{"id":535,"date":"2025-01-10T14:34:03","date_gmt":"2025-01-10T14:34:03","guid":{"rendered":"https:\/\/smolagents.org\/?p=535"},"modified":"2025-01-10T14:34:04","modified_gmt":"2025-01-10T14:34:04","slug":"embracing-smolagents-a-new-era-in-ai-agent-development","status":"publish","type":"post","link":"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/","title":{"rendered":"\u62e5\u62b1 smolagent--\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5f00\u53d1\u7684\u65b0\u65f6\u4ee3"},"content":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u4e0d\u65ad\u6539\u53d8\u7740\u5404\u884c\u5404\u4e1a\uff0c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5728\u6d41\u7a0b\u81ea\u52a8\u5316\u548c\u589e\u5f3a\u51b3\u7b56\u65b9\u9762\u53d1\u6325\u7740\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528\u3002\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6f5c\u529b\u5de8\u5927\uff0c\u4f46\u5efa\u7acb\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5386\u6765\u662f\u4e00\u9879\u590d\u6742\u7684\u4efb\u52a1\u3002\u8fdb\u5165 <strong>smolagents<\/strong>-\u8fd9\u662f\u4e00\u4e2a\u6765\u81ea Hugging Face \u7684\u7b80\u7ea6\u578b\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5e93\uff0c\u65e8\u5728\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b\uff0c\u5f00\u521b\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u521b\u5efa\u7684\u65b0\u65f6\u4ee3\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Background_of_smolagents\" title=\"smolagents \u7684\u80cc\u666f\">smolagents \u7684\u80cc\u666f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Why_Choose_smolagents\" title=\"\u4e3a\u4ec0\u4e48\u9009\u62e9 smolagent\uff1f\">\u4e3a\u4ec0\u4e48\u9009\u62e9 smolagent\uff1f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#1_Simplified_Development_Process\" title=\"1.\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b\">1.\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#2_Powerful_Code_Agent_Support\" title=\"2.\u5f3a\u5927\u7684\u4ee3\u7801\u4ee3\u7406\u652f\u6301\">2.\u5f3a\u5927\u7684\u4ee3\u7801\u4ee3\u7406\u652f\u6301<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#3_Extensive_Model_Compatibility\" title=\"3.\u5e7f\u6cdb\u7684\u673a\u578b\u517c\u5bb9\u6027\">3.\u5e7f\u6cdb\u7684\u673a\u578b\u517c\u5bb9\u6027<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Real-World_Application_of_smolagents\" title=\"smolagent \u7684\u5b9e\u9645\u5e94\u7528\">smolagent \u7684\u5b9e\u9645\u5e94\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#The_Future_with_smolagents\" title=\"smolagent \u7684\u672a\u6765\">smolagent \u7684\u672a\u6765<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/smolagents.org\/zh\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Conclusion\" title=\"\u7ed3\u8bba\">\u7ed3\u8bba<\/a><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Background_of_smolagents\"><\/span><strong>smolagents \u7684\u80cc\u666f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53d8\u5f97\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u4eba\u4eec\u8d8a\u6765\u8d8a\u9700\u8981\u80fd\u4f7f\u8fd9\u4e9b\u6a21\u578b\u4e0e\u771f\u5b9e\u4e16\u754c\u73af\u5883\u6709\u6548\u4e92\u52a8\u7684\u6846\u67b6\u3002 <strong>smolagents<\/strong> \u63d0\u4f9b\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u3001\u6613\u4e8e\u4f7f\u7528\u7684\u5e73\u53f0\uff0c\u51cf\u5c11\u4e86\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5f00\u53d1\u7684\u969c\u788d\uff0c\u4ece\u800c\u6ee1\u8db3\u4e86\u8fd9\u4e00\u9700\u6c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Choose_smolagents\"><\/span><strong>\u4e3a\u4ec0\u4e48\u9009\u62e9 smolagent\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Simplified_Development_Process\"><\/span><strong>1.\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f7b\u8d28\u82af\u6750<\/strong>:smolagents \u7684\u6838\u5fc3\u4ee3\u7801\u884c\u6570\u7ea6\u4e3a 1,000 \u884c\uff0c\u6d88\u9664\u4e86\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u4e13\u6ce8\u4e8e\u529f\u80fd\u800c\u975e\u914d\u7f6e\u3002<\/li>\n\n\n\n<li><strong>\u5feb\u901f\u5b66\u4e60<\/strong>:\u7b80\u7ea6\u7684\u8bbe\u8ba1\u786e\u4fdd\u4e86\u5b66\u4e60\u66f2\u7ebf\u7684\u5e73\u7f13\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u5feb\u901f\u4e0a\u624b\u5e76\u8fd0\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Powerful_Code_Agent_Support\"><\/span><strong>2.\u5f3a\u5927\u7684\u4ee3\u7801\u4ee3\u7406\u652f\u6301<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63d0\u9ad8\u6548\u7387<\/strong>:\u901a\u8fc7\u91cd\u70b9\u5173\u6ce8\u00a0<strong>\u4ee3\u7801\u4ee3\u7406<\/strong>\u6b64\u5916\uff0csmolagents \u8fd8\u5229\u7528\u4e86 LLM \u76f4\u63a5\u751f\u6210\u548c\u6267\u884c Python \u4ee3\u7801\u7684\u80fd\u529b\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5feb\u3001\u66f4\u51c6\u786e\u7684\u4ee3\u7406\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u51cf\u5c11\u95f4\u63a5\u8d39\u7528<\/strong>:\u4ee3\u7801\u4ee3\u7406\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e86\u6240\u9700\u7684\u6b65\u9aa4\u548c LLM \u8c03\u7528\u6b21\u6570\uff0c\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0c\u51cf\u5c11\u4e86\u7ea6 30% \u6b21\u3002<\/li>\n\n\n\n<li><strong>\u590d\u6742\u4efb\u52a1\u5904\u7406<\/strong>:\u5b83\u4eec\u64c5\u957f\u7ba1\u7406\u590d\u6742\u7684\u903b\u8f91\u548c\u64cd\u4f5c\uff0c\u800c\u4f20\u7edf\u7684 JSON \u6216\u57fa\u4e8e\u6587\u672c\u7684\u4ee3\u7406\u64cd\u4f5c\u8d77\u6765\u975e\u5e38\u7e41\u7410\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Extensive_Model_Compatibility\"><\/span><strong>3.\u5e7f\u6cdb\u7684\u673a\u578b\u517c\u5bb9\u6027<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65e0\u7f1d\u96c6\u6210<\/strong>:smolagents \u53ef\u4ee5\u6beb\u4e0d\u8d39\u529b\u5730\u4e0e Hugging Face Hub\u3001OpenAI\u3001Anthropic \u7b49\u516c\u53f8\u7684\u6a21\u578b\u914d\u5408\u4f7f\u7528\u3002<\/li>\n\n\n\n<li><strong>\u9009\u62e9\u673a\u578b<\/strong>:\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u81ea\u7531\u9009\u62e9\u6700\u9002\u5408\u5176\u9879\u76ee\u7684 LLM\uff0c\u800c\u4e0d\u5fc5\u62c5\u5fc3\u517c\u5bb9\u6027\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Real-World_Application_of_smolagents\"><\/span><strong>smolagent \u7684\u5b9e\u9645\u5e94\u7528<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u4f8b\u5982<\/strong><\/p>\n\n\n\n<p>\u5047\u8bbe\u60a8\u60f3\u521b\u5efa\u4e00\u4e2a\u53ef\u4ee5\u63d0\u4f9b\u5b9e\u65f6\u5929\u6c14\u66f4\u65b0\u7684\u4ee3\u7406\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python \u590d\u5236<code>\u4ece smolagents \u5bfc\u5165 CodeAgent\u3001OpenWeatherMapTool\u3001OpenAIModel\n\n# \u4f7f\u7528\u5929\u6c14\u5de5\u5177\u548c OpenAI \u6a21\u578b\u521d\u59cb\u5316\u4ee3\u7406\nagent = CodeAgent(tools=[OpenWeatherMapTool(api_key=\"your_api_key\")], model=OpenAIModel())\n\n# \u5411\u4ee3\u7406\u8be2\u95ee\u7ebd\u7ea6\u5e02\u5f53\u524d\u7684\u5929\u6c14\u60c5\u51b5\nagent.run(\"What's the weather like in New York City today?\")\n<\/code><\/pre>\n\n\n\n<p><strong>\u9884\u671f\u6210\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnet \u590d\u5236<code>\u83b7\u53d6\u7ebd\u7ea6\u5e02\u5f53\u524d\u5929\u6c14...\n\u7ebd\u7ea6\u5e02\u76ee\u524d\u5929\u6c14\u6674\u6717\uff0c\u6c14\u6e29\u4e3a\u534e\u6c0f 75 \u5ea6\uff08\u6444\u6c0f 24 \u5ea6\uff09\u3002\u5fae\u98ce\u5f90\u5f90\uff0c\u6e7f\u5ea6\u4e3a 60%\u3002\n<\/code><\/pre>\n\n\n\n<p>\u672c\u793a\u4f8b\u5c55\u793a\u4e86 smolagents \u5982\u4f55\u7b80\u5316\u4e86\u521b\u5efa\u529f\u80fd\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u8fc7\u7a0b\uff0c\u53ea\u9700\u4f7f\u7528\u6700\u5c11\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Future_with_smolagents\"><\/span><strong>smolagent \u7684\u672a\u6765<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u968f\u7740 smolagents \u793e\u533a\u7684\u53d1\u5c55\u58ee\u5927\uff0c\u5c06\u6709\u66f4\u591a\u7684\u5de5\u5177\u548c\u529f\u80fd\u53ef\u4f9b\u4f7f\u7528\u3002\u6211\u4eec\u9f13\u52b1\u5f00\u53d1\u4eba\u5458\u901a\u8fc7\u5728 \"Hugging Face Hub \"\u4e0a\u5206\u4eab\u81ea\u5df1\u7684\u5de5\u5177\u4e3a\u751f\u6001\u7cfb\u7edf\u505a\u51fa\u8d21\u732e\uff0c\u4ece\u800c\u4fc3\u8fdb\u5408\u4f5c\u548c\u4e0d\u65ad\u6539\u8fdb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>\u7ed3\u8bba<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>smolagents \u6807\u5fd7\u7740\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5f00\u53d1\u5411\u524d\u8fc8\u51fa\u4e86\u91cd\u8981\u4e00\u6b65\u3002\u901a\u8fc7\u4f18\u5148\u8003\u8651\u7b80\u5355\u6027\u548c\u6548\u7387\uff0c\u5b83\u964d\u4f4e\u4e86\u5165\u95e8\u95e8\u69db\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u8f7b\u677e\u5229\u7528 LLM \u7684\u5168\u90e8\u6f5c\u529b\u3002\u65e0\u8bba\u60a8\u662f\u5f00\u53d1\u7b80\u5355\u7684\u81ea\u52a8\u5316\u4efb\u52a1\u8fd8\u662f\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0csmolagents \u90fd\u80fd\u4e3a\u60a8\u7684\u521b\u65b0\u5960\u5b9a\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u4e0d\u65ad\u6539\u53d8\u7740\u5404\u884c\u5404\u4e1a\uff0c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5728\u6d41\u7a0b\u81ea\u52a8\u5316\u548c\u589e\u5f3a\u51b3\u7b56\u65b9\u9762\u53d1\u6325\u7740\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528\u3002\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6f5c\u529b\u5de8\u5927\uff0c\u4f46\u6784\u5efa\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5386\u6765\u662f\u4e00\u9879\u590d\u6742\u7684\u4efb\u52a1\u3002smolagents \u662f\u6765\u81ea Hugging Face 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