From 145fd17cb0abde0dba8f1e2bd35ca749dc1a740e Mon Sep 17 00:00:00 2001 From: leason Date: Sat, 3 Jun 2023 14:09:16 +0800 Subject: [PATCH] feat: finish 4 & 5 --- .../4.Chain of Thought Reasoning.ipynb | 271 ++++++ .../5.Chaining Prompts.ipynb | 915 ++++++++++++++++++ 2 files changed, 1186 insertions(+) create mode 100644 content/Building Systems with the ChatGPT API/4.Chain of Thought Reasoning.ipynb create mode 100644 content/Building Systems with the ChatGPT API/5.Chaining Prompts.ipynb diff --git a/content/Building Systems with the ChatGPT API/4.Chain of Thought Reasoning.ipynb b/content/Building Systems with the ChatGPT API/4.Chain of Thought Reasoning.ipynb new file mode 100644 index 0000000..17c5905 --- /dev/null +++ b/content/Building Systems with the ChatGPT API/4.Chain of Thought Reasoning.ipynb @@ -0,0 +1,271 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# L4: 处理输入: 思维链推理" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 设置\n", + "#### 加载 API key 和相关的 Python 库.\n", + "在这门课程中，我们提供了一些代码，帮助你加载OpenAI API key。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import openai\n", + "from dotenv import load_dotenv, find_dotenv\n", + "_ = load_dotenv(find_dotenv()) # read local .env file\n", + "\n", + "openai.api_key = os.environ['OPENAI_API_KEY']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def get_completion_from_messages(messages, \n", + " model=\"gpt-3.5-turbo\", \n", + " temperature=0, \n", + " max_tokens=500):\n", + " response = openai.ChatCompletion.create(\n", + " model=model,\n", + " messages=messages,\n", + " temperature=temperature, \n", + " max_tokens=max_tokens, \n", + " )\n", + " return response.choices[0].message[\"content\"]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 思维链提示" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "delimiter = \"####\"\n", + "system_message = f\"\"\"\n", + "请按照以下步骤回答客户的查询。客户的查询将以四个井号（#）分隔，即 {delimiter}。\n", + "\n", + "步骤 1:{delimiter} 首先确定用户是否正在询问有关特定产品或产品的问题。产品类别不计入范围。\n", + "\n", + "步骤 2:{delimiter} 如果用户询问特定产品，请确认产品是否在以下列表中。所有可用产品：\n", + "\n", + "产品：TechPro超极本\n", + "类别：计算机和笔记本电脑\n", + "品牌：TechPro\n", + "型号：TP-UB100\n", + "保修期：1年\n", + "评分：4.5\n", + "特点：13.3英寸显示屏，8GB RAM，256GB SSD，Intel Core i5处理器\n", + "描述：一款适用于日常使用的时尚轻便的超极本。\n", + "价格：$799.99\n", + "\n", + "产品：BlueWave游戏笔记本电脑\n", + "类别：计算机和笔记本电脑\n", + "品牌：BlueWave\n", + "型号：BW-GL200\n", + "保修期：2年\n", + "评分：4.7\n", + "特点：15.6英寸显示屏，16GB RAM，512GB SSD，NVIDIA GeForce RTX 3060\n", + "描述：一款高性能的游戏笔记本电脑，提供沉浸式体验。\n", + "价格：$1199.99\n", + "\n", + "产品：PowerLite可转换笔记本电脑\n", + "类别：计算机和笔记本电脑\n", + "品牌：PowerLite\n", + "型号：PL-CV300\n", + "保修期：1年\n", + "评分：4.3\n", + "特点：14英寸触摸屏，8GB RAM，256GB SSD，360度铰链\n", + "描述：一款多功能可转换笔记本电脑，具有响应触摸屏。\n", + "价格：$699.99\n", + "\n", + "产品：TechPro台式电脑\n", + "类别：计算机和笔记本电脑\n", + "品牌：TechPro\n", + "型号：TP-DT500\n", + "保修期：1年\n", + "评分：4.4\n", + "特点：Intel Core i7处理器，16GB RAM，1TB HDD，NVIDIA GeForce GTX 1660\n", + "描述：一款功能强大的台式电脑，适用于工作和娱乐。\n", + "价格：$999.99\n", + "\n", + "产品：BlueWave Chromebook\n", + "类别：计算机和笔记本电脑\n", + "品牌：BlueWave\n", + "型号：BW-CB100\n", + "保修期：1年\n", + "评分：4.1\n", + "特点：11.6英寸显示屏，4GB RAM，32GB eMMC，Chrome OS\n", + "描述：一款紧凑而价格实惠的Chromebook，适用于日常任务。\n", + "价格：$249.99\n", + "\n", + "步骤 3:{delimiter} 如果消息中包含上述列表中的产品，请列出用户在消息中做出的任何假设，例如笔记本电脑 X 比笔记本电脑 Y 大，或者笔记本电脑 Z 有 2 年保修期。\n", + "\n", + "步骤 4:{delimiter} 如果用户做出了任何假设，请根据产品信息确定假设是否正确。\n", + "\n", + "步骤 5:{delimiter} 如果用户有任何错误的假设，请先礼貌地纠正客户的错误假设（如果适用）。只提及或引用可用产品列表中的产品，因为这是商店销售的唯一五款产品。以友好的口吻回答客户。\n", + "\n", + "使用以下格式回答问题：\n", + "步骤 1:{delimiter} <步骤 1的推理>\n", + "步骤 2:{delimiter} <步骤 2 的推理>\n", + "步骤 3:{delimiter} <步骤 3 的推理>\n", + "步骤 4:{delimiter} <步骤 4 的推理>\n", + "回复客户:{delimiter} <回复客户的内容>\n", + "\n", + "请确保在每个步骤之间使用 {delimiter} 进行分隔。\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "步骤 1:#### 确认用户正在询问有关特定产品的问题。\n", + "\n", + "步骤 2:#### 用户询问 BlueWave Chromebook 和 TechPro 台式电脑之间的价格差异。\n", + "\n", + "步骤 3:#### 用户假设 BlueWave Chromebook 的价格高于 TechPro 台式电脑。\n", + "\n", + "步骤 4:#### 用户的假设是正确的。BlueWave Chromebook 的价格为 $249.99，而 TechPro 台式电脑的价格为 $999.99，因此 BlueWave Chromebook 的价格比 TechPro 台式电脑低 $750。\n", + "\n", + "回复客户:#### BlueWave Chromebook 比 TechPro 台式电脑便宜 $750。\n" + ] + } + ], + "source": [ + "user_message = f\"\"\"BlueWave Chromebook 比 TechPro 台式电脑贵多少？\"\"\"\n", + "\n", + "messages = [ \n", + "{'role':'system', \n", + " 'content': system_message}, \n", + "{'role':'user', \n", + " 'content': f\"{delimiter}{user_message}{delimiter}\"}, \n", + "] \n", + "\n", + "response = get_completion_from_messages(messages)\n", + "print(response)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "步骤 1:#### 首先确定用户是否正在询问有关特定产品或产品的问题。产品类别不计入范围。\n", + "\n", + "步骤 2:#### 如果用户询问特定产品，请确认产品是否在以下列表中。所有可用产品：\n", + "\n", + "我们很抱歉，我们商店不出售电视机。\n", + "\n", + "步骤 3:#### 如果消息中包含上述列表中的产品，请列出用户在消息中做出的任何假设，例如笔记本电脑 X 比笔记本电脑 Y 大，或者笔记本电脑 Z 有 2 年保修期。\n", + "\n", + "N/A\n", + "\n", + "步骤 4:#### 如果用户做出了任何假设，请根据产品信息确定假设是否正确。\n", + "\n", + "N/A\n", + "\n", + "回复客户:#### 我们很抱歉，我们商店不出售电视机。\n" + ] + } + ], + "source": [ + "user_message = f\"\"\"你有电视机么\"\"\"\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", + "metadata": {}, + "source": [ + "## 内心独白\n", + "- 既然我们要求 LLM 用分隔符分隔推理步骤，那么我们可以隐藏推理思路，让用户看不到这些推理内容。" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "我们很抱歉，我们商店不出售电视机。\n" + ] + } + ], + "source": [ + "try:\n", + " final_response = response.split(delimiter)[-1].strip()\n", + "except Exception as e:\n", + " final_response = \"Sorry, I'm having trouble right now, please try asking another question.\"\n", + " \n", + "print(final_response)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/content/Building Systems with the ChatGPT API/5.Chaining Prompts.ipynb b/content/Building Systems with the ChatGPT API/5.Chaining Prompts.ipynb new file mode 100644 index 0000000..348b419 --- /dev/null +++ b/content/Building Systems with the ChatGPT API/5.Chaining Prompts.ipynb @@ -0,0 +1,915 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# L5 处理输入: Chaining Prompts" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 设置\n", + "#### 加载 API key 和相关的 Python 库.\n", + "在这门课程中，我们提供了一些代码，帮助你加载OpenAI API key。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import openai\n", + "from dotenv import load_dotenv, find_dotenv\n", + "_ = load_dotenv(find_dotenv()) # read local .env file\n", + "\n", + "openai.api_key = os.environ['OPENAI_API_KEY']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def get_completion_from_messages(messages, \n", + " model=\"gpt-3.5-turbo\", \n", + " temperature=0, \n", + " max_tokens=500):\n", + " response = openai.ChatCompletion.create(\n", + " model=model,\n", + " messages=messages,\n", + " temperature=temperature, \n", + " max_tokens=max_tokens, \n", + " )\n", + " return response.choices[0].message[\"content\"]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 实现一个包含多个提示的复杂任务\n", + "\n", + "### 提取相关产品和类别名称" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'category': '智能手机和配件', 'products': ['SmartX ProPhone']}, {'category': '相机和摄像机', 'products': ['FotoSnap DSLR Camera', 'FotoSnap Mirrorless Camera']}, {'category': '电视和家庭影院系统', 'products': ['CineView 4K TV', 'SoundMax Home Theater', 'CineView 8K TV', 'SoundMax Soundbar', 'CineView OLED TV']}]\n" + ] + } + ], + "source": [ + "delimiter = \"####\"\n", + "system_message = f\"\"\"\n", + "你将提供服务查询。\n", + "服务查询将使用{delimiter}字符分隔。\n", + "\n", + "仅输出一个Python对象列表，其中每个对象具有以下格式：\n", + " 'category': <计算机和笔记本电脑、智能手机和配件、电视和家庭影院系统、游戏机和配件、音频设备、相机和摄像机中的一个>,\n", + "或者\n", + " 'products': <必须在下面的允许产品列表中找到的产品列表>\n", + "\n", + "类别和产品必须在客户服务查询中找到。\n", + "如果提及了产品，则必须将其与允许产品列表中的正确类别相关联。\n", + "如果未找到产品或类别，则输出空列表。\n", + "\n", + "允许的产品：\n", + "\n", + "计算机和笔记本电脑类别：\n", + "TechPro Ultrabook\n", + "BlueWave Gaming Laptop\n", + "PowerLite Convertible\n", + "TechPro Desktop\n", + "BlueWave Chromebook\n", + "\n", + "智能手机和配件类别：\n", + "SmartX ProPhone\n", + "MobiTech PowerCase\n", + "SmartX MiniPhone\n", + "MobiTech Wireless Charger\n", + "SmartX EarBuds\n", + "\n", + "电视和家庭影院系统类别：\n", + "CineView 4K TV\n", + "SoundMax Home Theater\n", + "CineView 8K TV\n", + "SoundMax Soundbar\n", + "CineView OLED TV\n", + "c\n", + "游戏机和配件类别：\n", + "GameSphere X\n", + "ProGamer Controller\n", + "GameSphere Y\n", + "ProGamer Racing Wheel\n", + "GameSphere VR Headset\n", + "\n", + "音频设备类别：\n", + "AudioPhonic Noise-Canceling Headphones\n", + "WaveSound Bluetooth Speaker\n", + "AudioPhonic True Wireless Earbuds\n", + "WaveSound Soundbar\n", + "AudioPhonic Turntable\n", + "\n", + "相机和摄像机类别：\n", + "FotoSnap DSLR Camera\n", + "ActionCam 4K\n", + "FotoSnap Mirrorless Camera\n", + "ZoomMaster Camcorder\n", + "FotoSnap Instant Camera\n", + "\n", + "仅输出Python对象列表，不包含其他字符信息。\n", + "\"\"\"\n", + "user_message_1 = f\"\"\"\n", + " 请查询SmartX ProPhone智能手机和FotoSnap相机，包括单反相机。\n", + " 另外，请查询关于电视产品的信息。 \"\"\"\n", + "messages = [ \n", + "{'role':'system', \n", + " 'content': system_message}, \n", + "{'role':'user', \n", + " 'content': f\"{delimiter}{user_message_1}{delimiter}\"}, \n", + "] \n", + "category_and_product_response_1 = get_completion_from_messages(messages)\n", + "print(category_and_product_response_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n" + ] + } + ], + "source": [ + "user_message_2 = f\"\"\"我的路由器坏了\"\"\"\n", + "messages = [ \n", + "{'role':'system',\n", + " 'content': system_message}, \n", + "{'role':'user',\n", + " 'content': f\"{delimiter}{user_message_2}{delimiter}\"}, \n", + "] \n", + "response = get_completion_from_messages(messages)\n", + "print(response)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 召回提取的产品和类别的详细信息" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# product information\n", + "products = {\n", + " \"TechPro Ultrabook\": {\n", + " \"name\": \"TechPro 超极本\",\n", + " \"category\": \"电脑和笔记本\",\n", + " \"brand\": \"TechPro\",\n", + " \"model_number\": \"TP-UB100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.5,\n", + " \"features\": [\"13.3-inch display\", \"8GB RAM\", \"256GB SSD\", \"Intel Core i5 处理器\"],\n", + " \"description\": \"一款时尚轻便的超极本，适合日常使用。\",\n", + " \"price\": 799.99\n", + " },\n", + " \"BlueWave Gaming Laptop\": {\n", + " \"name\": \"BlueWave 游戏本\",\n", + " \"category\": \"电脑和笔记本\",\n", + " \"brand\": \"BlueWave\",\n", + " \"model_number\": \"BW-GL200\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.7,\n", + " \"features\": [\"15.6-inch display\", \"16GB RAM\", \"512GB SSD\", \"NVIDIA GeForce RTX 3060\"],\n", + " \"description\": \"一款高性能的游戏笔记本电脑，提供沉浸式体验。\",\n", + " \"price\": 1199.99\n", + " },\n", + " \"PowerLite Convertible\": {\n", + " \"name\": \"PowerLite Convertible\",\n", + " \"category\": \"电脑和笔记本\",\n", + " \"brand\": \"PowerLite\",\n", + " \"model_number\": \"PL-CV300\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.3,\n", + " \"features\": [\"14-inch touchscreen\", \"8GB RAM\", \"256GB SSD\", \"360-degree hinge\"],\n", + " \"description\": \"一款多功能的可转换笔记本电脑，具有灵敏的触摸屏。\",\n", + " \"price\": 699.99\n", + " },\n", + " \"TechPro Desktop\": {\n", + " \"name\": \"TechPro Desktop\",\n", + " \"category\": \"电脑和笔记本\",\n", + " \"brand\": \"TechPro\",\n", + " \"model_number\": \"TP-DT500\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.4,\n", + " \"features\": [\"Intel Core i7 processor\", \"16GB RAM\", \"1TB HDD\", \"NVIDIA GeForce GTX 1660\"],\n", + " \"description\": \"一款功能强大的台式电脑，适用于工作和娱乐。\",\n", + " \"price\": 999.99\n", + " },\n", + " \"BlueWave Chromebook\": {\n", + " \"name\": \"BlueWave Chromebook\",\n", + " \"category\": \"电脑和笔记本\",\n", + " \"brand\": \"BlueWave\",\n", + " \"model_number\": \"BW-CB100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.1,\n", + " \"features\": [\"11.6-inch display\", \"4GB RAM\", \"32GB eMMC\", \"Chrome OS\"],\n", + " \"description\": \"一款紧凑而价格实惠的Chromebook，适用于日常任务。\",\n", + " \"price\": 249.99\n", + " },\n", + " \"SmartX ProPhone\": {\n", + " \"name\": \"SmartX ProPhone\",\n", + " \"category\": \"智能手机和配件\",\n", + " \"brand\": \"SmartX\",\n", + " \"model_number\": \"SX-PP10\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.6,\n", + " \"features\": [\"6.1-inch display\", \"128GB storage\", \"12MP dual camera\", \"5G\"],\n", + " \"description\": \"一款拥有先进摄像功能的强大智能手机。\",\n", + " \"price\": 899.99\n", + " },\n", + " \"MobiTech PowerCase\": {\n", + " \"name\": \"MobiTech PowerCase\",\n", + " \"category\": \"专业手机\",\n", + " \"brand\": \"MobiTech\",\n", + " \"model_number\": \"MT-PC20\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.3,\n", + " \"features\": [\"5000mAh battery\", \"Wireless charging\", \"Compatible with SmartX ProPhone\"],\n", + " \"description\": \"一款带有内置电池的保护手机壳，可延长使用时间。\",\n", + " \"price\": 59.99\n", + " },\n", + " \"SmartX MiniPhone\": {\n", + " \"name\": \"SmartX MiniPhone\",\n", + " \"category\": \"专业手机\",\n", + " \"brand\": \"SmartX\",\n", + " \"model_number\": \"SX-MP5\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.2,\n", + " \"features\": [\"4.7-inch display\", \"64GB storage\", \"8MP camera\", \"4G\"],\n", + " \"description\": \"一款紧凑而价格实惠的智能手机，适用于基本任务。\",\n", + " \"price\": 399.99\n", + " },\n", + " \"MobiTech Wireless Charger\": {\n", + " \"name\": \"MobiTech Wireless Charger\",\n", + " \"category\": \"专业手机\",\n", + " \"brand\": \"MobiTech\",\n", + " \"model_number\": \"MT-WC10\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.5,\n", + " \"features\": [\"10W fast charging\", \"Qi-compatible\", \"LED indicator\", \"Compact design\"],\n", + " \"description\": \"一款方便的无线充电器，使工作区域整洁无杂物。\",\n", + " \"price\": 29.99\n", + " },\n", + " \"SmartX EarBuds\": {\n", + " \"name\": \"SmartX EarBuds\",\n", + " \"category\": \"专业手机\",\n", + " \"brand\": \"SmartX\",\n", + " \"model_number\": \"SX-EB20\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.4,\n", + " \"features\": [\"True wireless\", \"Bluetooth 5.0\", \"Touch controls\", \"24-hour battery life\"],\n", + " \"description\": \"通过这些舒适的耳塞体验真正的无线自由。\",\n", + " \"price\": 99.99\n", + " },\n", + "\n", + " \"CineView 4K TV\": {\n", + " \"name\": \"CineView 4K TV\",\n", + " \"category\": \"电视和家庭影院系统\",\n", + " \"brand\": \"CineView\",\n", + " \"model_number\": \"CV-4K55\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.8,\n", + " \"features\": [\"55-inch display\", \"4K resolution\", \"HDR\", \"Smart TV\"],\n", + " \"description\": \"一款色彩鲜艳、智能功能丰富的惊艳4K电视。\",\n", + " \"price\": 599.99\n", + " },\n", + " \"SoundMax Home Theater\": {\n", + " \"name\": \"SoundMax Home Theater\",\n", + " \"category\": \"电视和家庭影院系统\",\n", + " \"brand\": \"SoundMax\",\n", + " \"model_number\": \"SM-HT100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.4,\n", + " \"features\": [\"5.1 channel\", \"1000W output\", \"Wireless subwoofer\", \"Bluetooth\"],\n", + " \"description\": \"一款强大的家庭影院系统，提供沉浸式音频体验。\",\n", + " \"price\": 399.99\n", + " },\n", + " \"CineView 8K TV\": {\n", + " \"name\": \"CineView 8K TV\",\n", + " \"category\": \"电视和家庭影院系统\",\n", + " \"brand\": \"CineView\",\n", + " \"model_number\": \"CV-8K65\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.9,\n", + " \"features\": [\"65-inch display\", \"8K resolution\", \"HDR\", \"Smart TV\"],\n", + " \"description\": \"通过这款惊艳的8K电视，体验未来。\",\n", + " \"price\": 2999.99\n", + " },\n", + " \"SoundMax Soundbar\": {\n", + " \"name\": \"SoundMax Soundbar\",\n", + " \"category\": \"电视和家庭影院系统\",\n", + " \"brand\": \"SoundMax\",\n", + " \"model_number\": \"SM-SB50\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.3,\n", + " \"features\": [\"2.1 channel\", \"300W output\", \"Wireless subwoofer\", \"Bluetooth\"],\n", + " \"description\": \"使用这款时尚而功能强大的声音，升级您电视的音频体验。\",\n", + " \"price\": 199.99\n", + " },\n", + " \"CineView OLED TV\": {\n", + " \"name\": \"CineView OLED TV\",\n", + " \"category\": \"电视和家庭影院系统\",\n", + " \"brand\": \"CineView\",\n", + " \"model_number\": \"CV-OLED55\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.7,\n", + " \"features\": [\"55-inch display\", \"4K resolution\", \"HDR\", \"Smart TV\"],\n", + " \"description\": \"通过这款OLED电视，体验真正的五彩斑斓。\",\n", + " \"price\": 1499.99\n", + " },\n", + "\n", + " \"GameSphere X\": {\n", + " \"name\": \"GameSphere X\",\n", + " \"category\": \"游戏机和配件\",\n", + " \"brand\": \"GameSphere\",\n", + " \"model_number\": \"GS-X\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.9,\n", + " \"features\": [\"4K gaming\", \"1TB storage\", \"Backward compatibility\", \"Online multiplayer\"],\n", + " \"description\": \"一款下一代游戏机，提供终极游戏体验。\",\n", + " \"price\": 499.99\n", + " },\n", + " \"ProGamer Controller\": {\n", + " \"name\": \"ProGamer Controller\",\n", + " \"category\": \"游戏机和配件\",\n", + " \"brand\": \"ProGamer\",\n", + " \"model_number\": \"PG-C100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.2,\n", + " \"features\": [\"Ergonomic design\", \"Customizable buttons\", \"Wireless\", \"Rechargeable battery\"],\n", + " \"description\": \"一款高品质的游戏手柄，提供精准和舒适的操作。\",\n", + " \"price\": 59.99\n", + " },\n", + " \"GameSphere Y\": {\n", + " \"name\": \"GameSphere Y\",\n", + " \"category\": \"游戏机和配件\",\n", + " \"brand\": \"GameSphere\",\n", + " \"model_number\": \"GS-Y\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.8,\n", + " \"features\": [\"4K gaming\", \"500GB storage\", \"Backward compatibility\", \"Online multiplayer\"],\n", + " \"description\": \"一款体积紧凑、性能强劲的游戏机。\",\n", + " \"price\": 399.99\n", + " },\n", + " \"ProGamer Racing Wheel\": {\n", + " \"name\": \"ProGamer Racing Wheel\",\n", + " \"category\": \"游戏机和配件\",\n", + " \"brand\": \"ProGamer\",\n", + " \"model_number\": \"PG-RW200\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.5,\n", + " \"features\": [\"Force feedback\", \"Adjustable pedals\", \"Paddle shifters\", \"Compatible with GameSphere X\"],\n", + " \"description\": \"使用这款逼真的赛车方向盘，提升您的赛车游戏体验。\",\n", + " \"price\": 249.99\n", + " },\n", + " \"GameSphere VR Headset\": {\n", + " \"name\": \"GameSphere VR Headset\",\n", + " \"category\": \"游戏机和配件\",\n", + " \"brand\": \"GameSphere\",\n", + " \"model_number\": \"GS-VR\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.6,\n", + " \"features\": [\"Immersive VR experience\", \"Built-in headphones\", \"Adjustable headband\", \"Compatible with GameSphere X\"],\n", + " \"description\": \"通过这款舒适的VR头戴设备，进入虚拟现实的世界。\",\n", + " \"price\": 299.99\n", + " },\n", + "\n", + " \"AudioPhonic Noise-Canceling Headphones\": {\n", + " \"name\": \"AudioPhonic Noise-Canceling Headphones\",\n", + " \"category\": \"音频设备\",\n", + " \"brand\": \"AudioPhonic\",\n", + " \"model_number\": \"AP-NC100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.6,\n", + " \"features\": [\"Active noise-canceling\", \"Bluetooth\", \"20-hour battery life\", \"Comfortable fit\"],\n", + " \"description\": \"通过这款降噪耳机，体验沉浸式的音效。\",\n", + " \"price\": 199.99\n", + " },\n", + " \"WaveSound Bluetooth Speaker\": {\n", + " \"name\": \"WaveSound Bluetooth Speaker\",\n", + " \"category\": \"音频设备\",\n", + " \"brand\": \"WaveSound\",\n", + " \"model_number\": \"WS-BS50\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.5,\n", + " \"features\": [\"Portable\", \"10-hour battery life\", \"Water-resistant\", \"Built-in microphone\"],\n", + " \"description\": \"一款紧凑而多用途的蓝牙音箱，适用于随时随地收听音乐。\",\n", + " \"price\": 49.99\n", + " },\n", + " \"AudioPhonic True Wireless Earbuds\": {\n", + " \"name\": \"AudioPhonic True Wireless Earbuds\",\n", + " \"category\": \"音频设备\",\n", + " \"brand\": \"AudioPhonic\",\n", + " \"model_number\": \"AP-TW20\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.4,\n", + " \"features\": [\"True wireless\", \"Bluetooth 5.0\", \"Touch controls\", \"18-hour battery life\"],\n", + " \"description\": \"通过这款舒适的真无线耳塞，无需线缆即可享受音乐。\",\n", + " \"price\": 79.99\n", + " },\n", + " \"WaveSound Soundbar\": {\n", + " \"name\": \"WaveSound Soundbar\",\n", + " \"category\": \"音频设备\",\n", + " \"brand\": \"WaveSound\",\n", + " \"model_number\": \"WS-SB40\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.3,\n", + " \"features\": [\"2.0 channel\", \"80W output\", \"Bluetooth\", \"Wall-mountable\"],\n", + " \"description\": \"使用这款纤薄而功能强大的声音吧，升级您电视的音频体验。\",\n", + " \"price\": 99.99\n", + " },\n", + " \"AudioPhonic Turntable\": {\n", + " \"name\": \"AudioPhonic Turntable\",\n", + " \"category\": \"音频设备\",\n", + " \"brand\": \"AudioPhonic\",\n", + " \"model_number\": \"AP-TT10\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.2,\n", + " \"features\": [\"3-speed\", \"Built-in speakers\", \"Bluetooth\", \"USB recording\"],\n", + " \"description\": \"通过这款现代化的唱片机，重拾您的黑胶唱片收藏。\",\n", + " \"price\": 149.99\n", + " },\n", + "\n", + " \"FotoSnap DSLR Camera\": {\n", + " \"name\": \"FotoSnap DSLR Camera\",\n", + " \"category\": \"相机和摄像机\",\n", + " \"brand\": \"FotoSnap\",\n", + " \"model_number\": \"FS-DSLR200\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.7,\n", + " \"features\": [\"24.2MP sensor\", \"1080p video\", \"3-inch LCD\", \"Interchangeable lenses\"],\n", + " \"description\": \"使用这款多功能的单反相机，捕捉惊艳的照片和视频。\",\n", + " \"price\": 599.99\n", + " },\n", + " \"ActionCam 4K\": {\n", + " \"name\": \"ActionCam 4K\",\n", + " \"category\": \"相机和摄像机\",\n", + " \"brand\": \"ActionCam\",\n", + " \"model_number\": \"AC-4K\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.4,\n", + " \"features\": [\"4K video\", \"Waterproof\", \"Image stabilization\", \"Wi-Fi\"],\n", + " \"description\": \"使用这款坚固而紧凑的4K运动相机，记录您的冒险旅程。\",\n", + " \"price\": 299.99\n", + " },\n", + " \"FotoSnap Mirrorless Camera\": {\n", + " \"name\": \"FotoSnap Mirrorless Camera\",\n", + " \"category\": \"相机和摄像机\",\n", + " \"brand\": \"FotoSnap\",\n", + " \"model_number\": \"FS-ML100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.6,\n", + " \"features\": [\"20.1MP sensor\", \"4K video\", \"3-inch touchscreen\", \"Interchangeable lenses\"],\n", + " \"description\": \"一款具有先进功能的小巧轻便的无反相机。\",\n", + " \"price\": 799.99\n", + " },\n", + " \"ZoomMaster Camcorder\": {\n", + " \"name\": \"ZoomMaster Camcorder\",\n", + " \"category\": \"相机和摄像机\",\n", + " \"brand\": \"ZoomMaster\",\n", + " \"model_number\": \"ZM-CM50\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.3,\n", + " \"features\": [\"1080p video\", \"30x optical zoom\", \"3-inch LCD\", \"Image stabilization\"],\n", + " \"description\": \"使用这款易于使用的摄像机，捕捉生活的瞬间。\",\n", + " \"price\": 249.99\n", + " },\n", + " \"FotoSnap Instant Camera\": {\n", + " \"name\": \"FotoSnap Instant Camera\",\n", + " \"category\": \"相机和摄像机\",\n", + " \"brand\": \"FotoSnap\",\n", + " \"model_number\": \"FS-IC10\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.1,\n", + " \"features\": [\"Instant prints\", \"Built-in flash\", \"Selfie mirror\", \"Battery-powered\"],\n", + " \"description\": \"使用这款有趣且便携的即时相机，创造瞬间回忆。\",\n", + " \"price\": 69.99\n", + " }\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def get_product_by_name(name):\n", + " return products.get(name, None)\n", + "\n", + "def get_products_by_category(category):\n", + " return [product for product in products.values() if product[\"category\"] == category]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'name': 'TechPro 超极本', 'category': '电脑和笔记本', 'brand': 'TechPro', 'model_number': 'TP-UB100', 'warranty': '1 year', 'rating': 4.5, 'features': ['13.3-inch display', '8GB RAM', '256GB SSD', 'Intel Core i5 处理器'], 'description': '一款时尚轻便的超极本，适合日常使用。', 'price': 799.99}\n" + ] + } + ], + "source": [ + "print(get_product_by_name(\"TechPro Ultrabook\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'name': 'TechPro 超极本', 'category': '电脑和笔记本', 'brand': 'TechPro', 'model_number': 'TP-UB100', 'warranty': '1 year', 'rating': 4.5, 'features': ['13.3-inch display', '8GB RAM', '256GB SSD', 'Intel Core i5 处理器'], 'description': '一款时尚轻便的超极本，适合日常使用。', 'price': 799.99}, {'name': 'BlueWave 游戏本', 'category': '电脑和笔记本', 'brand': 'BlueWave', 'model_number': 'BW-GL200', 'warranty': '2 years', 'rating': 4.7, 'features': ['15.6-inch display', '16GB RAM', '512GB SSD', 'NVIDIA GeForce RTX 3060'], 'description': '一款高性能的游戏笔记本电脑，提供沉浸式体验。', 'price': 1199.99}, {'name': 'PowerLite Convertible', 'category': '电脑和笔记本', 'brand': 'PowerLite', 'model_number': 'PL-CV300', 'warranty': '1 year', 'rating': 4.3, 'features': ['14-inch touchscreen', '8GB RAM', '256GB SSD', '360-degree hinge'], 'description': '一款多功能的可转换笔记本电脑，具有灵敏的触摸屏。', 'price': 699.99}, {'name': 'TechPro Desktop', 'category': '电脑和笔记本', 'brand': 'TechPro', 'model_number': 'TP-DT500', 'warranty': '1 year', 'rating': 4.4, 'features': ['Intel Core i7 processor', '16GB RAM', '1TB HDD', 'NVIDIA GeForce GTX 1660'], 'description': '一款功能强大的台式电脑，适用于工作和娱乐。', 'price': 999.99}, {'name': 'BlueWave Chromebook', 'category': '电脑和笔记本', 'brand': 'BlueWave', 'model_number': 'BW-CB100', 'warranty': '1 year', 'rating': 4.1, 'features': ['11.6-inch display', '4GB RAM', '32GB eMMC', 'Chrome OS'], 'description': '一款紧凑而价格实惠的Chromebook，适用于日常任务。', 'price': 249.99}]\n" + ] + } + ], + "source": [ + "print(get_products_by_category(\"电脑和笔记本\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " 请查询SmartX ProPhone智能手机和FotoSnap相机，包括单反相机。\n", + " 另外，请查询关于电视产品的信息。 \n" + ] + } + ], + "source": [ + "print(user_message_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'category': '智能手机和配件', 'products': ['SmartX ProPhone']}, {'category': '相机和摄像机', 'products': ['FotoSnap DSLR Camera', 'FotoSnap Mirrorless Camera']}, {'category': '电视和家庭影院系统', 'products': ['CineView 4K TV', 'SoundMax Home Theater', 'CineView 8K TV', 'SoundMax Soundbar', 'CineView OLED TV']}]\n" + ] + } + ], + "source": [ + "print(category_and_product_response_1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 将Python字符串读取为Python字典列表" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "import json \n", + "\n", + "def read_string_to_list(input_string):\n", + " if input_string is None:\n", + " return None\n", + "\n", + " try:\n", + " input_string = input_string.replace(\"'\", \"\\\"\") # Replace single quotes with double quotes for valid JSON\n", + " data = json.loads(input_string)\n", + " return data\n", + " except json.JSONDecodeError:\n", + " print(\"Error: Invalid JSON string\")\n", + " return None \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'category': '智能手机和配件', 'products': ['SmartX ProPhone']}, {'category': '相机和摄像机', 'products': ['FotoSnap DSLR Camera', 'FotoSnap Mirrorless Camera']}, {'category': '电视和家庭影院系统', 'products': ['CineView 4K TV', 'SoundMax Home Theater', 'CineView 8K TV', 'SoundMax Soundbar', 'CineView OLED TV']}]\n" + ] + } + ], + "source": [ + "category_and_product_list = read_string_to_list(category_and_product_response_1)\n", + "print(category_and_product_list)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 召回相关产品和类别的详细信息" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_output_string(data_list):\n", + " output_string = \"\"\n", + "\n", + " if data_list is None:\n", + " return output_string\n", + "\n", + " for data in data_list:\n", + " try:\n", + " if \"products\" in data:\n", + " products_list = data[\"products\"]\n", + " for product_name in products_list:\n", + " product = get_product_by_name(product_name)\n", + " if product:\n", + " output_string += json.dumps(product, indent=4) + \"\\n\"\n", + " else:\n", + " print(f\"Error: Product '{product_name}' not found\")\n", + " elif \"category\" in data:\n", + " category_name = data[\"category\"]\n", + " category_products = get_products_by_category(category_name)\n", + " for product in category_products:\n", + " output_string += json.dumps(product, indent=4) + \"\\n\"\n", + " else:\n", + " print(\"Error: Invalid object format\")\n", + " except Exception as e:\n", + " print(f\"Error: {e}\")\n", + "\n", + " return output_string " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " \"name\": \"SmartX ProPhone\",\n", + " \"category\": \"\\u667a\\u80fd\\u624b\\u673a\\u548c\\u914d\\u4ef6\",\n", + " \"brand\": \"SmartX\",\n", + " \"model_number\": \"SX-PP10\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.6,\n", + " \"features\": [\n", + " \"6.1-inch display\",\n", + " \"128GB storage\",\n", + " \"12MP dual camera\",\n", + " \"5G\"\n", + " ],\n", + " \"description\": \"\\u4e00\\u6b3e\\u62e5\\u6709\\u5148\\u8fdb\\u6444\\u50cf\\u529f\\u80fd\\u7684\\u5f3a\\u5927\\u667a\\u80fd\\u624b\\u673a\\u3002\",\n", + " \"price\": 899.99\n", + "}\n", + "{\n", + " \"name\": \"FotoSnap DSLR Camera\",\n", + " \"category\": \"\\u76f8\\u673a\\u548c\\u6444\\u50cf\\u673a\",\n", + " \"brand\": \"FotoSnap\",\n", + " \"model_number\": \"FS-DSLR200\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.7,\n", + " \"features\": [\n", + " \"24.2MP sensor\",\n", + " \"1080p video\",\n", + " \"3-inch LCD\",\n", + " \"Interchangeable lenses\"\n", + " ],\n", + " \"description\": \"\\u4f7f\\u7528\\u8fd9\\u6b3e\\u591a\\u529f\\u80fd\\u7684\\u5355\\u53cd\\u76f8\\u673a\\uff0c\\u6355\\u6349\\u60ca\\u8273\\u7684\\u7167\\u7247\\u548c\\u89c6\\u9891\\u3002\",\n", + " \"price\": 599.99\n", + "}\n", + "{\n", + " \"name\": \"FotoSnap Mirrorless Camera\",\n", + " \"category\": \"\\u76f8\\u673a\\u548c\\u6444\\u50cf\\u673a\",\n", + " \"brand\": \"FotoSnap\",\n", + " \"model_number\": \"FS-ML100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.6,\n", + " \"features\": [\n", + " \"20.1MP sensor\",\n", + " \"4K video\",\n", + " \"3-inch touchscreen\",\n", + " \"Interchangeable lenses\"\n", + " ],\n", + " \"description\": \"\\u4e00\\u6b3e\\u5177\\u6709\\u5148\\u8fdb\\u529f\\u80fd\\u7684\\u5c0f\\u5de7\\u8f7b\\u4fbf\\u7684\\u65e0\\u53cd\\u76f8\\u673a\\u3002\",\n", + " \"price\": 799.99\n", + "}\n", + "{\n", + " \"name\": \"CineView 4K TV\",\n", + " \"category\": \"\\u7535\\u89c6\\u548c\\u5bb6\\u5ead\\u5f71\\u9662\\u7cfb\\u7edf\",\n", + " \"brand\": \"CineView\",\n", + " \"model_number\": \"CV-4K55\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.8,\n", + " \"features\": [\n", + " \"55-inch display\",\n", + " \"4K resolution\",\n", + " \"HDR\",\n", + " \"Smart TV\"\n", + " ],\n", + " \"description\": \"\\u4e00\\u6b3e\\u8272\\u5f69\\u9c9c\\u8273\\u3001\\u667a\\u80fd\\u529f\\u80fd\\u4e30\\u5bcc\\u7684\\u60ca\\u82734K\\u7535\\u89c6\\u3002\",\n", + " \"price\": 599.99\n", + "}\n", + "{\n", + " \"name\": \"SoundMax Home Theater\",\n", + " \"category\": \"\\u7535\\u89c6\\u548c\\u5bb6\\u5ead\\u5f71\\u9662\\u7cfb\\u7edf\",\n", + " \"brand\": \"SoundMax\",\n", + " \"model_number\": \"SM-HT100\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.4,\n", + " \"features\": [\n", + " \"5.1 channel\",\n", + " \"1000W output\",\n", + " \"Wireless subwoofer\",\n", + " \"Bluetooth\"\n", + " ],\n", + " \"description\": \"\\u4e00\\u6b3e\\u5f3a\\u5927\\u7684\\u5bb6\\u5ead\\u5f71\\u9662\\u7cfb\\u7edf\\uff0c\\u63d0\\u4f9b\\u6c89\\u6d78\\u5f0f\\u97f3\\u9891\\u4f53\\u9a8c\\u3002\",\n", + " \"price\": 399.99\n", + "}\n", + "{\n", + " \"name\": \"CineView 8K TV\",\n", + " \"category\": \"\\u7535\\u89c6\\u548c\\u5bb6\\u5ead\\u5f71\\u9662\\u7cfb\\u7edf\",\n", + " \"brand\": \"CineView\",\n", + " \"model_number\": \"CV-8K65\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.9,\n", + " \"features\": [\n", + " \"65-inch display\",\n", + " \"8K resolution\",\n", + " \"HDR\",\n", + " \"Smart TV\"\n", + " ],\n", + " \"description\": \"\\u901a\\u8fc7\\u8fd9\\u6b3e\\u60ca\\u8273\\u76848K\\u7535\\u89c6\\uff0c\\u4f53\\u9a8c\\u672a\\u6765\\u3002\",\n", + " \"price\": 2999.99\n", + "}\n", + "{\n", + " \"name\": \"SoundMax Soundbar\",\n", + " \"category\": \"\\u7535\\u89c6\\u548c\\u5bb6\\u5ead\\u5f71\\u9662\\u7cfb\\u7edf\",\n", + " \"brand\": \"SoundMax\",\n", + " \"model_number\": \"SM-SB50\",\n", + " \"warranty\": \"1 year\",\n", + " \"rating\": 4.3,\n", + " \"features\": [\n", + " \"2.1 channel\",\n", + " \"300W output\",\n", + " \"Wireless subwoofer\",\n", + " \"Bluetooth\"\n", + " ],\n", + " \"description\": \"\\u4f7f\\u7528\\u8fd9\\u6b3e\\u65f6\\u5c1a\\u800c\\u529f\\u80fd\\u5f3a\\u5927\\u7684\\u58f0\\u97f3\\uff0c\\u5347\\u7ea7\\u60a8\\u7535\\u89c6\\u7684\\u97f3\\u9891\\u4f53\\u9a8c\\u3002\",\n", + " \"price\": 199.99\n", + "}\n", + "{\n", + " \"name\": \"CineView OLED TV\",\n", + " \"category\": \"\\u7535\\u89c6\\u548c\\u5bb6\\u5ead\\u5f71\\u9662\\u7cfb\\u7edf\",\n", + " \"brand\": \"CineView\",\n", + " \"model_number\": \"CV-OLED55\",\n", + " \"warranty\": \"2 years\",\n", + " \"rating\": 4.7,\n", + " \"features\": [\n", + " \"55-inch display\",\n", + " \"4K resolution\",\n", + " \"HDR\",\n", + " \"Smart TV\"\n", + " ],\n", + " \"description\": \"\\u901a\\u8fc7\\u8fd9\\u6b3eOLED\\u7535\\u89c6\\uff0c\\u4f53\\u9a8c\\u771f\\u6b63\\u7684\\u4e94\\u5f69\\u6591\\u6593\\u3002\",\n", + " \"price\": 1499.99\n", + "}\n", + "\n" + ] + } + ], + "source": [ + "product_information_for_user_message_1 = generate_output_string(category_and_product_list)\n", + "print(product_information_for_user_message_1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 用户搜索基于产品详细信息生成回答" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SmartX ProPhone是一款功能强大的智能手机，拥有6.1英寸的显示屏、128GB的存储空间、12MP的双摄像头和5G网络。FotoSnap相机系列包括单反相机和无反相机，分别拥有不同的像素和视频分辨率，同时支持可更换镜头。电视产品包括CineView 4K TV、CineView 8K TV和CineView OLED TV，分别拥有不同的分辨率和尺寸，同时支持HDR和智能电视功能。此外，我们还提供SoundMax家庭影院和Soundbar音响，以提供更好的音频体验。您有什么关于这些产品的问题吗？\n" + ] + } + ], + "source": [ + "system_message = f\"\"\"\n", + "您是一家大型电子商店的客服助理。\n", + "请以友好和乐于助人的口吻回答问题，并尽量简洁明了。\n", + "请确保向用户提出相关的后续问题。\n", + "\"\"\"\n", + "user_message_1 = f\"\"\"\n", + "请介绍一下SmartX ProPhone智能手机和FotoSnap相机，包括单反相机。\n", + "另外，介绍关于电视产品的信息。\"\"\"\n", + "messages = [ \n", + "{'role':'system',\n", + " 'content': system_message}, \n", + "{'role':'user',\n", + " 'content': user_message_1}, \n", + "{'role':'assistant',\n", + " 'content': f\"\"\"相关产品信息:\\n\\\n", + " {product_information_for_user_message_1}\"\"\"}, \n", + "]\n", + "final_response = get_completion_from_messages(messages)\n", + "print(final_response)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}