From db0b347e43fa1ec5f274b9ec6e7caaf7dab1aef6 Mon Sep 17 00:00:00 2001 From: KMnO4-zx <1021385881@qq.com> Date: Sun, 2 Jun 2024 17:31:07 +0800 Subject: [PATCH] chore: Update T5 model structure and pretraining tasks documentation --- docs/chapter3/3.2 Eocoder-Decoder.md | 52 +++++++++++++++++++++++---- docs/chapter3/figures/2-1.jpg | Bin 160186 -> 0 bytes docs/chapter3/figures/2-1.png | Bin 0 -> 655189 bytes docs/chapter3/figures/2-2.png | Bin 0 -> 199880 bytes docs/chapter3/figures/2-3.png | Bin 0 -> 143094 bytes docs/chapter3/figures/2-4.png | Bin 0 -> 128812 bytes 6 files changed, 45 insertions(+), 7 deletions(-) delete mode 100644 docs/chapter3/figures/2-1.jpg create mode 100644 docs/chapter3/figures/2-1.png create mode 100644 docs/chapter3/figures/2-2.png create mode 100644 docs/chapter3/figures/2-3.png create mode 100644 docs/chapter3/figures/2-4.png diff --git a/docs/chapter3/3.2 Eocoder-Decoder.md b/docs/chapter3/3.2 Eocoder-Decoder.md index f0e944d..fefa12b 100644 --- a/docs/chapter3/3.2 Eocoder-Decoder.md +++ b/docs/chapter3/3.2 Eocoder-Decoder.md @@ -8,17 +8,55 @@ T5(Text-To-Text Transfer Transformer)是由 Google 提出的一种预训练语言模型,通过将所有 NLP 任务统一表示为文本到文本的转换问题,大大简化了模型设计和任务处理。T5 基于 Transformer 架构,包含编码器和解码器两个部分,使用自注意力机制和多头注意力捕捉全局依赖关系,利用相对位置编码处理长序列中的位置信息,并在每层中包含前馈神经网络进一步处理特征。 -T5 的大一统思想将不同的 NLP 任务如文本分类、问答、翻译等统一表示为输入文本到输出文本的转换,这种方法简化了模型设计、参数共享和训练过程,提高了模型的泛化能力和效率。通过这种统一处理方式,T5不仅减少了任务特定的模型调试工作,还能够使用相同的数据处理和训练框架,极大地提升了多任务学习的性能和应用的便捷性。 - - - -> 图片出自参考文献 [1] +T5 的大一统思想将不同的 NLP 任务如文本分类、问答、翻译等统一表示为输入文本到输出文本的转换,这种方法简化了模型设计、参数共享和训练过程,提高了模型的泛化能力和效率。通过这种统一处理方式,T5不仅减少了任务特定的模型调试工作,还能够使用相同的数据处理和训练框架,极大地提升了多任务学习的性能和应用的便捷性。接下来我们将会从模型结构、预训练任务和大一统思想三个方面来介绍 T5 模型。 ### (1)模型结构:Encoder-Decoder -T5 模型采用了 Encoder-Decoder 结构,其中编码器和解码器都是基于 Transformer 架构设计的。编码器用于处理输入文本,解码器用于生成输出文本。编码器和解码器之间通过注意力机制进行信息交互,从而实现输入文本到输出文本的转换。其主要结构如下所示: +Bert 采用了 Encoder-Only 结构,只包含编码器部分;而 GPT 采用了 Decoder-Only 结构,只包含解码器部分。T5 则采用了 Encoder-Decoder 结构,其中编码器和解码器都是基于 Transformer 架构设计。编码器用于处理输入文本,解码器用于生成输出文本。编码器和解码器之间通过注意力机制进行信息交互,从而实现输入文本到输出文本的转换。其主要结构如下所示: + +
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