Update docs (#332)

docs/EN/source/getting_started/quickstart.md

@@ -36,7 +36,7 @@ docker pull lightx2v/lightx2v:25092201-cu128
 We recommend using the `cuda128` environment for faster inference speed. If you need to use the `cuda124` environment, you can use image versions with the `-cu124` suffix:
 
 ```bash
-docker pull lightx2v/lightx2v:25091903-cu124
+docker pull lightx2v/lightx2v:25092201-cu124
 ```
 
 #### 2. Run Container
@@ -54,7 +54,7 @@ For mainland China, if the network is unstable when pulling images, you can pull
 docker pull registry.cn-hangzhou.aliyuncs.com/yongyang/lightx2v:25092201-cu128
 
 # cuda124
-docker pull registry.cn-hangzhou.aliyuncs.com/yongyang/lightx2v:25091903-cu124
+docker pull registry.cn-hangzhou.aliyuncs.com/yongyang/lightx2v:25092201-cu124
 ```
 
 ### 🐍 Conda Environment Setup

docs/PAPERS_ZH_CN/source/index.rst

@@ -47,4 +47,7 @@ HuggingFace: https://huggingface.co/lightx2v
    并行推理 <papers/parallel.md>
    变分辨率推理 <papers/changing_resolution.md>
    步数蒸馏 <papers/step_distill.md>
-   自回归蒸馏 <papers/autoregressive_distill.md>
+   自回归模型 <papers/autoregressive.md>
+   vae加速 <papers/vae.md>
+   prompt增强 <papers/prompt_enhance.md>
+   强化学习 <papers/RL.md>

docs/PAPERS_ZH_CN/source/papers/RL.md

+# 强化学习
+
+xxx

docs/PAPERS_ZH_CN/source/papers/autoregressive.md

+# 自回归模型
+
+xxx

docs/PAPERS_ZH_CN/source/papers/autoregressive_distill.md

-# 自回归蒸馏
-
-xxx

docs/PAPERS_ZH_CN/source/papers/prompt_enhance.md

+# prompt增强
+
+xxx

docs/PAPERS_ZH_CN/source/papers/vae.md

+# vae加速
+
+xxx

docs/ZH_CN/source/getting_started/quickstart.md

@@ -36,7 +36,7 @@ docker pull lightx2v/lightx2v:25092201-cu128
 我们推荐使用`cuda128`环境，以获得更快的推理速度，若需要使用`cuda124`环境，可以使用带`-cu124`后缀的镜像版本：
 
 ```bash
-docker pull lightx2v/lightx2v:25091903-cu124
+docker pull lightx2v/lightx2v:25092201-cu124
 ```
 
 #### 2. 运行容器
@@ -54,7 +54,7 @@ docker run --gpus all -itd --ipc=host --name [容器名] -v [挂载设置] --ent
 docker pull registry.cn-hangzhou.aliyuncs.com/yongyang/lightx2v:25092201-cu128
 
 # cuda124
-docker pull registry.cn-hangzhou.aliyuncs.com/yongyang/lightx2v:25091903-cu124
+docker pull registry.cn-hangzhou.aliyuncs.com/yongyang/lightx2v:25092201-cu124
 ```
 
 ### 🐍 Conda 环境搭建