Change KolorsPipeline LoRA Loader to StableDiffusion (#11198)

Change LoRA Loader to StableDiffusion

Replace the SDXL LoRA Loader Mixin inheritance with the StableDiffusion one

src/diffusers/pipelines/kolors/pipeline_kolors.py

@@ -19,7 +19,7 @@ from transformers import CLIPImageProcessor, CLIPVisionModelWithProjection
 
 from ...callbacks import MultiPipelineCallbacks, PipelineCallback
 from ...image_processor import PipelineImageInput, VaeImageProcessor
-from ...loaders import IPAdapterMixin, StableDiffusionXLLoraLoaderMixin
+from ...loaders import IPAdapterMixin, StableDiffusionLoraLoaderMixin
 from ...models import AutoencoderKL, ImageProjection, UNet2DConditionModel
 from ...models.attention_processor import AttnProcessor2_0, FusedAttnProcessor2_0, XFormersAttnProcessor
 from ...schedulers import KarrasDiffusionSchedulers
@@ -121,7 +121,7 @@ def retrieve_timesteps(
     return timesteps, num_inference_steps
 
 
-class KolorsPipeline(DiffusionPipeline, StableDiffusionMixin, StableDiffusionXLLoraLoaderMixin, IPAdapterMixin):
+class KolorsPipeline(DiffusionPipeline, StableDiffusionMixin, StableDiffusionLoraLoaderMixin, IPAdapterMixin):
     r"""
     Pipeline for text-to-image generation using Kolors.
 
@@ -129,8 +129,8 @@ class KolorsPipeline(DiffusionPipeline, StableDiffusionMixin, StableDiffusionXLL
     library implements for all the pipelines (such as downloading or saving, running on a particular device, etc.)
 
     The pipeline also inherits the following loading methods:
-        - [`~loaders.StableDiffusionXLLoraLoaderMixin.load_lora_weights`] for loading LoRA weights
-        - [`~loaders.StableDiffusionXLLoraLoaderMixin.save_lora_weights`] for saving LoRA weights
+        - [`~loaders.StableDiffusionLoraLoaderMixin.load_lora_weights`] for loading LoRA weights
+        - [`~loaders.StableDiffusionLoraLoaderMixin.save_lora_weights`] for saving LoRA weights
         - [`~loaders.IPAdapterMixin.load_ip_adapter`] for loading IP Adapters
 
     Args: