{"id":53749,"date":"2025-02-16T16:27:25","date_gmt":"2025-02-16T08:27:25","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53749\/"},"modified":"2025-02-16T16:27:25","modified_gmt":"2025-02-16T08:27:25","slug":"smolagents%ef%bc%9a%e4%bb%a5%e4%bb%a3%e7%a0%81%e4%b8%ba%e4%b8%ad%e5%bf%83","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53749\/","title":{"rendered":"Smolagents\uff1a\u4ee5\u4ee3\u7801\u4e3a\u4e2d\u5fc3"},"content":{"rendered":"<p>\u6b63\u5982\u4f60\u4e00\u5b9a\u5728\u591a\u4e2a\u5730\u65b9\u8bfb\u5230\u7684\u90a3\u6837\uff0c2025 \u5e74\u662fAI\u4ee3\u7406\u7684\u4e00\u5e74\u3002\u4ee5\u81f3\u4e8e\u9a6c\u514b\u00b7\u624e\u514b\u4f2f\u683c\u516c\u5f00\u8868\u793a Meta \u5c06\u8ba9AI\u4ee3\u7406\u62c5\u4efb\u4e2d\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u3002<\/p>\n<p>\u4ece\u8fc7\u53bb\u7684\u51e0\u4e2a\u7248\u672c\u4e2d\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u51fa\uff0c\u5fae\u8f6f\u73b0\u5728\u62e5\u6709 3 \u4e2a\u591a\u4ee3\u7406\u7f16\u6392\u6846\u67b6\uff08AutoGen\u3001Magentic-One\u3001Tiny-Troupe\uff09\uff0cOpenAI \u53d1\u5e03\u4e86 Swarm\uff0cAWS \u9664\u4e86\u72ec\u7acb\u7684 Langraph \u548c CrewAI \u4e4b\u5916\u8fd8\u63a8\u51fa\u4e86\u591a\u4ee3\u7406\u7f16\u6392\u5668\u3002\u73b0\u5728\uff0c\u5c31\u8fde HuggingFace \u4e5f\u52a0\u5165\u4e86\u63a8\u51fa\u201csmolagents\u201d\u7684\u884c\u5217\uff0c\u8fd9\u53c8\u662f\u4e00\u4e2a\u591a\u4ee3\u7406\u6846\u67b6\uff0c\u4f46\u6709\u6240\u4e0d\u540c\u3002<\/p>\n<h2>1\u3001\u4ec0\u4e48\u662f smolagents\uff1f<\/h2>\n<p> \u662f Hugging Face \u65b0\u63a8\u51fa\u7684\u4ee3\u7406\u6846\u67b6\uff0c\u65e8\u5728\u7b80\u5316\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u667a\u80fd\u4ee3\u7406\u7684\u521b\u5efa\u3002\u8fd9\u4e2a\u8f7b\u91cf\u7ea7\u5e93\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u7528\u6700\u5c11\u7684\u4ee3\u7801\u6784\u5efa\u4ee3\u7406\uff0c\u4e13\u6ce8\u4e8e\u5b9e\u7528\u6027\u548c\u6613\u7528\u6027\u3002<\/p>\n<p>Smolagents \u7684\u4e3b\u8981\u529f\u80fd\uff1a<\/p>\n<ul>\n<li>\u7b80\u5355\u6027\uff1aSmolagents \u5141\u8bb8\u4f7f\u7528\u7b80\u5355\u7684\u7f16\u7801\u65b9\u6cd5\u5feb\u901f\u8fdb\u884c\u539f\u578b\u8bbe\u8ba1\u548c\u90e8\u7f72\uff0c\u5373\u4f7f\u662f\u90a3\u4e9b\u5728\u521b\u5efa\u4ee3\u7406\u65b9\u9762\u7ecf\u9a8c\u6709\u9650\u7684\u4eba\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5b83\u3002<\/li>\n<li>\u4ee5\u4ee3\u7801\u4e3a\u4e2d\u5fc3\u7684\u4ee3\u7406\uff1a\u8be5\u6846\u67b6\u652f\u6301\u76f4\u63a5\u4ee5 Python \u4ee3\u7801\u6267\u884c\u64cd\u4f5c\u7684\u4ee3\u7406\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u5de5\u5177\u7684\u4ee3\u7406\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u901a\u5e38\u53ef\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u6548\u7387\uff0c\u800c\u4f20\u7edf\u7684\u57fa\u4e8e\u5de5\u5177\u7684\u4ee3\u7406\u53ef\u80fd\u9700\u8981\u66f4\u591a\u6b65\u9aa4\u3002<\/li>\n<li>LLM \u517c\u5bb9\u6027\uff1aSmolagents \u7684\u8bbe\u8ba1\u4e0e LLM \u65e0\u5173\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u901a\u8fc7\u5176 LiteLLM \u96c6\u6210\u4e0e Hugging Face Hub \u4e0a\u53ef\u7528\u7684\u4efb\u4f55 LLM \u4ee5\u53ca\u5176\u4ed6\u6d41\u884c\u6a21\u578b\u65e0\u7f1d\u96c6\u6210\u3002<\/li>\n<li>\u4ee3\u7406\u529f\u80fd\uff1a\u8be5\u6846\u67b6\u5141\u8bb8 LLM \u901a\u8fc7\u7f16\u5199\u53ef\u901a\u8fc7\u5916\u90e8\u5de5\u5177\u6267\u884c\u7684\u64cd\u4f5c\u6765\u63a7\u5236\u5de5\u4f5c\u6d41\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u589e\u5f3a\u4e86\u4ee3\u7406\u5904\u7406\u4e0d\u9002\u5408\u9884\u5b9a\u4e49\u5de5\u4f5c\u6d41\u7684\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/li>\n<li>\u5b89\u5168\u529f\u80fd\uff1aSmolagents \u5305\u62ec\u5728\u5b89\u5168\u7684\u6c99\u76d2\u73af\u5883\u4e2d\u6267\u884c\u4ee3\u7801\u7684\u673a\u5236\uff0c\u786e\u4fdd\u5728\u8fd0\u884c\u6f5c\u5728\u98ce\u9669\u4ee3\u7801\u65f6\u5b89\u5168\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<h2>2\u3001\u4ee5\u4ee3\u7801\u4e3a\u4e2d\u5fc3\u7684\u4ee3\u7406<\/h2>\n<p>\u8fd9\u5c31\u662f smolagents \u4e0e\u5176\u4ed6\u6240\u6709\u6846\u67b6\u4e0d\u540c\u7684\u5730\u65b9\u3002\u4f46\u8ba9\u6211\u4eec\u9996\u5148\u4e86\u89e3\u4ee3\u7801\u4ee3\u7406\u5728\u5176\u4ed6\u6846\u67b6\u4e2d\u7684\u5de5\u4f5c\u65b9\u5f0f<\/p>\n<h3>2.1 \u5176\u4ed6 Agentic \u6846\u67b6\u4e2d\u7684\u4ee3\u7801\u4ee3\u7406<\/h3>\n<p>\u5728\u5927\u591a\u6570\u5176\u4ed6\u6846\u67b6\u4e2d\uff0c\u4ee3\u7406\u901a\u8fc7\u4f7f\u7528\u7c7b\u4f3c JSON \u7684\u683c\u5f0f\u8c03\u7528\u5de5\u5177\u6765\u6267\u884c\u4efb\u52a1\u3002\u5b83\u901a\u5e38\u7684\u5de5\u4f5c\u65b9\u5f0f\u5982\u4e0b\uff1a<\/p>\n<p>\u64cd\u4f5c\u8868\u793a\uff1a<\/p>\n<p>\u4ee3\u7406\u5c06\u64cd\u4f5c\u5199\u4e3a\u7ed3\u6784\u5316\u7684 JSON\u3002\u6bcf\u4e2a\u64cd\u4f5c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u5de5\u5177\u540d\u79f0\uff1a\u8981\u4f7f\u7528\u4ec0\u4e48\u5de5\u5177\uff08\u4f8b\u5982\uff0c\u201c\u641c\u7d22\u201d\u3001\u201c\u7ffb\u8bd1\u201d\uff09\u3002<\/li>\n<li>\u53c2\u6570\uff1a\u5de5\u5177\u6240\u9700\u7684\u53c2\u6570\uff08\u4f8b\u5982\uff0c\u201c\u67e5\u8be2\u201d\uff1a\u201c\u5f53\u524d\u5929\u6c14\u201d\uff09\u3002<\/li>\n<\/ul>\n<p>\u6267\u884c\u8fc7\u7a0b\uff1a<\/p>\n<p>\u6846\u67b6\u8bfb\u53d6\u6b64 JSON\uff0c\u786e\u5b9a\u8981\u4f7f\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u5e76\u4f7f\u7528\u7ed9\u5b9a\u7684\u53c2\u6570\u8fd0\u884c\u8be5\u5de5\u5177\u3002<\/p>\n<p>\u4e00\u65e6\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\uff0c\u4ee3\u7406\u5c31\u4f1a\u5bf9\u5176\u8fdb\u884c\u5904\u7406\u5e76\u51b3\u5b9a\u4e0b\u4e00\u6b65\u64cd\u4f5c\u3002<\/p>\n<h3>2.2 Smolagents \u7684\u4e0d\u540c\u4e4b\u5904<\/h3>\n<p>Smolagents \u4e0d\u4f7f\u7528 JSON\uff0c\u800c\u662f\u8ba9\u4ee3\u7406\u7f16\u5199\u5b9e\u9645\u7684 Python \u4ee3\u7801\u6765\u6267\u884c\u64cd\u4f5c\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5b83\u4e0e\u4f17\u4e0d\u540c\u4e14\u66f4\u80dc\u4e00\u7b79\uff1a<\/p>\n<p>\u64cd\u4f5c\u5373\u4ee3\u7801\uff1a<\/p>\n<p>\u5728 Smolagents \u4e2d\uff0c\u4ee3\u7406\u76f4\u63a5\u751f\u6210 Python \u4ee3\u7801\u6765\u6267\u884c\u64cd\u4f5c\u3002<\/p>\n<p>\u76f4\u63a5\u6267\u884c\uff1a<\/p>\n<p>\u6846\u67b6\u76f4\u63a5\u8fd0\u884c\u6b64\u4ee3\u7801\uff0c\u65e0\u9700\u5c06 JSON \u8f6c\u6362\u4e3a\u5de5\u5177\u8c03\u7528\u3002\u8fd9\u4f7f\u5f97\u6267\u884c\u66f4\u5feb\u3001\u66f4\u7b80\u5355\u3001\u66f4\u51c6\u786e\u3002<\/p>\n<h2>3\u3001\u793a\u4f8b<\/h2>\n<p>\u5047\u8bbe\u4f60\u5c06\u6b64\u547d\u4ee4\u4f20\u9012\u7ed9\u4ee3\u7406\u6846\u67b6<\/p>\n<pre><code>Generate a sunset image and display<\/code><\/pre>\n<blockquote><p>\n  \u7ffb\u8bd1\uff1a\u751f\u6210\u65e5\u843d\u56fe\u50cf\u5e76\u663e\u793a\n<\/p><\/blockquote>\n<h3>3.1 \u5176\u4ed6\u6846\u67b6\uff08\u901a\u5e38\uff09<\/h3>\n<p>\u5728\u5176\u4ed6\u6846\u67b6\u4e2d\uff0c\u8fd9\u5c06\u662f\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u7ba1\u9053\uff0c\u56e0\u4e3a\u9700\u8981\u5206\u522b\u6267\u884c\u4e24\u4e2a\u64cd\u4f5c\uff1a<\/p>\n<p>\u6b65\u9aa4 1\uff1a\u751f\u6210\u56fe\u50cf<\/p>\n<p>\u4ee3\u7406\u53d1\u9001 JSON \u8bf7\u6c42\u4ee5\u751f\u6210\u56fe\u50cf\uff1a<\/p>\n<pre><code>{\n  \"tool\": \"generate_image\",\n  \"args\": { \"prompt\": \"sunset over mountains\" }\n}<\/code><\/pre>\n<p>\u6b65\u9aa4 2\uff1a\u663e\u793a\u56fe\u50cf<\/p>\n<p>\u751f\u6210\u56fe\u50cf\u540e\uff0c\u4ee3\u7406\u53d1\u9001\u53e6\u4e00\u4e2a JSON \u64cd\u4f5c\u6765\u663e\u793a\u5b83\uff1a<\/p>\n<pre><code>{\n  \"tool\": \"display_image\",\n  \"args\": { \"image\": \"generated_image.png\" }\n}<\/code><\/pre>\n<p>\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u6d89\u53ca\u89e3\u6790 JSON\u3001\u627e\u51fa\u8981\u8c03\u7528\u7684\u5de5\u5177\u5e76\u6267\u884c\u5b83\u3002\u4ee3\u7406\u65e0\u6cd5\u8f7b\u677e\u5730\u5c06\u8fd9\u4e9b\u64cd\u4f5c\u94fe\u63a5\u5728\u4e00\u8d77\u6216\u91cd\u7528\u7ed3\u679c\u3002<\/p>\n<h3>3.2 \u4f7f\u7528 smolagents <\/h3>\n<p>\u5b83\u53ea\u9700\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u540c\u65f6\u6267\u884c\u6240\u6709\u64cd\u4f5c\uff1a<\/p>\n<pre><code>image = generate_image(\"sunset over mountains\")\ndisplay(image)<\/code><\/pre>\n<p>\u56e0\u6b64\u65e0\u9700\u591a\u6b21\u8c03\u7528\uff0c\u590d\u6742\u6027\u66f4\u4f4e\u3002<\/p>\n<h2>4\u3001Smolagents \u66f4\u597d\u7684\u539f\u56e0<\/h2>\n<p>\u5f00\u9500\u66f4\u5c11\uff1a\u65e0\u9700\u5c06 JSON \u8f6c\u6362\u4e3a\u5de5\u5177\u8c03\u7528 &#8211; \u53ea\u9700\u8fd0\u884c\u4ee3\u7801\u5373\u53ef\u3002<\/p>\n<p>\u7075\u6d3b\u6027\u66f4\u9ad8\uff1aPython \u4ee3\u7801\u53ef\u4ee5\u5904\u7406 JSON \u65e0\u6cd5\u5904\u7406\u7684\u590d\u6742\u4efb\u52a1\uff08\u5faa\u73af\u3001\u6761\u4ef6\u3001\u81ea\u5b9a\u4e49\u51fd\u6570\uff09\u3002<\/p>\n<p>\u4e0e LLM \u8bad\u7ec3\u66f4\u597d\u5730\u4fdd\u6301\u4e00\u81f4\uff1a\u7531\u4e8e LLM \u7ecf\u8fc7\u5927\u91cf Python \u4ee3\u7801\u8bad\u7ec3\uff0c\u56e0\u6b64\u5728\u751f\u6210\u4ee3\u7801\u64cd\u4f5c\u65f6\u6bd4\u751f\u6210 JSON \u64cd\u4f5c\u65f6\u8868\u73b0\u66f4\u597d\u3002<\/p>\n<p>\u7b80\u5316\u6267\u884c\uff1a\u4ee3\u7406\u53ef\u4ee5\u4e00\u6b21\u6027\u76f4\u63a5\u5904\u7406\u4efb\u52a1\uff0c\u65e0\u9700\u989d\u5916\u6b65\u9aa4\u89e3\u91ca JSON\u3002<\/p>\n<p>\u517c\u5bb9\u4efb\u4f55\u672c\u5730 LLM \u548c API<\/p>\n<h2>5\u3001smolagents \u7f3a\u70b9<\/h2>\n<p>\u867d\u7136\u6846\u67b6\u5f88\u68d2\uff0c\u4f46\u5728\u4f7f\u7528\u5b83\u4e4b\u524d\u5fc5\u987b\u4e86\u89e3\u4e00\u4e9b\u5371\u9669<\/p>\n<ul>\n<li>\u4ee3\u7801\u6267\u884c\u6709\u7f3a\u9677\uff1a\u5c3d\u7ba1 Smolagents \u5305\u62ec\u5b89\u5168\u672c\u5730\u89e3\u91ca\u5668\u548c E2B \u8fdc\u7a0b\u6267\u884c\u7b49\u4fdd\u62a4\u63aa\u65bd\uff0c\u4f46\u4ecd\u7136\u53ef\u80fd\u5b58\u5728\u6846\u67b6\u8fd0\u884c\u201c\u5220\u9664\u6240\u6709\u5185\u5bb9\u201d\u4ee3\u7801\u7247\u6bb5\u7684\u60c5\u51b5\uff0c\u5bfc\u81f4\u60a8\u7684 PC \u51fa\u73b0\u6545\u969c\u3002<\/li>\n<li>\u770b\u8d77\u6765\u4e0d\u50cf LangGraph \u90a3\u4e48\u7075\u6d3b\u3002<\/li>\n<li>\u4f60\u7684 LLM \u5e94\u8be5\u64c5\u957f\u7f16\u7801\uff01\uff01\u6211\u5c1d\u8bd5\u8fc7\u51e0\u4e2a\u975e\u7f16\u7801\u4eba\u5458\u7684 LLM\uff0c\u7ed3\u679c\u5e76\u4e0d\u597d<\/li>\n<\/ul>\n<p>\u662f\u5426\u9700\u8981\u4e3a\u6240\u6709\u4e8b\u60c5\u7f16\u5199\u4ee3\u7801\uff1f\u4e00\u70b9\u4e5f\u4e0d\u3002Smolagents \u53ef\u80fd\u4f1a\u5e26\u6765\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u5b83\u662f\u6700\u597d\u7684\u6846\u67b6\u5417\uff1f\u6211\u4e0d\u8fd9\u4e48\u8ba4\u4e3a\uff0c\u4f46\u5982\u679c\u4f60\u4ece Agentic \u6846\u67b6\u5f00\u59cb\uff0c\u5b83\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u6846\u67b6\u3002\u800c\u4e14\u5b83\u5f88\u5bb9\u6613\uff01\uff01<\/p>\n<h2>6\u3001\u5982\u4f55\u4f7f\u7528 smolagents\uff1f<\/h2>\n<p>\u76f4\u63a5\u4ece repo \u4e2d\u83b7\u53d6\u793a\u4f8b\u3002<\/p>\n<p>\u9996\u5148pip \u5b89\u88c5\u5305\uff1a<\/p>\n<pre><code>pip install smolagents<\/code><\/pre>\n<p>\u7136\u540e\u521b\u5efa CodeAgent \u5e76\u5411\u5176\u4f20\u9012\u4e00\u4e9b\u5de5\u5177\uff1a<\/p>\n<pre><code>from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel\n\nagent = CodeAgent(tools=[DuckDuckGoSearchTool()], model=HfApiModel())\n\nagent.run(\"How many seconds would it take for a leopard at full speed to run through Pont des Arts?\")<\/code><\/pre>\n<p>\u5982\u4f60\u6240\u89c1\uff0cCodeAgent \u662f\u4f7f\u7528\u4efb\u4f55\u7c7b\u578b\u5de5\u5177\uff08\u5728\u672c\u4f8b\u4e2d\u4e3a\u4e92\u8054\u7f51\u641c\u7d22\uff09\u7684\u72ec\u7acb\u4ee3\u7406\u3002\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u63d0\u793a\uff0cCodeAgent \u5c06\u7f16\u5199\u4ee3\u7801\u4ee5\uff1a<\/p>\n<p>\u641c\u7d22\u4e92\u8054\u7f51\u4ee5\u627e\u51fa\u56de\u7b54\u95ee\u9898\u6240\u9700\u7684\u4e0d\u540c\u4fe1\u606f<\/p>\n<p>\u4ee5\u6700\u7ec8\u8f93\u51fa\u4e3a\u201c\u79d2\u201d\u7684\u65b9\u5f0f\u7f16\u5199\u4ee3\u7801\uff0c\u56e0\u6b64\u4f60\u7684\u4efb\u4f55\u95ee\u9898\u90fd\u6709\u5b8c\u5168\u5b9a\u5236\u7684\u4ee3\u7801\uff01\uff01<\/p>\n<hr>\n","protected":false},"excerpt":{"rendered":"<p>\u6b63\u5982\u4f60\u4e00\u5b9a\u5728\u591a\u4e2a\u5730\u65b9\u8bfb\u5230\u7684\u90a3\u6837\uff0c2025 \u5e74\u662fAI\u4ee3\u7406\u7684\u4e00\u5e74\u3002\u4ee5\u81f3\u4e8e\u9a6c\u514b\u00b7\u624e\u514b\u4f2f\u683c\u516c\u5f00\u8868\u793a Meta \u5c06\u8ba9AI\u4ee3\u7406\u62c5\u4efb\u4e2d\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u3002 \u4ece\u8fc7\u53bb\u7684\u51e0\u4e2a\u7248\u672c\u4e2d\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u51fa\uff0c\u5fae\u8f6f\u73b0\u5728\u62e5\u6709 3 \u4e2a\u591a\u4ee3\u7406\u7f16\u6392\u6846\u67b6\uff08AutoGen\u3001Magentic-One\u3001Tiny-Troupe\uff09\uff0cOpenAI \u53d1\u5e03\u4e86 Swarm\uff0cAWS \u9664\u4e86\u72ec\u7acb\u7684 Langraph \u548c CrewAI \u4e4b\u5916\u8fd8\u63a8\u51fa\u4e86\u591a\u4ee3\u7406\u7f16\u6392\u5668\u3002\u73b0\u5728\uff0c\u5c31\u8fde HuggingFace \u4e5f\u52a0\u5165\u4e86\u63a8\u51fa\u201csmolagents\u201d\u7684\u884c\u5217\uff0c\u8fd9\u53c8\u662f\u4e00\u4e2a\u591a\u4ee3\u7406\u6846\u67b6\uff0c\u4f46\u6709\u6240\u4e0d\u540c\u3002 1\u3001\u4ec0\u4e48\u662f smolagents\uff1f \u662f Hugging Face \u65b0\u63a8\u51fa\u7684\u4ee3\u7406\u6846\u67b6\uff0c\u65e8\u5728\u7b80\u5316\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u667a\u80fd\u4ee3\u7406\u7684\u521b\u5efa\u3002\u8fd9\u4e2a\u8f7b\u91cf\u7ea7\u5e93\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u7528\u6700\u5c11\u7684\u4ee3\u7801\u6784\u5efa\u4ee3\u7406\uff0c\u4e13\u6ce8\u4e8e\u5b9e\u7528\u6027\u548c\u6613\u7528\u6027\u3002 Smolagents \u7684\u4e3b\u8981\u529f\u80fd\uff1a \u7b80\u5355\u6027\uff1aSmolagents \u5141\u8bb8\u4f7f\u7528\u7b80\u5355\u7684\u7f16\u7801\u65b9\u6cd5\u5feb\u901f\u8fdb\u884c\u539f\u578b\u8bbe\u8ba1\u548c\u90e8\u7f72\uff0c\u5373\u4f7f\u662f\u90a3\u4e9b\u5728\u521b\u5efa\u4ee3\u7406\u65b9\u9762\u7ecf\u9a8c\u6709\u9650\u7684\u4eba\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5b83\u3002 \u4ee5\u4ee3\u7801\u4e3a\u4e2d\u5fc3\u7684\u4ee3\u7406\uff1a\u8be5\u6846\u67b6\u652f\u6301\u76f4\u63a5\u4ee5 Python \u4ee3\u7801\u6267\u884c\u64cd\u4f5c\u7684\u4ee3\u7406\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u5de5\u5177\u7684\u4ee3\u7406\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u901a\u5e38\u53ef\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u6548\u7387\uff0c\u800c\u4f20\u7edf\u7684\u57fa\u4e8e\u5de5\u5177\u7684\u4ee3\u7406\u53ef\u80fd\u9700\u8981\u66f4\u591a\u6b65\u9aa4\u3002 LLM \u517c\u5bb9\u6027\uff1aSmolagents \u7684\u8bbe\u8ba1\u4e0e LLM \u65e0\u5173\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u901a\u8fc7\u5176 LiteLLM \u96c6\u6210\u4e0e Hugging Face Hub \u4e0a\u53ef\u7528\u7684\u4efb\u4f55 LLM \u4ee5\u53ca\u5176\u4ed6\u6d41\u884c\u6a21\u578b\u65e0\u7f1d\u96c6\u6210\u3002 \u4ee3\u7406\u529f\u80fd\uff1a\u8be5\u6846\u67b6\u5141\u8bb8 LLM \u901a\u8fc7\u7f16\u5199\u53ef\u901a\u8fc7\u5916\u90e8\u5de5\u5177\u6267\u884c\u7684\u64cd\u4f5c\u6765\u63a7\u5236\u5de5\u4f5c\u6d41\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u589e\u5f3a\u4e86\u4ee3\u7406\u5904\u7406\u4e0d\u9002\u5408\u9884\u5b9a\u4e49\u5de5\u4f5c\u6d41\u7684\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\u3002 \u5b89\u5168\u529f\u80fd\uff1aSmolagents \u5305\u62ec\u5728\u5b89\u5168\u7684\u6c99\u76d2\u73af\u5883\u4e2d\u6267\u884c\u4ee3\u7801\u7684\u673a\u5236\uff0c\u786e\u4fdd\u5728\u8fd0\u884c\u6f5c\u5728\u98ce\u9669\u4ee3\u7801\u65f6\u5b89\u5168\u8fd0\u884c\u3002 2\u3001\u4ee5\u4ee3\u7801\u4e3a\u4e2d\u5fc3\u7684\u4ee3\u7406 \u8fd9\u5c31\u662f smolagents \u4e0e\u5176\u4ed6\u6240\u6709\u6846\u67b6\u4e0d\u540c\u7684\u5730\u65b9\u3002\u4f46\u8ba9\u6211\u4eec\u9996\u5148\u4e86\u89e3\u4ee3\u7801\u4ee3\u7406\u5728\u5176\u4ed6\u6846\u67b6\u4e2d\u7684\u5de5\u4f5c\u65b9\u5f0f 2.1 \u5176\u4ed6 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-53749","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53749","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=53749"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53749\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=53749"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=53749"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=53749"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}