system第三章增加中文prompt

content/Building Systems with the ChatGPT API/3.Classification.ipynb

@@ -9,6 +9,23 @@
     "第三章 评估输入——分类"
    ]
   },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b12f80c9",
+   "metadata": {},
+   "source": [
+    "在本节中，我们将专注于评估输入的任务，这对于确保系统的质量和安全性非常重要。\n",
+    "\n",
+    "对于需要处理不同情况下的许多独立指令集的任务，首先对查询类型进行分类，然后根据该分类确定要使用哪些指令会很有好处。\n",
+    "\n",
+    "这可以通过定义固定的类别和hard-coding与处理给定类别任务相关的指令来实现。\n",
+    "\n",
+    "例如，在构建客户服务助手时，首先对查询类型进行分类，然后根据该分类确定要使用哪些指令可能比较重要。\n",
+    "\n",
+    "因此，例如，如果用户要求关闭其帐户，您可能会给出不同的辅助指令，而如果用户询问特定产品，则可能会添加其他产品信息。\n"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -21,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 9,
    "id": "55ee24ab",
    "metadata": {},
    "outputs": [],
@@ -30,12 +47,12 @@
     "import openai\n",
     "from dotenv import load_dotenv, find_dotenv\n",
     "_ = load_dotenv(find_dotenv()) # read local .env file\n",
-    "openai.api_key = os.environ['OPENAI_API_KEY']"
+    "openai.api_key = os.environ['OPENAI_API_KEY']\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 2,
    "id": "0318b89e",
    "metadata": {},
    "outputs": [],
@@ -53,25 +70,6 @@
     "    return response.choices[0].message[\"content\"]"
    ]
   },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "af0ff2b2",
-   "metadata": {},
-   "source": [
-    "在本节中，我们将专注于评估输入的任务，这对于确保系统的质量和安全性非常重要。\n",
-    "\n",
-    "对于需要处理不同情况下的许多独立指令集的任务，首先对查询类型进行分类，然后根据该分类确定要使用哪些指令会很有好处。\n",
-    "\n",
-    "这可以通过定义固定的类别和hard-coding与处理给定类别任务相关的指令来实现。\n",
-    "\n",
-    "例如，在构建客户服务助手时，首先对查询类型进行分类，然后根据该分类确定要使用哪些指令可能比较重要。\n",
-    "\n",
-    "因此，例如，如果用户要求关闭其帐户，您可能会给出不同的辅助指令，而如果用户询问特定产品，则可能会添加其他产品信息。\n",
-    "\n",
-    "让我们看一个例子，帮助我们理解的更清晰。"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -87,9 +85,9 @@
    "id": "c3216166",
    "metadata": {},
    "source": [
-    "在这里，我们有我们的系统消息，它是对整个系统的指导，并且我们正在使用这个分隔符。\n",
+    "在这里，我们有我们的系统消息，它是对整个系统的指导，并且我们正在使用这个分隔符——#。\n",
     "\n",
-    "分隔符只是一种分隔指令或输出不同部分的方式，并且它有助于模型确定不同的部分。\n",
+    "分隔符只是一种分隔指令或输出不同部分的方式，它有助于模型确定不同的部分。\n",
     "\n",
     "因此，对于这个例子，我们将使用#作为分隔符。\n",
     "\n",
@@ -98,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 3,
    "id": "3b406ba8",
    "metadata": {},
    "outputs": [],
@@ -117,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 4,
    "id": "29e2d170",
    "metadata": {},
    "outputs": [],
@@ -160,6 +158,48 @@
     "\"\"\""
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "61f4b474",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 中文 Prompt\n",
+    "system_message = f\"\"\"\n",
+    "你将获得客户服务查询。\n",
+    "每个客户服务查询都将用{delimiter}字符分隔。\n",
+    "将每个查询分类到一个主要类别和一个次要类别中。\n",
+    "以JSON格式提供你的输出，包含以下键：primary和secondary。\n",
+    "\n",
+    "主要类别：计费（Billing）、技术支持（Technical Support）、账户管理（Account Management）或一般咨询（General Inquiry）。\n",
+    "\n",
+    "计费次要类别：\n",
+    "取消订阅或升级（Unsubscribe or upgrade）\n",
+    "添加付款方式（Add a payment method）\n",
+    "收费解释（Explanation for charge）\n",
+    "争议费用（Dispute a charge）\n",
+    "\n",
+    "技术支持次要类别：\n",
+    "常规故障排除（General troubleshooting）\n",
+    "设备兼容性（Device compatibility）\n",
+    "软件更新（Software updates）\n",
+    "\n",
+    "账户管理次要类别：\n",
+    "重置密码（Password reset）\n",
+    "更新个人信息（Update personal information）\n",
+    "关闭账户（Close account）\n",
+    "账户安全（Account security）\n",
+    "\n",
+    "一般咨询次要类别：\n",
+    "产品信息（Product information）\n",
+    "定价（Pricing）\n",
+    "反馈（Feedback）\n",
+    "与人工对话（Speak to a human）\n",
+    "\n",
+    "\"\"\""
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -180,6 +220,17 @@
     "I want you to delete my profile and all of my user data\"\"\""
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3b8070bf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "user_message = f\"\"\"\\ \n",
+    "我希望你删除我的个人资料和所有用户数据。\"\"\""
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -195,7 +246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 7,
    "id": "6e2b9049",
    "metadata": {},
    "outputs": [],
@@ -225,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 10,
    "id": "77328388",
    "metadata": {},
    "outputs": [
@@ -234,8 +285,8 @@
      "output_type": "stream",
      "text": [
       "{\n",
-      "  \"primary\": \"General Inquiry\",\n",
-      "  \"secondary\": \"Product information\"\n",
+      "    \"primary\": \"账户管理\",\n",
+      "    \"secondary\": \"关闭账户\"\n",
       "}\n"
      ]
     }
@@ -251,8 +302,6 @@
    "id": "2f6b353b",
    "metadata": {},
    "source": [
-    "我将向您展示另一个示例，但您也可以随时暂停视频，自己尝试提问，并查看模型如何对其进行分类。\n",
-    "\n",
     "这是另一个用户消息: \"告诉我更多关于你们的平板电视\"\n",
     "\n",
     "我们只是有相同的消息列表，模型的响应，然后我们打印它。\n",
@@ -290,6 +339,40 @@
     "print(response)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f1d738e1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "以下是针对平板电脑的一般咨询：\n",
+      "\n",
+      "{\n",
+      "  \"primary\": \"General Inquiry\",\n",
+      "  \"secondary\": \"Product information\"\n",
+      "}\n",
+      "\n",
+      "如果您有任何特定的问题或需要更详细的信息，请告诉我，我会尽力回答。\n"
+     ]
+    }
+   ],
+   "source": [
+    "user_message = f\"\"\"\\\n",
+    "告诉我更多有关你们的平板电脑的信息\"\"\"\n",
+    "messages =  [  \n",
+    "{'role':'system', \n",
+    " 'content': system_message},    \n",
+    "{'role':'user', \n",
+    " 'content': f\"{delimiter}{user_message}{delimiter}\"},  \n",
+    "] \n",
+    "response = get_completion_from_messages(messages)\n",
+    "print(response)"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -322,7 +405,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.16"
+   "version": "3.10.11"
   }
  },
  "nbformat": 4,