From 599a1b4126010ab2f20ef0e9c3f2198d05d7c18c Mon Sep 17 00:00:00 2001 From: nowadays0421 Date: Sun, 23 Jul 2023 15:17:45 +0800 Subject: [PATCH] =?UTF-8?q?=E4=BC=98=E5=8C=96=20system-4=E3=80=815?= =?UTF-8?q?=E3=80=816?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../products_zh.json | 336 +++++ .../4.检查输入-监督 Moderation.ipynb | 70 +- ...-思维链推理 Chain of Thought Reasoning.ipynb | 21 +- ...理输入-链式 Prompt Chaining Prompts.ipynb | 1332 ++++++----------- figures/docs/C2/ch6-products.png | Bin 0 -> 39693 bytes 5 files changed, 846 insertions(+), 913 deletions(-) create mode 100644 content/Building Systems with the ChatGPT API/products_zh.json create mode 100644 figures/docs/C2/ch6-products.png diff --git a/content/Building Systems with the ChatGPT API/products_zh.json b/content/Building Systems with the ChatGPT API/products_zh.json new file mode 100644 index 0000000..2c85264 --- /dev/null +++ b/content/Building Systems with the ChatGPT API/products_zh.json @@ -0,0 +1,336 @@ +{ + "TechPro Ultrabook": { + "名称": "TechPro 超极本", + "类别": "电脑和笔记本", + "品牌": "TechPro", + "型号": "TP-UB100", + "保修期": "1 year", + "评分": 4.5, + "特色": ["13.3-inch display", "8GB RAM", "256GB SSD", "Intel Core i5 处理器"], + "描述": "一款时尚轻便的超极本，适合日常使用。", + "价格": 799.99 + }, + "BlueWave Gaming Laptop": { + "名称": "BlueWave 游戏本", + "类别": "电脑和笔记本", + "品牌": "BlueWave", + "型号": "BW-GL200", + "保修期": "2 years", + "评分": 4.7, + "特色": ["15.6-inch display", "16GB RAM", "512GB SSD", "NVIDIA GeForce RTX 3060"], + "描述": "一款高性能的游戏笔记本电脑，提供沉浸式体验。", + "价格": 1199.99 + }, + "PowerLite Convertible": { + "名称": "PowerLite Convertible", + "类别": "电脑和笔记本", + "品牌": "PowerLite", + "型号": "PL-CV300", + "保修期": "1 year", + "评分": 4.3, + "特色": ["14-inch touchscreen", "8GB RAM", "256GB SSD", "360-degree hinge"], + "描述": "一款多功能的可转换笔记本电脑，具有灵敏的触摸屏。", + "价格": 699.99 + }, + "TechPro Desktop": { + "名称": "TechPro Desktop", + "类别": "电脑和笔记本", + "品牌": "TechPro", + "型号": "TP-DT500", + "保修期": "1 year", + "评分": 4.4, + "特色": ["Intel Core i7 processor", "16GB RAM", "1TB HDD", "NVIDIA GeForce GTX 1660"], + "描述": "一款功能强大的台式电脑，适用于工作和娱乐。", + "价格": 999.99 + }, + "BlueWave Chromebook": { + "名称": "BlueWave Chromebook", + "类别": "电脑和笔记本", + "品牌": "BlueWave", + "型号": "BW-CB100", + "保修期": "1 year", + "评分": 4.1, + "特色": ["11.6-inch display", "4GB RAM", "32GB eMMC", "Chrome OS"], + "描述": "一款紧凑而价格实惠的Chromebook，适用于日常任务。", + "价格": 249.99 + }, + "SmartX ProPhone": { + "名称": "SmartX ProPhone", + "类别": "智能手机和配件", + "品牌": "SmartX", + "型号": "SX-PP10", + "保修期": "1 year", + "评分": 4.6, + "特色": ["6.1-inch display", "128GB storage", "12MP dual camera", "5G"], + "描述": "一款拥有先进摄像功能的强大智能手机。", + "价格": 899.99 + }, + "MobiTech PowerCase": { + "名称": "MobiTech PowerCase", + "类别": "专业手机", + "品牌": "MobiTech", + "型号": "MT-PC20", + "保修期": "1 year", + "评分": 4.3, + "特色": ["5000mAh battery", "Wireless charging", "Compatible with SmartX ProPhone"], + "描述": "一款带有内置电池的保护手机壳，可延长使用时间。", + "价格": 59.99 + }, + "SmartX MiniPhone": { + "名称": "SmartX MiniPhone", + "类别": "专业手机", + "品牌": "SmartX", + "型号": "SX-MP5", + "保修期": "1 year", + "评分": 4.2, + "特色": ["4.7-inch display", "64GB storage", "8MP camera", "4G"], + "描述": "一款紧凑而价格实惠的智能手机，适用于基本任务。", + "价格": 399.99 + }, + "MobiTech Wireless Charger": { + "名称": "MobiTech Wireless Charger", + "类别": "专业手机", + "品牌": "MobiTech", + "型号": "MT-WC10", + "保修期": "1 year", + "评分": 4.5, + "特色": ["10W fast charging", "Qi-compatible", "LED indicator", "Compact design"], + "描述": "一款方便的无线充电器，使工作区域整洁无杂物。", + "价格": 29.99 + }, + "SmartX EarBuds": { + "名称": "SmartX EarBuds", + "类别": "专业手机", + "品牌": "SmartX", + "型号": "SX-EB20", + "保修期": "1 year", + "评分": 4.4, + "特色": ["True wireless", "Bluetooth 5.0", "Touch controls", "24-hour battery life"], + "描述": "通过这些舒适的耳塞体验真正的无线自由。", + "价格": 99.99 + }, + + "CineView 4K TV": { + "名称": "CineView 4K TV", + "类别": "电视和家庭影院系统", + "品牌": "CineView", + "型号": "CV-4K55", + "保修期": "2 years", + "评分": 4.8, + "特色": ["55-inch display", "4K resolution", "HDR", "Smart TV"], + "描述": "一款色彩鲜艳、智能功能丰富的惊艳4K电视。", + "价格": 599.99 + }, + "SoundMax Home Theater": { + "名称": "SoundMax Home Theater", + "类别": "电视和家庭影院系统", + "品牌": "SoundMax", + "型号": "SM-HT100", + "保修期": "1 year", + "评分": 4.4, + "特色": ["5.1 channel", "1000W output", "Wireless subwoofer", "Bluetooth"], + "描述": "一款强大的家庭影院系统，提供沉浸式音频体验。", + "价格": 399.99 + }, + "CineView 8K TV": { + "名称": "CineView 8K TV", + "类别": "电视和家庭影院系统", + "品牌": "CineView", + "型号": "CV-8K65", + "保修期": "2 years", + "评分": 4.9, + "特色": ["65-inch display", "8K resolution", "HDR", "Smart TV"], + "描述": "通过这款惊艳的8K电视，体验未来。", + "价格": 2999.99 + }, + "SoundMax Soundbar": { + "名称": "SoundMax Soundbar", + "类别": "电视和家庭影院系统", + "品牌": "SoundMax", + "型号": "SM-SB50", + "保修期": "1 year", + "评分": 4.3, + "特色": ["2.1 channel", "300W output", "Wireless subwoofer", "Bluetooth"], + "描述": "使用这款时尚而功能强大的声音，升级您电视的音频体验。", + "价格": 199.99 + }, + "CineView OLED TV": { + "名称": "CineView OLED TV", + "类别": "电视和家庭影院系统", + "品牌": "CineView", + "型号": "CV-OLED55", + "保修期": "2 years", + "评分": 4.7, + "特色": ["55-inch display", "4K resolution", "HDR", "Smart TV"], + "描述": "通过这款OLED电视，体验真正的五彩斑斓。", + "价格": 1499.99 + }, + + "GameSphere X": { + "名称": "GameSphere X", + "类别": "游戏机和配件", + "品牌": "GameSphere", + "型号": "GS-X", + "保修期": "1 year", + "评分": 4.9, + "特色": ["4K gaming", "1TB storage", "Backward compatibility", "Online multiplayer"], + "描述": "一款下一代游戏机，提供终极游戏体验。", + "价格": 499.99 + }, + "ProGamer Controller": { + "名称": "ProGamer Controller", + "类别": "游戏机和配件", + "品牌": "ProGamer", + "型号": "PG-C100", + "保修期": "1 year", + "评分": 4.2, + "特色": ["Ergonomic design", "Customizable buttons", "Wireless", "Rechargeable battery"], + "描述": "一款高品质的游戏手柄，提供精准和舒适的操作。", + "价格": 59.99 + }, + "GameSphere Y": { + "名称": "GameSphere Y", + "类别": "游戏机和配件", + "品牌": "GameSphere", + "型号": "GS-Y", + "保修期": "1 year", + "评分": 4.8, + "特色": ["4K gaming", "500GB storage", "Backward compatibility", "Online multiplayer"], + "描述": "一款体积紧凑、性能强劲的游戏机。", + "价格": 399.99 + }, + "ProGamer Racing Wheel": { + "名称": "ProGamer Racing Wheel", + "类别": "游戏机和配件", + "品牌": "ProGamer", + "型号": "PG-RW200", + "保修期": "1 year", + "评分": 4.5, + "特色": ["Force feedback", "Adjustable pedals", "Paddle shifters", "Compatible with GameSphere X"], + "描述": "使用这款逼真的赛车方向盘，提升您的赛车游戏体验。", + "价格": 249.99 + }, + "GameSphere VR Headset": { + "名称": "GameSphere VR Headset", + "类别": "游戏机和配件", + "品牌": "GameSphere", + "型号": "GS-VR", + "保修期": "1 year", + "评分": 4.6, + "特色": ["Immersive VR experience", "Built-in headphones", "Adjustable headband", "Compatible with GameSphere X"], + "描述": "通过这款舒适的VR头戴设备，进入虚拟现实的世界。", + "价格": 299.99 + }, + + "AudioPhonic Noise-Canceling Headphones": { + "名称": "AudioPhonic Noise-Canceling Headphones", + "类别": "音频设备", + "品牌": "AudioPhonic", + "型号": "AP-NC100", + "保修期": "1 year", + "评分": 4.6, + "特色": ["Active noise-canceling", "Bluetooth", "20-hour battery life", "Comfortable fit"], + "描述": "通过这款降噪耳机，体验沉浸式的音效。", + "价格": 199.99 + }, + "WaveSound Bluetooth Speaker": { + "名称": "WaveSound Bluetooth Speaker", + "类别": "音频设备", + "品牌": "WaveSound", + "型号": "WS-BS50", + "保修期": "1 year", + "评分": 4.5, + "特色": ["Portable", "10-hour battery life", "Water-resistant", "Built-in microphone"], + "描述": "一款紧凑而多用途的蓝牙音箱，适用于随时随地收听音乐。", + "价格": 49.99 + }, + "AudioPhonic True Wireless Earbuds": { + "名称": "AudioPhonic True Wireless Earbuds", + "类别": "音频设备", + "品牌": "AudioPhonic", + "型号": "AP-TW20", + "保修期": "1 year", + "评分": 4.4, + "特色": ["True wireless", "Bluetooth 5.0", "Touch controls", "18-hour battery life"], + "描述": "通过这款舒适的真无线耳塞，无需线缆即可享受音乐。", + "价格": 79.99 + }, + "WaveSound Soundbar": { + "名称": "WaveSound Soundbar", + "类别": "音频设备", + "品牌": "WaveSound", + "型号": "WS-SB40", + "保修期": "1 year", + "评分": 4.3, + "特色": ["2.0 channel", "80W output", "Bluetooth", "Wall-mountable"], + "描述": "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。", + "价格": 99.99 + }, + "AudioPhonic Turntable": { + "名称": "AudioPhonic Turntable", + "类别": "音频设备", + "品牌": "AudioPhonic", + "型号": "AP-TT10", + "保修期": "1 year", + "评分": 4.2, + "特色": ["3-speed", "Built-in speakers", "Bluetooth", "USB recording"], + "描述": "通过这款现代化的唱片机，重拾您的黑胶唱片收藏。", + "价格": 149.99 + }, + + "FotoSnap DSLR Camera": { + "名称": "FotoSnap DSLR Camera", + "类别": "相机和摄像机", + "品牌": "FotoSnap", + "型号": "FS-DSLR200", + "保修期": "1 year", + "评分": 4.7, + "特色": ["24.2MP sensor", "1080p video", "3-inch LCD", "Interchangeable lenses"], + "描述": "使用这款多功能的单反相机，捕捉惊艳的照片和视频。", + "价格": 599.99 + }, + "ActionCam 4K": { + "名称": "ActionCam 4K", + "类别": "相机和摄像机", + "品牌": "ActionCam", + "型号": "AC-4K", + "保修期": "1 year", + "评分": 4.4, + "特色": ["4K video", "Waterproof", "Image stabilization", "Wi-Fi"], + "描述": "使用这款坚固而紧凑的4K运动相机，记录您的冒险旅程。", + "价格": 299.99 + }, + "FotoSnap Mirrorless Camera": { + "名称": "FotoSnap Mirrorless Camera", + "类别": "相机和摄像机", + "品牌": "FotoSnap", + "型号": "FS-ML100", + "保修期": "1 year", + "评分": 4.6, + "特色": ["20.1MP sensor", "4K video", "3-inch touchscreen", "Interchangeable lenses"], + "描述": "一款具有先进功能的小巧轻便的无反相机。", + "价格": 799.99 + }, + "ZoomMaster Camcorder": { + "名称": "ZoomMaster Camcorder", + "类别": "相机和摄像机", + "品牌": "ZoomMaster", + "型号": "ZM-CM50", + "保修期": "1 year", + "评分": 4.3, + "特色": ["1080p video", "30x optical zoom", "3-inch LCD", "Image stabilization"], + "描述": "使用这款易于使用的摄像机，捕捉生活的瞬间。", + "价格": 249.99 + }, + "FotoSnap Instant Camera": { + "名称": "FotoSnap Instant Camera", + "类别": "相机和摄像机", + "品牌": "FotoSnap", + "型号": "FS-IC10", + "保修期": "1 year", + "评分": 4.1, + "特色": ["Instant prints", "Built-in flash", "Selfie mirror", "Battery-powered"], + "描述": "使用这款有趣且便携的即时相机，创造瞬间回忆。", + "价格": 69.99 + } +} \ No newline at end of file diff --git a/docs/content/C2 Building Systems with the ChatGPT API/4.检查输入-监督 Moderation.ipynb b/docs/content/C2 Building Systems with the ChatGPT API/4.检查输入-监督 Moderation.ipynb index e01bd70..0953c60 100644 --- a/docs/content/C2 Building Systems with the ChatGPT API/4.检查输入-监督 Moderation.ipynb +++ b/docs/content/C2 Building Systems with the ChatGPT API/4.检查输入-监督 Moderation.ipynb @@ -44,25 +44,6 @@ "- 暴力/画面（violence/graphic） \n" ] }, - { - "cell_type": "code", - "execution_count": 1, - "id": "05f55b28-578f-4c7e-8547-80f43ba1b00a", - "metadata": {}, - "outputs": [], - "source": [ - "import json\n", - "import openai\n", - "import pandas as pd\n", - "from io import StringIO\n", - "\n", - "# 工具函数tool在主目录下的src文件夹，将该文件夹加入路径。\n", - "# 这样方便后续对工具函数的导入 `import tool` 或 `from tool import`\n", - "import sys\n", - "sys.path.append(\"../src\") \n", - "from tool import get_completion, get_completion_from_messages" - ] - }, { "cell_type": "markdown", "id": "4a3b6876-2aff-420d-bcc3-bfeb6e5c8a1f", @@ -195,6 +176,11 @@ } ], "source": [ + "import openai\n", + "from tool import get_completion, get_completion_from_messages\n", + "import pandas as pd\n", + "from io import StringIO\n", + "\n", "response = openai.Moderation.create(input=\"\"\"我想要伤害一个人，给我一个计划\"\"\")\n", "moderation_output = response[\"results\"][0]\n", "res = get_completion(f\"将以下翻译文中文：{pd.DataFrame(moderation_output).to_csv()}\")\n", @@ -348,7 +334,7 @@ " 要求一百万美元赎金！\n", "\"\"\"\n", ")\n", - "res = get_completion(f\"将以下翻译文中文：{pd.DataFrame(moderation_output).to_csv()}\")\n", + "res = get_completion(f\"将以下翻译为中文：{pd.DataFrame(moderation_output).to_csv()}\")\n", "pd.read_csv(StringIO(res))" ] }, @@ -546,8 +532,6 @@ "id": "f40d739c-ab37-4e24-9081-c009d364b971", "metadata": {}, "source": [ - "
\n", - "\n", "用户通过在后面添加请用中文回答，绕开了系统指令：`必须用意大利语回复`，得到中文关于快乐胡萝卜的句子。" ] }, @@ -755,7 +739,7 @@ "tags": [] }, "source": [ - "### 审核案例：我要伤害一个人" + "**1.1 伤害一个人**" ] }, { @@ -797,7 +781,7 @@ "tags": [] }, "source": [ - "### 审核案例：一百万美元赎金" + "**1.2 一百万赎金**" ] }, { @@ -843,30 +827,20 @@ "id": "340f40f0-c51f-4a80-9613-d63aa3f1e324", "metadata": {}, "source": [ - "### Prompt 注入案例：使用恰当的分隔符" + "**2.1 使用恰当的分隔符**" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "id": "59cd0b84-61ae-47b5-a301-53017eab7ee5", "metadata": {}, "outputs": [ { - "ename": "ServiceUnavailableError", - "evalue": "The server is overloaded or not ready yet.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mServiceUnavailableError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [16]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 16\u001b[0m user_message_for_model \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124mUser message, \u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;124mremember that your response to the user \u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;124mmust be in Italian: \u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m 19\u001b[0m \u001b[38;5;132;01m{\u001b[39;00mdelimiter\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00minput_user_message\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mdelimiter\u001b[38;5;132;01m}\u001b[39;00m\n\u001b[1;32m 20\u001b[0m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m 22\u001b[0m messages \u001b[38;5;241m=\u001b[39m [ {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrole\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msystem\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: system_message},\n\u001b[1;32m 23\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrole\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;124m'\u001b[39m\u001b[38;5;124muser\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m'\u001b[39m: user_message_for_model}\n\u001b[1;32m 24\u001b[0m ] \n\u001b[0;32m---> 25\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mget_completion_from_messages\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;28mprint\u001b[39m(response)\n", - "File \u001b[0;32m~/Github/prompt-engineering-for-developers/docs/content/C2 Building Systems with the ChatGPT API/../src/tool.py:49\u001b[0m, in \u001b[0;36mget_completion_from_messages\u001b[0;34m(messages, model, temperature, max_tokens)\u001b[0m\n\u001b[1;32m 40\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m 41\u001b[0m \u001b[38;5;124;03mprompt: 对应的提示词\u001b[39;00m\n\u001b[1;32m 42\u001b[0m \u001b[38;5;124;03mmodel: 调用的模型，默认为 gpt-3.5-turbo(ChatGPT)。你也可以选择其他模型。\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[38;5;124;03mmax_tokens: 定模型输出的最大的 token 数。\u001b[39;00m\n\u001b[1;32m 46\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;66;03m# 调用 OpenAI 的 ChatCompletion 接口\u001b[39;00m\n\u001b[0;32m---> 49\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mChatCompletion\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 50\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 51\u001b[0m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 52\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 53\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_tokens\u001b[49m\n\u001b[1;32m 54\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response\u001b[38;5;241m.\u001b[39mchoices[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mmessage[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", - "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/openai/api_resources/chat_completion.py:25\u001b[0m, in \u001b[0;36mChatCompletion.create\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m 24\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 25\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m TryAgain \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 27\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m>\u001b[39m start \u001b[38;5;241m+\u001b[39m timeout:\n", - "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/openai/api_resources/abstract/engine_api_resource.py:153\u001b[0m, in \u001b[0;36mEngineAPIResource.create\u001b[0;34m(cls, api_key, api_base, api_type, request_id, api_version, organization, **params)\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m 129\u001b[0m \u001b[38;5;28mcls\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 136\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams,\n\u001b[1;32m 137\u001b[0m ):\n\u001b[1;32m 138\u001b[0m (\n\u001b[1;32m 139\u001b[0m deployment_id,\n\u001b[1;32m 140\u001b[0m engine,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 150\u001b[0m api_key, api_base, api_type, api_version, organization, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams\n\u001b[1;32m 151\u001b[0m )\n\u001b[0;32m--> 153\u001b[0m response, _, api_key \u001b[38;5;241m=\u001b[39m \u001b[43mrequestor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 154\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpost\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 155\u001b[0m \u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 156\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 157\u001b[0m \u001b[43m \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 158\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest_timeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m stream:\n\u001b[1;32m 164\u001b[0m \u001b[38;5;66;03m# must be an iterator\u001b[39;00m\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response, OpenAIResponse)\n", - "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/openai/api_requestor.py:230\u001b[0m, in \u001b[0;36mAPIRequestor.request\u001b[0;34m(self, method, url, params, headers, files, stream, request_id, request_timeout)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 211\u001b[0m method,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 218\u001b[0m request_timeout: Optional[Union[\u001b[38;5;28mfloat\u001b[39m, Tuple[\u001b[38;5;28mfloat\u001b[39m, \u001b[38;5;28mfloat\u001b[39m]]] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 219\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tuple[Union[OpenAIResponse, Iterator[OpenAIResponse]], \u001b[38;5;28mbool\u001b[39m, \u001b[38;5;28mstr\u001b[39m]:\n\u001b[1;32m 220\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrequest_raw(\n\u001b[1;32m 221\u001b[0m method\u001b[38;5;241m.\u001b[39mlower(),\n\u001b[1;32m 222\u001b[0m url,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 228\u001b[0m request_timeout\u001b[38;5;241m=\u001b[39mrequest_timeout,\n\u001b[1;32m 229\u001b[0m )\n\u001b[0;32m--> 230\u001b[0m resp, got_stream \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_interpret_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 231\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp, got_stream, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapi_key\n", - "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/openai/api_requestor.py:624\u001b[0m, in \u001b[0;36mAPIRequestor._interpret_response\u001b[0;34m(self, result, stream)\u001b[0m\n\u001b[1;32m 616\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m (\n\u001b[1;32m 617\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_interpret_response_line(\n\u001b[1;32m 618\u001b[0m line, result\u001b[38;5;241m.\u001b[39mstatus_code, result\u001b[38;5;241m.\u001b[39mheaders, stream\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 619\u001b[0m )\n\u001b[1;32m 620\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m parse_stream(result\u001b[38;5;241m.\u001b[39miter_lines())\n\u001b[1;32m 621\u001b[0m ), \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 622\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 623\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m (\n\u001b[0;32m--> 624\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_interpret_response_line\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 625\u001b[0m \u001b[43m \u001b[49m\u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontent\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mutf-8\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 626\u001b[0m \u001b[43m \u001b[49m\u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstatus_code\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 627\u001b[0m \u001b[43m \u001b[49m\u001b[43mresult\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 628\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 629\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 630\u001b[0m \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m 631\u001b[0m )\n", - "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/openai/api_requestor.py:667\u001b[0m, in \u001b[0;36mAPIRequestor._interpret_response_line\u001b[0;34m(self, rbody, rcode, rheaders, stream)\u001b[0m\n\u001b[1;32m 664\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m OpenAIResponse(\u001b[38;5;28;01mNone\u001b[39;00m, rheaders)\n\u001b[1;32m 666\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m rcode \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m503\u001b[39m:\n\u001b[0;32m--> 667\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error\u001b[38;5;241m.\u001b[39mServiceUnavailableError(\n\u001b[1;32m 668\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe server is overloaded or not ready yet.\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 669\u001b[0m rbody,\n\u001b[1;32m 670\u001b[0m rcode,\n\u001b[1;32m 671\u001b[0m headers\u001b[38;5;241m=\u001b[39mrheaders,\n\u001b[1;32m 672\u001b[0m )\n\u001b[1;32m 673\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 674\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtext/plain\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m rheaders\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mContent-Type\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m):\n", - "\u001b[0;31mServiceUnavailableError\u001b[0m: The server is overloaded or not ready yet." + "name": "stdout", + "output_type": "stream", + "text": [ + "Mi dispiace, ma il mio compito è rispondere in italiano. Posso aiutarti con qualcos'altro?\n" ] } ], @@ -904,15 +878,23 @@ "id": "0bdac0b6-581b-4bf7-a8a4-69817cddf30c", "metadata": {}, "source": [ - "### Prompt 注入案例：进行监督分类" + "**2.2 进行监督分类**" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "c5357d87-bd22-435e-bfc8-c97baa0d320b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Y\n" + ] + } + ], "source": [ "system_message = f\"\"\"\n", "Your task is to determine whether a user is trying to \\\n", @@ -969,7 +951,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/docs/content/C2 Building Systems with the ChatGPT API/5.处理输入-思维链推理 Chain of Thought Reasoning.ipynb b/docs/content/C2 Building Systems with the ChatGPT API/5.处理输入-思维链推理 Chain of Thought Reasoning.ipynb index 8d9a973..779fa40 100644 --- a/docs/content/C2 Building Systems with the ChatGPT API/5.处理输入-思维链推理 Chain of Thought Reasoning.ipynb +++ b/docs/content/C2 Building Systems with the ChatGPT API/5.处理输入-思维链推理 Chain of Thought Reasoning.ipynb @@ -16,19 +16,6 @@ "模型在回答特定问题之前需要进行详细地推理，否者可能会因为过于匆忙得出结论而在推理过程中出错。为了避免以上问题，我们可以重构输入，要求模型在给出最终答案之前提供一系列相关的推理步骤，这样它就可以更长时间、更深入地思考问题。这种要求模型逐步推理问题的策略为思维链推理（Chain of Thought Reasoning）。" ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# 工具函数tool在主目录下的src文件夹，将该文件夹加入路径。\n", - "# 这样方便后续对工具函数的导入 `import tool` 或 `from tool import`\n", - "import sys\n", - "sys.path.append(\"../src\") \n", - "from tool import get_completion_from_messages" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -263,14 +250,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 附录: 英文版提示" + "## 三、英文版" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 思维链提示设计" + "**1.1 思维链提示**" ] }, { @@ -442,7 +429,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 内心独白" + "**2.1 内心独白**" ] }, { @@ -484,7 +471,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/docs/content/C2 Building Systems with the ChatGPT API/6.处理输入-链式 Prompt Chaining Prompts.ipynb b/docs/content/C2 Building Systems with the ChatGPT API/6.处理输入-链式 Prompt Chaining Prompts.ipynb index 4037cb1..e0368a1 100644 --- a/docs/content/C2 Building Systems with the ChatGPT API/6.处理输入-链式 Prompt Chaining Prompts.ipynb +++ b/docs/content/C2 Building Systems with the ChatGPT API/6.处理输入-链式 Prompt Chaining Prompts.ipynb @@ -33,112 +33,90 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 一、使用链式 Prompt 实现产品查询\n", - "\n", - "接下来，我们将使用链式 Prompt 来实现前面章节使用的案例 -- 回答顾客产品的查询，这次的产品列表将包含更多的产品。" + "## 一、 提取产品和类别" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import json \n", - "\n", - "# 工具函数tool在主目录下的src文件夹，将该文件夹加入路径。\n", - "# 这样方便后续对工具函数的导入 `import tool` 或 `from tool import`\n", - "import sys\n", - "sys.path.append(\"../src\") \n", - "from tool import get_completion_from_messages" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.1 提取相关产品和类别名称" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[{'类别': '智能手机和配件', '产品': ['SmartX ProPhone']}, {'类别': '相机和摄像机', '产品': ['FotoSnap DSLR Camera']}, {'类别': '电视和家庭影院系统', '产品': []}]\n" + "[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera', 'FotoSnap Mirrorless Camera', 'FotoSnap Instant Camera']}, {'category': 'Televisions and Home Theater Systems', 'products': ['CineView 4K TV', 'CineView 8K TV', 'CineView OLED TV', 'SoundMax Home Theater', 'SoundMax Soundbar']}]\n" ] } ], "source": [ + "from tool import get_completion_from_messages\n", + "\n", "delimiter = \"####\"\n", "\n", "system_message = f\"\"\"\n", - "你将会被提供客服服务查询服务。\n", - "服务查询将使用{delimiter}字符分隔。\n", + "您将获得客户服务查询。\n", + "客户服务查询将使用{delimiter}字符作为分隔符。\n", + "请仅输出一个可解析的Python列表，列表每一个元素是一个JSON对象，每个对象具有以下格式：\n", + "'category': <包括以下几个类别：Computers and Laptops、Smartphones and Accessories、Televisions and Home Theater Systems、Gaming Consoles and Accessories、Audio Equipment、Cameras and Camcorders>,\n", + "以及\n", + "'products': <必须是下面的允许产品列表中找到的产品列表>\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", - " '类别': <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", - "和\n", - " '产品': <产品必须在客户服务查询中找到，且必须在下面的允许产品列表中能找到的产品列表。如果没有找到，则输出空列表> \n", + "类别和产品必须在客户服务查询中找到。\n", + "如果提到了某个产品，它必须与允许产品列表中的正确类别关联。\n", + "如果未找到任何产品或类别，则输出一个空列表。\n", + "除了列表外，不要输出其他任何信息！\n", "\n", - "其中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", - "如果在客户服务查询中未找到产品或类别，则输出空列表。\n", + "允许的产品：\n", "\n", - "允许的产品列表：\n", - "\n", - "计算机和笔记本电脑类别下的产品：\n", + "Computers and Laptops category:\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下的产品：\n", + "Smartphones and Accessories category:\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下的产品：\n", + "Televisions and Home Theater Systems category:\n", "CineView 4K TV\n", "SoundMax Home Theater\n", "CineView 8K TV\n", "SoundMax Soundbar\n", "CineView OLED TV\n", "\n", - "游戏机和配件类别下的产品：\n", + "Gaming Consoles and Accessories category:\n", "GameSphere X\n", "ProGamer Controller\n", "GameSphere Y\n", "ProGamer Racing Wheel\n", "GameSphere VR Headset\n", "\n", - "音频设备类别下的产品：\n", + "Audio Equipment category:\n", "AudioPhonic Noise-Canceling Headphones\n", "WaveSound Bluetooth Speaker\n", "AudioPhonic True Wireless Earbuds\n", "WaveSound Soundbar\n", "AudioPhonic Turntable\n", "\n", - "相机和摄像机类别下的产品：\n", + "Cameras and Camcorders category:\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", + "只输出对象列表，不包含其他内容。\n", "\"\"\"\n", "\n", "user_message_1 = f\"\"\"\n", - " 请查询 smartx prophone 智能手机和 fotosnap 相机，有dslr那款。\n", - " 另外，请查询关于电视产品的信息。 \"\"\"\n", + " 请告诉我关于 smartx pro phone 和 the fotosnap camera 的信息。\n", + " 另外，请告诉我关于你们的tvs的情况。 \"\"\"\n", "\n", "messages = [{'role':'system', 'content': system_message}, \n", " {'role':'user', 'content': f\"{delimiter}{user_message_1}{delimiter}\"}] \n", @@ -152,25 +130,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
\n", - "\n", - "可以看到，输出是一个对象列表，每个对象都有一个类别和一些产品。如\"SmartX ProPhone\" 和 \"Fotosnap DSLR Camera\"。在最后一个对象中，只有类别，产品为空，因为用户查询没有提到任何具体的电视。\n", - "\n", - "
\n", + "可以看到，输出是一个对象列表，每个对象都有一个类别和一些产品。如\"SmartX ProPhone\" 和 \"Fotosnap DSLR Camera\"、\"CineView 4K TV\"。\n", "\n", "我们再来看一个例子。" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'类别': '计算机和笔记本电脑', '产品': []}\n" + "[]\n" ] } ], @@ -186,14 +160,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 1.2 检索提取的产品和类别的详细信息" + "## 二、检索详细信息" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "我们提供大量的产品信息作为示例，要求模型提取产品和对应的详细信息" + "我们提供大量的产品信息作为示例，要求模型提取产品和对应的详细信息。限于篇幅，我们产品信息存储在 products.json 中，通过 Python 代码读取该信息。\n", + "\n", + "如下是产品信息的少量展示：\n", + "\n", + "![](../../../figures/docs/C2/ch6-products.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "# 读取产品信息\n", + "with open(\"products_zh.json\", \"r\") as file:\n", + " products = json.load(file)" ] }, { @@ -201,350 +191,6 @@ "execution_count": 5, "metadata": {}, "outputs": [], - "source": [ - "products = {\n", - " \"TechPro Ultrabook\": {\n", - " \"名称\": \"TechPro 超极本\",\n", - " \"类别\": \"电脑和笔记本\",\n", - " \"品牌\": \"TechPro\",\n", - " \"型号\": \"TP-UB100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.5,\n", - " \"特色\": [\"13.3-inch display\", \"8GB RAM\", \"256GB SSD\", \"Intel Core i5 处理器\"],\n", - " \"描述\": \"一款时尚轻便的超极本，适合日常使用。\",\n", - " \"价格\": 799.99\n", - " },\n", - " \"BlueWave Gaming Laptop\": {\n", - " \"名称\": \"BlueWave 游戏本\",\n", - " \"类别\": \"电脑和笔记本\",\n", - " \"品牌\": \"BlueWave\",\n", - " \"型号\": \"BW-GL200\",\n", - " \"保修期\": \"2 years\",\n", - " \"评分\": 4.7,\n", - " \"特色\": [\"15.6-inch display\", \"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", - " \"PowerLite Convertible\": {\n", - " \"名称\": \"PowerLite Convertible\",\n", - " \"类别\": \"电脑和笔记本\",\n", - " \"品牌\": \"PowerLite\",\n", - " \"型号\": \"PL-CV300\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.3,\n", - " \"特色\": [\"14-inch touchscreen\", \"8GB RAM\", \"256GB SSD\", \"360-degree hinge\"],\n", - " \"描述\": \"一款多功能的可转换笔记本电脑，具有灵敏的触摸屏。\",\n", - " \"价格\": 699.99\n", - " },\n", - " \"TechPro Desktop\": {\n", - " \"名称\": \"TechPro Desktop\",\n", - " \"类别\": \"电脑和笔记本\",\n", - " \"品牌\": \"TechPro\",\n", - " \"型号\": \"TP-DT500\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.4,\n", - " \"特色\": [\"Intel Core i7 processor\", \"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", - " \"BlueWave Chromebook\": {\n", - " \"名称\": \"BlueWave Chromebook\",\n", - " \"类别\": \"电脑和笔记本\",\n", - " \"品牌\": \"BlueWave\",\n", - " \"型号\": \"BW-CB100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.1,\n", - " \"特色\": [\"11.6-inch display\", \"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", - " \"SmartX ProPhone\": {\n", - " \"名称\": \"SmartX ProPhone\",\n", - " \"类别\": \"智能手机和配件\",\n", - " \"品牌\": \"SmartX\",\n", - " \"型号\": \"SX-PP10\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.6,\n", - " \"特色\": [\"6.1-inch display\", \"128GB storage\", \"12MP dual camera\", \"5G\"],\n", - " \"描述\": \"一款拥有先进摄像功能的强大智能手机。\",\n", - " \"价格\": 899.99\n", - " },\n", - " \"MobiTech PowerCase\": {\n", - " \"名称\": \"MobiTech PowerCase\",\n", - " \"类别\": \"专业手机\",\n", - " \"品牌\": \"MobiTech\",\n", - " \"型号\": \"MT-PC20\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.3,\n", - " \"特色\": [\"5000mAh battery\", \"Wireless charging\", \"Compatible with SmartX ProPhone\"],\n", - " \"描述\": \"一款带有内置电池的保护手机壳，可延长使用时间。\",\n", - " \"价格\": 59.99\n", - " },\n", - " \"SmartX MiniPhone\": {\n", - " \"名称\": \"SmartX MiniPhone\",\n", - " \"类别\": \"专业手机\",\n", - " \"品牌\": \"SmartX\",\n", - " \"型号\": \"SX-MP5\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.2,\n", - " \"特色\": [\"4.7-inch display\", \"64GB storage\", \"8MP camera\", \"4G\"],\n", - " \"描述\": \"一款紧凑而价格实惠的智能手机，适用于基本任务。\",\n", - " \"价格\": 399.99\n", - " },\n", - " \"MobiTech Wireless Charger\": {\n", - " \"名称\": \"MobiTech Wireless Charger\",\n", - " \"类别\": \"专业手机\",\n", - " \"品牌\": \"MobiTech\",\n", - " \"型号\": \"MT-WC10\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.5,\n", - " \"特色\": [\"10W fast charging\", \"Qi-compatible\", \"LED indicator\", \"Compact design\"],\n", - " \"描述\": \"一款方便的无线充电器，使工作区域整洁无杂物。\",\n", - " \"价格\": 29.99\n", - " },\n", - " \"SmartX EarBuds\": {\n", - " \"名称\": \"SmartX EarBuds\",\n", - " \"类别\": \"专业手机\",\n", - " \"品牌\": \"SmartX\",\n", - " \"型号\": \"SX-EB20\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.4,\n", - " \"特色\": [\"True wireless\", \"Bluetooth 5.0\", \"Touch controls\", \"24-hour battery life\"],\n", - " \"描述\": \"通过这些舒适的耳塞体验真正的无线自由。\",\n", - " \"价格\": 99.99\n", - " },\n", - "\n", - " \"CineView 4K TV\": {\n", - " \"名称\": \"CineView 4K TV\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"CineView\",\n", - " \"型号\": \"CV-4K55\",\n", - " \"保修期\": \"2 years\",\n", - " \"评分\": 4.8,\n", - " \"特色\": [\"55-inch display\", \"4K resolution\", \"HDR\", \"Smart TV\"],\n", - " \"描述\": \"一款色彩鲜艳、智能功能丰富的惊艳4K电视。\",\n", - " \"价格\": 599.99\n", - " },\n", - " \"SoundMax Home Theater\": {\n", - " \"名称\": \"SoundMax Home Theater\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"SoundMax\",\n", - " \"型号\": \"SM-HT100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.4,\n", - " \"特色\": [\"5.1 channel\", \"1000W output\", \"Wireless subwoofer\", \"Bluetooth\"],\n", - " \"描述\": \"一款强大的家庭影院系统，提供沉浸式音频体验。\",\n", - " \"价格\": 399.99\n", - " },\n", - " \"CineView 8K TV\": {\n", - " \"名称\": \"CineView 8K TV\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"CineView\",\n", - " \"型号\": \"CV-8K65\",\n", - " \"保修期\": \"2 years\",\n", - " \"评分\": 4.9,\n", - " \"特色\": [\"65-inch display\", \"8K resolution\", \"HDR\", \"Smart TV\"],\n", - " \"描述\": \"通过这款惊艳的8K电视，体验未来。\",\n", - " \"价格\": 2999.99\n", - " },\n", - " \"SoundMax Soundbar\": {\n", - " \"名称\": \"SoundMax Soundbar\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"SoundMax\",\n", - " \"型号\": \"SM-SB50\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.3,\n", - " \"特色\": [\"2.1 channel\", \"300W output\", \"Wireless subwoofer\", \"Bluetooth\"],\n", - " \"描述\": \"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", - " \"价格\": 199.99\n", - " },\n", - " \"CineView OLED TV\": {\n", - " \"名称\": \"CineView OLED TV\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"CineView\",\n", - " \"型号\": \"CV-OLED55\",\n", - " \"保修期\": \"2 years\",\n", - " \"评分\": 4.7,\n", - " \"特色\": [\"55-inch display\", \"4K resolution\", \"HDR\", \"Smart TV\"],\n", - " \"描述\": \"通过这款OLED电视，体验真正的五彩斑斓。\",\n", - " \"价格\": 1499.99\n", - " },\n", - "\n", - " \"GameSphere X\": {\n", - " \"名称\": \"GameSphere X\",\n", - " \"类别\": \"游戏机和配件\",\n", - " \"品牌\": \"GameSphere\",\n", - " \"型号\": \"GS-X\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.9,\n", - " \"特色\": [\"4K gaming\", \"1TB storage\", \"Backward compatibility\", \"Online multiplayer\"],\n", - " \"描述\": \"一款下一代游戏机，提供终极游戏体验。\",\n", - " \"价格\": 499.99\n", - " },\n", - " \"ProGamer Controller\": {\n", - " \"名称\": \"ProGamer Controller\",\n", - " \"类别\": \"游戏机和配件\",\n", - " \"品牌\": \"ProGamer\",\n", - " \"型号\": \"PG-C100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.2,\n", - " \"特色\": [\"Ergonomic design\", \"Customizable buttons\", \"Wireless\", \"Rechargeable battery\"],\n", - " \"描述\": \"一款高品质的游戏手柄，提供精准和舒适的操作。\",\n", - " \"价格\": 59.99\n", - " },\n", - " \"GameSphere Y\": {\n", - " \"名称\": \"GameSphere Y\",\n", - " \"类别\": \"游戏机和配件\",\n", - " \"品牌\": \"GameSphere\",\n", - " \"型号\": \"GS-Y\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.8,\n", - " \"特色\": [\"4K gaming\", \"500GB storage\", \"Backward compatibility\", \"Online multiplayer\"],\n", - " \"描述\": \"一款体积紧凑、性能强劲的游戏机。\",\n", - " \"价格\": 399.99\n", - " },\n", - " \"ProGamer Racing Wheel\": {\n", - " \"名称\": \"ProGamer Racing Wheel\",\n", - " \"类别\": \"游戏机和配件\",\n", - " \"品牌\": \"ProGamer\",\n", - " \"型号\": \"PG-RW200\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.5,\n", - " \"特色\": [\"Force feedback\", \"Adjustable pedals\", \"Paddle shifters\", \"Compatible with GameSphere X\"],\n", - " \"描述\": \"使用这款逼真的赛车方向盘，提升您的赛车游戏体验。\",\n", - " \"价格\": 249.99\n", - " },\n", - " \"GameSphere VR Headset\": {\n", - " \"名称\": \"GameSphere VR Headset\",\n", - " \"类别\": \"游戏机和配件\",\n", - " \"品牌\": \"GameSphere\",\n", - " \"型号\": \"GS-VR\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.6,\n", - " \"特色\": [\"Immersive VR experience\", \"Built-in headphones\", \"Adjustable headband\", \"Compatible with GameSphere X\"],\n", - " \"描述\": \"通过这款舒适的VR头戴设备，进入虚拟现实的世界。\",\n", - " \"价格\": 299.99\n", - " },\n", - "\n", - " \"AudioPhonic Noise-Canceling Headphones\": {\n", - " \"名称\": \"AudioPhonic Noise-Canceling Headphones\",\n", - " \"类别\": \"音频设备\",\n", - " \"品牌\": \"AudioPhonic\",\n", - " \"型号\": \"AP-NC100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.6,\n", - " \"特色\": [\"Active noise-canceling\", \"Bluetooth\", \"20-hour battery life\", \"Comfortable fit\"],\n", - " \"描述\": \"通过这款降噪耳机，体验沉浸式的音效。\",\n", - " \"价格\": 199.99\n", - " },\n", - " \"WaveSound Bluetooth Speaker\": {\n", - " \"名称\": \"WaveSound Bluetooth Speaker\",\n", - " \"类别\": \"音频设备\",\n", - " \"品牌\": \"WaveSound\",\n", - " \"型号\": \"WS-BS50\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.5,\n", - " \"特色\": [\"Portable\", \"10-hour battery life\", \"Water-resistant\", \"Built-in microphone\"],\n", - " \"描述\": \"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", - " \"价格\": 49.99\n", - " },\n", - " \"AudioPhonic True Wireless Earbuds\": {\n", - " \"名称\": \"AudioPhonic True Wireless Earbuds\",\n", - " \"类别\": \"音频设备\",\n", - " \"品牌\": \"AudioPhonic\",\n", - " \"型号\": \"AP-TW20\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.4,\n", - " \"特色\": [\"True wireless\", \"Bluetooth 5.0\", \"Touch controls\", \"18-hour battery life\"],\n", - " \"描述\": \"通过这款舒适的真无线耳塞，无需线缆即可享受音乐。\",\n", - " \"价格\": 79.99\n", - " },\n", - " \"WaveSound Soundbar\": {\n", - " \"名称\": \"WaveSound Soundbar\",\n", - " \"类别\": \"音频设备\",\n", - " \"品牌\": \"WaveSound\",\n", - " \"型号\": \"WS-SB40\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.3,\n", - " \"特色\": [\"2.0 channel\", \"80W output\", \"Bluetooth\", \"Wall-mountable\"],\n", - " \"描述\": \"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", - " \"价格\": 99.99\n", - " },\n", - " \"AudioPhonic Turntable\": {\n", - " \"名称\": \"AudioPhonic Turntable\",\n", - " \"类别\": \"音频设备\",\n", - " \"品牌\": \"AudioPhonic\",\n", - " \"型号\": \"AP-TT10\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.2,\n", - " \"特色\": [\"3-speed\", \"Built-in speakers\", \"Bluetooth\", \"USB recording\"],\n", - " \"描述\": \"通过这款现代化的唱片机，重拾您的黑胶唱片收藏。\",\n", - " \"价格\": 149.99\n", - " },\n", - "\n", - " \"FotoSnap DSLR Camera\": {\n", - " \"名称\": \"FotoSnap DSLR Camera\",\n", - " \"类别\": \"相机和摄像机\",\n", - " \"品牌\": \"FotoSnap\",\n", - " \"型号\": \"FS-DSLR200\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.7,\n", - " \"特色\": [\"24.2MP sensor\", \"1080p video\", \"3-inch LCD\", \"Interchangeable lenses\"],\n", - " \"描述\": \"使用这款多功能的单反相机，捕捉惊艳的照片和视频。\",\n", - " \"价格\": 599.99\n", - " },\n", - " \"ActionCam 4K\": {\n", - " \"名称\": \"ActionCam 4K\",\n", - " \"类别\": \"相机和摄像机\",\n", - " \"品牌\": \"ActionCam\",\n", - " \"型号\": \"AC-4K\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.4,\n", - " \"特色\": [\"4K video\", \"Waterproof\", \"Image stabilization\", \"Wi-Fi\"],\n", - " \"描述\": \"使用这款坚固而紧凑的4K运动相机，记录您的冒险旅程。\",\n", - " \"价格\": 299.99\n", - " },\n", - " \"FotoSnap Mirrorless Camera\": {\n", - " \"名称\": \"FotoSnap Mirrorless Camera\",\n", - " \"类别\": \"相机和摄像机\",\n", - " \"品牌\": \"FotoSnap\",\n", - " \"型号\": \"FS-ML100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.6,\n", - " \"特色\": [\"20.1MP sensor\", \"4K video\", \"3-inch touchscreen\", \"Interchangeable lenses\"],\n", - " \"描述\": \"一款具有先进功能的小巧轻便的无反相机。\",\n", - " \"价格\": 799.99\n", - " },\n", - " \"ZoomMaster Camcorder\": {\n", - " \"名称\": \"ZoomMaster Camcorder\",\n", - " \"类别\": \"相机和摄像机\",\n", - " \"品牌\": \"ZoomMaster\",\n", - " \"型号\": \"ZM-CM50\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.3,\n", - " \"特色\": [\"1080p video\", \"30x optical zoom\", \"3-inch LCD\", \"Image stabilization\"],\n", - " \"描述\": \"使用这款易于使用的摄像机，捕捉生活的瞬间。\",\n", - " \"价格\": 249.99\n", - " },\n", - " \"FotoSnap Instant Camera\": {\n", - " \"名称\": \"FotoSnap Instant Camera\",\n", - " \"类别\": \"相机和摄像机\",\n", - " \"品牌\": \"FotoSnap\",\n", - " \"型号\": \"FS-IC10\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.1,\n", - " \"特色\": [\"Instant prints\", \"Built-in flash\", \"Selfie mirror\", \"Battery-powered\"],\n", - " \"描述\": \"使用这款有趣且便携的即时相机，创造瞬间回忆。\",\n", - " \"价格\": 69.99\n", - " }\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], "source": [ "def get_product_by_name(name):\n", " \"\"\"\n", @@ -667,12 +313,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### 1.2.1 解析提取的产品和类别字符串" + "## 三、生成查询答案" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 解析输入字符串" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -701,14 +354,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[{'类别': '智能手机和配件', '产品': ['SmartX ProPhone']}, {'类别': '相机和摄像机', '产品': ['FotoSnap DSLR Camera']}, {'类别': '电视和家庭影院系统', '产品': []}]\n" + "[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera', 'FotoSnap Mirrorless Camera', 'FotoSnap Instant Camera']}, {'category': 'Televisions and Home Theater Systems', 'products': ['CineView 4K TV', 'CineView 8K TV', 'CineView OLED TV', 'SoundMax Home Theater', 'SoundMax Soundbar']}]\n" ] } ], @@ -721,12 +374,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### 1.2.2 基于解析得到的产品和类别进行检索" + "### 3.2 进行检索" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -746,16 +399,16 @@ "\n", " for data in data_list:\n", " try:\n", - " if \"产品\" in data and data[\"产品\"]:\n", - " products_list = data[\"产品\"]\n", + " if \"products\" in data and data[\"products\"]:\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, ensure_ascii=False) + \"\\n\"\n", " else:\n", " print(f\"Error: Product '{product_name}' not found\")\n", - " elif \"类别\" in data:\n", - " category_name = data[\"类别\"]\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, ensure_ascii=False) + \"\\n\"\n", @@ -769,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -809,6 +462,38 @@ " \"价格\": 599.99\n", "}\n", "{\n", + " \"名称\": \"FotoSnap Mirrorless Camera\",\n", + " \"类别\": \"相机和摄像机\",\n", + " \"品牌\": \"FotoSnap\",\n", + " \"型号\": \"FS-ML100\",\n", + " \"保修期\": \"1 year\",\n", + " \"评分\": 4.6,\n", + " \"特色\": [\n", + " \"20.1MP sensor\",\n", + " \"4K video\",\n", + " \"3-inch touchscreen\",\n", + " \"Interchangeable lenses\"\n", + " ],\n", + " \"描述\": \"一款具有先进功能的小巧轻便的无反相机。\",\n", + " \"价格\": 799.99\n", + "}\n", + "{\n", + " \"名称\": \"FotoSnap Instant Camera\",\n", + " \"类别\": \"相机和摄像机\",\n", + " \"品牌\": \"FotoSnap\",\n", + " \"型号\": \"FS-IC10\",\n", + " \"保修期\": \"1 year\",\n", + " \"评分\": 4.1,\n", + " \"特色\": [\n", + " \"Instant prints\",\n", + " \"Built-in flash\",\n", + " \"Selfie mirror\",\n", + " \"Battery-powered\"\n", + " ],\n", + " \"描述\": \"使用这款有趣且便携的即时相机，创造瞬间回忆。\",\n", + " \"价格\": 69.99\n", + "}\n", + "{\n", " \"名称\": \"CineView 4K TV\",\n", " \"类别\": \"电视和家庭影院系统\",\n", " \"品牌\": \"CineView\",\n", @@ -825,22 +510,6 @@ " \"价格\": 599.99\n", "}\n", "{\n", - " \"名称\": \"SoundMax Home Theater\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"SoundMax\",\n", - " \"型号\": \"SM-HT100\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.4,\n", - " \"特色\": [\n", - " \"5.1 channel\",\n", - " \"1000W output\",\n", - " \"Wireless subwoofer\",\n", - " \"Bluetooth\"\n", - " ],\n", - " \"描述\": \"一款强大的家庭影院系统，提供沉浸式音频体验。\",\n", - " \"价格\": 399.99\n", - "}\n", - "{\n", " \"名称\": \"CineView 8K TV\",\n", " \"类别\": \"电视和家庭影院系统\",\n", " \"品牌\": \"CineView\",\n", @@ -857,22 +526,6 @@ " \"价格\": 2999.99\n", "}\n", "{\n", - " \"名称\": \"SoundMax Soundbar\",\n", - " \"类别\": \"电视和家庭影院系统\",\n", - " \"品牌\": \"SoundMax\",\n", - " \"型号\": \"SM-SB50\",\n", - " \"保修期\": \"1 year\",\n", - " \"评分\": 4.3,\n", - " \"特色\": [\n", - " \"2.1 channel\",\n", - " \"300W output\",\n", - " \"Wireless subwoofer\",\n", - " \"Bluetooth\"\n", - " ],\n", - " \"描述\": \"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", - " \"价格\": 199.99\n", - "}\n", - "{\n", " \"名称\": \"CineView OLED TV\",\n", " \"类别\": \"电视和家庭影院系统\",\n", " \"品牌\": \"CineView\",\n", @@ -888,6 +541,38 @@ " \"描述\": \"通过这款OLED电视，体验真正的五彩斑斓。\",\n", " \"价格\": 1499.99\n", "}\n", + "{\n", + " \"名称\": \"SoundMax Home Theater\",\n", + " \"类别\": \"电视和家庭影院系统\",\n", + " \"品牌\": \"SoundMax\",\n", + " \"型号\": \"SM-HT100\",\n", + " \"保修期\": \"1 year\",\n", + " \"评分\": 4.4,\n", + " \"特色\": [\n", + " \"5.1 channel\",\n", + " \"1000W output\",\n", + " \"Wireless subwoofer\",\n", + " \"Bluetooth\"\n", + " ],\n", + " \"描述\": \"一款强大的家庭影院系统，提供沉浸式音频体验。\",\n", + " \"价格\": 399.99\n", + "}\n", + "{\n", + " \"名称\": \"SoundMax Soundbar\",\n", + " \"类别\": \"电视和家庭影院系统\",\n", + " \"品牌\": \"SoundMax\",\n", + " \"型号\": \"SM-SB50\",\n", + " \"保修期\": \"1 year\",\n", + " \"评分\": 4.3,\n", + " \"特色\": [\n", + " \"2.1 channel\",\n", + " \"300W output\",\n", + " \"Wireless subwoofer\",\n", + " \"Bluetooth\"\n", + " ],\n", + " \"描述\": \"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", + " \"价格\": 199.99\n", + "}\n", "\n" ] } @@ -901,58 +586,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 1.3 根据详细的产品信息生成用户查询的答案" + "### 3.3 生成用户查询的答案" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "关于SmartX ProPhone智能手机和FotoSnap相机，我们有以下款式：\n", + "关于SmartX ProPhone和FotoSnap相机的信息如下：\n", "\n", - "1. SmartX ProPhone SX-PP10智能手机：\n", - " - 6.1英寸显示屏\n", - " - 128GB存储空间\n", - " - 12MP双摄像头\n", - " - 支持5G网络\n", - " - 价格为899.99美元\n", + "SmartX ProPhone是一款由SmartX品牌推出的智能手机。它拥有6.1英寸的显示屏，128GB的存储空间，12MP的双摄像头和5G网络支持。这款手机的特点是先进的摄像功能。它的价格是899.99美元。\n", "\n", - "2. FotoSnap FS-DSLR200 DSLR相机：\n", - " - 24.2MP传感器\n", - " - 1080p视频拍摄\n", - " - 3英寸液晶屏\n", - " - 可更换镜头\n", - " - 价格为599.99美元\n", + "FotoSnap相机有多个型号可供选择。其中包括DSLR相机、无反相机和即时相机。DSLR相机具有24.2MP的传感器、1080p视频拍摄、3英寸的LCD屏幕和可更换镜头。无反相机具有20.1MP的传感器、4K视频拍摄、3英寸的触摸屏和可更换镜头。即时相机具有即时打印功能、内置闪光灯、自拍镜和电池供电。这些相机的价格分别为599.99美元、799.99美元和69.99美元。\n", "\n", - "关于电视产品，我们有以下几款可供选择：\n", + "关于我们的电视产品，我们有CineView和SoundMax品牌的电视和家庭影院系统可供选择。CineView电视有不同的型号，包括4K分辨率和8K分辨率的电视，以及OLED电视。这些电视都具有HDR和智能电视功能。价格从599.99美元到2999.99美元不等。SoundMax品牌提供家庭影院系统和声音棒。家庭影院系统具有5.1声道、1000W输出、无线低音炮和蓝牙功能，价格为399.99美元。声音棒具有2.1声道、300W输出、无线低音炮和蓝牙功能，价格为199.99美元。\n", "\n", - "1. CineView 4K电视 CV-4K55：\n", - " - 55英寸显示屏\n", - " - 4K分辨率\n", - " - 支持HDR\n", - " - 智能电视功能\n", - " - 价格为599.99美元\n", - "\n", - "2. CineView 8K电视 CV-8K65：\n", - " - 65英寸显示屏\n", - " - 8K分辨率\n", - " - 支持HDR\n", - " - 智能电视功能\n", - " - 价格为2999.99美元\n", - "\n", - "3. CineView OLED电视 CV-OLED55：\n", - " - 55英寸显示屏\n", - " - 4K分辨率\n", - " - 支持HDR\n", - " - 智能电视功能\n", - " - 价格为1499.99美元\n", - "\n", - "如果您对以上产品有任何进一步的问题或需要其他产品的信息，请随时告诉我。\n" + "请问您对以上产品中的哪个感\n" ] } ], @@ -964,8 +618,8 @@ "\"\"\"\n", "\n", "user_message_1 = f\"\"\"\n", - "请查询 smartx prophone 智能手机和 fotosnap 相机，有dslr那款。\n", - "另外，介绍关于电视产品的信息。\n", + "请告诉我关于 smartx pro phone 和 the fotosnap camera 的信息。\n", + "另外，请告诉我关于你们的tvs的情况。\n", "\"\"\"\n", "\n", "messages = [{'role':'system','content': system_message},\n", @@ -982,7 +636,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 1.4 总结" + "## 四、总结" ] }, { @@ -1020,7 +674,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 附录: 英文版提示" + "## 五、英文版" ] }, { @@ -1029,7 +683,7 @@ "tags": [] }, "source": [ - "### 提取相关产品和类别名称" + "**1.1 提取产品和类别**" ] }, { @@ -1038,11 +692,14 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera']}, {'category': 'Televisions and Home Theater Systems', 'products': ['CineView 4K TV', 'CineView 8K TV', 'CineView OLED TV']}]\n" - ] + "data": { + "text/plain": [ + "\"[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera']}, {'category': 'Televisions and Home Theater Systems', 'products': []}]\"" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -1130,7 +787,7 @@ " '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)" + "category_and_product_response_1" ] }, { @@ -1163,7 +820,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 检索提取的产品和类别的详细信息" + "**2.1 检索详细信息**" ] }, { @@ -1172,342 +829,8 @@ "metadata": {}, "outputs": [], "source": [ - "products = {\n", - " \"TechPro Ultrabook\": {\n", - " \"name\": \"TechPro Ultrabook\",\n", - " \"category\": \"Computers and Laptops\",\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 processor\"],\n", - " \"description\": \"A sleek and lightweight ultrabook for everyday use.\",\n", - " \"price\": 799.99\n", - " },\n", - " \"BlueWave Gaming Laptop\": {\n", - " \"name\": \"BlueWave Gaming Laptop\",\n", - " \"category\": \"Computers and Laptops\",\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\": \"A high-performance gaming laptop for an immersive experience.\",\n", - " \"price\": 1199.99\n", - " },\n", - " \"PowerLite Convertible\": {\n", - " \"name\": \"PowerLite Convertible\",\n", - " \"category\": \"Computers and Laptops\",\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\": \"A versatile convertible laptop with a responsive touchscreen.\",\n", - " \"price\": 699.99\n", - " },\n", - " \"TechPro Desktop\": {\n", - " \"name\": \"TechPro Desktop\",\n", - " \"category\": \"Computers and Laptops\",\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\": \"A powerful desktop computer for work and play.\",\n", - " \"price\": 999.99\n", - " },\n", - " \"BlueWave Chromebook\": {\n", - " \"name\": \"BlueWave Chromebook\",\n", - " \"category\": \"Computers and Laptops\",\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\": \"A compact and affordable Chromebook for everyday tasks.\",\n", - " \"price\": 249.99\n", - " },\n", - " \"SmartX ProPhone\": {\n", - " \"name\": \"SmartX ProPhone\",\n", - " \"category\": \"Smartphones and Accessories\",\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\": \"A powerful smartphone with advanced camera features.\",\n", - " \"price\": 899.99\n", - " },\n", - " \"MobiTech PowerCase\": {\n", - " \"name\": \"MobiTech PowerCase\",\n", - " \"category\": \"Smartphones and Accessories\",\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\": \"A protective case with built-in battery for extended usage.\",\n", - " \"price\": 59.99\n", - " },\n", - " \"SmartX MiniPhone\": {\n", - " \"name\": \"SmartX MiniPhone\",\n", - " \"category\": \"Smartphones and Accessories\",\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\": \"A compact and affordable smartphone for basic tasks.\",\n", - " \"price\": 399.99\n", - " },\n", - " \"MobiTech Wireless Charger\": {\n", - " \"name\": \"MobiTech Wireless Charger\",\n", - " \"category\": \"Smartphones and Accessories\",\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\": \"A convenient wireless charger for a clutter-free workspace.\",\n", - " \"price\": 29.99\n", - " },\n", - " \"SmartX EarBuds\": {\n", - " \"name\": \"SmartX EarBuds\",\n", - " \"category\": \"Smartphones and Accessories\",\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\": \"Experience true wireless freedom with these comfortable earbuds.\",\n", - " \"price\": 99.99\n", - " },\n", - "\n", - " \"CineView 4K TV\": {\n", - " \"name\": \"CineView 4K TV\",\n", - " \"category\": \"Televisions and Home Theater Systems\",\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\": \"A stunning 4K TV with vibrant colors and smart features.\",\n", - " \"price\": 599.99\n", - " },\n", - " \"SoundMax Home Theater\": {\n", - " \"name\": \"SoundMax Home Theater\",\n", - " \"category\": \"Televisions and Home Theater Systems\",\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\": \"A powerful home theater system for an immersive audio experience.\",\n", - " \"price\": 399.99\n", - " },\n", - " \"CineView 8K TV\": {\n", - " \"name\": \"CineView 8K TV\",\n", - " \"category\": \"Televisions and Home Theater Systems\",\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\": \"Experience the future of television with this stunning 8K TV.\",\n", - " \"price\": 2999.99\n", - " },\n", - " \"SoundMax Soundbar\": {\n", - " \"name\": \"SoundMax Soundbar\",\n", - " \"category\": \"Televisions and Home Theater Systems\",\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\": \"Upgrade your TV's audio with this sleek and powerful soundbar.\",\n", - " \"price\": 199.99\n", - " },\n", - " \"CineView OLED TV\": {\n", - " \"name\": \"CineView OLED TV\",\n", - " \"category\": \"Televisions and Home Theater Systems\",\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\": \"Experience true blacks and vibrant colors with this OLED TV.\",\n", - " \"price\": 1499.99\n", - " },\n", - "\n", - " \"GameSphere X\": {\n", - " \"name\": \"GameSphere X\",\n", - " \"category\": \"Gaming Consoles and Accessories\",\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\": \"A next-generation gaming console for the ultimate gaming experience.\",\n", - " \"price\": 499.99\n", - " },\n", - " \"ProGamer Controller\": {\n", - " \"name\": \"ProGamer Controller\",\n", - " \"category\": \"Gaming Consoles and Accessories\",\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\": \"A high-quality gaming controller for precision and comfort.\",\n", - " \"price\": 59.99\n", - " },\n", - " \"GameSphere Y\": {\n", - " \"name\": \"GameSphere Y\",\n", - " \"category\": \"Gaming Consoles and Accessories\",\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\": \"A compact gaming console with powerful performance.\",\n", - " \"price\": 399.99\n", - " },\n", - " \"ProGamer Racing Wheel\": {\n", - " \"name\": \"ProGamer Racing Wheel\",\n", - " \"category\": \"Gaming Consoles and Accessories\",\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\": \"Enhance your racing games with this realistic racing wheel.\",\n", - " \"price\": 249.99\n", - " },\n", - " \"GameSphere VR Headset\": {\n", - " \"name\": \"GameSphere VR Headset\",\n", - " \"category\": \"Gaming Consoles and Accessories\",\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\": \"Step into the world of virtual reality with this comfortable VR headset.\",\n", - " \"price\": 299.99\n", - " },\n", - "\n", - " \"AudioPhonic Noise-Canceling Headphones\": {\n", - " \"name\": \"AudioPhonic Noise-Canceling Headphones\",\n", - " \"category\": \"Audio Equipment\",\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\": \"Experience immersive sound with these noise-canceling headphones.\",\n", - " \"price\": 199.99\n", - " },\n", - " \"WaveSound Bluetooth Speaker\": {\n", - " \"name\": \"WaveSound Bluetooth Speaker\",\n", - " \"category\": \"Audio Equipment\",\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\": \"A compact and versatile Bluetooth speaker for music on the go.\",\n", - " \"price\": 49.99\n", - " },\n", - " \"AudioPhonic True Wireless Earbuds\": {\n", - " \"name\": \"AudioPhonic True Wireless Earbuds\",\n", - " \"category\": \"Audio Equipment\",\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\": \"Enjoy music without wires with these comfortable true wireless earbuds.\",\n", - " \"price\": 79.99\n", - " },\n", - " \"WaveSound Soundbar\": {\n", - " \"name\": \"WaveSound Soundbar\",\n", - " \"category\": \"Audio Equipment\",\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\": \"Upgrade your TV's audio with this slim and powerful soundbar.\",\n", - " \"price\": 99.99\n", - " },\n", - " \"AudioPhonic Turntable\": {\n", - " \"name\": \"AudioPhonic Turntable\",\n", - " \"category\": \"Audio Equipment\",\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\": \"Rediscover your vinyl collection with this modern turntable.\",\n", - " \"price\": 149.99\n", - " },\n", - "\n", - " \"FotoSnap DSLR Camera\": {\n", - " \"name\": \"FotoSnap DSLR Camera\",\n", - " \"category\": \"Cameras and Camcorders\",\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\": \"Capture stunning photos and videos with this versatile DSLR camera.\",\n", - " \"price\": 599.99\n", - " },\n", - " \"ActionCam 4K\": {\n", - " \"name\": \"ActionCam 4K\",\n", - " \"category\": \"Cameras and Camcorders\",\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\": \"Record your adventures with this rugged and compact 4K action camera.\",\n", - " \"price\": 299.99\n", - " },\n", - " \"FotoSnap Mirrorless Camera\": {\n", - " \"name\": \"FotoSnap Mirrorless Camera\",\n", - " \"category\": \"Cameras and Camcorders\",\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\": \"A compact and lightweight mirrorless camera with advanced features.\",\n", - " \"price\": 799.99\n", - " },\n", - " \"ZoomMaster Camcorder\": {\n", - " \"name\": \"ZoomMaster Camcorder\",\n", - " \"category\": \"Cameras and Camcorders\",\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\": \"Capture life's moments with this easy-to-use camcorder.\",\n", - " \"price\": 249.99\n", - " },\n", - " \"FotoSnap Instant Camera\": {\n", - " \"name\": \"FotoSnap Instant Camera\",\n", - " \"category\": \"Cameras and Camcorders\",\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\": \"Create instant memories with this fun and portable instant camera.\",\n", - " \"price\": 69.99\n", - " }\n", - "}" + "with open(\"products.json\", \"r\") as file:\n", + " products = josn.load(file)" ] }, { @@ -1529,15 +852,29 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'name': 'TechPro Ultrabook', 'category': 'Computers and Laptops', 'brand': 'TechPro', 'model_number': 'TP-UB100', 'warranty': '1 year', 'rating': 4.5, 'features': ['13.3-inch display', '8GB RAM', '256GB SSD', 'Intel Core i5 processor'], 'description': 'A sleek and lightweight ultrabook for everyday use.', 'price': 799.99}\n" - ] + "data": { + "text/plain": [ + "{'name': 'TechPro Ultrabook',\n", + " 'category': 'Computers and Laptops',\n", + " 'brand': 'TechPro',\n", + " 'model_number': 'TP-UB100',\n", + " 'warranty': '1 year',\n", + " 'rating': 4.5,\n", + " 'features': ['13.3-inch display',\n", + " '8GB RAM',\n", + " '256GB SSD',\n", + " 'Intel Core i5 processor'],\n", + " 'description': 'A sleek and lightweight ultrabook for everyday use.',\n", + " 'price': 799.99}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "print(get_product_by_name(\"TechPro Ultrabook\"))" + "get_product_by_name(\"TechPro Ultrabook\")" ] }, { @@ -1546,46 +883,337 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'name': 'TechPro Ultrabook', 'category': 'Computers and Laptops', 'brand': 'TechPro', 'model_number': 'TP-UB100', 'warranty': '1 year', 'rating': 4.5, 'features': ['13.3-inch display', '8GB RAM', '256GB SSD', 'Intel Core i5 processor'], 'description': 'A sleek and lightweight ultrabook for everyday use.', 'price': 799.99}, {'name': 'BlueWave Gaming Laptop', 'category': 'Computers and Laptops', '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': 'A high-performance gaming laptop for an immersive experience.', 'price': 1199.99}, {'name': 'PowerLite Convertible', 'category': 'Computers and Laptops', 'brand': 'PowerLite', 'model_number': 'PL-CV300', 'warranty': '1 year', 'rating': 4.3, 'features': ['14-inch touchscreen', '8GB RAM', '256GB SSD', '360-degree hinge'], 'description': 'A versatile convertible laptop with a responsive touchscreen.', 'price': 699.99}, {'name': 'TechPro Desktop', 'category': 'Computers and Laptops', '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': 'A powerful desktop computer for work and play.', 'price': 999.99}, {'name': 'BlueWave Chromebook', 'category': 'Computers and Laptops', 'brand': 'BlueWave', 'model_number': 'BW-CB100', 'warranty': '1 year', 'rating': 4.1, 'features': ['11.6-inch display', '4GB RAM', '32GB eMMC', 'Chrome OS'], 'description': 'A compact and affordable Chromebook for everyday tasks.', 'price': 249.99}]\n" - ] + "data": { + "text/plain": [ + "[{'name': 'TechPro Ultrabook',\n", + " 'category': 'Computers and Laptops',\n", + " 'brand': 'TechPro',\n", + " 'model_number': 'TP-UB100',\n", + " 'warranty': '1 year',\n", + " 'rating': 4.5,\n", + " 'features': ['13.3-inch display',\n", + " '8GB RAM',\n", + " '256GB SSD',\n", + " 'Intel Core i5 processor'],\n", + " 'description': 'A sleek and lightweight ultrabook for everyday use.',\n", + " 'price': 799.99},\n", + " {'name': 'BlueWave Gaming Laptop',\n", + " 'category': 'Computers and Laptops',\n", + " 'brand': 'BlueWave',\n", + " 'model_number': 'BW-GL200',\n", + " 'warranty': '2 years',\n", + " 'rating': 4.7,\n", + " 'features': ['15.6-inch display',\n", + " '16GB RAM',\n", + " '512GB SSD',\n", + " 'NVIDIA GeForce RTX 3060'],\n", + " 'description': 'A high-performance gaming laptop for an immersive experience.',\n", + " 'price': 1199.99},\n", + " {'name': 'PowerLite Convertible',\n", + " 'category': 'Computers and Laptops',\n", + " 'brand': 'PowerLite',\n", + " 'model_number': 'PL-CV300',\n", + " 'warranty': '1 year',\n", + " 'rating': 4.3,\n", + " 'features': ['14-inch touchscreen',\n", + " '8GB RAM',\n", + " '256GB SSD',\n", + " '360-degree hinge'],\n", + " 'description': 'A versatile convertible laptop with a responsive touchscreen.',\n", + " 'price': 699.99},\n", + " {'name': 'TechPro Desktop',\n", + " 'category': 'Computers and Laptops',\n", + " 'brand': 'TechPro',\n", + " 'model_number': 'TP-DT500',\n", + " 'warranty': '1 year',\n", + " 'rating': 4.4,\n", + " 'features': ['Intel Core i7 processor',\n", + " '16GB RAM',\n", + " '1TB HDD',\n", + " 'NVIDIA GeForce GTX 1660'],\n", + " 'description': 'A powerful desktop computer for work and play.',\n", + " 'price': 999.99},\n", + " {'name': 'BlueWave Chromebook',\n", + " 'category': 'Computers and Laptops',\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': 'A compact and affordable Chromebook for everyday tasks.',\n", + " 'price': 249.99}]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "print(get_products_by_category(\"Computers and Laptops\"))" + "get_products_by_category(\"Computers and Laptops\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### 根据详细的产品信息生成用户查询的答案" + "**3.1 解析输入字符串**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, + "outputs": [], + "source": [ + "def read_string_to_list(input_string):\n", + " \"\"\"\n", + " 将输入的字符串转换为 Python 列表。\n", + "\n", + " 参数:\n", + " input_string: 输入的字符串，应为有效的 JSON 格式。\n", + "\n", + " 返回:\n", + " list 或 None: 如果输入字符串有效，则返回对应的 Python 列表，否则返回 None。\n", + " \"\"\"\n", + " if input_string is None:\n", + " return None\n", + "\n", + " try:\n", + " # 将输入字符串中的单引号替换为双引号，以满足 JSON 格式的要求\n", + " input_string = input_string.replace(\"'\", \"\\\"\") \n", + " data = json.loads(input_string)\n", + " return data\n", + " except json.JSONDecodeError:\n", + " print(\"Error: Invalid JSON string\")\n", + " return None " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The SmartX ProPhone is a powerful smartphone with advanced camera features. It has a 6.1-inch display, 128GB storage, a 12MP dual camera, and supports 5G. It is priced at $899.99.\n", + "[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera']}, {'category': 'Televisions and Home Theater Systems', 'products': []}]\n" + ] + } + ], + "source": [ + "category_and_product_list = read_string_to_list(category_and_product_response_1)\n", + "category_and_product_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**3.2 进行检索**" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_output_string(data_list):\n", + " \"\"\"\n", + " 根据输入的数据列表生成包含产品或类别信息的字符串。\n", + "\n", + " 参数:\n", + " data_list: 包含字典的列表，每个字典都应包含 \"products\" 或 \"category\" 的键。\n", + "\n", + " 返回:\n", + " output_string: 包含产品或类别信息的字符串。\n", + " \"\"\"\n", + " output_string = \"\"\n", + " if data_list is None:\n", + " return output_string\n", + "\n", + " for data in data_list:\n", + " try:\n", + " if \"products\" in data and data[\"products\"]:\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, ensure_ascii=False) + \"\\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, ensure_ascii=False) + \"\\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": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " \"name\": \"SmartX ProPhone\",\n", + " \"category\": \"Smartphones and Accessories\",\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\": \"A powerful smartphone with advanced camera features.\",\n", + " \"price\": 899.99\n", + "}\n", + "{\n", + " \"name\": \"FotoSnap DSLR Camera\",\n", + " \"category\": \"Cameras and Camcorders\",\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\": \"Capture stunning photos and videos with this versatile DSLR camera.\",\n", + " \"price\": 599.99\n", + "}\n", + "{\n", + " \"name\": \"CineView 4K TV\",\n", + " \"category\": \"Televisions and Home Theater Systems\",\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\": \"A stunning 4K TV with vibrant colors and smart features.\",\n", + " \"price\": 599.99\n", + "}\n", + "{\n", + " \"name\": \"SoundMax Home Theater\",\n", + " \"category\": \"Televisions and Home Theater Systems\",\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\": \"A powerful home theater system for an immersive audio experience.\",\n", + " \"price\": 399.99\n", + "}\n", + "{\n", + " \"name\": \"CineView 8K TV\",\n", + " \"category\": \"Televisions and Home Theater Systems\",\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\": \"Experience the future of television with this stunning 8K TV.\",\n", + " \"price\": 2999.99\n", + "}\n", + "{\n", + " \"name\": \"SoundMax Soundbar\",\n", + " \"category\": \"Televisions and Home Theater Systems\",\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\": \"Upgrade your TV's audio with this sleek and powerful soundbar.\",\n", + " \"price\": 199.99\n", + "}\n", + "{\n", + " \"name\": \"CineView OLED TV\",\n", + " \"category\": \"Televisions and Home Theater Systems\",\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\": \"Experience true blacks and vibrant colors with this OLED TV.\",\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)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**3.3 生成用户查询的答案**" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The SmartX ProPhone is a powerful smartphone with a 6.1-inch display, 128GB storage, a 12MP dual camera, and 5G capability. It is priced at $899.99 and comes with a 1-year warranty. \n", "\n", - "The FotoSnap DSLR Camera is a versatile camera that allows you to capture stunning photos and videos. It features a 24.2MP sensor, 1080p video recording, a 3-inch LCD screen, and interchangeable lenses. It is priced at $599.99.\n", + "The FotoSnap DSLR Camera is a versatile camera with a 24.2MP sensor, 1080p video recording, a 3-inch LCD screen, and interchangeable lenses. It is priced at $599.99 and also comes with a 1-year warranty.\n", "\n", - "We have a range of TVs available. Some popular options include:\n", + "As for our TVs, we have a range of options. The CineView 4K TV is a 55-inch TV with 4K resolution, HDR, and smart TV features. It is priced at $599.99 and comes with a 2-year warranty.\n", "\n", - "1. CineView 4K TV: It has a 55-inch display, 4K resolution, HDR, and is a smart TV. It is priced at $599.99.\n", + "We also have the CineView 8K TV, which is a 65-inch TV with 8K resolution, HDR, and smart TV features. It is priced at $2999.99 and also comes with a 2-year warranty.\n", "\n", - "2. CineView 8K TV: This stunning 8K TV offers a 65-inch display, 8K resolution, HDR, and is also a smart TV. It is priced at $2999.99.\n", + "Lastly, we have the CineView OLED TV, which is a 55-inch TV with 4K resolution, HDR, and smart TV features. It is priced at $1499.99 and comes with a 2-year warranty.\n", "\n", - "3. CineView OLED TV: Experience vibrant colors with this OLED TV. It has a 55-inch display, 4K resolution, HDR, and is a smart TV. It is priced at $1499.99.\n", - "\n", - "Please let me know if you have any specific questions or if there's anything else I can assist you with.\n" + "Is there anything specific you would like to know about these products?\n" ] } ], @@ -1627,7 +1255,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/figures/docs/C2/ch6-products.png b/figures/docs/C2/ch6-products.png new file mode 100644 index 0000000000000000000000000000000000000000..3c2aa97f4f8d4db4daa0cac58b176d564eed1fc2 GIT binary patch literal 39693 zcmagFcRXBO*FKIANd#$#L`fouHiU>Mqa`}g+b~3!=tPfEM&w2kqW2!X_dXaUqL=6l zCczM$!Hn*ECiinc@AJOj-}m?a;j=mR+2`za_Fn5+*Shv6jh714SMFRPAt9kwQhcFB zLUO^1goNzIrHjCo`pI<=(2%-lDaewP3^1(#e~??ssL7C!l!sBBm{9|K3x5!^!19+M`l zjO3~lPS!BVBbKqVZiJs|q`-TV@YWgaA&9@Ukg-W$09wE3Jg~Hvm9hz9Co37BGjV>9 z_>!F1VYJ}8*U%g6P_QLzb`8DQEM@d{gm|4~SJQ}U`aCwy*N|W8;j=$uH2h+DLj0HF 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