update

src/diffusers/pipelines/deprecated/__init__.py

@@ -1,8 +1,8 @@
-from typing import TYPE_CHECKING
 import functools
 import inspect
-import warnings
 import sys
+import warnings
+from typing import TYPE_CHECKING
 
 from ...utils import (
     DIFFUSERS_SLOW_IMPORT,
@@ -13,24 +13,26 @@ from ...utils import (
     is_note_seq_available,
     is_torch_available,
     is_transformers_available,
+    logging,
 )
 
 
+logger = logging.get_logger(__name__)
+
+
 # Custom Lazy Module for deprecated pipelines that shows a warning
 class _DeprecatedLazyModule(_LazyModule):
     """
-    Module class that surfaces all objects but only performs associated imports when the objects are requested,
-    and shows deprecation warnings when any of its attributes are accessed.
+    Module class that surfaces all objects but only performs associated imports when the objects are requested, and
+    shows deprecation warnings when any of its attributes are accessed.
     """
 
     def __getattr__(self, name):
         # Regular attribute access - first check if it's supposed to be loaded
         if name in self._modules or name in self._class_to_module:
             # Only warn for actual pipeline components, not utility functions
-            warnings.warn(
-                f"{name} is deprecated and will no longer be maintained.",
-                FutureWarning,
-                stacklevel=2,
+            logger.warning(
+                f"{name} is deprecated and will no longer be maintained or receive future updates.",
             )
 
         # Use the standard lazy module behavior to load the attribute
@@ -184,7 +186,7 @@ if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
         from .paint_by_example import PaintByExamplePipeline
         from .pia import PIAPipeline
         from .semantic_stable_diffusion import SemanticStableDiffusionPipeline
-        from .shap_e import ShapEPipeline, ShapEImg2ImgPipeline
+        from .shap_e import ShapEImg2ImgPipeline, ShapEPipeline
         from .stable_diffusion_attend_and_excite import StableDiffusionAttendAndExcitePipeline
         from .stable_diffusion_diffedit import StableDiffusionDiffEditPipeline
         from .stable_diffusion_gligen import StableDiffusionGLIGENPipeline, StableDiffusionGLIGENTextImagePipeline
@@ -208,7 +210,7 @@ if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
             TextToVideoZeroPipeline,
             TextToVideoZeroSDXLPipeline,
         )
-        from .unclip import UnCLIPPipeline, UnCLIPImageVariationPipeline
+        from .unclip import UnCLIPImageVariationPipeline, UnCLIPPipeline
         from .unidiffuser import UniDiffuserPipeline
         from .versatile_diffusion import (
             VersatileDiffusionDualGuidedPipeline,

src/diffusers/pipelines/deprecated/alt_diffusion/pipeline_alt_diffusion.py

@@ -39,7 +39,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 from .modeling_roberta_series import RobertaSeriesModelWithTransformation
 from .pipeline_output import AltDiffusionPipelineOutput

src/diffusers/pipelines/deprecated/alt_diffusion/pipeline_alt_diffusion_img2img.py

@@ -42,7 +42,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 from .modeling_roberta_series import RobertaSeriesModelWithTransformation
 from .pipeline_output import AltDiffusionPipelineOutput

src/diffusers/pipelines/deprecated/audio_diffusion/pipeline_audio_diffusion.py

@@ -23,7 +23,7 @@ from PIL import Image
 from ....models import AutoencoderKL, UNet2DConditionModel
 from ....schedulers import DDIMScheduler, DDPMScheduler
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import AudioPipelineOutput, BaseOutput, DiffusionPipeline, ImagePipelineOutput
+from ...pipeline_utils import AudioPipelineOutput, BaseOutput, DiffusionPipeline, ImagePipelineOutput
 from .mel import Mel
 
 

src/diffusers/pipelines/deprecated/audioldm/pipeline_audioldm.py

@@ -24,7 +24,7 @@ from ....models import AutoencoderKL, UNet2DConditionModel
 from ....schedulers import KarrasDiffusionSchedulers
 from ....utils import is_torch_xla_available, logging, replace_example_docstring
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import AudioPipelineOutput, DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import AudioPipelineOutput, DiffusionPipeline, StableDiffusionMixin
 
 
 if is_torch_xla_available():
@@ -96,9 +96,7 @@ class AudioLDMPipeline(DiffusionPipeline, StableDiffusionMixin):
 
         logger.warning(f"{self.__class__.__name__} is deprecated and will no longer be actively maintained")
 
-        logger.warning(
-            f"{self.__class__.__name__} is deprecated and will no longer be actively maintained"
-        )
+        logger.warning(f"{self.__class__.__name__} is deprecated and will no longer be actively maintained")
 
         self.register_modules(
             vae=vae,

src/diffusers/pipelines/deprecated/dance_diffusion/pipeline_dance_diffusion.py

@@ -21,7 +21,7 @@ from ....models import UNet1DModel
 from ....schedulers import SchedulerMixin
 from ....utils import is_torch_xla_available, logging
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import AudioPipelineOutput, DiffusionPipeline
+from ...pipeline_utils import AudioPipelineOutput, DiffusionPipeline
 
 
 if is_torch_xla_available():

src/diffusers/pipelines/deprecated/i2vgen_xl/pipeline_i2vgen_xl.py

@@ -33,7 +33,7 @@ from ....utils import (
 )
 from ....utils.torch_utils import randn_tensor
 from ....video_processor import VideoProcessor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 
 
 if is_torch_xla_available():

src/diffusers/pipelines/deprecated/latte/pipeline_latte.py

@@ -25,7 +25,6 @@ from transformers import T5EncoderModel, T5Tokenizer
 
 from ....callbacks import MultiPipelineCallbacks, PipelineCallback
 from ....models import AutoencoderKL, LatteTransformer3DModel
-from ...pipeline_utils import DiffusionPipeline
 from ....schedulers import KarrasDiffusionSchedulers
 from ....utils import (
     BACKENDS_MAPPING,
@@ -39,6 +38,7 @@ from ....utils import (
 )
 from ....utils.torch_utils import is_compiled_module, randn_tensor
 from ....video_processor import VideoProcessor
+from ...pipeline_utils import DiffusionPipeline
 
 
 if is_torch_xla_available():

src/diffusers/pipelines/deprecated/musicldm/pipeline_musicldm.py

@@ -36,7 +36,7 @@ from ....utils import (
     replace_example_docstring,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import AudioPipelineOutput, DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import AudioPipelineOutput, DiffusionPipeline, StableDiffusionMixin
 
 
 if is_librosa_available():

src/diffusers/pipelines/deprecated/paint_by_example/image_encoder.py

@@ -15,8 +15,8 @@ import torch
 from torch import nn
 from transformers import CLIPPreTrainedModel, CLIPVisionModel
 
-from ...models.attention import BasicTransformerBlock
 from ....utils import logging
+from ...models.attention import BasicTransformerBlock
 
 
 logger = logging.get_logger(__name__)  # pylint: disable=invalid-name

src/diffusers/pipelines/deprecated/paint_by_example/pipeline_paint_by_example.py

@@ -25,7 +25,7 @@ from ....models import AutoencoderKL, UNet2DConditionModel
 from ....schedulers import DDIMScheduler, LMSDiscreteScheduler, PNDMScheduler
 from ....utils import deprecate, is_torch_xla_available, logging
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 from .image_encoder import PaintByExampleImageEncoder

src/diffusers/pipelines/deprecated/pia/pipeline_pia.py

@@ -50,8 +50,9 @@ from ....utils import (
 )
 from ....utils.torch_utils import randn_tensor
 from ....video_processor import VideoProcessor
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..free_init_utils import FreeInitMixin
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+
 
 if is_torch_xla_available():
     import torch_xla.core.xla_model as xm

src/diffusers/pipelines/deprecated/semantic_stable_diffusion/pipeline_semantic_stable_diffusion.py

@@ -7,11 +7,11 @@ from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer
 
 from ....image_processor import VaeImageProcessor
 from ....models import AutoencoderKL, UNet2DConditionModel
-from ...pipelines.stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 from ....schedulers import KarrasDiffusionSchedulers
 from ....utils import deprecate, is_torch_xla_available, logging
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 from .pipeline_output import SemanticStableDiffusionPipelineOutput
 
 

src/diffusers/pipelines/deprecated/shap_e/pipeline_shap_e.py

@@ -30,7 +30,7 @@ from ....utils import (
     replace_example_docstring,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from .renderer import ShapERenderer
 
 

src/diffusers/pipelines/deprecated/shap_e/pipeline_shap_e_img2img.py

@@ -29,7 +29,7 @@ from ....utils import (
     replace_example_docstring,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from .renderer import ShapERenderer
 
 

src/diffusers/pipelines/deprecated/shap_e/renderer.py

@@ -21,9 +21,9 @@ import torch
 import torch.nn.functional as F
 from torch import nn
 
+from ....utils import BaseOutput
 from ...configuration_utils import ConfigMixin, register_to_config
 from ...models import ModelMixin
-from ....utils import BaseOutput
 from .camera import create_pan_cameras
 
 

src/diffusers/pipelines/deprecated/spectrogram_diffusion/pipeline_spectrogram_diffusion.py

@@ -28,7 +28,7 @@ from ....utils.torch_utils import randn_tensor
 if is_onnx_available():
     from ...onnx_utils import OnnxRuntimeModel
 
-from ..pipeline_utils import AudioPipelineOutput, DiffusionPipeline
+from ...pipeline_utils import AudioPipelineOutput, DiffusionPipeline
 from .continuous_encoder import SpectrogramContEncoder
 from .notes_encoder import SpectrogramNotesEncoder
 

src/diffusers/pipelines/deprecated/stable_diffusion_attend_and_excite/pipeline_stable_diffusion_attend_and_excite.py

@@ -37,7 +37,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_diffedit/pipeline_stable_diffusion_diffedit.py

@@ -22,7 +22,6 @@ import torch
 from packaging import version
 from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer
 
-from ...configuration_utils import FrozenDict
 from ....image_processor import VaeImageProcessor
 from ....loaders import StableDiffusionLoraLoaderMixin, TextualInversionLoaderMixin
 from ....models import AutoencoderKL, UNet2DConditionModel
@@ -40,7 +39,8 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...configuration_utils import FrozenDict
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_gligen/pipeline_stable_diffusion_gligen.py

@@ -36,7 +36,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_gligen/pipeline_stable_diffusion_gligen_text_image.py

@@ -41,7 +41,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.clip_image_project_model import CLIPImageProjection
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker

src/diffusers/pipelines/deprecated/stable_diffusion_k_diffusion/pipeline_stable_diffusion_k_diffusion.py

@@ -42,7 +42,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput, StableDiffusionSafetyChecker
 
 

src/diffusers/pipelines/deprecated/stable_diffusion_k_diffusion/pipeline_stable_diffusion_xl_k_diffusion.py

@@ -48,7 +48,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion_xl.pipeline_output import StableDiffusionXLPipelineOutput
 
 

src/diffusers/pipelines/deprecated/stable_diffusion_ldm3d/pipeline_stable_diffusion_ldm3d.py

@@ -22,7 +22,12 @@ import torch
 from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer, CLIPVisionModelWithProjection
 
 from ....image_processor import PipelineImageInput, VaeImageProcessorLDM3D
-from ....loaders import FromSingleFileMixin, IPAdapterMixin, StableDiffusionLoraLoaderMixin, TextualInversionLoaderMixin
+from ....loaders import (
+    FromSingleFileMixin,
+    IPAdapterMixin,
+    StableDiffusionLoraLoaderMixin,
+    TextualInversionLoaderMixin,
+)
 from ....models import AutoencoderKL, ImageProjection, UNet2DConditionModel
 from ....models.lora import adjust_lora_scale_text_encoder
 from ....schedulers import KarrasDiffusionSchedulers
@@ -37,7 +42,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 
 

src/diffusers/pipelines/deprecated/stable_diffusion_panorama/pipeline_stable_diffusion_panorama.py

@@ -33,7 +33,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_safe/pipeline_stable_diffusion_safe.py

@@ -7,14 +7,14 @@ import torch
 from packaging import version
 from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer, CLIPVisionModelWithProjection
 
-from ...configuration_utils import FrozenDict
 from ....image_processor import PipelineImageInput
 from ....loaders import IPAdapterMixin
 from ....models import AutoencoderKL, ImageProjection, UNet2DConditionModel
 from ....schedulers import KarrasDiffusionSchedulers
 from ....utils import deprecate, is_torch_xla_available, logging
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...configuration_utils import FrozenDict
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from . import StableDiffusionSafePipelineOutput
 from .safety_checker import SafeStableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_sag/pipeline_stable_diffusion_sag.py

@@ -34,7 +34,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_cycle_diffusion.py

@@ -29,7 +29,7 @@ from ....models.lora import adjust_lora_scale_text_encoder
 from ....schedulers import DDIMScheduler
 from ....utils import PIL_INTERPOLATION, USE_PEFT_BACKEND, deprecate, logging, scale_lora_layers, unscale_lora_layers
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from ..stable_diffusion.pipeline_output import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_onnx_stable_diffusion_inpaint_legacy.py

@@ -10,7 +10,7 @@ from ....configuration_utils import FrozenDict
 from ....schedulers import DDIMScheduler, LMSDiscreteScheduler, PNDMScheduler
 from ....utils import deprecate, logging
 from ...onnx_utils import ORT_TO_NP_TYPE, OnnxRuntimeModel
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from ..stable_diffusion.pipeline_output import StableDiffusionPipelineOutput
 
 

src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_inpaint_legacy.py

@@ -29,7 +29,7 @@ from ....models.lora import adjust_lora_scale_text_encoder
 from ....schedulers import KarrasDiffusionSchedulers
 from ....utils import PIL_INTERPOLATION, USE_PEFT_BACKEND, deprecate, logging, scale_lora_layers, unscale_lora_layers
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from ..stable_diffusion import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_model_editing.py

@@ -26,7 +26,7 @@ from ....schedulers import PNDMScheduler
 from ....schedulers.scheduling_utils import SchedulerMixin
 from ....utils import USE_PEFT_BACKEND, deprecate, logging, scale_lora_layers, unscale_lora_layers
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion.pipeline_output import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_paradigms.py

@@ -32,7 +32,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion.pipeline_output import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_pix2pix_zero.py

@@ -46,7 +46,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion.pipeline_output import StableDiffusionPipelineOutput
 from ..stable_diffusion.safety_checker import StableDiffusionSafetyChecker
 

src/diffusers/pipelines/deprecated/text_to_video_synthesis/pipeline_text_to_video_synth.py

@@ -33,7 +33,7 @@ from ....utils import (
 )
 from ....utils.torch_utils import randn_tensor
 from ....video_processor import VideoProcessor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from . import TextToVideoSDPipelineOutput
 
 

src/diffusers/pipelines/deprecated/text_to_video_synthesis/pipeline_text_to_video_synth_img2img.py

@@ -34,7 +34,7 @@ from ....utils import (
 )
 from ....utils.torch_utils import randn_tensor
 from ....video_processor import VideoProcessor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from . import TextToVideoSDPipelineOutput
 
 

src/diffusers/pipelines/deprecated/text_to_video_synthesis/pipeline_text_to_video_zero.py

@@ -24,7 +24,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 from ..stable_diffusion import StableDiffusionSafetyChecker
 
 

src/diffusers/pipelines/deprecated/text_to_video_synthesis/pipeline_text_to_video_zero_sdxl.py

@@ -35,7 +35,7 @@ from ....utils import (
     unscale_lora_layers,
 )
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline, StableDiffusionMixin
+from ...pipeline_utils import DiffusionPipeline, StableDiffusionMixin
 
 
 if is_invisible_watermark_available():

src/diffusers/pipelines/deprecated/unidiffuser/modeling_uvit.py

@@ -4,6 +4,7 @@ from typing import Optional, Union
 import torch
 from torch import nn
 
+from ....utils import logging
 from ...configuration_utils import ConfigMixin, register_to_config
 from ...models import ModelMixin
 from ...models.attention import FeedForward
@@ -11,7 +12,6 @@ from ...models.attention_processor import Attention
 from ...models.embeddings import TimestepEmbedding, Timesteps, get_2d_sincos_pos_embed
 from ...models.modeling_outputs import Transformer2DModelOutput
 from ...models.normalization import AdaLayerNorm
-from ....utils import logging
 
 
 logger = logging.get_logger(__name__)  # pylint: disable=invalid-name

src/diffusers/pipelines/deprecated/unidiffuser/pipeline_unidiffuser.py

@@ -28,7 +28,7 @@ from ....utils import (
 )
 from ....utils.outputs import BaseOutput
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from .modeling_text_decoder import UniDiffuserTextDecoder
 from .modeling_uvit import UniDiffuserModel
 
@@ -225,7 +225,7 @@ class UniDiffuserPipeline(DiffusionPipeline):
 
         return mode
 
-    # Copied from ..pipeline_utils.StableDiffusionMixin.enable_vae_slicing
+    # Copied from ...pipeline_utils.StableDiffusionMixin.enable_vae_slicing
     def enable_vae_slicing(self):
         r"""
         Enable sliced VAE decoding. When this option is enabled, the VAE will split the input tensor in slices to
@@ -233,7 +233,7 @@ class UniDiffuserPipeline(DiffusionPipeline):
         """
         self.vae.enable_slicing()
 
-    # Copied from ..pipeline_utils.StableDiffusionMixin.disable_vae_slicing
+    # Copied from ...pipeline_utils.StableDiffusionMixin.disable_vae_slicing
     def disable_vae_slicing(self):
         r"""
         Disable sliced VAE decoding. If `enable_vae_slicing` was previously enabled, this method will go back to
@@ -241,7 +241,7 @@ class UniDiffuserPipeline(DiffusionPipeline):
         """
         self.vae.disable_slicing()
 
-    # Copied from ..pipeline_utils.StableDiffusionMixin.enable_vae_tiling
+    # Copied from ...pipeline_utils.StableDiffusionMixin.enable_vae_tiling
     def enable_vae_tiling(self):
         r"""
         Enable tiled VAE decoding. When this option is enabled, the VAE will split the input tensor into tiles to
@@ -250,7 +250,7 @@ class UniDiffuserPipeline(DiffusionPipeline):
         """
         self.vae.enable_tiling()
 
-    # Copied from ..pipeline_utils.StableDiffusionMixin.disable_vae_tiling
+    # Copied from ...pipeline_utils.StableDiffusionMixin.disable_vae_tiling
     def disable_vae_tiling(self):
         r"""
         Disable tiled VAE decoding. If `enable_vae_tiling` was previously enabled, this method will go back to

src/diffusers/pipelines/deprecated/versatile_diffusion/pipeline_versatile_diffusion.py

@@ -8,7 +8,7 @@ from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer, CLIPV
 from ....models import AutoencoderKL, UNet2DConditionModel
 from ....schedulers import KarrasDiffusionSchedulers
 from ....utils import logging
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from .pipeline_versatile_diffusion_dual_guided import VersatileDiffusionDualGuidedPipeline
 from .pipeline_versatile_diffusion_image_variation import VersatileDiffusionImageVariationPipeline
 from .pipeline_versatile_diffusion_text_to_image import VersatileDiffusionTextToImagePipeline

src/diffusers/pipelines/deprecated/wuerstchen/modeling_paella_vq_model.py

@@ -18,10 +18,10 @@ from typing import Union
 import torch
 import torch.nn as nn
 
-from ...configuration_utils import ConfigMixin, register_to_config
-from ...models.autoencoders.vae import DecoderOutput, VectorQuantizer
-from ...models.modeling_utils import ModelMixin
-from ...models.vq_model import VQEncoderOutput
+from ....configuration_utils import ConfigMixin, register_to_config
+from ....models.autoencoders.vae import DecoderOutput, VectorQuantizer
+from ....models.modeling_utils import ModelMixin
+from ....models.vq_model import VQEncoderOutput
 from ....utils.accelerate_utils import apply_forward_hook
 
 

src/diffusers/pipelines/deprecated/wuerstchen/modeling_wuerstchen_common.py

@@ -1,7 +1,7 @@
 import torch
 import torch.nn as nn
 
-from ...models.attention_processor import Attention
+from ....models.attention_processor import Attention
 
 
 class WuerstchenLayerNorm(nn.LayerNorm):

src/diffusers/pipelines/deprecated/wuerstchen/modeling_wuerstchen_diffnext.py

@@ -19,8 +19,8 @@ import numpy as np
 import torch
 import torch.nn as nn
 
-from ...configuration_utils import ConfigMixin, register_to_config
-from ...models.modeling_utils import ModelMixin
+from ....configuration_utils import ConfigMixin, register_to_config
+from ....models.modeling_utils import ModelMixin
 from .modeling_wuerstchen_common import AttnBlock, GlobalResponseNorm, TimestepBlock, WuerstchenLayerNorm
 
 

src/diffusers/pipelines/deprecated/wuerstchen/modeling_wuerstchen_prior.py

@@ -19,16 +19,16 @@ from typing import Dict, Union
 import torch
 import torch.nn as nn
 
-from ...configuration_utils import ConfigMixin, register_to_config
-from ...loaders import PeftAdapterMixin, UNet2DConditionLoadersMixin
-from ...models.attention_processor import (
+from ....configuration_utils import ConfigMixin, register_to_config
+from ....loaders import PeftAdapterMixin, UNet2DConditionLoadersMixin
+from ....models.attention_processor import (
     ADDED_KV_ATTENTION_PROCESSORS,
     CROSS_ATTENTION_PROCESSORS,
     AttentionProcessor,
     AttnAddedKVProcessor,
     AttnProcessor,
 )
-from ...models.modeling_utils import ModelMixin
+from ....models.modeling_utils import ModelMixin
 from .modeling_wuerstchen_common import AttnBlock, ResBlock, TimestepBlock, WuerstchenLayerNorm
 
 

src/diffusers/pipelines/deprecated/wuerstchen/pipeline_wuerstchen_combined.py

@@ -18,7 +18,7 @@ from transformers import CLIPTextModel, CLIPTokenizer
 
 from ....schedulers import DDPMWuerstchenScheduler
 from ....utils import deprecate, replace_example_docstring
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from .modeling_paella_vq_model import PaellaVQModel
 from .modeling_wuerstchen_diffnext import WuerstchenDiffNeXt
 from .modeling_wuerstchen_prior import WuerstchenPrior

src/diffusers/pipelines/deprecated/wuerstchen/pipeline_wuerstchen_prior.py

@@ -24,7 +24,7 @@ from ....loaders import StableDiffusionLoraLoaderMixin
 from ....schedulers import DDPMWuerstchenScheduler
 from ....utils import BaseOutput, deprecate, is_torch_xla_available, logging, replace_example_docstring
 from ....utils.torch_utils import randn_tensor
-from ..pipeline_utils import DiffusionPipeline
+from ...pipeline_utils import DiffusionPipeline
 from .modeling_wuerstchen_prior import WuerstchenPrior