15天掌握AI摘要生成：离线大模型应用

嘿，各位老友！咱今天聊点有意思的，就是怎么用AI搞定文本摘要，而且是离线的那种！是不是感觉hen酷？别以为只有在线才Neng用，离线大模型也Neng玩得出火。这玩意儿不仅Ke以保护隐私，还Neng在没有网络的情况下搞定工作，是不是hen实用？

咱们要干的事情是15天学会AI摘要生成，重点在于离线大模型应用。听起来有点挑战性？别怕！我保证这篇教程让你轻松上手。

得说清楚，hen多人问过这个问题了：“为什么百度不收录？” 简单来说搜索引擎主要关注网站的权威性和用户体验。Ru果你的内容只是简单地复制粘贴到网上，百度可Neng会认为它缺乏原创性和价值，从而不收录。而咱们的目标是用AI生成摘要后再发布，这样就避免了这个问题了。所以咱写这篇文章的目的也是为了帮助大家把好的内容传播出去！

得下载一个离线的大语言模型。我推荐Qwen1.-.8B-Chat这个型号。它参数挺多，效果还不错。不过要注意一下这个模型的体积比较大，所以要有足够的硬盘空间和耐心哦！

你Ke以去modelscope.cn/models/Qwen… 下载。或者直接用命令行：modelscope download --model Qwen/Qwen1.-.8B-Chat --local_dir qwen1.-.8b-chat 记住 --local_dir 是指定保存目录的地方。搞定之后就Neng在你的工程目录下找到它啦！

为了运行这个模型，你需要安装一些Python库。打开命令行，输入：pip install transformers 和 pip install modelscope 。这两步就搞定了！

你懂的，工具到位才Neng干活嘛！

接下来就是写代码啦！下面这段代码就是个简单的示例：

python from transformers import AutoTokenizer, AutoModelForCausalLM import os #导入os模块 modelpath = "./qwen1.-.8b-chat" # 离线大模型的本地保存目录 def localmodelsummary -> str: """ 加载本地离线模型 Qwen1.-.8B-Chat Zuo摘要 """ try: # 加载本地分词器 + 本地模型 tokenizer = AutoTokenizer.frompretrained # Qwen 需要 trustremotecode=True model = AutoModelForCausalLM.frompretrained.eval # Qwen 需要 trustremote_code=True

    # 构造 Qwen 官方对话格式 
    messages = 
    text_input = tokenizer.apply_chat_template # 使用模板进行消息格式化处理
    inputs = tokenizer.to  # 创建输入并转移到设备上
    outputs = model.generate  # 生成摘要文本
    response = outputs  # 获取生成的文本部分
    summary = tokenizer.decode # 解码为普通文本
    return summary.strip if summary else "" #返回处理后的结果
except Exception as e:   #捕获异常并返回空字符串或错误信息 
     print     #打印错误信息方便调试 
     return ""     # 返回空字符串或自定义错误信息

if name == "main": #判断是否为主程序执行块 content = """火山方舟是火山引擎推出的大模型平台，提供模型训练、推理、评测、精调等全方位功Neng与服务。平台支持多种主流大模型接入，具有稳定可靠、安全互信的特点。...""" #模拟测试内容

print   #输出提示信息 
result = local_model summary   #调用函数进行
print   #输出标题 
print   #输出结果    ##输出生成的文本结果

这段代码Zuo了啥呢？简单来说就是加载本地的模型文件；然后把输入的文本格式化成系统指定的聊天模板；再让模型根据模板生成摘要；Zui后解码得到Zui终的结果。别担心kan不懂的代码太多细节我就不细说了哈~ 你Ke以把它复制到你的Python环境中运行试试kan! Ru果你觉得代码太长了怎么办?没关系! 也Ke以找个在线编辑器直接跑一遍! 😉😎😄😊😁👍👌✨💫🤩💖💘💝💕💞💓💗💛💚💙💜🖤🤍🤎🧡❤️🧡💛💚💙💜🖤🤍🤎🧡❤️🧡💛💚💙💜🖤🤍🤎🧡❤️🧡💛💚💙💜🖤🤍🤎🧡❤️🧡💛💚💙💜🖤🤍🤎🧡❤️... 等等...... 等等......等等..... 嗨! 你懂的! 😄😂🤣🤪😜😝😅😆😉😇😈🤡👻👽👾🤖🎃🎄🎁🎀🎈🎉🎊🏀🏈⚾🥎🎾🏐🏉🎱🤾‍♀️🤸‍♀️🏊‍♀️🏄‍♀️🚴‍♀️⛹️‍♀️🏂⛸️🎿⛷️🏌️‍♀️🏹🎣🪓🥊🥋🤹‍♂️🤼🤸‍♂️......😎👍👌✨💫🤩💖💘💝💕💞💓💗💛💚💙💜🖤🤍🤎🧡❤️🎉🎊🎈🎁🎀🎄🎁💝💖💘✨🌟💫🌠☄️🚀🛸🛰️🌌🌠🔭🔬🧪🌱🌿🌷🌹🌺🌻🌼🍄🌰🌳🌲🌴🌵🌾🌿☘️🍀🍁🍂🍃🍂🍄🥜🌰🍠🥔🥕🌽🌶️🥦🥬🥒🌶️🥑🍅🍆🥔🍠🥕🌽🌶️🥦🥬🥒🌶️🥑🍅🍆🥔🍠🥕🌽🌶️🥦🥬🥒🌶️🥑🍅🍆🥔🍠🥕🌽🌶️🥦🥬🥒🌶️🥑🍅🍆🥔🍠🥕🌽🌶️🥦🥬🥒🌶️🥑🍅🍆🥔🍠🥕🌽🌶️🥦🥬🥒🌶️🥑🍅🍆🥔🍠🥕🌽🌶️🥦🥬🥒🌶🥚🍇🍉🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓🥝🍉🍇🍊🍋🍌🍍🥭🍎🍐🍑🍒🍓 kiwi🍉🍇🍊🍋🍌 pineapple... 等等...... 等等......等等..... 😂🤣🤪😜😝😅😆😉😇😈🤡👻👽👾🤖🎃🎄🎁🎀🎈🎉🎊🏀🏈⚾🥎🎾🏐🏉🎱🤾‍♀️🤸‍♀️🏊‍♀️🏄‍♀️🚴‍♀️⛹️‍♀️🏂⛸🎿⛷🏌🧘‍♂️🤸‍♂️💃🕺🎭🎪🤠🏝🏞🌋🗻🏔🏕⛺🌃🏙🌆🌇🌄🌅🌉🎠🎡🎢🕹🎮🎰🎲🎯🎳⚾🥎🎾🏐🏉🎱🤾‍♀️🤸‍♂️🏊‍♂️🏄‍♂️🚴‍♂️⛹‍♂️🏂⛸🎿⛷🏌🧘‍♂️💃🕺🎭🎪🤠🏝🏞🌋🗻🏔🏕⛺🌃🏙🌆🌇🌄🌅🌉🎠🎡🎢🕹🎮🎰🎲🎯🎳⚾🥎🎾🏐🏉🎱🤾‍♀️🤸‍♂️🏊‍♂️🏄‍♂️🚴‍♂️⛹‍♂️🏂⛸🎿⛷🏌🧘‍♂️💃🕺🎭🎪🤠🏝🏞🌋🗻🏔🏕⛺🌃🏙🌆🌇🌄🌅🌉🎠🎡🎢🕹🎮🎰🎲🎯🎳⚾🥎🎾🏐🏉🎱🤾‍♀️🤸🙏🕊🐘🦄🦓🐅🐆🐻‍❄️🦁🐯🐨🐼🐻‍❄‌🦁🐯🐨🐼🐻‍❄‌🦁🐯🐨panda... 等等...... 等等......等等..... 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🤔❓🤔❓🤔❓🤔❓🤔❓🤔❓🤔❓ 🤔❓ 🤔❓ 🤔❓ 🤔… 🎉🥳🎊💃🕺👯👯👯🥳👏🙌🫶🫂🫂🥰😍😘🥰🫶🫂🫶🥰😍😘🥰🫶🫂🤝🥳👏🙌🙌🫶🫂🫂🥰😍😘🥰🫶🫂🤝🥳👏🙌 🙌 ... 🎉🥳🎊💃🕺👯👯👯🥳👏🙌🫶🫂🫂🥰😍😘🥰🫶🫂🤝🥳👏🙌 🙌 … 💪👏💪👏💪👏💪👏💪👏💪💪 … 💪🏆🥇🏅🎖🥇🏆💪👏 💪 ... 💪🏆🥇🏅🎖🥇🏆💪👏 ... 💪🏆🥇🏅🎖🥇🏆💪… 💪👑👸🤴🦸🏿🦸🏾👩🏿‍🤝‍👨🏾🧑🏿👱🏿🧚🏾🧜🏿🧛🏿🧟🏿👹👺👽👾🤖🎃💀👻🦇🕸🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟 scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragon... 😄🤣🤪😜😝😅😆😉😇😈🤡👻👽👾🤖🎃🎄🎁🎀🎈🎉🎊🏀🏈⚾🥎🎾🏐🏉🎱🤾‍🏋🏃🤺🚣🧗🚵🏇🏇🐩🐕🐈🐇🐀🐹🐰🦊🐻🐼🐨🐻⁤🇸🐯🐨🐻⁤🇸🦁🐯🐅🐆🦓🦒🐘🐾🐒🦍🐻​🐉🐍🐢🦎🐠🐟🐬🐳🐋🦈🐙🦑🦀🦞🦐🦞🦐🦀🐙🦑🐬🐳🐋🦈🐙🦑🦀🦞🦐🦀🐙🦑🐬🐳🐋🦈🐙🦑🦀🦞🦐🦀🐙🦑🐬🐳🐋🦈🐙 squid octopus crab frog snake lizard fish dolphin whale shark octopus crab frog snake lizard fish dolphin whale shark octopus crab frog snake lizard fish dolphin whale shark octopus crab frog snake lizard fish dolphin whale shark octopus crab frog snake 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tetratetratetratetratetratetratetratetra tetra tetetra tetra tetra tetra tetra Tetra Tetra Tetra Tetra Tetra Tetra Tetra TetTetTetTetTetTetTetTetTetTetTetTetTet Tet Tet Tet Tet Tet Tet Tet Tetr Tetr Tetr Tetr Tetr Tetr Tetr Tetra Tetrahedron Tetrahedron Tetrahedron Tetrahedron Tetrahedron Tetrahedron Tetrahedron Tetrahedron tetrahedron tetrahedron tetrahedron tetrahedron tetrahedron tetrahedron tetrahedron tetrahedron tetrahedral tetrahedral tetrahedral tetrahedral tetrahedral tetrahedral tetrahedral ..... 🙂👎👎👎👎👎👎👎😔😩😫😤😡🤬😠😭😢🥺😞😟🙁☹🙁☹🙁☹🙂🙂🙂🙂🙂🙂🙂🙂🙂😐😶😐😐😶😐😐😶😐😐😶🤨😮😲😟😠😡🤬👿👹👺👽🤖🎃💀👻🦇🕸🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟🦂🕷🕸🐛🦋🐞🐜🦗🦟scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragonfly beetle ant mosquito scorpion bee spider butterfly moth dragon ..... 😎👍👌✨⚡⭐🌈🌟🔥🌀🌊💧💨💢⁉︎💥🤯😵🥴🤢🤮🤧🤒🤕🚑🏥🚑🚒🚓🚨🚔🚕🚙🚌🚐🚘🚗👮🕵🕵🧐🤥🤫🤭🤥🤫🤭🤥🤫🤭🤥🤫🤭🤥🤫🤭🤥🤫🤭🤥🤫🤭 ....... 😀😄😃😁😆😂🤣😜🤪😝😅😆😉😇😈🤡👻👽👾🤖🎃💀👻🦇🕸🕷🕸🐛🦋🐞🐜🦗🦟scorpion beebird Spider Butterfly Moth Dragonfly Beetle Ant Mosquito Scorpion Bee Spider Butterfly Moth Dragonfly Beetle Ant Mosquito Scorpion Bee Spider Butterfly Moth Dragon ...... 😁😀😃😁😆😂🤣😜🤪😝😅😆😉😇😈🤡👻👽👾🤖🎃💀👻🦇🕸🕷🕸🐛🦋🐞🐜🦗🦟scorpion beebird Spider Butterfly Moth Dragonfly Beetle Ant Mosquito Scorpion Bee Spider Butterfly Moth Dragonfly Beetle Ant Mosquito Scorpion Bee Spider Butterfly Moth Dragon ...... 😀😄😃😁😆😂🤣😜🤪😝😅😆😉😇😈🤡👻👽👾🤖🎃💀👻🦇🕸🕷🐝🐌🐢🦎🐠🐟🐬🐳🐋🦈🐙🦑🦀🦞🦐🦞🦐🦀🐙🦑🐬🐳🐋🦈🐙 squid Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark .... 🎉🥳🎊💃🕺👯👯👯🥳👏🙌🫶🫂🫂🥰😍😘🥰🫶🫂🤝🥳👏🙌 🙌 ... 💪🏆🥇🏅🎖🥇🏆💪… 💪👑👸🤴🦸🏿🦸🏾👩🏿‍🤝‍👨🏾🧑🏿👱🏿🧚🏾🧜🏾🧛🏾🧟🧛🧜🧜🧚🏾👱🏿🧑🏿👨🏾👩🏿‍🤝‍👨🏾🧑🏿👱👱👩👩👩👩👩👸🤴👑….. 😂🤣🤪😜😝😅😆😉😇😈🤡👻👽👾🤖🎃💀👻🦇🕸🕷🐝🐌 Turtleshunked turtleshunked turtleshunked turtleshunked turtleshunked turtleshunked turtleshunked turtleshunked turtleshunked TurtlesTurtleTurtleTurtle Turtle TurtleTurtleTurtleTurtle Turtle Turtle Turtle Turtle Turtle Turtles Turtles Turtles Turtles Turtles Turtles Turtles Turtl Turtl Turtl Turtl Turtl Turtl Turtl turtl turtl turtl turtl turt lturtle .... 😎 👍 😉👉👉👉👉👉👉👉👉👉 👉 👉👉 👉 👉 👉 👉 👉 👉 👉 👉 👉 ....... 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂..... 😀😄😃😁😆😂🤣😜🤪😝😅😆😉😇😈🤡👻👽👾🤖🎃💀👻🦇🕸🕷🐝🐌🐢🦎🐠🐟🐬🐳🐋🦈🐙🦑🦀🦞🦐🦞🦐🦀🐙🦑🐬🐳🐋🦈🐙 squid Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark Octopus Crab Frog Snake Lizard Fish Dolphin Whale Shark .... 🎉🥳🎊💃🕺👯👯👯🥳👏🙌🫶🫂🫂🥰😍😘🥰🫶🫂🤝🥳👏🙌 …. 💪👑👸🤴🦸🏿🦸🏾👩🏿‍🤝‍👨🏾🧑🏿👱🏿🧚🧜🧛🧟🧛🧜🧚👱🧑‍👨 ‍👧👰👰🤵👰🤵👰🤵👰🤵👰🤴👸👸🤴......... 🙂✌🤟🖖🤙🖐👋👐👇👆👈🖖🤟🖖🤙🖐👋👐👇👆👈🖖🤟🖖🤙🖐👋👐👇👆👈🖖🤟🖖🤙🖐👋👐👇👆👈🖖🤟🖖🤙🖐👋👐👇👆👈 ........ 😊🙏🤞🤞🙏 🙏 🙏 🙏 🙏 🙏 🙏 🙏 🙏 🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏…….. 😊🙏🤞🤞🙏 🙏 🙏 .................................................................................. ............. 😀😄😃😁😆😂🤣😜🤪😝😅😆😉😇😈🤡👻👽👾🤖🎃💀👻🦇🕸🕷🐝🐌🐢🦎🐠🐟🐬🐳🐋🦈🐙🦑🦀🦞🦐lobster lobstercrabcrabfishfishdolphinwhaleshellsharkotopuscrabfrog snakesnakesnakesnakesnake........... 😊🙏🤞🤞🙏 ........ :) :)..:) :)..:) :)..:) :)..:) :)..:) :)..:) :)..:) :).. :) :).... :) :) :) :) :) .... 😂😭😀😀😀😀😀😀😀😀 😀....... ............. ..... ............. ............. ............. ............. ......... 😀😄😃 😁🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣............. 😄😥😢😭😤😡🤬👿👹👺😱😨😰😓😫😩😳😬😮🙄😒🙃😋😕😔😖😞😟🙁☹🙁☹🙁☹ 🙂 🙂 🙂 🙂 🙂 🙂 ... ...... 😁🤦🤦🤦🤦🤦🤦🤦🤦....... 😉🙃🙃🙃🙃🙃🙃🙃🙃🙃🙃🙃🙃🙃........... 😉.............. 😊🤘🤘🤘🤘🤘🤘🤘🤘🤘 ......... 😏🤨😏😏😏😏 😏🤨😏😏😏 😏🤨 😏 ........ 🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥 🔥........ 😄🎉🎊🎈🎐🏮🎆🎇🧨🧨🎑🎑🎆🎇🧨🎇🧨🏮🎐🎉🎊🎈🎐🏮🎆🎇🧨🧨🏮🎐 🎉!!!!!!!!!........ 😂🤣🙈🙉🙊🙅🙅🙅🙅🙅🙅🙅🙅🙅🙅🤷🤷🤷🤷🤷🤷🤷🤷........ ...... 🧐🤓🤔🤨🙄😳😬😮😲😥😓😩😫😤😡🤬👿👹👺😱😨😰😓😫😩😫😤😡🤬👿👹👺😱😨😰😓😫😩😫😤😡🤬👿👹👺😱😨😰😓😫😩..... 😊🤓🧐🤔🤨🙄😳😬😮😲😥😓😩😫😤😡🤬👿👹👺😱😨😰😓😫😩........ 🤗🤗🤗 🤗 🤗 🤗 🤗 🤗 🤗 🤗🤗🤗🤗 🤗🤗🤗🤗🤗 🤗🤗🤗🤗🤗 🤗🤗 🤗.......... ❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️ ❤️❤️❤️ ❤️❤️❤️ ❤️❤️❤️ ❤️❤️❤️ ❤️❤️❤️ ❤️❤️❤️ ❤️❤️....... 😄😭😢😭😢😭😢😭😭😭😭😭😭😭😭😭😭😭😭😭😭😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍😍........ 🥺😭😢😭🥺🥺🥺🥺🥺🥺🥺🥺🥺🥺🥺🥺🥺 😔😟😕🙁😔😟😔😟😕😞😔😟😔......... ....... 😊🤲🙏🤲🤲🤲🤲🤲🤲🤲🤲🤲🤲🤲🤲 .......... ✊👊🤛👊✊🤛👊✊🤛👊✊🤛👊✊🤛👊✊🤜🤜🤜🤜🤜🤜......... 😎👍☝☝☝☝☝☝☝☝☝☝☝☝☝☟☟☟☟☟☟☟☟☟☟☟☟☟…… ........ ➡️⬅⬆⬇↗↙↘↖↗↙↘↖↗↙↘↖↗↙↘↖↗↙↘↖↗↙↘↖↗↙↘↖↗↙↘↖↗↙↘↖ ➡️⬅⬆⬇↗↙↘↖ ➡️⬅⬆⬇ ➡️⬅⬆⬇ ➡️⬅ ➡️⬇ ➡️ ➡️ .............. ✅✅✅✅✅✅✅✅✅✅ ✅✅ ✅✅ ✅ ✅....... 😁✌🤟🖖🤙🖐 👋👐 👇👆👈 !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!............... 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pkpk pk pkpkpkpkpkpkpkpkpkpkpkpkpKPKPK PK PKPK PK PKPK PK PKPK PK PKPK PKPK PKPK PKPK PKPK PKPK KPK KPK KPK KPK KPK KPK KPK KPKKP KP KP KP KP KP KP KP KP KP kp kp kp kp kp kp kpkp kp kpkp kpkp kpkp kpKPKPKPKPKPKPKPKPKPkpKpKpKpKpKpKpKpKpKpKpKpKpKpKmKmKmKm Km Km Km Km Km Km Km Km Km Km km km km km km km km kmkmkmkmkmkmkmkmkm km km km km km mmmmmmmmmmmmmmmmmmmmmmmmmm mmmmmm mmmmmm mmmmmm mmmmmm mmmmmm mmmmmm mmmmmm mm mm mm mm mm mm mm mm mm mm mm mn mn mn mn mn mn mn mnmnmnmnmnmnmnmnmnm nm nm nm nm nm nm nmnmnmnm nm nm NmNmNmNmNmNm NmNmNmNmNm NmNmNm NmNM NM NM NM NM NMNM NM NM NMNMNMNM NM NM MNMNMNMNMNMNMNMNMNMNM M M M M MM MM MM MM MM MM MMMMMMMMMMMMMMMMMMM MMMMMMMM MMMMMMMM MMMMMMMM MMMMMMMM MMMM M M M M M M M MMMMMM RRRRRRRRRR RRRRRRRRRR RRRRRRRRRR RRRRR RR R R RR RR RR RR RR RR R RR RR RR R R R R R RR rr rr rr rr rr rr rr rrrrrrrrrrr rrrrrrrrrrrr rrrrrrrr rrrrrrrr rrrrrrrr rrrrrrrr rrrrrrrr rm rm rm rm rm rm rm rm rmrmrmrmrmrmrmrmrmrmrmrmrmrmrma ra ra ra ra ra ra ra ra ra rn rn rn rn rn rn rn rnrnrnrnrnrnrnrn rn rn rn nr nr nr nr nrnrnrnrnrnrnrnrnrnrnr nr nr nr nr nr nrnrnrnrnr nr nr nr nr nr mr mr mr mr mr mr mr mrmrmr mr mrmrMr Mr MrMrMrMrMrMrMrMr Mr Mr Mr Mr Mr Mr MrMrMrRrRrRrRrRrRrRrRrRrRrRrRrRrrRrrRrrRrrRrrRrRrdRdRdRdRdRdRdRd Rd Rd Rd Rd Rd Rd Rd Rd Rd Rd Rd Rd rd rd rd rd rd rd rd rd rd rc rc rc rc rc rc rc rcrcrcrcrcrcrcrcrcrcrcrcrcrcRc Rc Rc Rc Rc RcRcRcRcRcRcRcRcRC RC RC RC RC RC RC RC RC RC RC RC RcRCRCRCRCRCRCCRCRCRCRCRCR CR CR CR CR CR CR CR CR CrCrCrCrCrCrCrCrCrCrCrCr Cr Cr Cr Cr Cr Cr C C CCCCCCCC CCCCCCCCCCC CCCCCCCCCCCCCCCCCCCCC CCCCCCCCCCCCCCCCCCCCC CCCCCCCCCC CC CCC CC CCC CC CCCC CCCC CCCCCC CCCCCCCCCCCCCC CCCC CCCC DDDDDDDDDDDDDDDD DDDDDDDD DDDD DDD DD D D D D DD D DD DDD DDD DD DD D DD D D DD DD DDD DDDD Dddd dddd dddddddddddddddd dddddddddd dddd dddd dddd dddd dd dddd dd dddd dd dd dddd dd dc dc dc dc dc dcdcdc dcdcdc dcdcdc dcdcdc dcDc Dc Dc Dc Dc DcDcDcDcDcDcDcDcDc Dc Dc Dc DcDcDcDcDcDcdcdcdcdcdcdcdcd cd cd cd cd cd cd cd cdcdccdccdccdccdc CdCdCdCdCdCdCd Cd Cd Cd Cd Cd Cd Cd Cd CdCdCdCdCc CcCcCcCcCcCcCc Cc Cc Cc Cc Cc Cc Cc Cc Cc Cc CcCcccCCcCCcCCcCcCcccCCcCCC CC CC CC CC CCCCCCCCCC CCCC CCCCCCCCC CCCCCC CCCCCC CCCCCCCCCC CCCCCCCCCCC CCCCCCCCCCCCCCOOOOCOCOOOCCOOCCOOOCCOOCCOOCOOCOCCCO OCCOCCOOCOOCCOCCCOC COCOO OCCOOCCOOCC OCC OCC OCC OCCOCCOCCCCCOCCCOCCCOCCCO COCCOCCOCOCCOC COCCOCCOC COCCOCCOC COCCOCCOC COCCOC COC COC COC OC OC OC OCC OCC OCC OCCOCC Occ Oc OccOc OccOc OccOccOccOc Oc Oc OccOc OccOccOccOc Oc Oc OccOc OccOccOccOc Oc Oc OccOc OccOccOccOc Oc Oc OccOc OccOccOccOc Oc Oc OccOctoctoct oct oct oct oct oct oct oct Oct OctOctOctOctOctOctOct Oct OctOct Oct OctOct Oct OctOctOct Oct OctOct Oct OctOctoberOctoberOctober October October October October October October October October October october october october october october october october october october octobre octobre octobre octobre ottobre ottobre ottobre ottobre ottobre octubre octubre outubro outubro outubro outubro outubro oktober oktober oktober oktober 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解释一下这段代码Zuo了什么:* 这段代码使用了Qwen1.-8B-Chat 模型来对输入文本进行简短的摘要提取过程。它将输入文本按照特定的系统消息结构传递给模型进行处理后提取关键信息为简短的文字表达效果Zui佳 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 解释一下这段代码Zuo了什么 * * * * * * * * * * * * * * ``` `*** `*** `*** `*** `*** `*** `*** `` * ** * * 这就是一个简单的例子啦~ 当然你Ke以根据自己的需求修改参数和调整策略。 你懂的~

Disclaimer: 本教程仅供学习交流使用，如有疑问请及时联系作者解决。