cleanup

hyvideo/diffusion/pipelines/pipeline_hunyuan_video.py

@@ -725,8 +725,6 @@ class HunyuanVideoPipeline(DiffusionPipeline):
                     latent_image_input = (
                         torch.cat([image_latents] * 2) if self.do_classifier_free_guidance else image_latents
                     )
-                    print("latent_image_input", latent_image_input.shape)
-                    print("latent_model_input", latent_model_input.shape)
                     latent_model_input = torch.cat([latent_model_input, latent_image_input], dim=1)
 
                 if embedded_guidance_scale is not None and not cfg_enabled:

hyvideo/modules/models.py

@@ -931,10 +931,6 @@ class HYVideoDiffusionTransformer(ModelMixin, ConfigMixin):
             self.previous_residual = None
             self.last_dims = current_dims
 
-        out = {}
-        img = x
-        txt = text_states
-
         # Prepare modulation vectors.
         vec = self.time_in(t)