diff --git "a/course-coding/HW/2024-\351\231\210\346\240\213\346\242\201 \345\255\237\345\244\251\345\201\245 \345\274\240\346\265\251\351\272\237-\346\234\237\346\234\253\345\261\225\347\244\272\344\275\234\344\270\232.ipynb" "b/course-coding/HW/2024-\351\231\210\346\240\213\346\242\201 \345\255\237\345\244\251\345\201\245 \345\274\240\346\265\251\351\272\237-\346\234\237\346\234\253\345\261\225\347\244\272\344\275\234\344\270\232.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..497bdecaf15746c0ab8316a97897df4b5375b769 --- /dev/null +++ "b/course-coding/HW/2024-\351\231\210\346\240\213\346\242\201 \345\255\237\345\244\251\345\201\245 \345\274\240\346\265\251\351\272\237-\346\234\237\346\234\253\345\261\225\347\244\272\344\275\234\344\270\232.ipynb" @@ -0,0 +1,367 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- 选题确定：使用大模型做一个文章内容简介的代码\n", + "- 小组分工：张浩麟：数据获取和预处理（从文件、网络、数据库中获取文章内容，进行预处理，提取基本信息） \n", + "陈栋梁：文本分析与摘要生成（实现摘要生成代码） \n", + "孟天健：内容介绍生成与输出（根据预定格式如：pdf、html、markdown等生成内容介绍）\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 方法一\n", + "- 利用Langchain进行文本总结。\n", + "Langchain库可以与大型语言模型（LLM）和聊天模型进行集成，从而利用这些模型的强大能力来处理和分析文本数据。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.document_loaders import UnstructuredFileLoader\n", + "from langchain.chains.summarize import load_summarize_chain\n", + "from langchain.text_splitter import RecursiveCharacterTextSplitter\n", + "from langchain import OpenAI\n", + "from langchain.document_loaders import PyPDFLoader # PDF转化\n", + "# 导入文本\n", + "loader = UnstructuredFileLoader(r\"C:\\Users\\86152\\Desktop\\content\\liu.txt\")\n", + "# 将文本转成 Document 对象\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "注意路径转义\n", + "若要转化PDF格式，仅需将UnstructuredFileLoader函数改为PyPDFLoader。" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "document = loader.load()\n", + "print(f'documents:{len(document)}')\n", + "\n", + "# 初始化文本分割器\n", + "text_splitter = RecursiveCharacterTextSplitter(\n", + " chunk_size = 50,\n", + " chunk_overlap = 2\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "其中chunk_size为切割尺寸，chunk_overlap为字符重复数，数越高则上下文联系越深。注意切割尺寸不宜过小，否则输出结果不全。" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "documents:49\n", + "\n", + "\n", + "\u001b[1m> Entering new RefineDocumentsChain chain...\u001b[0m\n", + "\n", + "\n", + "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n", + "Prompt after formatting:\n", + "\u001b[32;1m\u001b[1;3mWrite a concise summary of the following:\n", + "\n", + "\n", + "\"刘慈欣 先行者知道，他现在是全宇宙中唯一的一个人了。 那事已经发生过了。\"\n", + "\n", + "\n", + "CONCISE SUMMARY:\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "\n", + "\n", + "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n", + "Prompt after formatting:\n", + "\u001b[32;1m\u001b[1;3mYour job is to produce a final summary.\n", + "We have provided an existing summary up to a certain point: \n", + "\n", + "Liu Cixin knows he is now the only person left in the entire universe, as an event has already occurred.\n", + "We have the opportunity to refine the existing summary (only if needed) with some more context below.\n", + "------------\n", + "其实，在他启程时之稔恶已经知道那事要发生了。人类发射了一艘恒星际飞船， 在周围 100\n", + "------------\n", + "Given the new context, refine the original summary.\n", + "If the context isn't useful, return the original summary.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "\n", + "\n", + "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n", + "Prompt after formatting:\n", + "\u001b[32;1m\u001b[1;3mYour job is to produce a final summary.\n", + "We have provided an existing summary up to a certain point: \n", + "\n", + "Liu Cixin sets off on a journey, knowing that an imminent event is about to occur. This event is triggered by the launch of a starship by humanity, leaving Liu Cixin as the only remaining person in the universe.\n", + "We have the opportunity to refine the existing summary (only if needed) with some more context below.\n", + "------------\n", + "光年以内寻找带有可移民行星的恒星。宇航员被称为先行者。 飞船航行了 23\n", + "------------\n", + "Given the new context, refine the original summary.\n", + "If the context isn't useful, return the original summary.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "\n", + "\n", + "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n", + "Prompt after formatting:\n", + "\u001b[32;1m\u001b[1;3mYour job is to produce a final summary.\n", + "We have provided an existing summary up to a certain point: \n", + "\n", + "Liu Cixin, the last remaining person in the universe, embarks on a journey to find a new home for humanity. He is joined by a team of astronauts known as the \"pioneers\", as they launch a starship to search for habitable planets within a 23 light-year radius.\n", + "We have the opportunity to refine the existing summary (only if needed) with some more context below.\n", + "------------\n", + "年时间，由于速度接近光速，地球时间已经去了两万五千年。\n", + "------------\n", + "Given the new context, refine the original summary.\n", + "If the context isn't useful, return the original summary.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "\n", + "\n", + "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n", + "Prompt after formatting:\n", + "\u001b[32;1m\u001b[1;3mYour job is to produce a final summary.\n", + "We have provided an existing summary up to a certain point: \n", + "\n", + "Liu Cixin, the last remaining person in the universe, embarks on a journey to find a new home for humanity. He is joined by a team of astronauts known as the \"pioneers\", as they launch a starship to search for habitable planets within a 23 light-year radius. Despite the fact that 25,000 years have passed on Earth due to their near-light speed travel, the pioneers continue their mission to find a new home for humanity.\n", + "We have the opportunity to refine the existing summary (only if needed) with some more context below.\n", + "------------\n", + "飞船继续飞向太阳系深处，先行者没再关注别的行星，径直飞回地球。啊，我\n", + "------------\n", + "Given the new context, refine the original summary.\n", + "If the context isn't useful, return the original summary.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n", + "\n", + "\u001b[1m> Finished chain.\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "'\\n\\nLiu Cixin, the last remaining person in the universe, leads a team of astronauts known as the \"pioneers\" on a journey to find a new home for humanity. After launching a starship to search for habitable planets within a 23 light-year radius, the pioneers continue their mission despite the fact that 25,000 years have passed on Earth due to their near-light speed travel. However, as the ship continues deeper into the solar system, the pioneers ultimately decide to return to Earth.'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# 切分文本\n", + "split_documents = text_splitter.split_documents(document)\n", + "print(f'documents:{len(split_documents)}')\n", + "\n", + "# 加载 llm 模型\n", + "llm = OpenAI(model_name=\"gpt-3.5-turbo-instruct\", max_tokens=1500)\n", + "\n", + "# 创建总结链\n", + "chain = load_summarize_chain(llm, chain_type=\"refine\", verbose=True)\n", + "\n", + "# 执行总结链，（为了快速演示，只总结前5段）\n", + "chain.run(split_documents[:5])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "将文本切割为document形式，并加载大模型，注意模型版本，先前text_davinci_002无法使用，且gpt-3.5-turbo也无法使用。\n", + "并规定token大小限制，一个token约为4个单词。\n", + "加载chain任务，refine模式能确保上下文联系，verbose则为加载显示，更清楚看到分析过程。\n", + "load_summarize_chain该函数用于创建一个文本摘要链，进行文本总结。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 方法二\n", + "- 介绍直接利用prompt工程进行文本总结。" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import openai\n", + "import os\n", + "from openai import OpenAI\n", + "from dotenv import load_dotenv,find_dotenv\n", + "_=load_dotenv(find_dotenv())\n", + "\n", + "openai.api_key=os.getenv('OPENAI_API_KEY')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "加载apikey" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "client=OpenAI()\n", + "\n", + "def get_completion(prompt,model=\"gpt-3.5-turbo\"):\n", + " messages=[{\"role\":\"user\",\"content\":prompt}]\n", + " response=client.chat.completions.create(\n", + " model=model,\n", + " messages=messages,\n", + " temperature=0,\n", + " )\n", + " return response.choices[0].message.content\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "注意client引入，确保机器回归初始，否则无法加载后续函数\n", + "函数参见OPENAI官网指南，注意近期变化，导入即可\n", + "其中，temperature为输出结果混乱度，设为0，输出结果一致。" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "APITimeoutError", + "evalue": "Request timed out.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mConnectTimeout\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_transports\\default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[1;34m()\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 69\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[0;32m 70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_transports\\default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[1;32m--> 233\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_sync\\connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 215\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[1;32m--> 216\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[0;32m 219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_sync\\connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 195\u001b[0m \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[1;32m--> 196\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[0;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[0;32m 200\u001b[0m \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[0;32m 201\u001b[0m \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[0;32m 202\u001b[0m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[0;32m 203\u001b[0m \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_sync\\connection.py:99\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 98\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_connect_failed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m---> 99\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_connection\u001b[38;5;241m.\u001b[39mhandle_request(request)\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_sync\\connection.py:76\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 75\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_connection \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m---> 76\u001b[0m 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_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 78\u001b[0m ssl_object \u001b[38;5;241m=\u001b[39m stream\u001b[38;5;241m.\u001b[39mget_extra_info(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mssl_object\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_sync\\connection.py:122\u001b[0m, in \u001b[0;36mHTTPConnection._connect\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 121\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mconnect_tcp\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m--> 122\u001b[0m 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_network_backend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect_tcp\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[0;32m 123\u001b[0m trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m stream\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_backends\\sync.py:205\u001b[0m, in \u001b[0;36mSyncBackend.connect_tcp\u001b[1;34m(self, host, port, timeout, local_address, socket_options)\u001b[0m\n\u001b[0;32m 200\u001b[0m exc_map: ExceptionMapping \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m 201\u001b[0m socket\u001b[38;5;241m.\u001b[39mtimeout: ConnectTimeout,\n\u001b[0;32m 202\u001b[0m \u001b[38;5;167;01mOSError\u001b[39;00m: ConnectError,\n\u001b[0;32m 203\u001b[0m }\n\u001b[1;32m--> 205\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexc_map\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[0;32m 206\u001b[0m \u001b[43m \u001b[49m\u001b[43msock\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43msocket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_connection\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 207\u001b[0m \u001b[43m \u001b[49m\u001b[43maddress\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 208\u001b[0m \u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 209\u001b[0m \u001b[43m \u001b[49m\u001b[43msource_address\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msource_address\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 210\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[1;34m(self, typ, value, traceback)\u001b[0m\n\u001b[0;32m 157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 158\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen\u001b[38;5;241m.\u001b[39mthrow(typ, value, traceback)\n\u001b[0;32m 159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[0;32m 160\u001b[0m \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[0;32m 161\u001b[0m \u001b[38;5;66;03m# was passed to throw(). This prevents a StopIteration\u001b[39;00m\n\u001b[0;32m 162\u001b[0m \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpcore\\_exceptions.py:14\u001b[0m, in \u001b[0;36mmap_exceptions\u001b[1;34m(map)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(exc, from_exc):\n\u001b[1;32m---> 14\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m to_exc(exc) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n\u001b[0;32m 15\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n", + "\u001b[1;31mConnectTimeout\u001b[0m: timed out", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[1;31mConnectTimeout\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:952\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[1;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[0;32m 951\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 952\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 953\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 954\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\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 955\u001b[0m \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[0;32m 956\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 957\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[1;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[0;32m 912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[1;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 915\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 916\u001b[0m \u001b[43m \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 917\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 918\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[1;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[0;32m 941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m--> 942\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 943\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 944\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 945\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 946\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 947\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[1;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[0;32m 977\u001b[0m hook(request)\n\u001b[1;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[1;32m-> 1015\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_transports\\default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m 220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[0;32m 221\u001b[0m method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m 222\u001b[0m url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 230\u001b[0m extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[0;32m 231\u001b[0m )\n\u001b[1;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[0;32m 233\u001b[0m \u001b[43m \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[1;34m(self, typ, value, traceback)\u001b[0m\n\u001b[0;32m 157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 158\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgen\u001b[38;5;241m.\u001b[39mthrow(typ, value, traceback)\n\u001b[0;32m 159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[0;32m 160\u001b[0m \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[0;32m 161\u001b[0m \u001b[38;5;66;03m# was passed to throw(). This prevents a StopIteration\u001b[39;00m\n\u001b[0;32m 162\u001b[0m \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\httpx\\_transports\\default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[1;34m()\u001b[0m\n\u001b[0;32m 85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[1;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n", + "\u001b[1;31mConnectTimeout\u001b[0m: timed out", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[1;31mAPITimeoutError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[5], line 24\u001b[0m\n\u001b[0;32m 1\u001b[0m prod_review\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124m先行者知道，他现在是全宇宙中唯一的一个人了。 那事已经发生过了。\u001b[39m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;124m其实，在他启程时之稔恶已经知道那事要发生了。人类发射了一艘恒星际飞船， 在周围 100 光年以内寻找带有可移民行星的恒星。宇航员被称为先行者。\u001b[39m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;124m飞船航行了 23 年时间，由于速度接近光速，地球时间已经去了两万五千年。\u001b[39m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;124m飞船进入低轨道，从黑色的大陆和白色的海洋上空缓缓的越过，先行者没有看 到任何遗迹，一切都熔化了，文明已成过眼烟云。\u001b[39m\n\u001b[0;32m 8\u001b[0m \u001b[38;5;124m这时，飞船收到了从地面发来的一束视频信号，显示在屏幕上。\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m 11\u001b[0m prompt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m 12\u001b[0m \u001b[38;5;124myour task is to generate a short summary of a product \u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;124mreview from an ecommerce site to give feedback to the \u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 21\u001b[0m \u001b[38;5;124mTranslate the answer to Chinese.\u001b[39m\n\u001b[0;32m 22\u001b[0m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m---> 24\u001b[0m responses\u001b[38;5;241m=\u001b[39m\u001b[43mget_completion\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 25\u001b[0m \u001b[38;5;28mprint\u001b[39m(responses)\n", + "Cell \u001b[1;32mIn[2], line 5\u001b[0m, in \u001b[0;36mget_completion\u001b[1;34m(prompt, model)\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_completion\u001b[39m(prompt,model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgpt-3.5-turbo\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 4\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;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:prompt}]\n\u001b[1;32m----> 5\u001b[0m response\u001b[38;5;241m=\u001b[39m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 6\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[0;32m 7\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[0;32m 8\u001b[0m \u001b[43m 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\u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[1;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\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", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\resources\\chat\\completions.py:579\u001b[0m, in \u001b[0;36mCompletions.create\u001b[1;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, presence_penalty, response_format, seed, stop, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[0;32m 548\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 549\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[0;32m 550\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 577\u001b[0m timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[0;32m 578\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[1;32m--> 579\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 580\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 581\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 582\u001b[0m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[0;32m 583\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 584\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmodel\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 585\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfrequency_penalty\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 586\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunction_call\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 587\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunctions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 588\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogit_bias\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 589\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogprobs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 590\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmax_tokens\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 591\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mn\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m 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\u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:1240\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[1;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[0;32m 1226\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpost\u001b[39m(\n\u001b[0;32m 1227\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 1228\u001b[0m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1235\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 1236\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[0;32m 1237\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[0;32m 1238\u001b[0m method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[0;32m 1239\u001b[0m )\n\u001b[1;32m-> 1240\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:921\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[1;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[0;32m 912\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[0;32m 913\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 914\u001b[0m cast_to: Type[ResponseT],\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 919\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 920\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[1;32m--> 921\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 922\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 923\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 924\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[0;32m 925\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 926\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 927\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:961\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[1;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[0;32m 958\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEncountered httpx.TimeoutException\u001b[39m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 960\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m--> 961\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 962\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 963\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 964\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 965\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[0;32m 966\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 967\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 968\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 970\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising timeout error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 971\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m APITimeoutError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:1053\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[1;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[0;32m 1049\u001b[0m \u001b[38;5;66;03m# In a synchronous context we are blocking the entire thread. Up to the library user to run the client in a\u001b[39;00m\n\u001b[0;32m 1050\u001b[0m \u001b[38;5;66;03m# different thread if necessary.\u001b[39;00m\n\u001b[0;32m 1051\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[1;32m-> 1053\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1054\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1055\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1056\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1057\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[0;32m 1058\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1059\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:961\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[1;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[0;32m 958\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEncountered httpx.TimeoutException\u001b[39m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 960\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m--> 961\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 962\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 963\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 964\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 965\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[0;32m 966\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 967\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m 968\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 970\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising timeout error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 971\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m APITimeoutError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:1053\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[1;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[0;32m 1049\u001b[0m \u001b[38;5;66;03m# In a synchronous context we are blocking the entire thread. Up to the library user to run the client in a\u001b[39;00m\n\u001b[0;32m 1050\u001b[0m \u001b[38;5;66;03m# different thread if necessary.\u001b[39;00m\n\u001b[0;32m 1051\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[1;32m-> 1053\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1054\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1055\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1056\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1057\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[0;32m 1058\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1059\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\86152\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\openai\\_base_client.py:971\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[1;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[0;32m 961\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_retry_request(\n\u001b[0;32m 962\u001b[0m options,\n\u001b[0;32m 963\u001b[0m cast_to,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 967\u001b[0m response_headers\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 968\u001b[0m )\n\u001b[0;32m 970\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising timeout error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m--> 971\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m APITimeoutError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 972\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 973\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEncountered Exception\u001b[39m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "\u001b[1;31mAPITimeoutError\u001b[0m: Request timed out." + ] + } + ], + "source": [ + "\n", + "prod_review=\"\"\"先行者知道，他现在是全宇宙中唯一的一个人了。 那事已经发生过了。\n", + "其实，在他启程时之稔恶已经知道那事要发生了。人类发射了一艘恒星际飞船， 在周围 100 光年以内寻找带有可移民行星的恒星。宇航员被称为先行者。\n", + "飞船航行了 23 年时间，由于速度接近光速，地球时间已经去了两万五千年。\n", + "飞船继续飞向太阳系深处，先行者没再关注别的行星，径直飞回地球。啊，我 的蓝色水晶球……先行者闭起双眼默祷着，过了很长时间，才强迫自己睁开双眼。\n", + "他看到了一个黑白相间的地球。\n", + "黑色的是熔化后又凝结的岩石，白色的是蒸发后又冻结的海洋。\n", + "飞船进入低轨道，从黑色的大陆和白色的海洋上空缓缓的越过，先行者没有看 到任何遗迹，一切都熔化了，文明已成过眼烟云。\n", + "这时，飞船收到了从地面发来的一束视频信号，显示在屏幕上。\"\"\"\n", + "\n", + "\n", + "prompt=f\"\"\"\n", + "your task is to generate a short summary of a product \\\n", + "review from an ecommerce site to give feedback to the \\\n", + "Shipping department.\n", + "\n", + "Summarize the rivew below ,delimited by triple \\\n", + "backticks, in at most 30 words,and focusing on any aspects\\\n", + "that mention shipping and delivery of product.\n", + "\n", + "Review:'''{prod_review}'''\n", + "Translate the answer to Chinese.\n", + "\"\"\"\n", + "\n", + "responses=get_completion(prompt)\n", + "print(responses)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "构建问答框架" + ] + } + ], + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}