@@ -50,8 +50,7 @@ class UNet3DOutput(BaseOutput):
5050
5151class  UNet3DModel (ModelMixin , ConfigMixin ):
5252    r""" 
53-     A 3D UNet model that takes a noisy sample, and a timestep and returns a sample 
54-     shaped output. 
53+     A 3D UNet model that takes a noisy sample, and a timestep and returns a sample shaped output. 
5554
5655    This model inherits from [`ModelMixin`]. Check the superclass documentation for it's generic methods implemented 
5756    for all models (such as downloading or saving). 
@@ -289,15 +288,14 @@ def forward(
289288            mid_block_additional_residual: (`torch.Tensor`, *optional*): 
290289                A tensor that if specified is added to the residual of the middle unet block. 
291290            return_dict (`bool`, *optional*, defaults to `True`): 
292-                 Whether or not to return a [`~models.unets.unet_3d_condition.UNet3DOutput`] instead of a plain 
293-                 tuple. 
291+                 Whether or not to return a [`~models.unets.unet_3d_condition.UNet3DOutput`] instead of a plain tuple. 
294292            cross_attention_kwargs (`dict`, *optional*): 
295293                A kwargs dictionary that if specified is passed along to the [`AttnProcessor`]. 
296294
297295        Returns: 
298296            [`~models.unets.unet_3d_condition.UNet3DOutput`] or `tuple`: 
299-                 If `return_dict` is True, an [`~models.unets.unet_3d_condition.UNet3DOutput`] is returned, 
300-                 otherwise a  `tuple` is returned where the first element is the sample tensor. 
297+                 If `return_dict` is True, an [`~models.unets.unet_3d_condition.UNet3DOutput`] is returned, otherwise a  
298+                 `tuple` is returned where the first element is the sample tensor. 
301299        """ 
302300        # By default samples have to be AT least a multiple of the overall upsampling factor. 
303301        # The overall upsampling factor is equal to 2 ** (# num of upsampling layears). 
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