{"id":607,"date":"2024-08-23T22:20:12","date_gmt":"2024-08-23T14:20:12","guid":{"rendered":"http:\/\/mapleleaf666.vip\/?p=607"},"modified":"2024-08-23T22:20:15","modified_gmt":"2024-08-23T14:20:15","slug":"%e4%b9%a6%e7%94%9f%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ae%9e%e6%88%98%e8%90%a5-lagent-%e8%87%aa%e5%ae%9a%e4%b9%89%e4%bd%a0%e7%9a%84-agent-%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"http:\/\/mapleleaf666.vip\/?p=607","title":{"rendered":"\u4e66\u751f\u5927\u6a21\u578b\u5b9e\u6218\u8425\u2014\u2014Lagent \u81ea\u5b9a\u4e49\u4f60\u7684 Agent \u667a\u80fd\u4f53"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u672c\u6587\u53c2\u8003\u5b9e\u6218\u8425\u63d0\u4f9b\u7684\u6559\u7a0b\uff1a<a href=\"https:\/\/github.com\/InternLM\/Tutorial\/blob\/camp3\/docs\/L2\/Lagent\/readme.md\">Tutorial\/docs\/L2\/Lagent\/readme.md at camp3 \u00b7 InternLM\/Tutorial (github.com)<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u57fa\u7840\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Lagent \u81ea\u5b9a\u4e49\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u5e76\u4f7f\u7528 Lagent Web Demo \u6210\u529f\u90e8\u7f72\u4e0e\u8c03\u7528<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">1 Lagent \u4ecb\u7ecd<\/h2>\n\n\n\n<p>Lagent \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u5f00\u6e90\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u53ef\u4ee5\u9ad8\u6548\u5730\u6784\u5efa\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u4f53\u3002\u540c\u65f6\u5b83\u4e5f\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5178\u578b\u5de5\u5177\u4ee5\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5176\u57fa\u672c\u67b6\u6784\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/22\/roIxwbOXczYCFUK.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/22\/roIxwbOXczYCFUK.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"262059491-cefc4145-2ad8-4f80-b88b-97c05d1b9d3e\"\/><\/div><\/figure>\n\n\n\n<p>Lagent \u5305\u542b\u4e09\u4e2a\u4e3b\u8981\u6a21\u5757\uff1aagents\uff0cllms \u548c actions\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>agents<\/strong> \u5b9e\u73b0\u4e86\u591a\u79cd\u667a\u80fd\u4f53\uff0c\u5982 ReAct\uff0cAutoGPT\u3002<\/li>\n\n\n\n<li><strong>llms<\/strong> \u652f\u6301\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5305\u62ec\u5728 HuggingFace \u4e0a\u6258\u7ba1\u7684\u5f00\u6e90\u6a21\u578b\uff08Llama-2, InterLM\uff09\u53ca GPT3.5\/4 \u7b49\u95ed\u6e90\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>actions<\/strong> \u5305\u542b\u4e00\u7cfb\u5217\u5de5\u5177\uff0c\u5e76\u63d0\u4f9b\u5de5\u5177\u6267\u884c\u5668\u6765\u7edf\u4e00\u7ba1\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2 \u73af\u5883\u914d\u7f6e<\/h2>\n\n\n\n<p>\u9996\u5148\u6765\u4e3a Lagent \u914d\u7f6e\u4e00\u4e2a\u53ef\u7528\u7684\u73af\u5883\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u521b\u5efa\u73af\u5883\nconda create -n agent_camp3 python=3.10 -y\n# \u6fc0\u6d3b\u73af\u5883\nconda activate agent_camp3\n# \u5b89\u88c5 torch\nconda install pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia -y\n# \u5b89\u88c5\u5176\u4ed6\u4f9d\u8d56\u5305\npip install termcolor==2.4.0\npip install lmdeploy==0.5.2<\/code><\/pre>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u901a\u8fc7\u6e90\u7801\u5b89\u88c5\u7684\u65b9\u5f0f\u5b89\u88c5 lagent\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u521b\u5efa\u76ee\u5f55\u4ee5\u5b58\u653e\u4ee3\u7801\nmkdir -p \/root\/agent_camp3\ncd \/root\/agent_camp3\ngit clone https:\/\/github.com\/InternLM\/lagent.git\ncd lagent &amp;&amp; git checkout 81e7ace &amp;&amp; pip install -e . &amp;&amp; cd ..<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">3 Lagent Web Demo \u4f7f\u7528<\/h2>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u5148\u4f7f\u7528 LMDeploy \u90e8\u7f72 InternLM2.5-7B-Chat\uff0c\u5e76\u542f\u52a8\u4e00\u4e2a API Server\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>conda activate agent_camp3\nlmdeploy serve api_server \/share\/new_models\/Shanghai_AI_Laboratory\/internlm2_5-7b-chat --model-name internlm2_5-7b-chat<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/23\/djZaLtC5ckhY8lR.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/23\/djZaLtC5ckhY8lR.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240823210945168\"\/><\/div><\/figure>\n\n\n\n<p>\u542f\u52a8\u670d\u52a1\u540e\uff0c\u6211\u4eec\u9700\u8981\u5728\u53e6\u4e00\u4e2a\u7a97\u53e3\u542f\u52a8 Lagent \u7684 Web Demo\uff0c\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd \/root\/agent_camp3\/lagent\nconda activate agent_camp3\nstreamlit run examples\/internlm2_agent_web_demo.py<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/23\/7GbKvBTjkmU8oEt.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/23\/7GbKvBTjkmU8oEt.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240823211103020\"\/><\/div><\/figure>\n\n\n\n<p>\u7531\u4e8e\u6211\u4eec\u4f7f\u7528vscode\uff0c\u5176\u4f1a\u81ea\u52a8\u5e2e\u6211\u4eec\u8fdb\u884c\u7aef\u53e3\u6620\u5c04<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u76f4\u63a5\u6309\u6587\u6863\u6d41\u7a0b\u4f1a\u9047\u5230<code>ModuleNotFoundError: No module named 'griffe.enumerations'<\/code>\u7684\u95ee\u9898\uff0c\u539f\u56e0\u662f<code>griffe<\/code>\u7684\u7248\u672c\u8fc7\u9ad8\uff0c\u9700\u8981\u5b89\u88c5\u4f4e\u7248\u672c<code>pip install griffe==0.48<\/code>\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u5728\u672c\u5730\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00 <code>localhost:8501<\/code>\uff0c\u5e76\u4fee\u6539<strong>\u6a21\u578b\u540d\u79f0<\/strong>\u4e00\u680f\u4e3a <code>internlm2_5-7b-chat<\/code>\uff0c\u4fee\u6539<strong>\u6a21\u578b ip<\/strong>\u4e00\u680f\u4e3a<code>127.0.0.1:23333<\/code>\u3002\uff08\u6ce8\u610f\u6bcf\u4e2a\u5730\u65b9\u4fee\u6539\u9700\u8981\u6309\u4e0b\u56de\u8f66\uff09<\/p>\n\n\n\n<p>\u7136\u540e\uff0c\u6211\u4eec\u5728\u63d2\u4ef6\u9009\u62e9\u4e00\u680f\u9009\u62e9 <code>ArxivSearch<\/code>\uff0c\u5e76\u8f93\u5165\u6307\u4ee4\u201c\u5e2e\u6211\u641c\u7d22\u4e00\u4e0b MindSearch \u8bba\u6587\u201d\uff0c\u53ef\u4ee5\u770b\u5230\u6f14\u793a\u6548\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/23\/tMbQVXDF2HvN5y7.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/23\/tMbQVXDF2HvN5y7.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240823212836174\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4 \u57fa\u4e8eLagent\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53<\/h2>\n\n\n\n<p>\u52a8\u4f5c\uff08actions\uff09\uff0c\u4e5f\u88ab\u79f0\u4e3a\u5de5\u5177\uff0c\u63d0\u4f9b\u4e86\u4e00\u5957LLM\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u7528\u6765\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u5e76\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u51fd\u6570\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 Lagent \u81ea\u5b9a\u4e49\u5de5\u5177\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u51e0\u6b65\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7ee7\u627f <code>BaseAction<\/code> \u7c7b<\/li>\n\n\n\n<li>\u5b9e\u73b0\u7b80\u5355\u5de5\u5177\u7684 <code>run<\/code> \u65b9\u6cd5\uff1b\u6216\u8005\u5b9e\u73b0\u5de5\u5177\u5305\u5185\u6bcf\u4e2a\u5b50\u5de5\u5177\u7684\u529f\u80fd<\/li>\n\n\n\n<li>\u7b80\u5355\u5de5\u5177\u7684 <code>run<\/code> \u65b9\u6cd5\u53ef\u9009\u88ab <code>tool_api<\/code> \u88c5\u9970\uff1b\u5de5\u5177\u5305\u5185\u6bcf\u4e2a\u5b50\u5de5\u5177\u7684\u529f\u80fd\u90fd\u9700\u8981\u88ab <code>tool_api<\/code> \u88c5\u9970<\/li>\n<\/ol>\n\n\n\n<p>\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u5c1d\u8bd5\u5b9e\u73b0\u4e00\u4e2a\u8c03\u7528 MagicMaker API \u4ee5\u5b8c\u6210\u6587\u751f\u56fe\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u8be6\u7ec6\u7684lagent\u77e5\u8bc6\u4ecb\u7ecd\u8bf7\u53c2\u8003\u5b98\u65b9\u6587\u6863\uff1a<a href=\"https:\/\/lagent.readthedocs.io\/zh-cn\/latest\/tutorials\/action.html\">\u52a8\u4f5c \u2014 Lagent<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u5148\u521b\u5efa\u4e00\u4e2a\u5de5\u5177\u6587\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd \/root\/agent_camp3\/lagent\ntouch lagent\/actions\/magicmaker.py<\/code><\/pre>\n\n\n\n<p>\u5e76\u653e\u5165\u5982\u4e0b\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import json\nimport requests\n\nfrom lagent.actions.base_action import BaseAction, tool_api\nfrom lagent.actions.parser import BaseParser, JsonParser\nfrom lagent.schema import ActionReturn, ActionStatusCode\n\n\nclass MagicMaker(BaseAction):\n    styles_option = &#91;\n        'dongman',  # \u52a8\u6f2b\n        'guofeng',  # \u56fd\u98ce\n        'xieshi',   # \u5199\u5b9e\n        'youhua',   # \u6cb9\u753b\n        'manghe',   # \u76f2\u76d2\n    ]\n    aspect_ratio_options = &#91;\n        '16:9', '4:3', '3:2', '1:1',\n        '2:3', '3:4', '9:16'\n    ]\n\n    def __init__(self,\n                 style='guofeng',\n                 aspect_ratio='4:3'):\n        super().__init__()\n        if style in self.styles_option:\n            self.style = style\n        else:\n            raise ValueError(f'The style must be one of {self.styles_option}')\n        \n        if aspect_ratio in self.aspect_ratio_options:\n            self.aspect_ratio = aspect_ratio\n        else:\n            raise ValueError(f'The aspect ratio must be one of {aspect_ratio}')\n    \n    @tool_api\n    def generate_image(self, keywords: str) -> dict:\n        \"\"\"Run magicmaker and get the generated image according to the keywords.\n\n        Args:\n            keywords (:class:`str`): the keywords to generate image\n\n        Returns:\n            :class:`dict`: the generated image\n                * image (str): path to the generated image\n        \"\"\"\n        try:\n            response = requests.post(\n                url='https:\/\/magicmaker.openxlab.org.cn\/gw\/edit-anything\/api\/v1\/bff\/sd\/generate',\n                data=json.dumps({\n                    \"official\": True,\n                    \"prompt\": keywords,\n                    \"style\": self.style,\n                    \"poseT\": False,\n                    \"aspectRatio\": self.aspect_ratio\n                }),\n                headers={'content-type': 'application\/json'}\n            )\n        except Exception as exc:\n            return ActionReturn(\n                errmsg=f'MagicMaker exception: {exc}',\n                state=ActionStatusCode.HTTP_ERROR)\n        image_url = response.json()&#91;'data']&#91;'imgUrl']\n        return {'image': image_url}<\/code><\/pre>\n\n\n\n<p>\u4ee3\u7801\u4e2d\uff0c\u9996\u5148\u5b9a\u4e49\u4e86\u4e00\u4e2aMagicMaker\u7c7b\uff0c\u5e76\u7ee7\u627f\u4e86BaseAction\u7c7b\uff0c\u7c7b\u4e2d\u4e3b\u8981\u5b9a\u4e49\u4e86\u4e24\u4e2a\u53c2\u6570\uff0c\u5373\u56fe\u7247\u6bd4\u4f8b\u548c\u56fe\u7247\u98ce\u683c\uff0c\u5e76\u5b9e\u73b0\u4e00\u4e2a\u5de5\u5177\u63a5\u53e3\u51fd\u6570<code>generate_image<\/code>\uff0c\u7528\u4e8e\u57fa\u4e8e\u53c2\u6570\u751f\u6210\u56fe\u7247\u3002<\/p>\n\n\n\n<p>\u7136\u540e\uff0c\u6211\u4eec\u9700\u8981\u4fee\u6539 <code>\/root\/agent_camp3\/lagent\/examples\/internlm2_agent_web_demo.py<\/code> \u6765\u5f15\u5165\u6211\u4eec\u7684\u81ea\u5b9a\u4e49\u5de5\u5177\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728 <code>from lagent.actions import ActionExecutor, ArxivSearch, IPythonInterpreter<\/code> \u7684\u4e0b\u4e00\u884c\u6dfb\u52a0 <code>from lagent.actions.magicmaker import MagicMaker<\/code><\/li>\n\n\n\n<li>\u5728\u7b2c27\u884c\u6dfb\u52a0 <code>MagicMaker()<\/code>\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e4b\u540e\u91cd\u65b0\u8fd0\u884cweb demo\uff0c\u5c31\u53ef\u4ee5\u5728\u5de6\u4e0b\u89d2\u63d2\u4ef6\u4e2d\u627e\u5230\u6211\u4eec\u81ea\u5b9a\u4e49\u7684\u63d2\u4ef6\u3002\u6211\u4eec\u5c1d\u8bd5\u8ba9\u4ed6\u751f\u6210\u4e00\u526f\u6c5f\u8fb9\u5782\u9493\u7684\u6c34\u58a8\u753b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6548\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/23\/ZPM6BFYwcnT3epk.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/23\/ZPM6BFYwcnT3epk.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240823215801134\"\/><\/div><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/s2.loli.net\/2024\/08\/23\/RQOflPJhaBqYs75.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/s2.loli.net\/2024\/08\/23\/RQOflPJhaBqYs75.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"image-20240823215708266\"\/><\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u53c2\u8003\u5b9e\u6218\u8425\u63d0\u4f9b\u7684\u6559\u7a0b\uff1aTutorial\/docs\/L2\/Lagent\/readme.md at camp3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[35],"class_list":["post-607","post","type-post","status-publish","format-standard","hentry","category-note","tag-llm"],"_links":{"self":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/607","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=607"}],"version-history":[{"count":1,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/607\/revisions"}],"predecessor-version":[{"id":608,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=\/wp\/v2\/posts\/607\/revisions\/608"}],"wp:attachment":[{"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=607"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=607"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/mapleleaf666.vip\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=607"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}