diff --git a/ppcls/arch/backbone/model_zoo/swin_transformer_v2.py b/ppcls/arch/backbone/model_zoo/swin_transformer_v2.py
index f3944d07b..c5180ca10 100644
--- a/ppcls/arch/backbone/model_zoo/swin_transformer_v2.py
+++ b/ppcls/arch/backbone/model_zoo/swin_transformer_v2.py
@@ -28,23 +28,23 @@ from ....utils.save_load import load_dygraph_pretrain, load_dygraph_pretrain_fro
 
 MODEL_URLS = {
     "SwinTransformerV2_tiny_patch4_window8_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_tiny_patch4_window8_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_tiny_patch4_window8_256_pretrained.pdparams",
     "SwinTransformerV2_tiny_patch4_window16_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_tiny_patch4_window16_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_tiny_patch4_window16_256_pretrained.pdparams",
     "SwinTransformerV2_small_patch4_window8_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_small_patch4_window8_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_small_patch4_window8_256_pretrained.pdparams",
     "SwinTransformerV2_small_patch4_window16_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_small_patch4_window16_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_small_patch4_window16_256_pretrained.pdparams",
     "SwinTransformerV2_base_patch4_window8_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_base_patch4_window8_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_base_patch4_window8_256_pretrained.pdparams",
     "SwinTransformerV2_base_patch4_window16_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_base_patch4_window16_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_base_patch4_window16_256_pretrained.pdparams",
     "SwinTransformerV2_base_patch4_window24_384":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_base_patch4_window24_384_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_base_patch4_window24_384_pretrained.pdparams",
     "SwinTransformerV2_large_patch4_window16_256":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_large_patch4_window16_256_pretrained.pdparams",
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_large_patch4_window16_256_pretrained.pdparams",
     "SwinTransformerV2_large_patch4_window24_384":
-    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/legendary_models/SwinTransformerV2_large_patch4_window24_384_pretrained.pdparams"
+    "https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/SwinTransformerV2_large_patch4_window24_384_pretrained.pdparams"
 }
 
 __all__ = list(MODEL_URLS.keys())
@@ -380,7 +380,7 @@ class SwinTransformerBlock(nn.Layer):
         assert L == H * W, "input feature has wrong size"
 
         shortcut = x
-        x = x.reshape(shape=[B, H, W, C])
+        x = x.reshape([B, H, W, C])
 
         # cyclic shift
         if self.shift_size > 0:
@@ -782,8 +782,8 @@ def _load_pretrained(pretrained,
             model,
             model_url,
             use_ssld=use_ssld,
-            use_imagenet22k_pretrained=False,
-            use_imagenet22kto1k_pretrained=False)
+            use_imagenet22k_pretrained=use_imagenet22k_pretrained,
+            use_imagenet22kto1k_pretrained=use_imagenet22kto1k_pretrained)
     elif isinstance(pretrained, str):
         load_dygraph_pretrain(model, pretrained, **kwargs)
     else:
@@ -916,7 +916,7 @@ def SwinTransformerV2_base_patch4_window24_384(
         pretrained=False,
         use_ssld=False,
         use_imagenet22k_pretrained=False,
-        use_imagenet22kto1k_pretrained=False,
+        use_imagenet22kto1k_pretrained=True,
         **kwargs):
     model = SwinTransformerV2(
         img_size=384,
@@ -941,7 +941,7 @@ def SwinTransformerV2_large_patch4_window16_256(
         pretrained=False,
         use_ssld=False,
         use_imagenet22k_pretrained=False,
-        use_imagenet22kto1k_pretrained=False,
+        use_imagenet22kto1k_pretrained=True,
         **kwargs):
     model = SwinTransformerV2(
         img_size=256,
@@ -966,7 +966,7 @@ def SwinTransformerV2_large_patch4_window24_384(
         pretrained=False,
         use_ssld=False,
         use_imagenet22k_pretrained=False,
-        use_imagenet22kto1k_pretrained=False,
+        use_imagenet22kto1k_pretrained=True,
         **kwargs):
     model = SwinTransformerV2(
         img_size=384,
diff --git a/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384.yaml b/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384.yaml
index 123c5f6b2..95372158a 100644
--- a/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384.yaml
+++ b/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384.yaml
@@ -123,7 +123,7 @@ DataLoader:
             order: ''
     sampler:
       name: DistributedBatchSampler
-      batch_size: 32
+      batch_size: 128
       drop_last: False
       shuffle: False
     loader:
diff --git a/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384.yaml b/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384.yaml
index 87d30a15a..0ed9414e3 100644
--- a/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384.yaml
+++ b/ppcls/configs/ImageNet/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384.yaml
@@ -94,7 +94,7 @@ DataLoader:
 
     sampler:
       name: DistributedBatchSampler
-      batch_size: 16
+      batch_size: 128
       drop_last: False
       shuffle: True
     loader:
@@ -123,7 +123,7 @@ DataLoader:
             order: ''
     sampler:
       name: DistributedBatchSampler
-      batch_size: 16
+      batch_size: 128
       drop_last: False
       shuffle: False
     loader:
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window16_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window16_256_train_infer_python.txt
index 6588cdee7..fa79ef1e7 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window16_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window16_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384_train_infer_python.txt
index affc0658b..20f4a65c9 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window24_384_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=384 -o PreProcess.transform_ops.1.CropImage.size=384
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window8_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window8_256_train_infer_python.txt
index 489ee8c2c..0778efe01 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window8_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_base_patch4_window8_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window16_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window16_256_train_infer_python.txt
index e31ee46e1..b02614499 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window16_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window16_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384_train_infer_python.txt
index b2a8b5e43..64a7fa7a8 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_large_patch4_window24_384_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=384 -o PreProcess.transform_ops.1.CropImage.size=384
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window16_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window16_256_train_infer_python.txt
index ba4352b80..ed6a9a311 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window16_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window16_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window8_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window8_256_train_infer_python.txt
index 50fb82018..1e6475092 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window8_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_small_patch4_window8_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window16_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window16_256_train_infer_python.txt
index 81273d2e1..3eee30a8b 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window16_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window16_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1
diff --git a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window8_256_train_infer_python.txt b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window8_256_train_infer_python.txt
index b7d8858d4..615102aae 100644
--- a/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window8_256_train_infer_python.txt
+++ b/test_tipc/configs/SwinTransformerV2/SwinTransformerV2_tiny_patch4_window8_256_train_infer_python.txt
@@ -37,8 +37,8 @@ pretrained_model_url:https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/S
 infer_model:../inference/
 infer_export:True
 infer_quant:Fasle
-inference:python/predict_cls.py -c configs/inference_cls.yaml
--o Global.use_gpu:True|False
+inference:python/predict_cls.py -c configs/inference_cls.yaml -o PreProcess.transform_ops.0.ResizeImage.resize_short=292 -o PreProcess.transform_ops.1.CropImage.size=256
+-o Global.use_gpu:True
 -o Global.enable_mkldnn:False
 -o Global.cpu_num_threads:1
 -o Global.batch_size:1