rename `ConvNext` to `ConvNeXt`

ppcls/arch/backbone/__init__.py

@@ -67,7 +67,7 @@ from ppcls.arch.backbone.model_zoo.pvt_v2 import PVT_V2_B0, PVT_V2_B1, PVT_V2_B2
 from ppcls.arch.backbone.model_zoo.mobilevit import MobileViT_XXS, MobileViT_XS, MobileViT_S
 from ppcls.arch.backbone.model_zoo.repvgg import RepVGG_A0, RepVGG_A1, RepVGG_A2, RepVGG_B0, RepVGG_B1, RepVGG_B2, RepVGG_B1g2, RepVGG_B1g4, RepVGG_B2g4, RepVGG_B3g4
 from ppcls.arch.backbone.model_zoo.van import VAN_tiny
-from ppcls.arch.backbone.model_zoo.convnext import ConvNext_tiny
+from ppcls.arch.backbone.model_zoo.convnext import ConvNeXt_tiny
 from ppcls.arch.backbone.variant_models.resnet_variant import ResNet50_last_stage_stride1
 from ppcls.arch.backbone.variant_models.vgg_variant import VGG19Sigmoid
 from ppcls.arch.backbone.variant_models.pp_lcnet_variant import PPLCNet_x2_5_Tanh

ppcls/arch/backbone/model_zoo/convnext.py

@@ -29,7 +29,7 @@ from paddle.nn.initializer import TruncatedNormal, Constant
 from ppcls.utils.save_load import load_dygraph_pretrain, load_dygraph_pretrain_from_url
 
 MODEL_URLS = {
-    "ConvNext_tiny": "",  # TODO
+    "ConvNeXt_tiny": "",  # TODO
 }
 
 __all__ = list(MODEL_URLS.keys())
@@ -233,8 +233,8 @@ def _load_pretrained(pretrained, model, model_url, use_ssld=False):
         )
 
 
-def ConvNext_tiny(pretrained=False, use_ssld=False, **kwargs):
+def ConvNeXt_tiny(pretrained=False, use_ssld=False, **kwargs):
     model = ConvNeXt(depths=[3, 3, 9, 3], dims=[96, 192, 384, 768], **kwargs)
     _load_pretrained(
-        pretrained, model, MODEL_URLS["ConvNext_tiny"], use_ssld=use_ssld)
+        pretrained, model, MODEL_URLS["ConvNeXt_tiny"], use_ssld=use_ssld)
     return model

ppcls/configs/ImageNet/ConvNeXt/ConvNeXt_tiny.yaml

@@ -24,7 +24,7 @@ EMA:
 
 # model architecture
 Arch:
-  name: ConvNext_tiny
+  name: ConvNeXt_tiny
   class_num: 1000
   drop_path_rate: 0.1
   layer_scale_init_value: 1e-6