From 71453ca0316825bddaa9374bbdf765bfdccfcc73 Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Mon, 4 Jan 2021 16:06:10 +0800 Subject: [PATCH] Add. Position encoding and multilayer stacking --- .../assets/1609746327202.png | Bin 0 -> 66304 bytes .../assets/1609746644923.png | Bin 0 -> 173235 bytes .../assets/1609746664324.png | Bin 0 -> 40835 bytes .../assets/1609746694985.png | Bin 0 -> 26762 bytes ...——NLP通用框架BERT原理解读.md | 24 ++++++++++++++++++ 5 files changed, 24 insertions(+) create mode 100644 NLP通用框架BERT项目实战/assets/1609746327202.png create mode 100644 NLP通用框架BERT项目实战/assets/1609746644923.png create mode 100644 NLP通用框架BERT项目实战/assets/1609746664324.png create mode 100644 NLP通用框架BERT项目实战/assets/1609746694985.png diff --git a/NLP通用框架BERT项目实战/assets/1609746327202.png b/NLP通用框架BERT项目实战/assets/1609746327202.png new file mode 100644 index 0000000000000000000000000000000000000000..5c6efa249bb08d3ee76e60960c3f8357766c84d8 GIT binary patch literal 66304 zcmYhiby!s0_Xi3HNOw0#cbDYQAu%8&4H8n)4bojQNQ11qV>Fb>m>W4ov!|6(fr8q3`U(?Hog22C0%Xgx(0kg)Qvm<|g&m6d_ z2^WiP*J=jfGi=D9re?pcWJ*wm{OT^t7_w&lfWZ(J+h+69Dp8>IIcq@vZN2~oqgD`W 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由于输入输出都是向量,也就是可以堆叠更多层,计算方法都是相同的,只是增加了多层。 + + +#### 位置编码与多层堆叠 + +> 位置信息:在self-attention中,每个词都会考虑整个序列的加权,所以其出现位置并不会对结果产生什么影响,相当于放哪都无所谓,但是这跟实际就有些不符合了,我们希望模型能对位置有额外的认识。 + +![1609746327202](assets/1609746327202.png) + +> POSITIONAL ENCODING:将余弦和正弦的周期表达信号,当作位置信息。 + +**Add与Normalize** + +![1609746644923](assets/1609746644923.png) + +- 归一化:![1609746664324](assets/1609746664324.png) + + > Batch Size:将其一行,让其均值为0,标准差为1 + > + > Layer:让其一列,变成均值为0,标准差为1 + +- 连接:基本的残差连接方式![1609746694985](assets/1609746694985.png) + + > 残差连接:X如果处理完残差变小,则使用该X,如果残差反而大了,则使用原有的X。也就是堆叠的层数中,我们保证了堆叠的过程中,结果一定不会比原来差。 +