{"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_tw\/docs\/building-good-smolagents\/","title":{"rendered":"\u5efa\u7acb\u826f\u597d\u7684 Smolagents"},"content":{"rendered":"<p>\u5efa\u7acb\u4e00\u500b\u6709\u6548\u7684\u4ee3\u7406\u8207\u4e00\u500b\u7121\u6548\u7684\u4ee3\u7406\u4e4b\u9593\u6709\u8457\u5929\u58e4\u4e4b\u5225\u3002\u6211\u5011\u8a72\u5982\u4f55\u5efa\u7acb\u5c6c\u65bc\u5f8c\u8005\u7684\u4ee3\u7406\u7a0b\u5f0f\u5462\uff1f\u5728\u672c\u6307\u5357\u4e2d\uff0c\u6211\u5011\u5c07\u4ecb\u7d39\u5efa\u7acb\u4ee3\u7406\u7a0b\u5f0f\u7684\u6700\u4f73\u505a\u6cd5\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60a8\u662f\u5efa\u7acb\u4ee3\u7406\u5546\u7684\u65b0\u624b\uff0c\u8acb\u52d9\u5fc5\u5148\u95b1\u8b80\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noopener\">\u5f15\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\">\u7d66\u4ee3\u7406\u5546<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">smolagents \u5c0e\u89bd<\/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\u7d71\u662f\u6700\u7c21\u55ae\u7684\uff1a\u76e1\u53ef\u80fd\u7c21\u5316\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<p>\u5728\u60a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7d66\u4e88 LLM \u4e00\u4e9b\u4ee3\u7406\u6b0a\u6703\u5e36\u4f86\u4e00\u4e9b\u51fa\u932f\u7684\u98a8\u96aa\u3002<\/p>\n\n\n\n<p>\u7de8\u7a0b\u826f\u597d\u7684\u4ee3\u7406\u7cfb\u7d71\u7121\u8ad6\u5982\u4f55\u90fd\u6709\u826f\u597d\u7684\u932f\u8aa4\u8a18\u9304\u548c\u91cd\u8a66\u6a5f\u5236\uff0c\u56e0\u6b64 LLM \u5f15\u64ce\u6709\u6a5f\u6703\u81ea\u6211\u7cfe\u6b63\u932f\u8aa4\u3002\u4f46\u8981\u6700\u5927\u9650\u5ea6\u5730\u964d\u4f4e LLM \u51fa\u932f\u7684\u98a8\u96aa\uff0c\u60a8\u61c9\u8a72\u7c21\u5316\u5de5\u4f5c\u6d41\u7a0b\uff01<\/p>\n\n\n\n<p>\u8b93\u6211\u5011\u91cd\u6eab [intro_agents] \u4e2d\u7684\u7bc4\u4f8b\uff1a\u4e00\u500b\u70ba\u885d\u6d6a\u65c5\u904a\u516c\u53f8\u56de\u7b54\u4f7f\u7528\u8005\u67e5\u8a62\u7684\u6a5f\u5668\u4eba\u3002\u8207\u5176\u8b93\u4ee3\u7406\u6bcf\u6b21\u8a62\u554f\u4e00\u500b\u65b0\u7684\u885d\u6d6a\u5730\u9ede\u6642\uff0c\u5206\u5225\u547c\u53eb\u300c\u65c5\u9014\u8ddd\u96e2 API\u300d\u548c\u300c\u5929\u6c23 API\u300d\uff0c\u60a8\u53ef\u4ee5\u53ea\u88fd\u4f5c\u4e00\u500b\u7d71\u4e00\u7684\u5de5\u5177\u300creturn_spot_information\u300d\uff0c\u9019\u500b\u51fd\u6578\u53ef\u4ee5\u4e00\u6b21\u547c\u53eb\u5169\u500b API\uff0c\u4e26\u5c07\u5b83\u5011\u7684\u4e32\u63a5\u8f38\u51fa\u56de\u50b3\u7d66\u4f7f\u7528\u8005\u3002<\/p>\n\n\n\n<p>\u9019\u5c07\u964d\u4f4e\u6210\u672c\u3001\u5ef6\u9072\u53ca\u932f\u8aa4\u98a8\u96aa\uff01<\/p>\n\n\n\n<p>\u4e3b\u8981\u6e96\u5247\u662f\uff1a\u5118\u91cf\u6e1b\u5c11 LLM \u4f86\u96fb\u7684\u6b21\u6578\u3002<\/p>\n\n\n\n<p>\u9019\u5c0e\u81f4\u4e86\u4e00\u4e9b\u555f\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u53ef\u80fd\u7684\u60c5\u6cc1\u4e0b\uff0c\u5c07 2 \u500b\u5de5\u5177\u5408\u4e8c\u70ba\u4e00\uff0c\u5c31\u50cf\u6211\u5011\u7bc4\u4f8b\u4e2d\u7684\u5169\u500b API\u3002<\/li>\n\n\n\n<li>\u53ea\u8981\u6709\u53ef\u80fd\uff0c\u908f\u8f2f\u5c31\u61c9\u8a72\u4ee5\u78ba\u5b9a\u7684\u51fd\u6578\u70ba\u57fa\u790e\uff0c\u800c\u4e0d\u662f\u4ee5\u4ee3\u7406\u4eba\u7684\u6c7a\u7b56\u70ba\u57fa\u790e\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\u5584 LLM \u5f15\u64ce\u7684\u8cc7\u8a0a\u6d41<\/h3>\n\n\n\n<p>\u8acb\u8a18\u4f4f\uff0c\u60a8\u7684 LLM \u5f15\u64ce\u5c31\u50cf\u662f\u4e00\u500b~\u667a\u6167\u578b~\u6a5f\u5668\u4eba\uff0c\u88ab\u56f0\u5728\u4e00\u500b\u623f\u9593\u88e1\uff0c\u8207\u5916\u754c\u552f\u4e00\u7684\u6e9d\u901a\u65b9\u5f0f\u5c31\u662f\u5728\u9580\u4e0b\u50b3\u7d19\u689d\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60a8\u6c92\u6709\u5728\u63d0\u793a\u4e2d\u660e\u78ba\u8aaa\u660e\uff0c\u5b83\u5c31\u4e0d\u6703\u77e5\u9053\u767c\u751f\u4e86\u4ec0\u9ebc\u4e8b\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u9996\u5148\u8981\u8b93\u60a8\u7684\u4efb\u52d9\u975e\u5e38\u6e05\u695a\uff01\u7531\u65bc\u4ee3\u7406\u662f\u7531 LLM \u9a45\u52d5\u7684\uff0c\u56e0\u6b64\u60a8\u7684\u4efb\u52d9\u8868\u9054\u7a0d\u6709\u4e0d\u540c\uff0c\u5c31\u53ef\u80fd\u7522\u751f\u5b8c\u5168\u4e0d\u540c\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u7136\u5f8c\uff0c\u5728\u5de5\u5177\u4f7f\u7528\u4e0a\u6539\u5584\u5c0d\u60a8\u7684\u4ee3\u7406\u5546\u7684\u8cc7\u8a0a\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u9075\u5faa\u7684\u7279\u5b9a\u6307\u5f15\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u500b\u5de5\u5177\u90fd\u61c9\u8a72\u8a18\u9304\uff08\u53ea\u9700\u4f7f\u7528\u00a0<code>\u5217\u5370<\/code>\u00a0\u8a9e\u53e5\u5728\u5de5\u5177\u7684\u00a0<code>\u524d\u8a00<\/code>\u00a0\u65b9\u6cd5\uff09\u5c0d LLM \u5f15\u64ce\u6709\u7528\u7684\u4e00\u5207\u6771\u897f\u3002\n<ul class=\"wp-block-list\">\n<li>\u7279\u5225\u662f\uff0c\u8a18\u9304\u5de5\u5177\u57f7\u884c\u932f\u8aa4\u7684\u8a73\u7d30\u8cc7\u8a0a\u6703\u6709\u5f88\u5927\u5e6b\u52a9\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff0c\u9019\u88e1\u6709\u4e00\u500b\u5de5\u5177\u53ef\u4ee5\u6839\u64da\u4f4d\u7f6e\u548c\u65e5\u671f\u6642\u9593\u64f7\u53d6\u5929\u6c23\u8cc7\u6599\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u9019\u662f\u4e00\u500b\u5dee\u52c1\u7684\u7248\u672c\uff1a<\/p>\n\n\n\n<p>\u8907\u88fd<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u532f\u5165\u65e5\u671f\u6642\u9593\n\u5f9e smolagents \u532f\u5165\u5de5\u5177\n\ndef get_weather_report_at_coordinates(coordinates, date_time)\uff1a\n    <em># \u6a21\u64ec\u51fd\u6578\uff0c\u50b3\u56de [\u6eab\u5ea6 (\u651d\u6c0f\u5ea6)\u3001\u964d\u96e8\u98a8\u96aa (0-1)\u3001\u6ce2\u9ad8 (\u516c\u5c3a)] \u6e05\u55ae<\/em>\n    \u8fd4\u56de [28.0, 0.35, 0.85]\n\ndef get_coordinates_from_location(location)\uff1a\n    <em># \u8fd4\u56de\u5047\u5750\u6a19<\/em>\n    return [3.3, -42.0]\n\n@tool\ndef get_weather_api(location: str, date_time: str) -&gt; str\uff1a\n    \"\"\"\n    \u50b3\u56de\u5929\u6c23\u5831\u544a\u3002\n\n    Args\uff1a\n        location\uff1a\u60a8\u60f3\u8981\u5929\u6c23\u5831\u544a\u7684\u5730\u9ede\u540d\u7a31\u3002\n        date_time\uff1a\u60a8\u60f3\u8981\u5831\u544a\u7684\u65e5\u671f\u548c\u6642\u9593\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>\u70ba\u4ec0\u9ebc\u4e0d\u597d\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6c92\u6709\u7cbe\u78ba\u7684\u683c\u5f0f\u61c9\u8a72\u7528\u65bc\u00a0<code>\u65e5\u671f\u6642\u9593<\/code><\/li>\n\n\n\n<li>\u6c92\u6709\u8a73\u7d30\u8aaa\u660e\u5982\u4f55\u6307\u5b9a\u4f4d\u7f6e\u3002<\/li>\n\n\n\n<li>\u6c92\u6709\u65e5\u8a8c\u6a5f\u5236\u53ef\u8ffd\u8e64\u660e\u78ba\u7684\u5931\u6557\u60c5\u6cc1\uff0c\u4f8b\u5982\u4f4d\u7f6e\u683c\u5f0f\u4e0d\u6b63\u78ba\uff0c\u6216\u65e5\u671f\u6642\u9593\u683c\u5f0f\u4e0d\u6b63\u78ba\u3002<\/li>\n\n\n\n<li>\u8f38\u51fa\u683c\u5f0f\u96e3\u4ee5\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u5de5\u5177\u547c\u53eb\u5931\u6557\uff0c\u8a18\u9304\u5728\u8a18\u61b6\u9ad4\u4e2d\u7684\u932f\u8aa4\u8ecc\u8de1\u53ef\u4ee5\u5e6b\u52a9 LLM \u9006\u5411\u5de5\u7a0b\u5de5\u5177\u4f86\u4fee\u6b63\u932f\u8aa4\u3002\u4f46\u70ba\u4ec0\u9ebc\u8981\u8b93\u5b83\u505a\u9019\u9ebc\u591a\u7e41\u91cd\u7684\u5de5\u4f5c\u5462\uff1f<\/p>\n\n\n\n<p>\u5efa\u7acb\u6b64\u5de5\u5177\u7684\u66f4\u597d\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u8907\u88fd<\/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    \u50b3\u56de\u5929\u6c23\u5831\u544a\u3002\n\n    Args\uff1a\n        location\uff1a\u60a8\u60f3\u8981\u5929\u6c23\u5831\u544a\u7684\u5730\u9ede\u540d\u7a31\u3002\u61c9\u8a72\u662f\u5730\u540d\uff0c\u63a5\u8457\u53ef\u80fd\u662f\u57ce\u5e02\u540d\u7a31\uff0c\u7136\u5f8c\u662f\u570b\u5bb6\uff0c\u4f8b\u5982\u300cAnchor Point, Taghazout, Morocco\u300d\u3002\n        date_time\uff1a\u60a8\u60f3\u8981\u5831\u544a\u7684\u65e5\u671f\u548c\u6642\u9593\uff0c\u683c\u5f0f\u70ba\u300c%m\/%d\/%y %H:%M:%S\u300d\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(\"\u5c07 `date_time` \u8f49\u63db\u6210\u65e5\u671f\u6642\u9593\u683c\u5f0f\u5931\u6557\uff0c\u8acb\u78ba\u5b9a\u63d0\u4f9b\u683c\u5f0f\u70ba '%m\/%d\/%y %H:%M:%S' \u7684\u5b57\u4e32\u3002\u5b8c\u6574\u8ffd\u8e64\uff1a\"+ str(e))\n    temperature_celsius, risk_of_rain, wave_height = get_weather_report_at_coordinates((lon, lat), date_time)\n    return f \"Weather report for {location}, {date_time}\uff1a\u6eab\u5ea6\u5c07\u70ba {temperature_celsius}\u00b0C\uff0c\u964d\u96e8\u98a8\u96aa\u70ba {risk_of_rain*100:.0f}% \uff0c\u6ce2\u9ad8\u70ba {wave_height}m\u3002\"<\/pre>\n\n\n\n<p>\u4e00\u822c\u800c\u8a00\uff0c\u70ba\u4e86\u6e1b\u8f15\u60a8 LLM \u7684\u8ca0\u64d4\uff0c\u60a8\u53ef\u4ee5\u554f\u81ea\u5df1\u7684\u597d\u554f\u984c\u662f\uff1a\u300c\u5982\u679c\u6211\u662f\u555e\u5df4\uff0c\u800c\u4e14\u662f\u7b2c\u4e00\u6b21\u4f7f\u7528\u9019\u500b\u5de5\u5177\uff0c\u90a3\u9ebc\u4f7f\u7528\u9019\u500b\u5de5\u5177\u7de8\u7a0b\u4e26\u81ea\u884c\u7cfe\u6b63\u932f\u8aa4\uff0c\u5c0d\u6211\u4f86\u8aaa\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>\u7d66\u4ee3\u7406\u66f4\u591a\u7684\u8ad6\u64da<\/h3>\n\n\n\n<p>\u82e5\u8981\u50b3\u9001\u4e00\u4e9b\u984d\u5916\u7684\u7269\u4ef6\u7d66\u60a8\u7684\u4ee3\u7406\uff0c\u800c\u4e0d\u53ea\u662f\u63cf\u8ff0\u4efb\u52d9\u7684\u7c21\u55ae\u5b57\u4e32\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528&nbsp;<code>additional_args<\/code>&nbsp;\u53c3\u6578\u4f86\u50b3\u905e\u4efb\u4f55\u985e\u578b\u7684\u7269\u4ef6\uff1a<\/p>\n\n\n\n<p>\u8907\u88fd<\/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    \"Why does Mike not know many people in New York?\"\u3001\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\u6b64&nbsp;<code>additional_args<\/code>&nbsp;\u53c3\u6578\uff0c\u4ee5\u50b3\u9001\u60a8\u5e0c\u671b\u4ee3\u7406\u5229\u7528\u7684\u5716\u7247\u6216\u5b57\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\u9664\u932f\u60a8\u7684\u4ee3\u7406\u7a0b\u5f0f<\/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\u5f37\u7684 LLM<\/h3>\n\n\n\n<p>\u5728\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u6709\u4e9b\u932f\u8aa4\u662f\u5be6\u969b\u932f\u8aa4\uff0c\u6709\u4e9b\u5247\u662f LLM \u5f15\u64ce\u63a8\u7406\u4e0d\u7576\u7684\u904e\u5931\u3002\u4f8b\u5982\uff0c\u8003\u616e\u9019\u500b&nbsp;<code>CodeAgent<\/code>&nbsp;\u6211\u8981\u6c42\u88fd\u4f5c\u4e00\u5f35\u6c7d\u8eca\u5716\u7247\uff1a<\/p>\n\n\n\n<p>\u8907\u88fd<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">==================================================================================================== New task ====================================================================================================\n\u7d66\u6211\u88fd\u4f5c\u4e00\u5f35\u9177\u8eca\u5716\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\u9a5f \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nAgent \u6b63\u5728\u57f7\u884c\u4e0b\u9762\u7684\u7a0b\u5f0f\u78bc\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\u7a0b\u5f0f\u78bc\u7247\u6bb5\u7684\u6700\u5f8c\u8f38\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\u9a5f 1\uff1a\n\n- \u6240\u82b1\u6642\u959316.35 \u79d2\n- \u8f38\u5165\u7b26\u8a18\uff1a1,383\n- \u8f38\u51fa\u7b26\u8a18\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\u9a5f \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nAgent \u6b63\u5728\u57f7\u884c\u4e0b\u5217\u7a0b\u5f0f\u78bc\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\u5217\u5370\u8f38\u51fa\uff1a\n\n\u7a0b\u5f0f\u78bc\u7247\u6bb5\u7684\u6700\u5f8c\u4e00\u6b21\u8f38\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\u7d42\u7b54\u6848\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png<\/pre>\n\n\n\n<p>\u4f7f\u7528\u8005\u770b\u5230\u7684\u4e0d\u662f\u56de\u50b3\u7684\u5716\u7247\uff0c\u800c\u662f\u56de\u50b3\u7d66\u4ed6\u5011\u7684\u8def\u5f91\u3002\u9019\u53ef\u80fd\u770b\u8d77\u4f86\u50cf\u662f\u7cfb\u7d71\u7684\u932f\u8aa4\uff0c\u4f46\u4e8b\u5be6\u4e0a\u4ee3\u7406\u7cfb\u7d71\u4e26\u6c92\u6709\u9020\u6210\u9019\u500b\u932f\u8aa4\uff1a\u53ea\u662f LLM \u7684\u5927\u8166\u72af\u4e86\u4e00\u500b\u932f\u8aa4\uff0c\u6c92\u6709\u5c07\u5f71\u50cf\u8f38\u51fa\u5132\u5b58\u5230\u8b8a\u6578\u4e2d\u3002\u56e0\u6b64\uff0c\u9664\u4e86\u5229\u7528\u5132\u5b58\u5716\u7247\u6642\u8a18\u9304\u7684\u8def\u5f91\u4e4b\u5916\uff0c\u5b83\u7121\u6cd5\u518d\u6b21\u5b58\u53d6\u5716\u7247\uff0c\u6240\u4ee5\u5b83\u6703\u56de\u50b3\u8def\u5f91\u800c\u975e\u5716\u7247\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8abf\u8a66\u4ee3\u7406\u7a0b\u5f0f\u7684\u7b2c\u4e00\u6b65\u5c31\u662f\u300c\u4f7f\u7528\u529f\u80fd\u66f4\u5f37\u5927\u7684 LLM\u300d\u3002\u66ff\u4ee3\u65b9\u6848\u5982&nbsp;<code>Qwen2\/5-72B-Instruct<\/code>&nbsp;\u5c31\u4e0d\u6703\u72af\u4e0b\u9019\u6a23\u7684\u932f\u8aa4\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\u5c0e \/ \u66f4\u591a\u8cc7\u8a0a<\/h3>\n\n\n\n<p>\u60a8\u4e5f\u53ef\u4ee5\u4f7f\u7528\u529f\u80fd\u8f03\u5f31\u7684\u6a5f\u578b\uff0c\u53ea\u8981\u60a8\u80fd\u66f4\u6709\u6548\u5730\u5f15\u5c0e\u5b83\u5011\u3002<\/p>\n\n\n\n<p>\u8a2d\u8eab\u8655\u5730\u70ba\u60a8\u7684\u6a21\u578b\u60f3\u4e00\u60f3\uff1a\u5982\u679c\u60a8\u662f\u6b63\u5728\u89e3\u6c7a\u4efb\u52d9\u7684\u6a21\u578b\uff0c\u60a8\u662f\u5426\u6703\u5728\u53ef\u7528\u7684\u8cc7\u8a0a\uff08\u4f86\u81ea\u7cfb\u7d71\u63d0\u793a + \u4efb\u52d9\u5236\u5b9a + \u5de5\u5177\u8aaa\u660e\uff09\u4e2d\u6399\u624e\u6c42\u5b58\uff1f<\/p>\n\n\n\n<p>\u60a8\u662f\u5426\u9700\u8981\u4e00\u4e9b\u88dc\u5145\u8aaa\u660e\uff1f<\/p>\n\n\n\n<p>\u70ba\u4e86\u63d0\u4f9b\u984d\u5916\u7684\u8cc7\u8a0a\uff0c\u6211\u5011\u4e0d\u5efa\u8b70\u7acb\u5373\u8b8a\u66f4\u7cfb\u7d71\u63d0\u793a\uff1a\u9810\u8a2d\u7684\u7cfb\u7d71\u63d0\u793a\u6709\u8a31\u591a\u8abf\u6574\uff0c\u9664\u975e\u60a8\u975e\u5e38\u77ad\u89e3\u63d0\u793a\uff0c\u5426\u5247\u60a8\u4e0d\u5e0c\u671b\u641e\u7838\u3002\u66f4\u597d\u7684\u65b9\u6cd5\u662f\u5f15\u5c0e\u60a8\u7684 LLM \u5f15\u64ce\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u662f\u95dc\u65bc\u8981\u89e3\u6c7a\u7684\u4efb\u52d9\uff1a\u5c07\u6240\u6709\u9019\u4e9b\u7d30\u7bc0\u52a0\u5165\u4efb\u52d9\u4e2d\u3002\u4efb\u52d9\u53ef\u80fd\u9577\u9054 100 \u591a\u9801\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u662f\u95dc\u65bc\u5982\u4f55\u4f7f\u7528\u5de5\u5177\uff1a\u60a8\u5de5\u5177\u7684\u63cf\u8ff0\u5c6c\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.\u8b8a\u66f4\u7cfb\u7d71\u63d0\u793a\uff08\u4e00\u822c\u4e0d\u5efa\u8b70\uff09<\/h3>\n\n\n\n<p>\u5982\u679c\u4e0a\u8ff0\u8aaa\u660e\u4e0d\u5920\u5145\u5206\uff0c\u60a8\u53ef\u4ee5\u8b8a\u66f4\u7cfb\u7d71\u63d0\u793a\u3002<\/p>\n\n\n\n<p>\u8b93\u6211\u5011\u770b\u770b\u5b83\u662f\u5982\u4f55\u904b\u4f5c\u7684\u3002\u4f8b\u5982\uff0c\u8b93\u6211\u5011\u6aa2\u67e5\u9810\u8a2d\u7cfb\u7d71\u63d0\u793a\u70ba\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.CodeAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">CodeAgent<\/a>\u00a0(\u4ee5\u4e0b\u7248\u672c\u8df3\u904e\u96f6\u5c04\u64ca\u7bc4\u4f8b\u800c\u7c21\u77ed\uff09\u3002<\/p>\n\n\n\n<p>\u8907\u88fd<\/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\u6240\u7372\u5f97\u7684\u5167\u5bb9\uff1a<\/p>\n\n\n\n<p>\u8907\u88fd<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u60a8\u662f\u4e00\u4f4d\u5c08\u5bb6\u52a9\u7406\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee3\u78bc Blob \u89e3\u6c7a\u4efb\u4f55\u4efb\u52d9\u3002\u60a8\u5c07\u7372\u5f97\u4e00\u9805\u4efb\u52d9\uff0c\u8b93\u60a8\u76e1\u529b\u89e3\u6c7a\u3002\n\u70ba\u6b64\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u7cfb\u5217\u7684\u5de5\u5177\uff1a\u9019\u4e9b\u5de5\u5177\u57fa\u672c\u4e0a\u5c31\u662f\u60a8\u53ef\u4ee5\u7528\u7a0b\u5f0f\u78bc\u547c\u53eb\u7684 Python \u51fd\u5f0f\u3002\n\u70ba\u4e86\u89e3\u6c7a\u4efb\u52d9\uff0c\u60a8\u5fc5\u9808\u898f\u5283\u4e00\u7cfb\u5217\u6b65\u9a5f\uff0c\u4ee5\u300c\u601d\u8003\uff1a\u300d\u3001\u300c\u7de8\u78bc\uff1a\u300d\u548c\u300c\u89c0\u5bdf\uff1a\u300d\u7684\u9806\u5e8f\u5faa\u74b0\u9032\u884c\u3002\n\n\u5728\u6bcf\u500b\u6b65\u9a5f\u4e2d\uff0c\u5728\u300c\u601d\u8003\uff1a\u300d\u9806\u5e8f\u4e2d\uff0c\u60a8\u61c9\u8a72\u5148\u89e3\u91cb\u60a8\u89e3\u6c7a\u4efb\u52d9\u7684\u7406\u7531\u4ee5\u53ca\u60a8\u60f3\u8981\u4f7f\u7528\u7684\u5de5\u5177\u3002\n\u7136\u5f8c\uff0c\u5728\u300cCode:\u300d\u5e8f\u5217\u4e2d\uff0c\u60a8\u61c9\u8a72\u4f7f\u7528\u7c21\u55ae\u7684 Python \u7a0b\u5f0f\u78bc\u3002\u7a0b\u5f0f\u78bc\u5e8f\u5217\u5fc5\u9808\u4ee5''\u5e8f\u5217\u7d50\u675f\u3002\n\u5728\u6bcf\u500b\u4e2d\u9593\u6b65\u9a5f\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u300cprint()\u300d\u4f86\u5132\u5b58\u96a8\u5f8c\u9700\u8981\u7684\u4efb\u4f55\u91cd\u8981\u8cc7\u8a0a\u3002\n\u9019\u4e9b\u5217\u5370\u8f38\u51fa\u96a8\u5f8c\u6703\u51fa\u73fe\u5728 'Observation:' \u6b04\u4f4d\u4e2d\uff0c\u53ef\u4f5c\u70ba\u4e0b\u4e00\u6b65\u7684\u8f38\u5165\u3002\n\u6700\u5f8c\uff0c\u60a8\u5fc5\u9808\u4f7f\u7528 `final_answer` \u5de5\u5177\u50b3\u56de\u6700\u7d42\u7b54\u6848\u3002\n\n\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f7f\u7528\u6982\u5ff5\u5de5\u5177\u7684\u7bc4\u4f8b\uff1a\n---\n{examples} \u7bc4\u4f8b\n\n\u4ee5\u4e0a\u7bc4\u4f8b\u4f7f\u7528\u7684\u662f\u4f60\u53ef\u80fd\u4e0d\u5b58\u5728\u7684\u6982\u5ff5\u5de5\u5177\u3002\u5728\u60a8\u5efa\u7acb\u7684 Python \u7a0b\u5f0f\u78bc\u7247\u6bb5\u4e2d\u57f7\u884c\u8a08\u7b97\u4e4b\u5f8c\uff0c\u60a8\u53ea\u80fd\u4f7f\u7528\u9019\u4e9b\u5de5\u5177\uff1a\n\n{{tool_descriptions}} \u5de5\u5177\n\n{{managed_agents_descriptions}}\n\n\u4ee5\u4e0b\u662f\u60a8\u5728\u89e3\u6c7a\u4efb\u52d9\u6642\u61c9\u8a72\u59cb\u7d42\u9075\u5faa\u7684\u898f\u5247\uff1a\n1.\u7e3d\u662f\u63d0\u4f9b\u4e00\u500b 'Thought:\u300c \u5e8f\u5217\uff0c\u4ee5\u53ca\u4e00\u500b\u4ee5 \u300d```\u300c\u5e8f\u5217\u7d50\u675f\u7684 \u300dCode:\\n```py' \u5e8f\u5217\uff0c\u5426\u5247\u60a8\u6703\u5931\u6557\u3002\n2.\u53ea\u4f7f\u7528\u60a8\u5df2\u5b9a\u7fa9\u7684\u8b8a\u6578\uff01\n3.\u7e3d\u662f\u4f7f\u7528\u6b63\u78ba\u7684\u5de5\u5177\u53c3\u6578\u3002\u4e0d\u8981\u50cf 'answer = wiki({'query': \"What is the place where James Bond lives?\"})\u300c\u90a3\u6a23\u4ee5 dict \u7684\u5f62\u5f0f\u50b3\u8f38\u53c3\u6578\uff0c\u800c\u61c9\u8a72\u50cf \u300danswer = wiki(query=\"What is the place where James Bond lives?\")'\u90a3\u6a23\u76f4\u63a5\u4f7f\u7528\u53c3\u6578\u3002\n4.\u6ce8\u610f\u4e0d\u8981\u5728\u540c\u4e00\u500b\u7a0b\u5f0f\u78bc\u5340\u584a\u4e2d\u4e32\u9023\u592a\u591a\u9023\u7e8c\u7684\u5de5\u5177\u547c\u53eb\uff0c\u5c24\u5176\u662f\u7576\u8f38\u51fa\u683c\u5f0f\u7121\u6cd5\u9810\u6e2c\u6642\u3002\u4f8b\u5982\uff0c\u5c0d search \u7684\u547c\u53eb\u6709\u4e0d\u53ef\u9810\u6e2c\u7684\u56de\u50b3\u683c\u5f0f\uff0c\u56e0\u6b64\u4e0d\u8981\u5728\u540c\u4e00\u5340\u584a\u4e2d\u6709\u53e6\u4e00\u500b\u4f9d\u8cf4\u65bc\u5176\u8f38\u51fa\u7684\u5de5\u5177\u547c\u53eb\uff1a\u800c\u61c9\u8a72\u4f7f\u7528 print() \u8f38\u51fa\u7d50\u679c\uff0c\u4ee5\u4fbf\u5728\u4e0b\u4e00\u500b\u5340\u584a\u4e2d\u4f7f\u7528\u5b83\u5011\u3002\n5.\u50c5\u5728\u9700\u8981\u6642\u624d\u547c\u53eb\u5de5\u5177\uff0c\u5207\u52ff\u4f7f\u7528\u5b8c\u5168\u76f8\u540c\u7684\u53c3\u6578\u91cd\u8907\u4e4b\u524d\u7684\u5de5\u5177\u547c\u53eb\u3002\n6.\u4e0d\u8981\u4f7f\u7528\u8207\u5de5\u5177\u76f8\u540c\u7684\u540d\u7a31\u4f86\u547d\u540d\u4efb\u4f55\u65b0\u8b8a\u6578\uff1a\u4f8b\u5982\uff0c\u4e0d\u8981\u547d\u540d\u8b8a\u6578\u70ba 'final_answer'\u3002\n7.\u6c38\u9060\u4e0d\u8981\u5728\u6211\u5011\u7684\u7a0b\u5f0f\u78bc\u4e2d\u5efa\u7acb\u4efb\u4f55\u540d\u7fa9\u4e0a\u7684\u8b8a\u6578\uff0c\u56e0\u70ba\u5728\u60a8\u7684\u8a18\u9304\u4e2d\u51fa\u73fe\u9019\u4e9b\u8b8a\u6578\u53ef\u80fd\u6703\u8b93\u60a8\u504f\u96e2\u771f\u6b63\u7684\u8b8a\u6578\u3002\n8.\u60a8\u53ef\u4ee5\u5728\u7a0b\u5f0f\u78bc\u4e2d\u4f7f\u7528\u532f\u5165\uff0c\u4f46\u53ea\u80fd\u5f9e\u4e0b\u5217\u7684\u6a21\u7d44\u6e05\u55ae\u4e2d\u532f\u5165\uff1a{{authorized_imports}} 9.\n9.\u72c0\u614b\u6703\u5728\u7a0b\u5f0f\u57f7\u884c\u4e4b\u9593\u6301\u7e8c\u5b58\u5728\uff1a\u6240\u4ee5\u5982\u679c\u5728\u67d0\u500b\u6b65\u9a5f\u4e2d\u60a8\u5efa\u7acb\u4e86\u8b8a\u6578\u6216\u532f\u5165\u4e86\u6a21\u7d44\uff0c\u9019\u4e9b\u90fd\u6703\u6301\u7e8c\u5b58\u5728\u3002\n10.\u4e0d\u8981\u653e\u68c4\uff01\u4f60\u8ca0\u8cac\u89e3\u6c7a\u4efb\u52d9\uff0c\u800c\u4e0d\u662f\u63d0\u4f9b\u89e3\u6c7a\u4efb\u52d9\u7684\u65b9\u5411\u3002\n\n\u73fe\u5728\u958b\u59cb\uff01\u5982\u679c\u60a8\u6b63\u78ba\u5730\u89e3\u6c7a\u4efb\u52d9\uff0c\u60a8\u5c07\u7372\u5f97 $1,000,000 \u7684\u734e\u52f5\u3002<\/pre>\n\n\n\n<p>\u5982\u60a8\u6240\u898b\uff0c\u6709\u4e00\u4e9b\u5360\u4f4d\u7b26\u5982&nbsp;<code>\"{{tool_descriptions}}\"<\/code>\uff1a\u9019\u4e9b\u6703\u5728\u4ee3\u7406\u7a0b\u5f0f\u521d\u59cb\u5316\u6642\u4f7f\u7528\uff0c\u4ee5\u63d2\u5165\u67d0\u4e9b\u81ea\u52d5\u7522\u751f\u7684\u5de5\u5177\u6216\u53d7\u7ba1\u4ee3\u7406\u7a0b\u5f0f\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u96d6\u7136\u60a8\u53ef\u4ee5\u5c07\u81ea\u8a02\u63d0\u793a\u4f5c\u70ba\u53c3\u6578\u50b3\u7d66&nbsp;<code>\u7cfb\u7d71\u63d0\u793a<\/code>&nbsp;\u53c3\u6578\uff0c\u60a8\u7684\u65b0\u7cfb\u7d71\u63d0\u793a\u5fc5\u9808\u5305\u542b\u4e0b\u5217\u5360\u4f4d\u7b26\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\"{{tool_descriptions}}\"<\/code>\u00a0\u4f86\u63d2\u5165\u5de5\u5177\u8aaa\u660e\u3002<\/li>\n\n\n\n<li><code>\"{{managed_agents_description}}\"<\/code>\u00a0\u63d2\u5165\u7ba1\u7406\u4ee3\u7406\u7684\u63cf\u8ff0\uff08\u5982\u679c\u6709\uff09\u3002<\/li>\n\n\n\n<li>\u9069\u7528\u65bc\u00a0<code>CodeAgent<\/code>\u00a0\u53ea\u662f\uff1a\u00a0<code>\"{{authorized_imports}}\"<\/code>\u00a0\u63d2\u5165\u6388\u6b0a\u9032\u53e3\u6e05\u55ae\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7136\u5f8c\u60a8\u53ef\u4ee5\u8b8a\u66f4\u7cfb\u7d71\u63d0\u793a\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<p>\u8907\u88fd<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5f9e smolagents.prompts \u532f\u5165 CODE_SYSTEM_PROMPT\n\nmodified_system_prompt = CODE_SYSTEM_PROMPT + \"\\nHere you go!\" <em># \u5728\u6b64\u8b8a\u66f4\u7cfb\u7d71\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>\u9019\u4e5f\u9069\u7528\u65bc\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.\u984d\u5916\u898f\u5283<\/h3>\n\n\n\n<p>\u6211\u5011\u63d0\u4f9b\u4e86\u4e00\u500b\u8f14\u52a9\u898f\u5283\u6b65\u9a5f\u7684\u6a21\u578b\uff0c\u4ee3\u7406\u53ef\u4ee5\u5728\u6b63\u5e38\u7684\u884c\u52d5\u6b65\u9a5f\u4e4b\u9593\u5b9a\u671f\u57f7\u884c\u9019\u500b\u6b65\u9a5f\u3002\u5728\u9019\u500b\u6b65\u9a5f\u4e2d\uff0c\u6c92\u6709\u5de5\u5177\u547c\u53eb\uff0c\u53ea\u662f\u8981\u6c42 LLM \u66f4\u65b0\u5b83\u6240\u77e5\u9053\u7684\u4e8b\u5be6\u6e05\u55ae\uff0c\u4e26\u601d\u8003\u6839\u64da\u9019\u4e9b\u4e8b\u5be6\u5b83\u4e0b\u4e00\u6b65\u61c9\u8a72\u63a1\u53d6\u4ec0\u9ebc\u6b65\u9a5f\u3002<\/p>\n\n\n\n<p>\u8907\u88fd<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import load_tool, CodeAgent, HfApiModel, DuckDuckGoSearchTool\n\u5f9e dotenv \u532f\u5165 load_dotenv\n\nload_dotenv()\n\n<em># \u5f9e Hub \u532f\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># \u9019\u662f\u60a8\u555f\u52d5\u898f\u5283\u7684\u5730\u65b9\uff01<\/em>\n)\n\n<em># \u57f7\u884c\uff01<\/em>\nresult = agent.run(\n    \u300c\u4e00\u96bb\u7375\u8c79\u4ee5\u5168\u901f\u8dd1\u5b8c\u4e9e\u6b77\u5c71\u5927\u4e09\u4e16\u6a4b\u9577\u5ea6\u9700\u8981\u591a\u5c11\u6642\u9593?\u300d\u3001\n)<\/pre>","protected":false},"excerpt":{"rendered":"<p>There\u2019s a world of difference between building an agent that works and one that doesn\u2019t. How can we build agents that fall into the latter category? In this guide, we\u2019re going to see best practices for building agents. 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