  
      Parameters
      ----------
      method: str
          The user selected upscale method to use
      filters: int
          The number of filters to use in the upscale layer
      activation: str, optional
          The activation function to use in the upscale layer. ``None`` to use no activation.
          Default: ``None``
 
</s> remove              "Upsampling2D to upscale, saving about 1/3rd of VRAM of the heaviest methods.",
 </s> add              "Upsampling2D to upscale, saving about 1/3rd of VRAM of the heaviest methods."
             "\n\tupscale_dny - An alternative upscale implementation using Upsampling2D to "
             "upsale.", </s> remove def _get_upscale_layer(method: str,
 </s> add def _get_upscale_layer(method: Literal["resize_images", "subpixel", "upscale_dny", "upscale_fast",
                                       "upscale_hybrid", "upsample2d"], </s> remove              "the minimum and maximum sizes for each encoder.",
 </s> add              "the minimum and maximum sizes for each encoder. NB: The input size will be rounded "
             "down to the nearest 16 pixels.", </s> remove                  activation: str = "leakyrelu",
 </s> add                  activation: Optional[str] = "leakyrelu", </s> remove         choices=["subpixel", "resize_images", "upscale_fast", "upscale_hybrid"],
 </s> add         choices=["subpixel", "resize_images", "upscale_fast", "upscale_hybrid", "upscale_dny"],
        The user selected upscale method to use. One of `"resize_images"`, `"subpixel"`,
        `"upscale_dny"`, `"upscale_fast"`, `"upscale_hybrid"`, `"upsample2d"`
  
      Parameters
      ----------
      method: str
        The user selected upscale method to use. One of `"resize_images"`, `"subpixel"`,
        `"upscale_dny"`, `"upscale_fast"`, `"upscale_hybrid"`, `"upsample2d"`
      filters: int
          The number of filters to use in the upscale layer
      activation: str, optional
          The activation function to use in the upscale layer. ``None`` to use no activation.
          Default: ``None``
keep keep keep keep replace keep keep keep keep keep
 Phaze-A - Updates for future implementations 
plugins/train/model/phaze_a.py