[Bagel] Support Cache-Dit (#736)

Signed-off-by: princepride <wangzhipeng628@gmail.com>

docs/user_guide/diffusion_acceleration.md

@@ -49,6 +49,7 @@ The following table shows which models are currently supported by each accelerat
 | **Qwen-Image-Layered** | `Qwen/Qwen-Image-Layered` | ❌ | ✅ | ✅ | ✅ | ✅ |
 | **Z-Image** | `Tongyi-MAI/Z-Image-Turbo` | ❌ | ✅ |❌ | ❌ | ❌ |
 | **Stable-Diffusion3.5** | `stabilityai/stable-diffusion-3.5` | ❌ | ✅ | ❌ | ❌ | ❌ |
+| **Bagel** | `ByteDance-Seed/BAGEL-7B-MoT` | ❌ | ✅ | ❌ | ❌ | ❌ |
 
 ### VideoGen