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大家好,我是微学AI,今天给大家带来SpeakGPT的本地实现,在自己的网页部署,可随时随地通过语音进行问答,本项目项目是基于ChatGPT的语音版,我称之为SpeakGPT。
ChatGPT最近大火,其实在去年12月份就想做一期关于ChatGPT的文章。
ChatGPT是美国OpenAI公司研发的功能强大的聊天机器人,他于2022年11月30日发布。ChatGPT是自然语言处理的天花板,它能够通过学习和理解人类的语言来进行对话,还能根据聊天的上下文进行互动,真正像人类一样来聊天交流,甚至可以完成论文、文案,代码的编写。
ChatGPT(全称:Chat Generative Pre-trained
Transformer),发展于GPT系列,GPT由1代发展到3代,到现在的ChatGPT,ChatGPT的基本原理是基于Transformer的解码器部分来做的,主要是文本生成任务模型。
一、ChatGPT模型训练的步骤:
数据收集
:ChatGPT的训练数据通常是从互联网上收集的大量文本数据,如维基百科、新闻文章、小说、论坛帖子等数据,数据量有45TB之多。这些数据需要进行清洗和预处理,例如去除无效字符、标点符号、停用词等。
数据处理:ChatGPT使用的是基于字符级别的模型,因此需要将原始文本数据进行分割,转换成单个字符的形式。同