[F] add is_model_builder into Registry to fix the fail of function build

chameleon/modules/backbones/gpunet.py

@@ -1,3 +1,4 @@
+from functools import partial
 from typing import List, Optional
 
 import torch
@@ -125,45 +126,45 @@ def _replace_padding(model):
             out_indices=out_indices,
         )
 
-    @classmethod
-    def build_gpunet_0(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_0', **kwargs)
+    # @classmethod
+    # def build_gpunet_0(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_0', **kwargs)
 
-    @classmethod
-    def build_gpunet_1(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_1', **kwargs)
+    # @classmethod
+    # def build_gpunet_1(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_1', **kwargs)
 
-    @classmethod
-    def build_gpunet_2(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_2', **kwargs)
+    # @classmethod
+    # def build_gpunet_2(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_2', **kwargs)
 
-    @classmethod
-    def build_gpunet_p0(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_p0', **kwargs)
+    # @classmethod
+    # def build_gpunet_p0(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_p0', **kwargs)
 
-    @classmethod
-    def build_gpunet_p1(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_p1', **kwargs)
+    # @classmethod
+    # def build_gpunet_p1(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_p1', **kwargs)
 
-    @classmethod
-    def build_gpunet_d1(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_d1', **kwargs)
+    # @classmethod
+    # def build_gpunet_d1(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_d1', **kwargs)
 
-    @classmethod
-    def build_gpunet_d2(cls, **kwargs):
-        return cls.build_gpunet(name='gpunet_d2', **kwargs)
+    # @classmethod
+    # def build_gpunet_d2(cls, **kwargs):
+    #     return cls.build_gpunet(name='gpunet_d2', **kwargs)
 
 
 GPUNETs = {
-    'GPUNet_0': GPUNet.build_gpunet_0,
-    'GPUNet_1': GPUNet.build_gpunet_1,
-    'GPUNet_2': GPUNet.build_gpunet_2,
-    'GPUNet_p0': GPUNet.build_gpunet_p0,
-    'GPUNet_p1': GPUNet.build_gpunet_p1,
-    'GPUNet_d1': GPUNet.build_gpunet_d1,
-    'GPUNet_d2': GPUNet.build_gpunet_d2,
+    'GPUNet_0': partial(GPUNet.build_gpunet, name='gpunet_0'),
+    'GPUNet_1': partial(GPUNet.build_gpunet, name='gpunet_1'),
+    'GPUNet_2': partial(GPUNet.build_gpunet, name='gpunet_2'),
+    'GPUNet_p0': partial(GPUNet.build_gpunet, name='gpunet_p0'),
+    'GPUNet_p1': partial(GPUNet.build_gpunet, name='gpunet_p1'),
+    'GPUNet_d1': partial(GPUNet.build_gpunet, name='gpunet_d1'),
+    'GPUNet_d2': partial(GPUNet.build_gpunet, name='gpunet_d2'),
 }
 
 
 for k, v in GPUNETs.items():
-    BACKBONES.register_module(name=k, module=v)
+    BACKBONES.register_module(name=k, module=v, is_model_builder=True)

chameleon/modules/backbones/timm.py

@@ -1,15 +1,15 @@
+from functools import partial
+
 import timm
 import torch.nn as nn
 
 from ...registry import BACKBONES
 
+models = timm.list_models()
 
-class Timm:
-    @staticmethod
-    def build_model(*args, **kwargs) -> nn.Module:
-        return timm.create_model(*args, **kwargs)
-
-
-timm_models = timm.list_models()
-for name in timm_models:
-    BACKBONES.register_module(f'timm_{name}', module=Timm.build_model)
+for name in models:
+    BACKBONES.register_module(
+        f'timm_{name}',
+        module=partial(timm.create_model, model_name=name),
+        is_model_builder=True,
+    )

chameleon/registry/registry.py

@@ -21,7 +21,9 @@ def build_from_cfg(cfg: dict, registry: "Registry") -> Any:
     kwargs = cfg.copy()
     name = kwargs.pop('name')
     obj_cls = registry.get(name)
-    if inspect.isclass(obj_cls) or inspect.ismethod(obj_cls):
+    is_model_builder = registry.is_model_builder(name)
+
+    if inspect.isclass(obj_cls) or is_model_builder:
         obj = obj_cls(**kwargs)
     else:
         obj = obj_cls
@@ -33,6 +35,7 @@ class Registry:
     def __init__(self, name: str):
         self._name = name
         self._module_dict: Dict[str, Type] = dict()
+        self._type_dict: Dict[str, Type] = dict()
 
     def __len__(self):
         return len(self._module_dict)
@@ -73,14 +76,26 @@ def get(self, key: str) -> Optional[Type]:
 
         return obj_cls
 
+    def is_model_builder(self, key: str) -> bool:
+        if not isinstance(key, str):
+            raise TypeError(f'key must be a str, but got {type(key)}')
+
+        is_model_builder = self._type_dict.get(key, None)
+
+        if is_model_builder is None:
+            raise KeyError(f'{key} is not in the {self.name} registry')
+
+        return is_model_builder
+
     def build(self, cfg: dict) -> Any:
         return build_from_cfg(cfg, registry=self)
 
     def _register_module(
         self,
         module: Type,
         module_name: Optional[Union[str, List[str]]] = None,
-        force: bool = False
+        force: bool = False,
+        is_model_builder: bool = False,
     ) -> None:
         if not callable(module):
             raise TypeError(f'module must be a callable, but got {type(module)}')
@@ -94,12 +109,14 @@ def _register_module(
                 existed_module = self.module_dict[name]
                 raise KeyError(f'{name} is already registered in {self.name} at {existed_module.__module__}')
             self._module_dict[name] = module
+            self._type_dict[name] = is_model_builder
 
     def register_module(
         self,
         name: str = None,
         force: bool = False,
         module: Optional[Type] = None,
+        is_model_builder: bool = False,
     ) -> Union[type, Callable]:
 
         if not (name is None or isinstance(name, str)):
@@ -110,12 +127,12 @@ def register_module(
 
         # use it as a normal method: x.register_module(module=SomeClass)
         if module is not None:
-            self._register_module(module=module, module_name=name, force=force)
+            self._register_module(module=module, module_name=name, force=force, is_model_builder=is_model_builder)
             return module
 
         # use it as a decorator: @x.register_module()
         def _register(module):
-            self._register_module(module=module, module_name=name, force=force)
+            self._register_module(module=module, module_name=name, force=force, is_model_builder=is_model_builder)
             return module
 
         return _register