diff --git a/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco.py b/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco.py
index 84654c0e9..1d847696d 100644
--- a/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco.py
+++ b/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco.py
@@ -4,8 +4,7 @@
     '../_base_/schedules/schedule_3x.py',
     '../_base_/default_runtime.py'
 ]
-# pretrained = 'https://conversationhub.blob.core.windows.net/beit-share-public/' \
-#              'beit/beit_large_patch16_224_pt22k_ft22k.pth'
+# pretrained = 'https://conversationhub.blob.core.windows.net/beit-share-public/beit/beit_large_patch16_224_pt22k_ft22k.pth'
 pretrained = 'pretrained/beit_large_patch16_224_pt22k_ft22k.pth'
 model = dict(
     type='HybridTaskCascade',
diff --git a/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco_ms.py b/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco_ms.py
index 40ac54b99..1674b21bd 100644
--- a/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco_ms.py
+++ b/detection/configs/htc++/htc++_beit_adapter_large_fpn_3x_coco_ms.py
@@ -4,8 +4,7 @@
     '../_base_/schedules/schedule_3x.py',
     '../_base_/default_runtime.py'
 ]
-# pretrained = 'https://conversationhub.blob.core.windows.net/beit-share-public/' \
-#              'beit/beit_large_patch16_224_pt22k_ft22k.pth'
+# pretrained = 'https://conversationhub.blob.core.windows.net/beit-share-public/beit/beit_large_patch16_224_pt22k_ft22k.pth'
 pretrained = 'pretrained/beit_large_patch16_224_pt22k_ft22k.pth'
 model = dict(
     type='HybridTaskCascadeAug',
diff --git a/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco.py b/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco.py
index ce3686e5b..b686a7bc8 100644
--- a/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco.py
+++ b/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco.py
@@ -4,8 +4,7 @@
     '../_base_/schedules/schedule_3x.py',
     '../_base_/default_runtime.py'
 ]
-# pretrained = 'https://github.com/SwinTransformer/storage/releases/' \
-#              'download/v1.0.0/swin_large_patch4_window12_384_22k.pth'
+# pretrained = 'https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_large_patch4_window12_384_22k.pth'
 pretrained = 'pretrained/swin_large_patch4_window12_384_22k.pth'
 model = dict(
     type='HybridTaskCascade',
diff --git a/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco_ms.py b/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco_ms.py
index 2e18804c7..6ef628689 100644
--- a/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco_ms.py
+++ b/detection/configs/htc++/htc++_swin_large_patch4_window12_384_fpn_3x_coco_ms.py
@@ -4,8 +4,7 @@
     '../_base_/schedules/schedule_3x.py',
     '../_base_/default_runtime.py'
 ]
-# pretrained = 'https://github.com/SwinTransformer/storage/releases/' \
-#              'download/v1.0.0/swin_large_patch4_window12_384_22k.pth'
+# pretrained = 'https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_large_patch4_window12_384_22k.pth'
 pretrained = 'pretrained/swin_large_patch4_window12_384_22k.pth'
 model = dict(
     type='HybridTaskCascadeAug',
diff --git a/detection/configs/mask_rcnn/mask_rcnn_augreg_adapter_large_fpn_3x_coco.py b/detection/configs/mask_rcnn/mask_rcnn_augreg_adapter_large_fpn_3x_coco.py
index 02e147468..702f75b7d 100644
--- a/detection/configs/mask_rcnn/mask_rcnn_augreg_adapter_large_fpn_3x_coco.py
+++ b/detection/configs/mask_rcnn/mask_rcnn_augreg_adapter_large_fpn_3x_coco.py
@@ -5,8 +5,7 @@
     '../_base_/schedules/schedule_3x.py',
     '../_base_/default_runtime.py'
 ]
-# pretrained = 'https://storage.googleapis.com/vit_models/augreg/' \
-#              'L_16-i21k-300ep-lr_0.001-aug_medium1-wd_0.1-do_0.1-sd_0.1--imagenet2012-steps_20k-lr_0.01-res_384.npz'
+# pretrained = 'https://storage.googleapis.com/vit_models/augreg/L_16-i21k-300ep-lr_0.001-aug_medium1-wd_0.1-do_0.1-sd_0.1--imagenet2012-steps_20k-lr_0.01-res_384.npz'
 pretrained = 'pretrained/L_16-i21k-300ep-lr_0.001-aug_medium1-wd_0.1-do_0.1-sd_0.1--imagenet2012-steps_20k-lr_0.01-res_384.pth'
 model = dict(
     backbone=dict(
diff --git a/detection/configs/mask_rcnn/mask_rcnn_deit_adapter_tiny_fpn_3x_coco.py b/detection/configs/mask_rcnn/mask_rcnn_deit_adapter_tiny_fpn_3x_coco.py
index 065dee969..e23562315 100644
--- a/detection/configs/mask_rcnn/mask_rcnn_deit_adapter_tiny_fpn_3x_coco.py
+++ b/detection/configs/mask_rcnn/mask_rcnn_deit_adapter_tiny_fpn_3x_coco.py
@@ -29,10 +29,10 @@
                      14, 14, None, 14, 14, None],
         pretrained=pretrained),
     neck=dict(
-            type='FPN',
-            in_channels=[192, 192, 192, 192],
-            out_channels=256,
-            num_outs=5))
+        type='FPN',
+        in_channels=[192, 192, 192, 192],
+        out_channels=256,
+        num_outs=5))
 # optimizer
 img_norm_cfg = dict(
     mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
diff --git a/detection/configs/mask_rcnn/mask_rcnn_uniperceiver_adapter_base_fpn_3x_coco.py b/detection/configs/mask_rcnn/mask_rcnn_uniperceiver_adapter_base_fpn_3x_coco.py
index fc8dbb5dd..f6072ed02 100644
--- a/detection/configs/mask_rcnn/mask_rcnn_uniperceiver_adapter_base_fpn_3x_coco.py
+++ b/detection/configs/mask_rcnn/mask_rcnn_uniperceiver_adapter_base_fpn_3x_coco.py
@@ -5,8 +5,7 @@
     '../_base_/schedules/schedule_3x.py',
     '../_base_/default_runtime.py'
 ]
-# pretrained = 'https://github.com/czczup/ViT-Adapter/' \
-#              'releases/download/v0.1.1/uniperceiver_pretrain.pth'
+# pretrained = 'https://github.com/czczup/ViT-Adapter/releases/download/v0.1.1/uniperceiver_pretrain.pth'
 pretrained = 'pretrained/uniperceiver_pretrain.pth'
 model = dict(
     backbone=dict(