4f55\u8c03\u8bd5\u4ee3\u7406<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#1-use-a-stronger-llm\" target=\"_blank\" rel=\"noopener\"><\/a>1.\u4f7f\u7528\u66f4\u5f3a\u7684 LLM<\/h3>\n\n\n\n<p>\u5728\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\uff0c\u6709\u4e9b\u9519\u8bef\u662f\u5b9e\u9645\u9519\u8bef\uff0c\u6709\u4e9b\u5219\u662f LLM \u5f15\u64ce\u63a8\u7406\u4e0d\u6b63\u786e\u9020\u6210\u7684\u3002\u4f8b\u5982\uff0c\u8bf7\u770b\u4e0b\u9762\u7684\u8ddf\u8e2a&nbsp;<code>\u4ee3\u7801\u4ee3\u7406<\/code>&nbsp;\u6211\u8981\u6c42\u5236\u4f5c\u4e00\u5f20\u6c7d\u8f66\u56fe\u7247\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">==================================================================================================== New task ====================================================================================================\n\u4e3a\u6211\u5236\u4f5c\u4e00\u5f20\u5f88\u9177\u7684\u6c7d\u8f66\u56fe\u7247\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u65b0\u6b65\u9aa4 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u4ee3\u7406\u6b63\u5728\u6267\u884c\u4e0b\u9762\u7684\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\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nimage_generator(prompt=\"A cool, futuristic sports car with LED headlights, aerodynamic design, and vibrant color, high-res, photorealistic\")\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n\u4ee3\u7801\u7247\u6bb5\u7684\u6700\u540e\u8f93\u51fa\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\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\n\u6b65\u9aa4 1\uff1a\n\n- \u6240\u7528\u65f6\u95f416.35 \u79d2\n- \u8f93\u5165\u6807\u8bb0\uff1a1,383\n- \u8f93\u51fa\u4ee4\u724c\uff1a77\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u65b0\u6b65\u9aa4 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u4ee3\u7406\u6b63\u5728\u6267\u884c\u4e0b\u9762\u7684\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\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nfinal_answer(\"\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\")\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u6253\u5370\u8f93\u51fa\uff1a\n\n\u4ee3\u7801\u7247\u6bb5\u7684\u6700\u540e\u8f93\u51fa\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\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\n\u6700\u7ec8\u7b54\u6848\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png<\/pre>\n\n\n\n<p>\u7528\u6237\u770b\u5230\u7684\u4e0d\u662f\u8fd4\u56de\u7684\u56fe\u50cf\uff0c\u800c\u662f\u8fd4\u56de\u7ed9\u4ed6\u4eec\u7684\u8def\u5f84\u3002\u8fd9\u770b\u8d77\u6765\u50cf\u662f\u7cfb\u7edf\u7684\u9519\u8bef\uff0c\u4f46\u5b9e\u9645\u4e0a\u5e76\u4e0d\u662f\u4ee3\u7406\u7cfb\u7edf\u5bfc\u81f4\u7684\u9519\u8bef\uff1a\u53ea\u662f LLM \u5927\u8111\u72af\u4e86\u4e00\u4e2a\u9519\u8bef\uff0c\u6ca1\u6709\u5c06\u56fe\u50cf\u8f93\u51fa\u4fdd\u5b58\u5230\u53d8\u91cf\u4e2d\u3002\u56e0\u6b64\uff0c\u9664\u4e86\u5229\u7528\u4fdd\u5b58\u56fe\u50cf\u65f6\u8bb0\u5f55\u7684\u8def\u5f84\u5916\uff0c\u5b83\u65e0\u6cd5\u518d\u6b21\u8bbf\u95ee\u56fe\u50cf\uff0c\u6240\u4ee5\u5b83\u8fd4\u56de\u7684\u662f\u8def\u5f84\u800c\u4e0d\u662f\u56fe\u50cf\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8c03\u8bd5\u4ee3\u7406\u7684\u7b2c\u4e00\u6b65\u5c31\u662f \"\u4f7f\u7528\u529f\u80fd\u66f4\u5f3a\u5927\u7684 LLM\"\u3002\u66ff\u4ee3\u65b9\u6848\u5982&nbsp;<code>Qwen2\/5-72B-Instruct<\/code>&nbsp;\u5c31\u4e0d\u4f1a\u72af\u8fd9\u6837\u7684\u9519\u8bef\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#2-provide-more-guidance--more-information\" target=\"_blank\" rel=\"noopener\"><\/a>2.\u63d0\u4f9b\u66f4\u591a\u6307\u5bfc\/\u66f4\u591a\u4fe1\u606f<\/h3>\n\n\n\n<p>\u60a8\u4e5f\u53ef\u4ee5\u4f7f\u7528\u529f\u80fd\u8f83\u5f31\u7684\u6a21\u578b\uff0c\u53ea\u8981\u60a8\u80fd\u66f4\u6709\u6548\u5730\u5f15\u5bfc\u5b83\u4eec\u3002<\/p>\n\n\n\n<p>\u8bbe\u8eab\u5904\u5730\u4e3a\u4f60\u7684\u6a21\u578b\u7740\u60f3\uff1a\u5982\u679c\u4f60\u662f\u89e3\u51b3\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u4f60\u662f\u5426\u4f1a\u5728\u73b0\u6709\u4fe1\u606f\uff08\u7cfb\u7edf\u63d0\u793a + \u4efb\u52a1\u5236\u5b9a + \u5de5\u5177\u63cf\u8ff0\uff09\u4e2d\u6323\u624e\uff1f<\/p>\n\n\n\n<p>\u60a8\u9700\u8981\u4e00\u4e9b\u8865\u5145\u8bf4\u660e\u5417\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u4f9b\u66f4\u591a\u4fe1\u606f\uff0c\u6211\u4eec\u4e0d\u5efa\u8bae\u7acb\u5373\u66f4\u6539\u7cfb\u7edf\u63d0\u793a\uff1a\u9ed8\u8ba4\u7684\u7cfb\u7edf\u63d0\u793a\u6709\u5f88\u591a\u8c03\u6574\uff0c\u9664\u975e\u4f60\u975e\u5e38\u4e86\u89e3\u63d0\u793a\uff0c\u5426\u5219\u4e0d\u8981\u968f\u610f\u66f4\u6539\u3002\u5f15\u5bfc LLM \u5f15\u64ce\u7684\u66f4\u597d\u65b9\u6cd5\u662f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u662f\u5173\u4e8e\u8981\u89e3\u51b3\u7684\u4efb\u52a1\uff1a\u5c06\u6240\u6709\u8fd9\u4e9b\u7ec6\u8282\u6dfb\u52a0\u5230\u4efb\u52a1\u4e2d\u3002\u4efb\u52a1\u53ef\u80fd\u957f\u8fbe\u6570\u767e\u9875\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u662f\u5173\u4e8e\u5982\u4f55\u4f7f\u7528\u5de5\u5177\uff1a\u5de5\u5177\u7684\u63cf\u8ff0\u5c5e\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#3-change-the-system-prompt-generally-not-advised\" target=\"_blank\" rel=\"noopener\"><\/a>3.\u66f4\u6539\u7cfb\u7edf\u63d0\u793a\uff08\u4e00\u822c\u4e0d\u5efa\u8bae\uff09<\/h3>\n\n\n\n<p>\u5982\u679c\u4e0a\u8ff0\u8bf4\u660e\u4e0d\u591f\u5145\u5206\uff0c\u53ef\u4ee5\u66f4\u6539\u7cfb\u7edf\u63d0\u793a\u3002<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u770b\u770b\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002\u4f8b\u5982\uff0c\u8ba9\u6211\u4eec\u68c0\u67e5\u9ed8\u8ba4\u7cfb\u7edf\u63d0\u793a\u4e3a\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(\u4ee5\u4e0b\u7248\u672c\u8df3\u8fc7\u96f6\u955c\u5934\u793a\u4f8b\uff0c\u7f29\u77ed\u4e86\u7bc7\u5e45\uff09\u3002<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">print(agent.system_prompt_template)<\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u60a8\u5c06\u83b7\u5f97\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u60a8\u662f\u4e00\u540d\u4e13\u5bb6\u52a9\u7406\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee3\u7801\u5757\u89e3\u51b3\u4efb\u4f55\u4efb\u52a1\u3002\u60a8\u5c06\u63a5\u5230\u4e00\u9879\u4efb\u52a1\uff0c\u8981\u6c42\u60a8\u5c3d\u529b\u5b8c\u6210\u3002\n\u4e3a\u6b64\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u7cfb\u5217\u5de5\u5177\uff1a\u8fd9\u4e9b\u5de5\u5177\u57fa\u672c\u4e0a\u5c31\u662f\u60a8\u53ef\u4ee5\u7528\u4ee3\u7801\u8c03\u7528\u7684 Python \u51fd\u6570\u3002\n\u4e3a\u4e86\u5b8c\u6210\u4efb\u52a1\uff0c\u60a8\u5fc5\u987b\u8ba1\u5212\u597d\u4e00\u7cfb\u5217\u6b65\u9aa4\uff0c\u6309\u7167 \"\u601d\u8003\uff1a\"\u3001\"\u7f16\u7801\uff1a\"\u548c \"\u89c2\u5bdf\uff1a\"\u7684\u987a\u5e8f\u5faa\u73af\u8fdb\u884c\u3002\n\n\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u5728 \"\u601d\u8003\uff1a\"\u5e8f\u5217\u4e2d\uff0c\u60a8\u5e94\u9996\u5148\u89e3\u91ca\u60a8\u89e3\u51b3\u4efb\u52a1\u7684\u7406\u7531\u4ee5\u53ca\u60a8\u60f3\u8981\u4f7f\u7528\u7684\u5de5\u5177\u3002\n\u7136\u540e\u5728 \"\u4ee3\u7801\uff1a\"\u5e8f\u5217\u4e2d\uff0c\u7528\u7b80\u5355\u7684 Python \u8bed\u8a00\u7f16\u5199\u4ee3\u7801\u3002\u4ee3\u7801\u5e8f\u5217\u5fc5\u987b\u4ee5\"\"\u5e8f\u5217\u7ed3\u675f\u3002\n\u5728\u6bcf\u4e2a\u4e2d\u95f4\u6b65\u9aa4\u4e2d\uff0c\u60a8\u90fd\u53ef\u4ee5\u4f7f\u7528 \"print() \"\u6765\u4fdd\u5b58\u60a8\u968f\u540e\u9700\u8981\u7684\u4efb\u4f55\u91cd\u8981\u4fe1\u606f\u3002\n\u8fd9\u4e9b\u6253\u5370\u8f93\u51fa\u5c06\u663e\u793a\u5728 \"Observation:\uff08\u89c2\u5bdf\u7ed3\u679c\uff09\"\u5b57\u6bb5\u4e2d\uff0c\u4f5c\u4e3a\u4e0b\u4e00\u6b65\u7684\u8f93\u5165\u3002\n\u6700\u540e\uff0c\u60a8\u5fc5\u987b\u4f7f\u7528 \"final_answer \"\u5de5\u5177\u8fd4\u56de\u6700\u7ec8\u7b54\u6848\u3002\n\n\u4e0b\u9762\u662f\u51e0\u4e2a\u4f7f\u7528\u6982\u5ff5\u5de5\u5177\u7684\u793a\u4f8b\uff1a\n---\n{\u793a\u4f8b\uff5d\n\n\u4ee5\u4e0a\u793a\u4f8b\u4f7f\u7528\u7684\u662f\u4f60\u53ef\u80fd\u5e76\u4e0d\u5b58\u5728\u7684\u6982\u5ff5\u5de5\u5177\u3002\u9664\u4e86\u5728\u4f60\u521b\u5efa\u7684 Python \u4ee3\u7801\u7247\u6bb5\u4e2d\u6267\u884c\u8ba1\u7b97\u5916\uff0c\u4f60\u53ea\u80fd\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff1a\n\n{{tool_descriptions}} \u5de5\u5177\n\n{{managed_agents_descriptions}} \u7ba1\u7406\u5de5\u5177\n\n\u4ee5\u4e0b\u662f\u89e3\u51b3\u4efb\u52a1\u65f6\u5e94\u59cb\u7ec8\u9075\u5faa\u7684\u89c4\u5219\uff1a\n1.\u59cb\u7ec8\u63d0\u4f9b\u4e00\u4e2a \"Thought: \"\u5e8f\u5217\u548c\u4e00\u4e2a\u4ee5\"```\"\u5e8f\u5217\u7ed3\u5c3e\u7684 \"Code:\/n````py \"\u5e8f\u5217\uff0c\u5426\u5219\u5c31\u4f1a\u5931\u8d25\u3002\n2.\u53ea\u4f7f\u7528\u81ea\u5df1\u5b9a\u4e49\u7684\u53d8\u91cf\uff01\n3.\u59cb\u7ec8\u4e3a\u5de5\u5177\u4f7f\u7528\u6b63\u786e\u7684\u53c2\u6570\u3002\u5207\u52ff\u50cf \"answer = wiki({'query': \"\u8a79\u59c6\u65af-\u90a6\u5fb7\u4f4f\u5728\u4ec0\u4e48\u5730\u65b9\uff1f\"}) \"\u90a3\u6837\u4ee5 dict \u7684\u5f62\u5f0f\u4f20\u9012\u53c2\u6570\uff0c\u800c\u5e94\u50cf \"answer = wiki(query=\"\u8a79\u59c6\u65af-\u90a6\u5fb7\u4f4f\u5728\u4ec0\u4e48\u5730\u65b9\uff1f\") \"\u90a3\u6837\u76f4\u63a5\u4f7f\u7528\u53c2\u6570\u3002\n4.\u6ce8\u610f\u4e0d\u8981\u5728\u540c\u4e00\u4ee3\u7801\u5757\u4e2d\u8fde\u7eed\u8c03\u7528\u8fc7\u591a\u7684\u5de5\u5177\uff0c\u5c24\u5176\u662f\u5f53\u8f93\u51fa\u683c\u5f0f\u4e0d\u53ef\u9884\u6d4b\u65f6\u3002\u4f8b\u5982\uff0c\u5bf9 search \u7684\u8c03\u7528\u5177\u6709\u4e0d\u53ef\u9884\u6d4b\u7684\u8fd4\u56de\u683c\u5f0f\uff0c\u56e0\u6b64\u4e0d\u8981\u5728\u540c\u4e00\u4ee3\u7801\u5757\u4e2d\u8c03\u7528\u53e6\u4e00\u4e2a\u4f9d\u8d56\u4e8e\u5176\u8f93\u51fa\u7684\u5de5\u5177\uff1a\u800c\u662f\u7528 print() \u8f93\u51fa\u7ed3\u679c\uff0c\u4ee5\u4fbf\u5728\u4e0b\u4e00\u4e2a\u4ee3\u7801\u5757\u4e2d\u4f7f\u7528\u3002\n5.\u53ea\u6709\u5728\u9700\u8981\u65f6\u624d\u8c03\u7528\u5de5\u5177\uff0c\u5207\u52ff\u4f7f\u7528\u5b8c\u5168\u76f8\u540c\u7684\u53c2\u6570\u91cd\u65b0\u8c03\u7528\u4e4b\u524d\u8c03\u7528\u8fc7\u7684\u5de5\u5177\u3002\n6.\u4e0d\u8981\u5c06\u4efb\u4f55\u65b0\u53d8\u91cf\u547d\u540d\u4e3a\u4e0e\u5de5\u5177\u76f8\u540c\u7684\u540d\u79f0\uff1a\u4f8b\u5982\uff0c\u4e0d\u8981\u5c06\u53d8\u91cf\u547d\u540d\u4e3a \"final_answer\"\u3002\n7.\u5207\u52ff\u5728\u6211\u4eec\u7684\u4ee3\u7801\u4e2d\u521b\u5efa\u4efb\u4f55\u540d\u4e49\u53d8\u91cf\uff0c\u56e0\u4e3a\u65e5\u5fd7\u4e2d\u7684\u8fd9\u4e9b\u53d8\u91cf\u53ef\u80fd\u4f1a\u8ba9\u4f60\u504f\u79bb\u771f\u6b63\u7684\u53d8\u91cf\u3002\n8.\u60a8\u53ef\u4ee5\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528\u5bfc\u5165\uff0c\u4f46\u53ea\u80fd\u4ece\u4ee5\u4e0b\u6a21\u5757\u5217\u8868\u4e2d\u5bfc\u5165\uff1a{{authorized_imports}}\n9.\u4ee3\u7801\u6267\u884c\u4e4b\u95f4\u7684\u72b6\u6001\u4f1a\u6301\u7eed\u5b58\u5728\uff1a\u56e0\u6b64\uff0c\u5982\u679c\u5728\u67d0\u4e00\u6b65\u4e2d\u521b\u5efa\u4e86\u53d8\u91cf\u6216\u5bfc\u5165\u4e86\u6a21\u5757\uff0c\u8fd9\u4e9b\u72b6\u6001\u90fd\u4f1a\u6301\u7eed\u5b58\u5728\u3002\n10.\u4e0d\u8981\u653e\u5f03\uff01\u4f60\u8d1f\u8d23\u89e3\u51b3\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u63d0\u4f9b\u89e3\u51b3\u4efb\u52a1\u7684\u65b9\u5411\u3002\n\n\u73b0\u5728\u5f00\u59cb\uff01\u5982\u679c\u60a8\u6b63\u786e\u5b8c\u6210\u4efb\u52a1\uff0c\u60a8\u5c06\u83b7\u5f97 $1,000,000 \u7684\u5956\u52b1\u3002<\/pre>\n\n\n\n<p>\u6b63\u5982\u60a8\u6240\u770b\u5230\u7684\uff0c\u6709\u4e00\u4e9b\u5360\u4f4d\u7b26\uff0c\u5982&nbsp;<code>\"{{tool_descriptions}}\"<\/code>\u8bf4\u660e\uff1a\u8fd9\u4e9b\u8bf4\u660e\u5c06\u5728\u4ee3\u7406\u521d\u59cb\u5316\u65f6\u4f7f\u7528\uff0c\u4ee5\u63d2\u5165\u67d0\u4e9b\u81ea\u52a8\u751f\u6210\u7684\u5de5\u5177\u6216\u53d7\u7ba1\u4ee3\u7406\u8bf4\u660e\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u867d\u7136\u60a8\u53ef\u4ee5\u5c06\u81ea\u5b9a\u4e49\u63d0\u793a\u4f5c\u4e3a\u53c2\u6570\u4f20\u9012\u7ed9&nbsp;<code>\u7cfb\u7edf\u63d0\u793a<\/code>&nbsp;\u53c2\u6570\uff0c\u65b0\u7684\u7cfb\u7edf\u63d0\u793a\u7b26\u5fc5\u987b\u5305\u542b\u4ee5\u4e0b\u5360\u4f4d\u7b26\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\"{{tool_descriptions}}\"<\/code>\u00a0\u63d2\u5165\u5de5\u5177\u8bf4\u660e\u3002<\/li>\n\n\n\n<li><code>\"{{\u7ba1\u7406\u7684\u4ee3\u7406_\u63cf\u8ff0}}\"<\/code>\u00a0\u63d2\u5165\u53d7\u7ba1\u4ee3\u7406\u7684\u63cf\u8ff0\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u00a0<code>\u4ee3\u7801\u4ee3\u7406<\/code>\u00a0\u53ea\u662f\u00a0<code>\"{{authorized_imports}}\"<\/code>\u00a0\u63d2\u5165\u6388\u6743\u8fdb\u53e3\u5546\u54c1\u6e05\u5355\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7136\u540e\u53ef\u4ee5\u66f4\u6539\u7cfb\u7edf\u63d0\u793a\u7b26\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4ece smolagents.prompts \u5bfc\u5165 CODE_SYSTEM_PROMPT\n\nmodified_system_prompt = CODE_SYSTEM_PROMPT + \"\\nHere you go!\" <em># \u5728\u6b64\u5904\u66f4\u6539\u7cfb\u7edf\u63d0\u793a<\/em>\n\nagent = CodeAgent(\n    tools=[]\u3001\n    model=HfApiModel()\u3001\n    system_prompt=modified_system_prompt\n)<\/pre>\n\n\n\n<p>\u8fd9\u4e5f\u9002\u7528\u4e8e\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>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#4-extra-planning\" target=\"_blank\" rel=\"noopener\"><\/a>4.\u989d\u5916\u89c4\u5212<\/h3>\n\n\n\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8865\u5145\u89c4\u5212\u6b65\u9aa4\u6a21\u578b\uff0c\u4ee3\u7406\u53ef\u4ee5\u5728\u6b63\u5e38\u884c\u52a8\u6b65\u9aa4\u4e4b\u95f4\u5b9a\u671f\u8fd0\u884c\u8be5\u6b65\u9aa4\u3002\u5728\u8fd9\u4e00\u6b65\u9aa4\u4e2d\uff0c\u4e0d\u9700\u8981\u8c03\u7528\u5de5\u5177\uff0c\u53ea\u8981\u6c42 LLM \u66f4\u65b0\u5b83\u6240\u77e5\u9053\u7684\u4e8b\u5b9e\u5217\u8868\uff0c\u5e76\u6839\u636e\u8fd9\u4e9b\u4e8b\u5b9e\u601d\u8003\u4e0b\u4e00\u6b65\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u63aa\u65bd\u3002<\/p>\n\n\n\n<p>\u590d\u5236\u7684<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import load_tool\u3001CodeAgent\u3001HfApiModel\u3001DuckDuckGoSearchTool\n\u4ece dotenv \u5bfc\u5165 load_dotenv\n\nload_dotenv()\n\n<em># \u4ece\u67a2\u7ebd\u4e2d\u5fc3\u5bfc\u5165\u5de5\u5177<\/em>\nimage_generation_tool = load_tool(\"m-ric\/text-to-image\", trust_remote_code=True)\n\nsearch_tool = DuckDuckGoSearchTool()\n\nagent = CodeAgent(\n    tools=[search_tool]\u3001\n    model=HfApiModel(\"Qwen\/Qwen2.5-72B-Instruct\")\u3001\n    planning_interval=3 <em># \u6fc0\u6d3b\u89c4\u5212\uff01<\/em>\n)\n\n<em># \u8fd0\u884c\u5b83\uff01<\/em>\nresult = agent.run(\n    \"\u4e00\u53ea\u730e\u8c79\u5168\u901f\u5954\u8dd1\u4e9a\u5386\u5c71\u5927\u4e09\u4e16\u6865\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f\n)<\/pre>","protected":false},"excerpt":{"rendered":"<p>\u5efa\u7acb\u4e00\u4e2a\u6709\u6548\u7684\u4ee3\u7406\u548c\u4e00\u4e2a\u65e0\u6548\u7684\u4ee3\u7406\u4e4b\u95f4\u6709\u7740\u5929\u58e4\u4e4b\u522b\u3002\u6211\u4eec\u5982\u4f55\u624d\u80fd\u521b\u5efa\u5c5e\u4e8e\u540e\u8005\u7684\u4ee3\u7406\u5462\uff1f\u5728\u672c\u6307\u5357\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u6784\u5efa\u4ee3\u7406\u7684\u6700\u4f73\u5b9e\u8df5\u3002\u5982\u679c\u60a8\u662f\u5efa\u7acb\u4ee3\u7406\u7684\u65b0\u624b\uff0c\u8bf7\u52a1\u5fc5\u5148\u9605\u8bfb\u4ee3\u7406\u7b80\u4ecb\u548c\u4ee3\u7406\u6307\u5357\u3002<\/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":[8],"doc_tag":[],"class_list":["post-589","docs","type-docs","status-publish","hentry","doc_category-tutorials"],"year_month":"2026-04","word_count":2268,"total_views":"6127","reactions":{"happy":"2","normal":"1","sad":"1"},"author_info":{"name":"smolagents","author_nicename":"wd-gstargmail-com","author_url":"https:\/\/smolagents.org\/zh\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Tutorials","term_url":"https:\/\/smolagents.org\/zh\/docs-category\/tutorials\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs\/589","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=589"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs\/589\/revisions"}],"predecessor-version":[{"id":590,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/docs\/589\/revisions\/590"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/media?parent=589"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/doc_category?post=589"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/zh\/wp-json\/wp\/v2\/doc_tag?post=589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}