diff --git a/docs/source/tutorials/Model_Zoo.md b/docs/source/tutorials/Model_Zoo.md
index 797be256..1b5bab97 100644
--- a/docs/source/tutorials/Model_Zoo.md
+++ b/docs/source/tutorials/Model_Zoo.md
@@ -106,21 +106,21 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">42.2</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.3.0/converted_anchor_detr_r50_50ep.pth">model</a></td>
 </tr>
- <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/anchor_detr/configs/detr_r50_dc5_300ep.py">Anchor-DETR-R50-DC5 (converted)</a></td>
+ <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/anchor_detr/configs/anchor_detr_r50_dc5_50ep.py">Anchor-DETR-R50-DC5 (converted)</a></td>
 <td align="center">R-50</td>
 <td align="center">IN1k</td>
 <td align="center">50</td>
 <td align="center">44.2</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.3.0/converted_anchor_detr_r50_dc5_50ep.pth">model</a></td>
 </tr>
- <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/anchor_detr/configs/detr_r101_300ep.py">Anchor-DETR-R101 (converted)</a></td>
+ <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/anchor_detr/configs/anchor_detr_r101_50ep.py">Anchor-DETR-R101 (converted)</a></td>
 <td align="center">R-101</td>
 <td align="center">IN1k</td>
 <td align="center">50</td>
 <td align="center">43.5</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.3.0/converted_anchor_detr_r101_50ep.pth">model</a></td>
 </tr>
- <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/anchor_detr/configs/detr_r101_dc5_300ep.py">Anchor-DETR-R101-DC5 (converted)</a></td>
+ <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/anchor_detr/configs/anchor_detr_r101_dc5_50ep.py">Anchor-DETR-R101-DC5 (converted)</a></td>
 <td align="center">R-101</td>
 <td align="center">IN1k</td>
 <td align="center">50</td>
@@ -290,7 +290,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <th valign="bottom">box<br/>AP</th>
 <th valign="bottom">Download</th>
 <!-- TABLE BODY -->
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_r50_4scale_12ep.py"> DINO-R50-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino-resnet/dino_r50_4scale_12ep.py"> DINO-R50-4scale </a> </td>
 <td align="center">R50</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -298,7 +298,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">49.2</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.0/dino_r50_4scale_12ep_49_2AP.pth"> model </a></td>
 </tr>
- <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_r50_4scale_12ep.py">DINO-R50-4scale (hacked trainer)</a></td>
+ <tr><td align="left"><a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-resnet/dino_r50_4scale_12ep.py">DINO-R50-4scale (hacked trainer)</a></td>
 <td align="center">R-50</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -314,7 +314,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">49.4</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.3.0/dino_r50_4scale_12ep_with_ema.pth">model</a> </td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_r50_5scale_12ep.py"> DINO-R50-5scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-resnet/dino_r50_5scale_12ep.py"> DINO-R50-5scale </a> </td>
 <td align="center">R50</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -322,7 +322,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">49.6</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_r50_5scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_r50_4scale_12ep_300dn.py"> DINO-R50-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-resnet/dino_r50_4scale_12ep_300dn.py"> DINO-R50-4scale </a> </td>
 <td align="center">R50</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -330,7 +330,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">49.5</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.0/dino_r50_4scale_12ep_300dn.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_r50_4scale_24ep.py"> DINO-R50-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-resnet/dino_r50_4scale_24ep.py"> DINO-R50-4scale </a> </td>
 <td align="center">R50</td>
 <td align="center">IN1k</td>
 <td align="center">24</td>
@@ -338,7 +338,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">50.6</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_r50_4scale_24ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_r101_4scale_12ep.py"> DINO-R101-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-resnet/dino_r101_4scale_12ep.py"> DINO-R101-4scale </a> </td>
 <td align="center">R101</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -359,7 +359,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <th valign="bottom">Denoising Queries</th>
 <th valign="bottom">box<br/>AP</th>
 <th valign="bottom">Download</th>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4scale </a> </td>
 <td align="center">Swin-Tiny-224</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -367,7 +367,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">51.3</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_tiny_224_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_tiny_224_4scale_12ep.py"> DINO-Swin-T-224-4scale </a> </td>
 <td align="center">Swin-Tiny-224</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
@@ -375,7 +375,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">52.5</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_tiny_224_22kto1k_finetune_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_small_224_4scale_12ep.py"> DINO-Swin-S-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_small_224_4scale_12ep.py"> DINO-Swin-S-224-4scale </a> </td>
 <td align="center">Swin-Small-224</td>
 <td align="center">IN1k</td>
 <td align="center">12</td>
@@ -383,7 +383,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">53.0</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_small_224_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_base_384_4scale_12ep.py"> DINO-Swin-B-384-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_base_384_4scale_12ep.py"> DINO-Swin-B-384-4scale </a> </td>
 <td align="center">Swin-Base-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
@@ -391,7 +391,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">55.8</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_base_384_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_224_4scale_12ep.py"> DINO-Swin-L-224-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_large_224_4scale_12ep.py"> DINO-Swin-L-224-4scale </a> </td>
 <td align="center">Swin-Large-224</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
@@ -399,7 +399,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">56.9</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_large_224_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_384_4scale_12ep.py"> DINO-Swin-L-384-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_large_384_4scale_12ep.py"> DINO-Swin-L-384-4scale </a> </td>
 <td align="center">Swin-Large-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
@@ -407,7 +407,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">56.9</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.1.1/dino_swin_large_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_384_5scale_12ep.py"> DINO-Swin-L-384-5scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_large_384_5scale_12ep.py"> DINO-Swin-L-384-5scale </a> </td>
 <td align="center">Swin-Large-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">12</td>
@@ -415,7 +415,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">57.5</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_swin_large_384_5scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_384_4scale_36ep.py"> DINO-Swin-L-384-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_large_384_4scale_36ep.py"> DINO-Swin-L-384-4scale </a> </td>
 <td align="center">Swin-Large-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">36</td>
@@ -423,7 +423,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">58.1</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.0/dino_swin_large_384_4scale_36ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_swin_large_384_5scale_36ep.py"> DINO-Swin-L-384-5scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-swin/dino_swin_large_384_5scale_36ep.py"> DINO-Swin-L-384-5scale </a> </td>
 <td align="center">Swin-Large-384</td>
 <td align="center">IN22k to IN1k</td>
 <td align="center">36</td>
@@ -443,7 +443,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <th valign="bottom">Denoising Queries</th>
 <th valign="bottom">box<br/>AP</th>
 <th valign="bottom">Download</th>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_focalnet_large_lrf_384_4scale_12ep.py"> DINO-FocalNet-Large-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-focal/dino_focalnet_large_lrf_384_4scale_12ep.py"> DINO-FocalNet-Large-4scale </a> </td>
 <td align="center">FocalNet-384-LRF-3Level</td>
 <td align="center">IN22k</td>
 <td align="center">12</td>
@@ -451,7 +451,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">57.5</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_focal_large_lrf_384_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_focalnet_large_lrf_384_fl4_4scale_12ep.py"> DINO-FocalNet-Large-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-focal/dino_focalnet_large_lrf_384_fl4_4scale_12ep.py"> DINO-FocalNet-Large-4scale </a> </td>
 <td align="center">FocalNet-384-LRF-4Level</td>
 <td align="center">IN22k</td>
 <td align="center">12</td>
@@ -459,7 +459,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">58.0</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_focal_large_lrf_384_fl4_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_focalnet_large_lrf_384_fl4_5scale_36ep.py"> DINO-FocalNet-Large-5scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino-focal/dino_focalnet_large_lrf_384_fl4_5scale_12ep.py"> DINO-FocalNet-Large-5scale </a> </td>
 <td align="center">FocalNet-384-LRF-4Level</td>
 <td align="center">IN22k</td>
 <td align="center">12</td>
@@ -481,7 +481,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <th valign="bottom">box<br/>AP</th>
 <th valign="bottom">Download</th>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_vitdet_base_4scale_12ep.py"> DINO-ViTDet-Base-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-vitdet/dino_vitdet_base_4scale_12ep.py"> DINO-ViTDet-Base-4scale </a> </td>
 <td align="center">ViT</td>
 <td align="center">IN1k, MAE</td>
 <td align="center">12</td>
@@ -489,7 +489,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">50.2</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_vitdet_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_vitdet_base_4scale_50ep.py"> DINO-ViTDet-Base-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-vitdet/dino_vitdet_base_4scale_50ep.py"> DINO-ViTDet-Base-4scale </a> </td>
 <td align="center">ViT</td>
 <td align="center">IN1k, MAE</td>
 <td align="center">50</td>
@@ -497,7 +497,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">55.0</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_vitdet_base_4scale_50ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_vitdet_large_4scale_12ep.py"> DINO-ViTDet-Large-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-vitdet/dino_vitdet_large_4scale_12ep.py"> DINO-ViTDet-Large-4scale </a> </td>
 <td align="center">ViT</td>
 <td align="center">IN1k, MAE</td>
 <td align="center">12</td>
@@ -505,7 +505,7 @@ Here we provides our pretrained baselines with **detrex**. And more pretrained w
 <td align="center">52.9</td>
 <td align="center"> <a href="https://github.com/IDEA-Research/detrex-storage/releases/download/v0.2.1/dino_vitdet_large_4scale_12ep.pth"> model </a></td>
 </tr>
- <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/blob/main/projects/dino/configs/dino_vitdet_large_4scale_50ep.py"> DINO-ViTDet-Large-4scale </a> </td>
+ <tr><td align="left"> <a href="https://github.com/IDEA-Research/detrex/tree/main/projects/dino/configs/dino-vitdet/dino_vitdet_large_4scale_50ep.py"> DINO-ViTDet-Large-4scale </a> </td>
 <td align="center">ViT</td>
 <td align="center">IN1k, MAE</td>
 <td align="center">50</td>
diff --git a/tools/README.md b/tools/README.md
index f885ba83..d6b1c8fb 100644
--- a/tools/README.md
+++ b/tools/README.md
@@ -15,7 +15,7 @@ A script to launch training, it surpports:
 
 Usage:
 
-* STER 1: modify slurm config
+* STEP 1: modify slurm config
 ```bash
 $ cp configs/hydra/slurm/research.yaml configs/hydra/slurm/${CLUSTER_ID}.yaml && \
     vim configs/hydra/slurm/${CLUSTER_ID}.yaml