diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_0_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_0_0.png
new file mode 100644
index 0000000..52b9c2e
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_0_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_13_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_13_0.png
new file mode 100644
index 0000000..dfe8e74
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_13_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_30_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_30_0.png
new file mode 100644
index 0000000..a9f4328
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_30_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_30_0.svg b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_30_0.svg
new file mode 100644
index 0000000..9dc60da
--- /dev/null
+++ b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_30_0.svg
@@ -0,0 +1,376 @@
+
+
+
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_32_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_32_0.png
new file mode 100644
index 0000000..5d43994
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_32_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_37_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_37_0.png
new file mode 100644
index 0000000..4a6b000
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_37_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_48_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_48_0.png
new file mode 100644
index 0000000..0797cd5
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_48_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_48_0.svg b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_48_0.svg
new file mode 100644
index 0000000..0ae31a0
--- /dev/null
+++ b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_48_0.svg
@@ -0,0 +1,1019 @@
+
+
+
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_68_0.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_68_0.png
new file mode 100644
index 0000000..72804e0
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_68_0.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_68_0.svg b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_68_0.svg
new file mode 100644
index 0000000..f45e9bb
--- /dev/null
+++ b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_68_0.svg
@@ -0,0 +1,646 @@
+
+
+
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_73_1.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_73_1.png
new file mode 100644
index 0000000..de61dac
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_73_1.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_73_1.svg b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_73_1.svg
new file mode 100644
index 0000000..018d2f1
--- /dev/null
+++ b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_73_1.svg
@@ -0,0 +1,417 @@
+
+
+
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_76_1.png b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_76_1.png
new file mode 100644
index 0000000..8069e69
Binary files /dev/null and b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_76_1.png differ
diff --git a/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_76_1.svg b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_76_1.svg
new file mode 100644
index 0000000..3d4c060
--- /dev/null
+++ b/docs/篇章2-Transformer相关原理/2.2.1-Pytorch编写Transformer_files/2.2.1-Pytorch编写Transformer_76_1.svg
@@ -0,0 +1,510 @@
+
+
+