up

sayakpaul · sayakpaul · commit db38c4780711 · 2025-11-24T16:35:05.000+05:30
diff --git a/examples/community/lpw_stable_diffusion_xl.py b/examples/community/lpw_stable_diffusion_xl.py
@@ -721,7 +721,7 @@ def enable_model_cpu_offload(self, gpu_id=0):
         # We'll offload the last model manually.
         self.final_offload_hook = hook
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/examples/community/mod_controlnet_tile_sr_sdxl.py b/examples/community/mod_controlnet_tile_sr_sdxl.py
@@ -394,7 +394,7 @@ class TileWeightingMethod(Enum):
         COSINE = "Cosine"
         GAUSSIAN = "Gaussian"
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/examples/community/pipeline_kolors_differential_img2img.py b/examples/community/pipeline_kolors_differential_img2img.py
@@ -709,7 +709,7 @@ def _get_add_time_ids(
         add_time_ids = torch.tensor([add_time_ids], dtype=dtype)
         return add_time_ids
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
diff --git a/examples/community/pipeline_stable_diffusion_xl_attentive_eraser.py b/examples/community/pipeline_stable_diffusion_xl_attentive_eraser.py
@@ -696,7 +696,7 @@ def prepare_ip_adapter_image_embeds(
 
         return image_embeds
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/examples/community/pipeline_stable_diffusion_xl_controlnet_adapter.py b/examples/community/pipeline_stable_diffusion_xl_controlnet_adapter.py
@@ -237,7 +237,7 @@ def __init__(
             else 128
         )
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/examples/community/pipeline_stable_diffusion_xl_controlnet_adapter_inpaint.py b/examples/community/pipeline_stable_diffusion_xl_controlnet_adapter_inpaint.py
@@ -384,7 +384,7 @@ def __init__(
             else 128
         )
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/examples/community/pipeline_stable_diffusion_xl_differential_img2img.py b/examples/community/pipeline_stable_diffusion_xl_differential_img2img.py
@@ -268,7 +268,7 @@ def __init__(
         else:
             self.watermark = None
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/animatediff/pipeline_animatediff_sdxl.py b/src/diffusers/pipelines/animatediff/pipeline_animatediff_sdxl.py
@@ -325,7 +325,7 @@ def __init__(
             else 128
         )
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt with num_images_per_prompt->num_videos_per_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt with num_images_per_prompt->num_videos_per_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/aura_flow/pipeline_aura_flow.py b/src/diffusers/pipelines/aura_flow/pipeline_aura_flow.py
@@ -404,7 +404,7 @@ def prepare_latents(
 
         return latents
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
diff --git a/src/diffusers/pipelines/controlnet/pipeline_controlnet_inpaint_sd_xl.py b/src/diffusers/pipelines/controlnet/pipeline_controlnet_inpaint_sd_xl.py
@@ -291,7 +291,7 @@ def __init__(
         else:
             self.watermark = None
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/controlnet/pipeline_controlnet_sd_xl.py b/src/diffusers/pipelines/controlnet/pipeline_controlnet_sd_xl.py
@@ -299,7 +299,7 @@ def __init__(
 
         self.register_to_config(force_zeros_for_empty_prompt=force_zeros_for_empty_prompt)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/controlnet/pipeline_controlnet_sd_xl_img2img.py b/src/diffusers/pipelines/controlnet/pipeline_controlnet_sd_xl_img2img.py
@@ -293,7 +293,7 @@ def __init__(
         self.register_to_config(force_zeros_for_empty_prompt=force_zeros_for_empty_prompt)
         self.register_to_config(requires_aesthetics_score=requires_aesthetics_score)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/controlnet/pipeline_controlnet_union_inpaint_sd_xl.py b/src/diffusers/pipelines/controlnet/pipeline_controlnet_union_inpaint_sd_xl.py
@@ -280,7 +280,7 @@ def __init__(
         else:
             self.watermark = None
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/controlnet/pipeline_controlnet_union_sd_xl.py b/src/diffusers/pipelines/controlnet/pipeline_controlnet_union_sd_xl.py
@@ -289,7 +289,7 @@ def __init__(
 
         self.register_to_config(force_zeros_for_empty_prompt=force_zeros_for_empty_prompt)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/controlnet/pipeline_controlnet_union_sd_xl_img2img.py b/src/diffusers/pipelines/controlnet/pipeline_controlnet_union_sd_xl_img2img.py
@@ -309,7 +309,7 @@ def __init__(
         self.register_to_config(force_zeros_for_empty_prompt=force_zeros_for_empty_prompt)
         self.register_to_config(requires_aesthetics_score=requires_aesthetics_score)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/controlnet_xs/pipeline_controlnet_xs_sd_xl.py b/src/diffusers/pipelines/controlnet_xs/pipeline_controlnet_xs_sd_xl.py
@@ -222,7 +222,7 @@ def __init__(
 
         self.register_to_config(force_zeros_for_empty_prompt=force_zeros_for_empty_prompt)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/kolors/pipeline_kolors.py b/src/diffusers/pipelines/kolors/pipeline_kolors.py
@@ -578,7 +578,7 @@ def _get_add_time_ids(
         add_time_ids = torch.tensor([add_time_ids], dtype=dtype)
         return add_time_ids
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
diff --git a/src/diffusers/pipelines/kolors/pipeline_kolors_img2img.py b/src/diffusers/pipelines/kolors/pipeline_kolors_img2img.py
@@ -706,7 +706,7 @@ def _get_add_time_ids(
         add_time_ids = torch.tensor([add_time_ids], dtype=dtype)
         return add_time_ids
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
diff --git a/src/diffusers/pipelines/ledits_pp/pipeline_leditspp_stable_diffusion_xl.py b/src/diffusers/pipelines/ledits_pp/pipeline_leditspp_stable_diffusion_xl.py
@@ -1712,7 +1712,7 @@ def invert(
         return LEditsPPInversionPipelineOutput(images=resized, vae_reconstruction_images=image_rec)
 
 
-# Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.rescale_noise_cfg
+# Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.rescale_noise_cfg
 def rescale_noise_cfg(noise_cfg, noise_pred_text, guidance_rescale=0.0):
     r"""
     Rescales `noise_cfg` tensor based on `guidance_rescale` to improve image quality and fix overexposure. Based on
diff --git a/src/diffusers/pipelines/pag/pipeline_pag_controlnet_sd_xl.py b/src/diffusers/pipelines/pag/pipeline_pag_controlnet_sd_xl.py
@@ -305,7 +305,7 @@ def __init__(
         self.register_to_config(force_zeros_for_empty_prompt=force_zeros_for_empty_prompt)
         self.set_pag_applied_layers(pag_applied_layers)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/pag/pipeline_pag_controlnet_sd_xl_img2img.py b/src/diffusers/pipelines/pag/pipeline_pag_controlnet_sd_xl_img2img.py
@@ -297,7 +297,7 @@ def __init__(
 
         self.set_pag_applied_layers(pag_applied_layers)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/pag/pipeline_pag_kolors.py b/src/diffusers/pipelines/pag/pipeline_pag_kolors.py
@@ -21,7 +21,7 @@
 from ...image_processor import PipelineImageInput, VaeImageProcessor
 from ...loaders import IPAdapterMixin, StableDiffusionXLLoraLoaderMixin
 from ...models import AutoencoderKL, ImageProjection, UNet2DConditionModel
-from ...models.attention_processor import AttnProcessor2_0, FusedAttnProcessor2_0, XFormersAttnProcessor
+from ...models.attention_processor import AttnProcessor2_0, XFormersAttnProcessor
 from ...schedulers import KarrasDiffusionSchedulers
 from ...utils import is_torch_xla_available, logging, replace_example_docstring
 from ...utils.torch_utils import randn_tensor
@@ -596,7 +596,7 @@ def _get_add_time_ids(
         add_time_ids = torch.tensor([add_time_ids], dtype=dtype)
         return add_time_ids
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
@@ -605,7 +605,6 @@ def upcast_vae(self):
             (
                 AttnProcessor2_0,
                 XFormersAttnProcessor,
-                FusedAttnProcessor2_0,
             ),
         )
         # if xformers or torch_2_0 is used attention block does not need
diff --git a/src/diffusers/pipelines/pag/pipeline_pag_sd_xl.py b/src/diffusers/pipelines/pag/pipeline_pag_sd_xl.py
@@ -34,7 +34,6 @@
 from ...models import AutoencoderKL, ImageProjection, UNet2DConditionModel
 from ...models.attention_processor import (
     AttnProcessor2_0,
-    FusedAttnProcessor2_0,
     XFormersAttnProcessor,
 )
 from ...models.lora import adjust_lora_scale_text_encoder
@@ -293,7 +292,7 @@ def __init__(
 
         self.set_pag_applied_layers(pag_applied_layers)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
@@ -760,7 +759,7 @@ def _get_add_time_ids(
         add_time_ids = torch.tensor([add_time_ids], dtype=dtype)
         return add_time_ids
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
@@ -769,7 +768,6 @@ def upcast_vae(self):
             (
                 AttnProcessor2_0,
                 XFormersAttnProcessor,
-                FusedAttnProcessor2_0,
             ),
         )
         # if xformers or torch_2_0 is used attention block does not need
diff --git a/src/diffusers/pipelines/pag/pipeline_pag_sd_xl_img2img.py b/src/diffusers/pipelines/pag/pipeline_pag_sd_xl_img2img.py
@@ -310,7 +310,7 @@ def __init__(
 
         self.set_pag_applied_layers(pag_applied_layers)
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/pag/pipeline_pag_sd_xl_inpaint.py b/src/diffusers/pipelines/pag/pipeline_pag_sd_xl_inpaint.py
@@ -400,7 +400,7 @@ def prepare_ip_adapter_image_embeds(
 
         return ip_adapter_image_embeds
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/stable_diffusion_k_diffusion/pipeline_stable_diffusion_xl_k_diffusion.py b/src/diffusers/pipelines/stable_diffusion_k_diffusion/pipeline_stable_diffusion_xl_k_diffusion.py
@@ -35,7 +35,6 @@
 from ...models import AutoencoderKL, UNet2DConditionModel
 from ...models.attention_processor import (
     AttnProcessor2_0,
-    FusedAttnProcessor2_0,
     XFormersAttnProcessor,
 )
 from ...models.lora import adjust_lora_scale_text_encoder
@@ -202,7 +201,7 @@ def set_scheduler(self, scheduler_type: str):
 
             raise ValueError(f"Invalid scheduler type {scheduler_type}. Please choose one of {valid_samplers}.")
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
@@ -543,7 +542,7 @@ def _get_add_time_ids(
         add_time_ids = torch.tensor([add_time_ids], dtype=dtype)
         return add_time_ids
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
@@ -552,7 +551,6 @@ def upcast_vae(self):
             (
                 AttnProcessor2_0,
                 XFormersAttnProcessor,
-                FusedAttnProcessor2_0,
             ),
         )
         # if xformers or torch_2_0 is used attention block does not need
diff --git a/src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_utils.py b/src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_utils.py
@@ -19,7 +19,7 @@
 
 from ...loaders import StableDiffusionXLLoraLoaderMixin, TextualInversionLoaderMixin
 from ...models import ImageProjection
-from ...models.attention_processor import AttnProcessor2_0, XFormersAttnProcessor
+from ...models.attention_processor import AttnProcessor2_0, FusedAttnProcessor2_0, XFormersAttnProcessor
 from ...models.lora import adjust_lora_scale_text_encoder
 from ...utils import USE_PEFT_BACKEND, logging, scale_lora_layers, unscale_lora_layers
 
@@ -392,13 +392,12 @@ def encode_image(self, image, device, num_images_per_prompt, output_hidden_state
 
             return image_embeds, uncond_image_embeds
 
-    # Copied from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion_upscale.StableDiffusionUpscalePipeline.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
         use_torch_2_0_or_xformers = isinstance(
             self.vae.decoder.mid_block.attentions[0].processor,
-            (AttnProcessor2_0, XFormersAttnProcessor),
+            (AttnProcessor2_0, XFormersAttnProcessor, FusedAttnProcessor2_0),
         )
         # if xformers or torch_2_0 is used attention block does not need
         # to be in float32 which can save lots of memory
diff --git a/src/diffusers/pipelines/t2i_adapter/pipeline_stable_diffusion_xl_adapter.py b/src/diffusers/pipelines/t2i_adapter/pipeline_stable_diffusion_xl_adapter.py
@@ -310,7 +310,7 @@ def __init__(
             else 128
         )
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,
diff --git a/src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_zero_sdxl.py b/src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_zero_sdxl.py
@@ -455,7 +455,7 @@ def prepare_extra_step_kwargs(self, generator, eta):
             extra_step_kwargs["generator"] = generator
         return extra_step_kwargs
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.upcast_vae
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.upcast_vae
     def upcast_vae(self):
         dtype = self.vae.dtype
         self.vae.to(dtype=torch.float32)
@@ -595,7 +595,7 @@ def check_inputs(
                 "If `negative_prompt_embeds` are provided, `negative_pooled_prompt_embeds` also have to be passed. Make sure to generate `negative_pooled_prompt_embeds` from the same text encoder that was used to generate `negative_prompt_embeds`."
             )
 
-    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt
+    # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt
     def encode_prompt(
         self,
         prompt: str,

Original file line number	Diff line number	Diff line change
`@@ -237,7 +237,7 @@ def __init__(`
`237`	`237`	`else 128`
`238`	`238`	`)`
`239`	`239`
`240`		`- # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt`
	`240`	`+ # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt`
`241`	`241`	`def encode_prompt(`
`242`	`242`	`self,`
`243`	`243`	`prompt: str,`
Original file line number	Diff line number	Diff line change
`@@ -384,7 +384,7 @@ def __init__(`
`384`	`384`	`else 128`
`385`	`385`	`)`
`386`	`386`
`387`		`- # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt`
	`387`	`+ # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt`
`388`	`388`	`def encode_prompt(`
`389`	`389`	`self,`
`390`	`390`	`prompt: str,`
Original file line number	Diff line number	Diff line change
`@@ -325,7 +325,7 @@ def __init__(`
`325`	`325`	`else 128`
`326`	`326`	`)`
`327`	`327`
`328`		`- # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl.StableDiffusionXLPipeline.encode_prompt with num_images_per_prompt->num_videos_per_prompt`
	`328`	`+ # Copied from diffusers.pipelines.stable_diffusion_xl.pipeline_stable_diffusion_xl_utils.StableDiffusionXLMixin.encode_prompt with num_images_per_prompt->num_videos_per_prompt`
`329`	`329`	`def encode_prompt(`
`330`	`330`	`self,`
`331`	`331`	`prompt: str,`