diff --git a/README-zh-Hans.md b/README-zh-Hans.md
index 208f85671..d952a5279 100644
--- a/README-zh-Hans.md
+++ b/README-zh-Hans.md
@@ -34,21 +34,27 @@ Colossal-AI为您提供了一系列并行训练组件。我们的目标是让您
## 样例
### ViT
-
+
+
- 14倍批大小
- 5倍训练速度
-### GPT-3 & GPT-2
+### GPT-3
+
+
-
- GPT-3:释放 50% GPU 资源占用, 或 10.7% 加速
+
+### GPT-2
+
+
- GPT-2:降低11倍GPU显存占用,或超线性扩展
### BERT
+
-
- 2倍训练速度
- 1.5倍序列长度
diff --git a/README.md b/README.md
index 65e05991b..1b59dda77 100644
--- a/README.md
+++ b/README.md
@@ -37,21 +37,27 @@ distributed training in a few lines.
## Examples
### ViT
-
+
- 14x larger batch size
- 5x faster training
-### GPT-3 & GPT-2
+### GPT-3
-
+
- Free 50% GPU resources, or 10.7% acceleration for GPT-3
+
+### GPT-2
+
+
- 11x lower GPU RAM, or superlinear scaling for GPT-2
-### BERT
-
+
+### BERT
+
+
- 2x faster training
- 50% longer sequence length
diff --git a/docs/images/GPT3Table.png b/docs/images/GPT3Table.png
new file mode 100644
index 000000000..1754aa0b5
Binary files /dev/null and b/docs/images/GPT3Table.png differ
diff --git a/docs/images/allinone/BERT_allin1.png b/docs/images/allinone/BERT_allin1.png
new file mode 100644
index 000000000..c1e283ade
Binary files /dev/null and b/docs/images/allinone/BERT_allin1.png differ
diff --git a/docs/images/allinone/GPT2_allin1.png b/docs/images/allinone/GPT2_allin1.png
new file mode 100644
index 000000000..e05e444b3
Binary files /dev/null and b/docs/images/allinone/GPT2_allin1.png differ
diff --git a/docs/images/allinone/GPT3_allin1.png b/docs/images/allinone/GPT3_allin1.png
new file mode 100644
index 000000000..2a96dd8c7
Binary files /dev/null and b/docs/images/allinone/GPT3_allin1.png differ
diff --git a/docs/images/update/vit.png b/docs/images/update/vit.png
new file mode 100644
index 000000000..37df168a4
Binary files /dev/null and b/docs/images/update/vit.png differ