o ߥi~@s\ddlmZddlZddlmZmZddlmZm Z m Z m Z ddl m Z GdddeZdS) )DictN)ModelTensor) content_loss guided_filter style_losstotal_variation_loss)unet_generatorc s~eZdZfddZ  d deeefdeeefdeeefdeeeffdd Zd eeefdeeeffd d ZZ S) CartoonModelcs$tj|g|Ri|||_dS)N)super__init__ model_dir)selfrargskwargs __class__Y/home/ubuntu/.local/lib/python3.10/site-packages/modelscope/models/cv/cartoon/model_tf.pyr s zCartoonModel.__init__N input_photo input_cartooninput_superpixelreturnc Cs|durt|}t||dd}d|iSt|}t||dd}t|j|||}t||\}}t|} d|d|d| } |} || | dS) a9return the result by the model Args: input_photo: the preprocessed input photo image input_cartoon: the preprocessed input cartoon image input_superpixel: the computed input superpixel image Returns: output_dict: output dict of target ids Nr)routput_cartoong?gi@g@)rg_lossd_loss)r rrrrr ) rrrroutputrcon_loss sty_g_loss sty_d_losstv_lossrrrrr__call__s"zCartoonModel.__call__inputcCsdS)z Run the forward pass for a model. Args: input (Dict[str, Tensor]): the dict of the model inputs for the forward method Returns: Dict[str, Tensor]: output from the model forward pass Nr)rr$rrrforward7szCartoonModel.forward)NN) __name__ __module__ __qualname__r rstrrr#r% __classcell__rrrrr s      *%r )typingr tensorflowtfmodelscope.models.baserrlossrrrr networkr r rrrrs