第三课.ipynb

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    "# 第三课 Agent模式说明\n",
    "\n",
    "1. 用大模型做一个技能\n",
    "2. 引入 Agent 模式\n",
    "3. 使用 Agent 模式"
   ]
  },
  {
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     "text": [
      "0.2.5\n"
     ]
    }
   ],
   "source": [
    "# 初始化运行环境\n",
    "require 'luo'\n",
    "\n",
    "Luo.notebook_setup do |loader|\n",
    "  loader.push_dir(File.join(__dir__, 'agents'))\n",
    "end\n",
    "\n",
    "puts Luo::VERSION"
   ]
  },
  {
   "cell_type": "markdown",
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    "## Agent 模式说明\n",
    "Agent模式通常在API调用中使用，以便于进行更为复杂、交互性强的对话场景，比如在游戏、故事生成、辅导等应用中。在Agent模式下，模型会生成对话的一部分，不仅仅是回应一个单一的提示。在这种模式下，模型会更深入地理解对话的上下文，比如前面的对话内容、角色之间的关系等。这有助于模型生成更连贯、一致的对话内容。\n",
    "\n",
    "比如在一个故事生成的应用中，你可能想要模型生成一个角色的对话内容，而这个角色在整个故事中会有一致的性格和行为方式。通过使用Agent模式，你可以给模型提供这个角色的背景信息和性格特征，以便模型在生成对话内容时保持角色的一致性。\n",
    "\n",
    "总的来说，Agent模式可以帮助模型更好地理解复杂的对话场景，生成更连贯、一致的对话内容。"
   ]
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   "id": "441f4afd-c29f-47ae-86a0-663d780245a4",
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    {
     "data": {
      "text/plain": [
       "Luo::XinghuoFinalAgent"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 在luo中，包装有 Agent模型的实现，你不需要了解怎么实现 Agent 模式，但是需要了解怎么处理\n",
    "\n",
    "class Runner < XinghuoAgentRunner\n",
    "  register WeatherAgent\n",
    "  register TimeAgent\n",
    "  register XinghuoFinalAgent\n",
    "end"
   ]
  },
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   "source": [
    "$runner = Runner.new\n",
    "\n",
    "def input(text)\n",
    "  context = $runner.call(text)\n",
    "  Helpers.display_md <<~MD\n",
    "  ## Input:\n",
    "  #{text}\n",
    "\n",
    "  ## Response:\n",
    "  #{context.response}\n",
    "\n",
    "  ## Final Result:\n",
    "  #{context.final_result}\n",
    "\n",
    "  ## History:\n",
    "  ```ruby\n",
    "  #{context.histories.to_a}\n",
    "  ```\n",
    "    MD\n",
    "    puts \"\\n\\n\\n\"\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2d14229f-b684-4955-90c3-bdd168168f95",
   "metadata": {},
   "outputs": [
    {
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     "text": [
      "** call aiui weather **\n"
     ]
    },
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       "<h2>Input:</h2>\n",
       "\n",
       "<p>明天的天气怎么样</p>\n",
       "\n",
       "<h2>Response:</h2>\n",
       "\n",
       "<p>调用工具：天气查询</p>\n",
       "\n",
       "<h2>Final Result:</h2>\n",
       "\n",
       "<p>北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。</p>\n",
       "\n",
       "<h2>History:</h2>\n",
       "<pre class=\"highlight\"><span class=\"p\">[{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"明天的天气怎么样\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。\"</span><span class=\"p\">}]</span>\n",
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     "text": [
      "** call aiui time **\n"
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       "<h2>Input:</h2>\n",
       "\n",
       "<p>现在几点</p>\n",
       "\n",
       "<h2>Response:</h2>\n",
       "\n",
       "<p>调用工具：时间查询</p>\n",
       "\n",
       "<h2>Final Result:</h2>\n",
       "\n",
       "<p>现在是15点4分55秒。</p>\n",
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       "<pre class=\"highlight\"><span class=\"p\">[{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"明天的天气怎么样\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"现在几点\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"现在是15点4分55秒。\"</span><span class=\"p\">}]</span>\n",
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       "\"<style>.highlight table td { padding: 5px; }\\n.highlight table pre { margin: 0; }\\n.highlight, .highlight .w {\\n  color: #24292f;\\n  background-color: #f6f8fa;\\n}\\n.highlight .k, .highlight .kd, .highlight .kn, .highlight .kp, .highlight .kr, .highlight .kt, .highlight .kv {\\n  color: #cf222e;\\n}\\n.highlight .gr {\\n  color: #f6f8fa;\\n}\\n.highlight .gd {\\n  color: #82071e;\\n  background-color: #ffebe9;\\n}\\n.highlight .nb {\\n  color: #953800;\\n}\\n.highlight .nc {\\n  color: #953800;\\n}\\n.highlight .no {\\n  color: #953800;\\n}\\n.highlight .nn {\\n  color: #953800;\\n}\\n.highlight .sr {\\n  color: #116329;\\n}\\n.highlight .na {\\n  color: #116329;\\n}\\n.highlight .nt {\\n  color: #116329;\\n}\\n.highlight .gi {\\n  color: #116329;\\n  background-color: #dafbe1;\\n}\\n.highlight .kc {\\n  color: #0550ae;\\n}\\n.highlight .l, .highlight .ld, .highlight .m, .highlight .mb, .highlight .mf, .highlight .mh, .highlight .mi, .highlight .il, .highlight .mo, .highlight .mx {\\n  color: #0550ae;\\n}\\n.highlight .sb {\\n  color: #0550ae;\\n}\\n.highlight .bp {\\n  color: #0550ae;\\n}\\n.highlight .ne {\\n  color: #0550ae;\\n}\\n.highlight .nl {\\n  color: #0550ae;\\n}\\n.highlight .py {\\n  color: #0550ae;\\n}\\n.highlight .nv, .highlight .vc, .highlight .vg, .highlight .vi, .highlight .vm {\\n  color: #0550ae;\\n}\\n.highlight .o, .highlight .ow {\\n  color: #0550ae;\\n}\\n.highlight .gh {\\n  color: #0550ae;\\n  font-weight: bold;\\n}\\n.highlight .gu {\\n  color: #0550ae;\\n  font-weight: bold;\\n}\\n.highlight .s, .highlight .sa, .highlight .sc, .highlight .dl, .highlight .sd, .highlight .s2, .highlight .se, .highlight .sh, .highlight .sx, .highlight .s1, .highlight .ss {\\n  color: #0a3069;\\n}\\n.highlight .nd {\\n  color: #8250df;\\n}\\n.highlight .nf, .highlight .fm {\\n  color: #8250df;\\n}\\n.highlight .err {\\n  color: #f6f8fa;\\n  background-color: #82071e;\\n}\\n.highlight .c, .highlight .ch, .highlight .cd, .highlight .cm, .highlight .cp, .highlight .cpf, .highlight .c1, .highlight .cs {\\n  color: #6e7781;\\n}\\n.highlight .gl {\\n  color: #6e7781;\\n}\\n.highlight .gt {\\n  color: #6e7781;\\n}\\n.highlight .ni {\\n  color: #24292f;\\n}\\n.highlight .si {\\n  color: #24292f;\\n}\\n.highlight .ge {\\n  color: #24292f;\\n  font-style: italic;\\n}\\n.highlight .gs {\\n  color: #24292f;\\n  font-weight: bold;\\n}</style>\\n<h2>Input:</h2>\\n\\n<p>现在几点</p>\\n\\n<h2>Response:</h2>\\n\\n<p>调用工具：时间查询</p>\\n\\n<h2>Final Result:</h2>\\n\\n<p>现在是15点4分55秒。</p>\\n\\n<h2>History:</h2>\\n<pre class=\\\"highlight\\\"><span class=\\\"p\\\">[{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"明天的天气怎么样\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"现在几点\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"现在是15点4分55秒。\\\"</span><span class=\\\"p\\\">}]</span>\\n</pre>\\n\""
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      "\n",
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    "input \"现在几点\""
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  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9c7064df-c1c3-49c7-9195-1099b60ed1bf",
   "metadata": {},
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    {
     "data": {
      "text/plain": [
       ":call"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class CodeAgent < Agent\n",
    "  agent_name '代码生成'\n",
    "  agent_desc '根据自然语音，生产对于的ruby代码'\n",
    "  \n",
    "  on_call do\n",
    "    system = \"你是一个ruby专家, 和我一起结对编程\"\n",
    "    prompt = PromptTemplate.new(text: \"<%= input %>\")\n",
    "    cain = LLMFunc.cain\n",
    "                  .system(system)\n",
    "                  .prompt(prompt)\n",
    "                  .adapter(OpenAI.llm_func_adapter)\n",
    "    context.final_result = cain.call(input: context.user_input, history: context.histories).output\n",
    "  end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "7bf7bc6d-15b4-4396-a741-c13f113156ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CodeAgent"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class Runner1 < XinghuoAgentRunner\n",
    "  register WeatherAgent\n",
    "  register TimeAgent\n",
    "  register XinghuoFinalAgent\n",
    "  register CodeAgent\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b521a3f9-219c-489b-a057-c58ae9903774",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "#<Runner1:0x00007f33f26eef88>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "$runner1 = Runner1.new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "66402a38-606f-40ac-8c3b-e06e4af1ae75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ":input1"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def input1(text)\n",
    "  context = $runner1.call(text)\n",
    "  Helpers.display_md <<~MD\n",
    "  ## Input:\n",
    "  #{text}\n",
    "\n",
    "  ## Response:\n",
    "  #{context.response}\n",
    "\n",
    "  ## Final Result:\n",
    "  #{context.final_result}\n",
    "\n",
    "  ## History:\n",
    "  ```ruby\n",
    "  #{context.histories.to_a}\n",
    "  ```\n",
    "    MD\n",
    "    puts \"\\n\\n\\n\"\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1b946091-3b4f-4549-8264-73fb34c89455",
   "metadata": {},
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       "<h2>Input:</h2>\n",
       "\n",
       "<p>帮我写一段1加到100的代码</p>\n",
       "\n",
       "<h2>Response:</h2>\n",
       "\n",
       "<p>调用工具：代码生成。</p>\n",
       "\n",
       "<h2>Final Result:</h2>\n",
       "\n",
       "<p>当然可以，以下是一个简单的 Ruby 代码，用于计算从 1 到 100 的所有整数的总和：</p>\n",
       "<pre class=\"highlight\"><span class=\"n\">sum</span> <span class=\"o\">=</span> <span class=\"mi\">0</span>\n",
       "<span class=\"p\">(</span><span class=\"mi\">1</span><span class=\"o\">..</span><span class=\"mi\">100</span><span class=\"p\">).</span><span class=\"nf\">each</span> <span class=\"k\">do</span> <span class=\"o\">|</span><span class=\"n\">i</span><span class=\"o\">|</span>\n",
       "  <span class=\"n\">sum</span> <span class=\"o\">+=</span> <span class=\"n\">i</span>\n",
       "<span class=\"k\">end</span>\n",
       "<span class=\"nb\">puts</span> <span class=\"n\">sum</span>\n",
       "</pre>\n",
       "<p>这个代码使用了一个循环来遍历从 1 到 100 的所有整数，并将它们相加。最后，它将总和打印到控制台上。</p>\n",
       "\n",
       "<h2>History:</h2>\n",
       "<pre class=\"highlight\"><span class=\"p\">[{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"帮我写一段1加到100的代码\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"当然可以，以下是一个简单的 Ruby 代码，用于计算从 1 到 100 的所有整数的总和：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">sum = 0</span><span class=\"se\">\\n</span><span class=\"s2\">(1..100).each do |i|</span><span class=\"se\">\\n</span><span class=\"s2\">  sum += i</span><span class=\"se\">\\n</span><span class=\"s2\">end</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum</span><span class=\"se\">\\n</span><span class=\"s2\">```</span><span class=\"se\">\\n\\n</span><span class=\"s2\">这个代码使用了一个循环来遍历从 1 到 100 的所有整数，并将它们相加。最后，它将总和打印到控制台上。\"</span><span class=\"p\">}]</span>\n",
       "</pre>\n"
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   "source": [
    "input1 \"帮我写一段1加到100的代码\""
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  {
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   "execution_count": 44,
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       "<h2>Input:</h2>\n",
       "\n",
       "<p>包装成一个方法</p>\n",
       "\n",
       "<h2>Response:</h2>\n",
       "\n",
       "<p>调用工具：智能问答</p>\n",
       "\n",
       "<h2>Final Result:</h2>\n",
       "\n",
       "<p>好的，以下是一个将计算从 1 到 100 所有整数总和的方法：</p>\n",
       "<pre class=\"highlight\"><span class=\"k\">def</span> <span class=\"nf\">sum_numbers</span><span class=\"p\">(</span><span class=\"n\">n</span><span class=\"p\">)</span>\n",
       "  <span class=\"n\">total</span> <span class=\"o\">=</span> <span class=\"mi\">0</span>\n",
       "  <span class=\"p\">(</span><span class=\"mi\">1</span><span class=\"o\">..</span><span class=\"n\">n</span><span class=\"p\">).</span><span class=\"nf\">each</span> <span class=\"k\">do</span> <span class=\"o\">|</span><span class=\"n\">i</span><span class=\"o\">|</span>\n",
       "    <span class=\"n\">total</span> <span class=\"o\">+=</span> <span class=\"n\">i</span>\n",
       "  <span class=\"k\">end</span>\n",
       "  <span class=\"k\">return</span> <span class=\"n\">total</span>\n",
       "<span class=\"k\">end</span>\n",
       "\n",
       "<span class=\"c1\"># 调用方法并打印结果</span>\n",
       "<span class=\"nb\">puts</span> <span class=\"n\">sum_numbers</span><span class=\"p\">(</span><span class=\"mi\">100</span><span class=\"p\">)</span> <span class=\"c1\"># =&gt; 5050</span>\n",
       "</pre>\n",
       "<p>这个方法接受一个参数 <code>n</code>,表示要计算的整数的最大值。它使用一个循环来遍历从 1 到 <code>n</code> 的所有整数，并将它们相加。最后，它返回总和。你可以像这样在你的代码中调用这个方法，并打印出结果：</p>\n",
       "<pre class=\"highlight\"><span class=\"nb\">puts</span> <span class=\"n\">sum_numbers</span><span class=\"p\">(</span><span class=\"mi\">100</span><span class=\"p\">)</span> <span class=\"c1\"># =&gt; 5050</span>\n",
       "</pre>\n",
       "<h2>History:</h2>\n",
       "<pre class=\"highlight\"><span class=\"p\">[{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"帮我写一段1加到100的代码\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"当然可以，以下是一个简单的 Ruby 代码，用于计算从 1 到 100 的所有整数的总和：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">sum = 0</span><span class=\"se\">\\n</span><span class=\"s2\">(1..100).each do |i|</span><span class=\"se\">\\n</span><span class=\"s2\">  sum += i</span><span class=\"se\">\\n</span><span class=\"s2\">end</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum</span><span class=\"se\">\\n</span><span class=\"s2\">```</span><span class=\"se\">\\n\\n</span><span class=\"s2\">这个代码使用了一个循环来遍历从 1 到 100 的所有整数，并将它们相加。最后，它将总和打印到控制台上。\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"包装成一个方法\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"好的，以下是一个将计算从 1 到 100 所有整数总和的方法：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">def sum_numbers(n)</span><span class=\"se\">\\n</span><span class=\"s2\">  total = 0</span><span class=\"se\">\\n</span><span class=\"s2\">  (1..n).each do |i|</span><span class=\"se\">\\n</span><span class=\"s2\">    total += i</span><span class=\"se\">\\n</span><span class=\"s2\">  end</span><span class=\"se\">\\n</span><span class=\"s2\">  return total</span><span class=\"se\">\\n</span><span class=\"s2\">end</span><span class=\"se\">\\n\\n</span><span class=\"s2\"># 调用方法并打印结果</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum_numbers(100) # =&gt; 5050</span><span class=\"se\">\\n</span><span class=\"s2\">```</span><span class=\"se\">\\n\\n</span><span class=\"s2\">这个方法接受一个参数 `n`,表示要计算的整数的最大值。它使用一个循环来遍历从 1 到 `n` 的所有整数，并将它们相加。最后，它返回总和。你可以像这样在你的代码中调用这个方法，并打印出结果：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum_numbers(100) # =&gt; 5050</span><span class=\"se\">\\n</span><span class=\"s2\">```\"</span><span class=\"p\">}]</span>\n",
       "</pre>\n"
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       "\"<style>.highlight table td { padding: 5px; }\\n.highlight table pre { margin: 0; }\\n.highlight, .highlight .w {\\n  color: #24292f;\\n  background-color: #f6f8fa;\\n}\\n.highlight .k, .highlight .kd, .highlight .kn, .highlight .kp, .highlight .kr, .highlight .kt, .highlight .kv {\\n  color: #cf222e;\\n}\\n.highlight .gr {\\n  color: #f6f8fa;\\n}\\n.highlight .gd {\\n  color: #82071e;\\n  background-color: #ffebe9;\\n}\\n.highlight .nb {\\n  color: #953800;\\n}\\n.highlight .nc {\\n  color: #953800;\\n}\\n.highlight .no {\\n  color: #953800;\\n}\\n.highlight .nn {\\n  color: #953800;\\n}\\n.highlight .sr {\\n  color: #116329;\\n}\\n.highlight .na {\\n  color: #116329;\\n}\\n.highlight .nt {\\n  color: #116329;\\n}\\n.highlight .gi {\\n  color: #116329;\\n  background-color: #dafbe1;\\n}\\n.highlight .kc {\\n  color: #0550ae;\\n}\\n.highlight .l, .highlight .ld, .highlight .m, .highlight .mb, .highlight .mf, .highlight .mh, .highlight .mi, .highlight .il, .highlight .mo, .highlight .mx {\\n  color: #0550ae;\\n}\\n.highlight .sb {\\n  color: #0550ae;\\n}\\n.highlight .bp {\\n  color: #0550ae;\\n}\\n.highlight .ne {\\n  color: #0550ae;\\n}\\n.highlight .nl {\\n  color: #0550ae;\\n}\\n.highlight .py {\\n  color: #0550ae;\\n}\\n.highlight .nv, .highlight .vc, .highlight .vg, .highlight .vi, .highlight .vm {\\n  color: #0550ae;\\n}\\n.highlight .o, .highlight .ow {\\n  color: #0550ae;\\n}\\n.highlight .gh {\\n  color: #0550ae;\\n  font-weight: bold;\\n}\\n.highlight .gu {\\n  color: #0550ae;\\n  font-weight: bold;\\n}\\n.highlight .s, .highlight .sa, .highlight .sc, .highlight .dl, .highlight .sd, .highlight .s2, .highlight .se, .highlight .sh, .highlight .sx, .highlight .s1, .highlight .ss {\\n  color: #0a3069;\\n}\\n.highlight .nd {\\n  color: #8250df;\\n}\\n.highlight .nf, .highlight .fm {\\n  color: #8250df;\\n}\\n.highlight .err {\\n  color: #f6f8fa;\\n  background-color: #82071e;\\n}\\n.highlight .c, .highlight .ch, .highlight .cd, .highlight .cm, .highlight .cp, .highlight .cpf, .highlight .c1, .highlight .cs {\\n  color: #6e7781;\\n}\\n.highlight .gl {\\n  color: #6e7781;\\n}\\n.highlight .gt {\\n  color: #6e7781;\\n}\\n.highlight .ni {\\n  color: #24292f;\\n}\\n.highlight .si {\\n  color: #24292f;\\n}\\n.highlight .ge {\\n  color: #24292f;\\n  font-style: italic;\\n}\\n.highlight .gs {\\n  color: #24292f;\\n  font-weight: bold;\\n}</style>\\n<h2>Input:</h2>\\n\\n<p>包装成一个方法</p>\\n\\n<h2>Response:</h2>\\n\\n<p>调用工具：智能问答</p>\\n\\n<h2>Final Result:</h2>\\n\\n<p>好的，以下是一个将计算从 1 到 100 所有整数总和的方法：</p>\\n<pre class=\\\"highlight\\\"><span class=\\\"k\\\">def</span> <span class=\\\"nf\\\">sum_numbers</span><span class=\\\"p\\\">(</span><span class=\\\"n\\\">n</span><span class=\\\"p\\\">)</span>\\n  <span class=\\\"n\\\">total</span> <span class=\\\"o\\\">=</span> <span class=\\\"mi\\\">0</span>\\n  <span class=\\\"p\\\">(</span><span class=\\\"mi\\\">1</span><span class=\\\"o\\\">..</span><span class=\\\"n\\\">n</span><span class=\\\"p\\\">).</span><span class=\\\"nf\\\">each</span> <span class=\\\"k\\\">do</span> <span class=\\\"o\\\">|</span><span class=\\\"n\\\">i</span><span class=\\\"o\\\">|</span>\\n    <span class=\\\"n\\\">total</span> <span class=\\\"o\\\">+=</span> <span class=\\\"n\\\">i</span>\\n  <span class=\\\"k\\\">end</span>\\n  <span class=\\\"k\\\">return</span> <span class=\\\"n\\\">total</span>\\n<span class=\\\"k\\\">end</span>\\n\\n<span class=\\\"c1\\\"># 调用方法并打印结果</span>\\n<span class=\\\"nb\\\">puts</span> <span class=\\\"n\\\">sum_numbers</span><span class=\\\"p\\\">(</span><span class=\\\"mi\\\">100</span><span class=\\\"p\\\">)</span> <span class=\\\"c1\\\"># =&gt; 5050</span>\\n</pre>\\n<p>这个方法接受一个参数 <code>n</code>,表示要计算的整数的最大值。它使用一个循环来遍历从 1 到 <code>n</code> 的所有整数，并将它们相加。最后，它返回总和。你可以像这样在你的代码中调用这个方法，并打印出结果：</p>\\n<pre class=\\\"highlight\\\"><span class=\\\"nb\\\">puts</span> <span class=\\\"n\\\">sum_numbers</span><span class=\\\"p\\\">(</span><span class=\\\"mi\\\">100</span><span class=\\\"p\\\">)</span> <span class=\\\"c1\\\"># =&gt; 5050</span>\\n</pre>\\n<h2>History:</h2>\\n<pre class=\\\"highlight\\\"><span class=\\\"p\\\">[{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"帮我写一段1加到100的代码\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"当然可以，以下是一个简单的 Ruby 代码，用于计算从 1 到 100 的所有整数的总和：</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">```ruby</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">sum = 0</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">(1..100).each do |i|</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  sum += i</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">end</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">puts sum</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">```</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">这个代码使用了一个循环来遍历从 1 到 100 的所有整数，并将它们相加。最后，它将总和打印到控制台上。\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"包装成一个方法\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"好的，以下是一个将计算从 1 到 100 所有整数总和的方法：</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">```ruby</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">def sum_numbers(n)</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  total = 0</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  (1..n).each do |i|</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">    total += i</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  end</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  return total</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">end</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\"># 调用方法并打印结果</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">puts sum_numbers(100) # =&gt; 5050</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">```</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">这个方法接受一个参数 `n`,表示要计算的整数的最大值。它使用一个循环来遍历从 1 到 `n` 的所有整数，并将它们相加。最后，它返回总和。你可以像这样在你的代码中调用这个方法，并打印出结果：</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">```ruby</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">puts sum_numbers(100) # =&gt; 5050</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">```\\\"</span><span class=\\\"p\\\">}]</span>\\n</pre>\\n\""
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      "** call aiui weather **\n"
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       "<h2>Response:</h2>\n",
       "\n",
       "<p>调用工具：天气查询</p>\n",
       "\n",
       "<h2>Final Result:</h2>\n",
       "\n",
       "<p>北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。</p>\n",
       "\n",
       "<h2>History:</h2>\n",
       "<pre class=\"highlight\"><span class=\"p\">[{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"帮我写一段1加到100的代码\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"当然可以，以下是一个简单的 Ruby 代码，用于计算从 1 到 100 的所有整数的总和：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">sum = 0</span><span class=\"se\">\\n</span><span class=\"s2\">(1..100).each do |i|</span><span class=\"se\">\\n</span><span class=\"s2\">  sum += i</span><span class=\"se\">\\n</span><span class=\"s2\">end</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum</span><span class=\"se\">\\n</span><span class=\"s2\">```</span><span class=\"se\">\\n\\n</span><span class=\"s2\">这个代码使用了一个循环来遍历从 1 到 100 的所有整数，并将它们相加。最后，它将总和打印到控制台上。\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"包装成一个方法\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"好的，以下是一个将计算从 1 到 100 所有整数总和的方法：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">def sum_numbers(n)</span><span class=\"se\">\\n</span><span class=\"s2\">  total = 0</span><span class=\"se\">\\n</span><span class=\"s2\">  (1..n).each do |i|</span><span class=\"se\">\\n</span><span class=\"s2\">    total += i</span><span class=\"se\">\\n</span><span class=\"s2\">  end</span><span class=\"se\">\\n</span><span class=\"s2\">  return total</span><span class=\"se\">\\n</span><span class=\"s2\">end</span><span class=\"se\">\\n\\n</span><span class=\"s2\"># 调用方法并打印结果</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum_numbers(100) # =&gt; 5050</span><span class=\"se\">\\n</span><span class=\"s2\">```</span><span class=\"se\">\\n\\n</span><span class=\"s2\">这个方法接受一个参数 `n`,表示要计算的整数的最大值。它使用一个循环来遍历从 1 到 `n` 的所有整数，并将它们相加。最后，它返回总和。你可以像这样在你的代码中调用这个方法，并打印出结果：</span><span class=\"se\">\\n\\n</span><span class=\"s2\">```ruby</span><span class=\"se\">\\n</span><span class=\"s2\">puts sum_numbers(100) # =&gt; 5050</span><span class=\"se\">\\n</span><span class=\"s2\">```\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"user\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"明天天气怎么样\"</span><span class=\"p\">},</span> <span class=\"p\">{</span><span class=\"ss\">:role</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"assistant\"</span><span class=\"p\">,</span> <span class=\"ss\">:content</span><span class=\"o\">=&gt;</span><span class=\"s2\">\"北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。\"</span><span class=\"p\">}]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\"<style>.highlight table td { padding: 5px; }\\n.highlight table pre { margin: 0; }\\n.highlight, .highlight .w {\\n  color: #24292f;\\n  background-color: #f6f8fa;\\n}\\n.highlight .k, .highlight .kd, .highlight .kn, .highlight .kp, .highlight .kr, .highlight .kt, .highlight .kv {\\n  color: #cf222e;\\n}\\n.highlight .gr {\\n  color: #f6f8fa;\\n}\\n.highlight .gd {\\n  color: #82071e;\\n  background-color: #ffebe9;\\n}\\n.highlight .nb {\\n  color: #953800;\\n}\\n.highlight .nc {\\n  color: #953800;\\n}\\n.highlight .no {\\n  color: #953800;\\n}\\n.highlight .nn {\\n  color: #953800;\\n}\\n.highlight .sr {\\n  color: #116329;\\n}\\n.highlight .na {\\n  color: #116329;\\n}\\n.highlight .nt {\\n  color: #116329;\\n}\\n.highlight .gi {\\n  color: #116329;\\n  background-color: #dafbe1;\\n}\\n.highlight .kc {\\n  color: #0550ae;\\n}\\n.highlight .l, .highlight .ld, .highlight .m, .highlight .mb, .highlight .mf, .highlight .mh, .highlight .mi, .highlight .il, .highlight .mo, .highlight .mx {\\n  color: #0550ae;\\n}\\n.highlight .sb {\\n  color: #0550ae;\\n}\\n.highlight .bp {\\n  color: #0550ae;\\n}\\n.highlight .ne {\\n  color: #0550ae;\\n}\\n.highlight .nl {\\n  color: #0550ae;\\n}\\n.highlight .py {\\n  color: #0550ae;\\n}\\n.highlight .nv, .highlight .vc, .highlight .vg, .highlight .vi, .highlight .vm {\\n  color: #0550ae;\\n}\\n.highlight .o, .highlight .ow {\\n  color: #0550ae;\\n}\\n.highlight .gh {\\n  color: #0550ae;\\n  font-weight: bold;\\n}\\n.highlight .gu {\\n  color: #0550ae;\\n  font-weight: bold;\\n}\\n.highlight .s, .highlight .sa, .highlight .sc, .highlight .dl, .highlight .sd, .highlight .s2, .highlight .se, .highlight .sh, .highlight .sx, .highlight .s1, .highlight .ss {\\n  color: #0a3069;\\n}\\n.highlight .nd {\\n  color: #8250df;\\n}\\n.highlight .nf, .highlight .fm {\\n  color: #8250df;\\n}\\n.highlight .err {\\n  color: #f6f8fa;\\n  background-color: #82071e;\\n}\\n.highlight .c, .highlight .ch, .highlight .cd, .highlight .cm, .highlight .cp, .highlight .cpf, .highlight .c1, .highlight .cs {\\n  color: #6e7781;\\n}\\n.highlight .gl {\\n  color: #6e7781;\\n}\\n.highlight .gt {\\n  color: #6e7781;\\n}\\n.highlight .ni {\\n  color: #24292f;\\n}\\n.highlight .si {\\n  color: #24292f;\\n}\\n.highlight .ge {\\n  color: #24292f;\\n  font-style: italic;\\n}\\n.highlight .gs {\\n  color: #24292f;\\n  font-weight: bold;\\n}</style>\\n<h2>Input:</h2>\\n\\n<p>明天天气怎么样</p>\\n\\n<h2>Response:</h2>\\n\\n<p>调用工具：天气查询</p>\\n\\n<h2>Final Result:</h2>\\n\\n<p>北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。</p>\\n\\n<h2>History:</h2>\\n<pre class=\\\"highlight\\\"><span class=\\\"p\\\">[{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"帮我写一段1加到100的代码\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"当然可以，以下是一个简单的 Ruby 代码，用于计算从 1 到 100 的所有整数的总和：</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">```ruby</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">sum = 0</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">(1..100).each do |i|</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  sum += i</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">end</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">puts sum</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">```</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">这个代码使用了一个循环来遍历从 1 到 100 的所有整数，并将它们相加。最后，它将总和打印到控制台上。\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"包装成一个方法\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"好的，以下是一个将计算从 1 到 100 所有整数总和的方法：</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">```ruby</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">def sum_numbers(n)</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  total = 0</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  (1..n).each do |i|</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">    total += i</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  end</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">  return total</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">end</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\"># 调用方法并打印结果</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">puts sum_numbers(100) # =&gt; 5050</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">```</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">这个方法接受一个参数 `n`,表示要计算的整数的最大值。它使用一个循环来遍历从 1 到 `n` 的所有整数，并将它们相加。最后，它返回总和。你可以像这样在你的代码中调用这个方法，并打印出结果：</span><span class=\\\"se\\\">\\\\n\\\\n</span><span class=\\\"s2\\\">```ruby</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">puts sum_numbers(100) # =&gt; 5050</span><span class=\\\"se\\\">\\\\n</span><span class=\\\"s2\\\">```\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"user\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"明天天气怎么样\\\"</span><span class=\\\"p\\\">},</span> <span class=\\\"p\\\">{</span><span class=\\\"ss\\\">:role</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"assistant\\\"</span><span class=\\\"p\\\">,</span> <span class=\\\"ss\\\">:content</span><span class=\\\"o\\\">=&gt;</span><span class=\\\"s2\\\">\\\"北京市明天全天晴，气温17℃ ~ 33℃，空气质量良，有西北风转北风3-4级，气候温暖。\\\"</span><span class=\\\"p\\\">}]</span>\\n</pre>\\n\""
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      "\n",
      "\n",
      "\n"
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   "source": [
    "input1 \"明天天气怎么样\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73d7602d-9156-4111-ba9c-7273995bd60f",
   "metadata": {},
   "source": [
    "# 高级内容\n",
    "1. prompt\n",
    "2. 解析\n",
    "3. 执行"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f10d4e5d-c6c7-40f9-a3fc-e26dcfc2dae0",
   "metadata": {},
   "source": [
    "## 课后作业\n",
    "1. 实现一个自己的agent\n",
    "2. 做agent的笔记，理解agent逻辑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c79c2146-5b37-4289-b761-15c2805e5e66",
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