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from typing import TYPE_CHECKING
from ..utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_flax_available,
is_k_diffusion_available,
is_librosa_available,
is_note_seq_available,
is_onnx_available,
is_torch_available,
is_torch_npu_available,
is_transformers_available,
)
# These modules contain pipelines from multiple libraries/frameworks
_dummy_objects = {}
_import_structure = {
"controlnet": [],
"controlnet_sd3": [],
"controlnet_xs": [],
"deprecated": [],
"latent_diffusion": [],
"ledits_pp": [],
"marigold": [],
"stable_diffusion": [],
"stable_diffusion_xl": [],
}
try:
if not is_torch_available():
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_pt_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_pt_objects))
else:
_import_structure["auto_pipeline"] = [
"AutoPipelineForImage2Image",
"AutoPipelineForInpainting",
"AutoPipelineForText2Image",
]
_import_structure["consistency_models"] = ["ConsistencyModelPipeline"]
_import_structure["dance_diffusion"] = ["DanceDiffusionPipeline"]
_import_structure["ddim"] = ["DDIMPipeline"]
_import_structure["ddpm"] = ["DDPMPipeline"]
_import_structure["dit"] = ["DiTPipeline"]
_import_structure["latent_diffusion"].extend(["LDMSuperResolutionPipeline"])
_import_structure["pipeline_utils"] = [
"AudioPipelineOutput",
"DiffusionPipeline",
"StableDiffusionMixin",
"ImagePipelineOutput",
]
_import_structure["deprecated"].extend(
[
"PNDMPipeline",
"LDMPipeline",
"RePaintPipeline",
"ScoreSdeVePipeline",
"KarrasVePipeline",
]
)
try:
if not (is_torch_available() and is_librosa_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_torch_and_librosa_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_torch_and_librosa_objects))
else:
_import_structure["deprecated"].extend(["AudioDiffusionPipeline", "Mel"])
try:
if not (is_transformers_available() and is_torch_available() and is_note_seq_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_transformers_and_torch_and_note_seq_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_transformers_and_torch_and_note_seq_objects))
else:
_import_structure["deprecated"].extend(
[
"MidiProcessor",
"SpectrogramDiffusionPipeline",
]
)
try:
if not (is_torch_available() and is_transformers_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_torch_and_transformers_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_objects))
else:
_import_structure["deprecated"].extend(
[
"VQDiffusionPipeline",
"AltDiffusionPipeline",
"AltDiffusionImg2ImgPipeline",
"CycleDiffusionPipeline",
"StableDiffusionInpaintPipelineLegacy",
"StableDiffusionPix2PixZeroPipeline",
"StableDiffusionParadigmsPipeline",
"StableDiffusionModelEditingPipeline",
"VersatileDiffusionDualGuidedPipeline",
"VersatileDiffusionImageVariationPipeline",
"VersatileDiffusionPipeline",
"VersatileDiffusionTextToImagePipeline",
]
)
_import_structure["amused"] = ["AmusedImg2ImgPipeline", "AmusedInpaintPipeline", "AmusedPipeline"]
_import_structure["animatediff"] = [
"AnimateDiffPipeline",
"AnimateDiffSDXLPipeline",
"AnimateDiffVideoToVideoPipeline",
]
_import_structure["audioldm"] = ["AudioLDMPipeline"]
_import_structure["audioldm2"] = [
"AudioLDM2Pipeline",
"AudioLDM2ProjectionModel",
"AudioLDM2UNet2DConditionModel",
]
_import_structure["blip_diffusion"] = ["BlipDiffusionPipeline"]
_import_structure["controlnet"].extend(
[
"BlipDiffusionControlNetPipeline",
"StableDiffusionControlNetImg2ImgPipeline",
"StableDiffusionControlNetInpaintPipeline",
"StableDiffusionControlNetPipeline",
"StableDiffusionXLControlNetImg2ImgPipeline",
"StableDiffusionXLControlNetInpaintPipeline",
"StableDiffusionXLControlNetPipeline",
]
)
_import_structure["controlnet_xs"].extend(
[
"StableDiffusionControlNetXSPipeline",
"StableDiffusionXLControlNetXSPipeline",
]
)
_import_structure["controlnet_sd3"].extend(
[
"StableDiffusion3ControlNetPipeline",
]
)
_import_structure["deepfloyd_if"] = [
"IFImg2ImgPipeline",
"IFImg2ImgSuperResolutionPipeline",
"IFInpaintingPipeline",
"IFInpaintingSuperResolutionPipeline",
"IFPipeline",
"IFSuperResolutionPipeline",
]
_import_structure["hunyuandit"] = ["HunyuanDiTPipeline"]
_import_structure["kandinsky"] = [
"KandinskyCombinedPipeline",
"KandinskyImg2ImgCombinedPipeline",
"KandinskyImg2ImgPipeline",
"KandinskyInpaintCombinedPipeline",
"KandinskyInpaintPipeline",
"KandinskyPipeline",
"KandinskyPriorPipeline",
]
_import_structure["kandinsky2_2"] = [
"KandinskyV22CombinedPipeline",
"KandinskyV22ControlnetImg2ImgPipeline",
"KandinskyV22ControlnetPipeline",
"KandinskyV22Img2ImgCombinedPipeline",
"KandinskyV22Img2ImgPipeline",
"KandinskyV22InpaintCombinedPipeline",
"KandinskyV22InpaintPipeline",
"KandinskyV22Pipeline",
"KandinskyV22PriorEmb2EmbPipeline",
"KandinskyV22PriorPipeline",
]
_import_structure["kandinsky3"] = [
"Kandinsky3Img2ImgPipeline",
"Kandinsky3Pipeline",
]
_import_structure["latent_consistency_models"] = [
"LatentConsistencyModelImg2ImgPipeline",
"LatentConsistencyModelPipeline",
]
_import_structure["latent_diffusion"].extend(["LDMTextToImagePipeline"])
_import_structure["ledits_pp"].extend(
[
"LEditsPPPipelineStableDiffusion",
"LEditsPPPipelineStableDiffusionXL",
]
)
_import_structure["marigold"].extend(
[
"MarigoldDepthPipeline",
"MarigoldNormalsPipeline",
]
)
_import_structure["musicldm"] = ["MusicLDMPipeline"]
_import_structure["paint_by_example"] = ["PaintByExamplePipeline"]
_import_structure["pia"] = ["PIAPipeline"]
_import_structure["pixart_alpha"] = ["PixArtAlphaPipeline", "PixArtSigmaPipeline"]
_import_structure["semantic_stable_diffusion"] = ["SemanticStableDiffusionPipeline"]
_import_structure["shap_e"] = ["ShapEImg2ImgPipeline", "ShapEPipeline"]
_import_structure["stable_cascade"] = [
"StableCascadeCombinedPipeline",
"StableCascadeDecoderPipeline",
"StableCascadePriorPipeline",
]
_import_structure["stable_diffusion"].extend(
[
"CLIPImageProjection",
"StableDiffusionDepth2ImgPipeline",
"StableDiffusionImageVariationPipeline",
"StableDiffusionImg2ImgPipeline",
"StableDiffusionInpaintPipeline",
"StableDiffusionInstructPix2PixPipeline",
"StableDiffusionLatentUpscalePipeline",
"StableDiffusionPipeline",
"StableDiffusionUpscalePipeline",
"StableUnCLIPImg2ImgPipeline",
"StableUnCLIPPipeline",
"StableDiffusionLDM3DPipeline",
]
)
_import_structure["stable_diffusion_3"] = ["StableDiffusion3Pipeline", "StableDiffusion3Img2ImgPipeline"]
_import_structure["stable_diffusion_attend_and_excite"] = ["StableDiffusionAttendAndExcitePipeline"]
_import_structure["stable_diffusion_safe"] = ["StableDiffusionPipelineSafe"]
_import_structure["stable_diffusion_sag"] = ["StableDiffusionSAGPipeline"]
_import_structure["stable_diffusion_gligen"] = [
"StableDiffusionGLIGENPipeline",
"StableDiffusionGLIGENTextImagePipeline",
]
_import_structure["stable_video_diffusion"] = ["StableVideoDiffusionPipeline"]
_import_structure["stable_diffusion_xl"].extend(
[
"StableDiffusionXLImg2ImgPipeline",
"StableDiffusionXLInpaintPipeline",
"StableDiffusionXLInstructPix2PixPipeline",
"StableDiffusionXLPipeline",
]
)
_import_structure["stable_diffusion_diffedit"] = ["StableDiffusionDiffEditPipeline"]
_import_structure["stable_diffusion_ldm3d"] = ["StableDiffusionLDM3DPipeline"]
_import_structure["stable_diffusion_panorama"] = ["StableDiffusionPanoramaPipeline"]
_import_structure["t2i_adapter"] = [
"StableDiffusionAdapterPipeline",
"StableDiffusionXLAdapterPipeline",
]
_import_structure["text_to_video_synthesis"] = [
"TextToVideoSDPipeline",
"TextToVideoZeroPipeline",
"TextToVideoZeroSDXLPipeline",
"VideoToVideoSDPipeline",
]
_import_structure["i2vgen_xl"] = ["I2VGenXLPipeline"]
_import_structure["unclip"] = ["UnCLIPImageVariationPipeline", "UnCLIPPipeline"]
_import_structure["unidiffuser"] = [
"ImageTextPipelineOutput",
"UniDiffuserModel",
"UniDiffuserPipeline",
"UniDiffuserTextDecoder",
]
_import_structure["wuerstchen"] = [
"WuerstchenCombinedPipeline",
"WuerstchenDecoderPipeline",
"WuerstchenPriorPipeline",
]
try:
if not is_onnx_available():
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_onnx_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_onnx_objects))
else:
_import_structure["onnx_utils"] = ["OnnxRuntimeModel"]
try:
if not (is_torch_available() and is_transformers_available() and is_onnx_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_torch_and_transformers_and_onnx_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_and_onnx_objects))
else:
_import_structure["stable_diffusion"].extend(
[
"OnnxStableDiffusionImg2ImgPipeline",
"OnnxStableDiffusionInpaintPipeline",
"OnnxStableDiffusionPipeline",
"OnnxStableDiffusionUpscalePipeline",
"StableDiffusionOnnxPipeline",
]
)
try:
if not (is_torch_available() and is_transformers_available() and is_k_diffusion_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import (
dummy_torch_and_transformers_and_k_diffusion_objects,
)
_dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_and_k_diffusion_objects))
else:
_import_structure["stable_diffusion_k_diffusion"] = [
"StableDiffusionKDiffusionPipeline",
"StableDiffusionXLKDiffusionPipeline",
]
try:
if not is_flax_available():
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_flax_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_flax_objects))
else:
_import_structure["pipeline_flax_utils"] = ["FlaxDiffusionPipeline"]
try:
if not (is_flax_available() and is_transformers_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils import dummy_flax_and_transformers_objects # noqa F403
_dummy_objects.update(get_objects_from_module(dummy_flax_and_transformers_objects))
else:
_import_structure["controlnet"].extend(["FlaxStableDiffusionControlNetPipeline"])
_import_structure["stable_diffusion"].extend(
[
"FlaxStableDiffusionImg2ImgPipeline",
"FlaxStableDiffusionInpaintPipeline",
"FlaxStableDiffusionPipeline",
]
)
_import_structure["stable_diffusion_xl"].extend(
[
"FlaxStableDiffusionXLPipeline",
]
)
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
try:
if not is_torch_available():
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_pt_objects import * # noqa F403
else:
from .auto_pipeline import (
AutoPipelineForImage2Image,
AutoPipelineForInpainting,
AutoPipelineForText2Image,
)
from .consistency_models import ConsistencyModelPipeline
from .dance_diffusion import DanceDiffusionPipeline
from .ddim import DDIMPipeline
from .ddpm import DDPMPipeline
from .deprecated import KarrasVePipeline, LDMPipeline, PNDMPipeline, RePaintPipeline, ScoreSdeVePipeline
from .dit import DiTPipeline
from .latent_diffusion import LDMSuperResolutionPipeline
from .pipeline_utils import (
AudioPipelineOutput,
DiffusionPipeline,
ImagePipelineOutput,
StableDiffusionMixin,
)
try:
if not (is_torch_available() and is_librosa_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_torch_and_librosa_objects import *
else:
from .deprecated import AudioDiffusionPipeline, Mel
try:
if not (is_torch_available() and is_transformers_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_torch_and_transformers_objects import *
else:
from .amused import AmusedImg2ImgPipeline, AmusedInpaintPipeline, AmusedPipeline
from .animatediff import AnimateDiffPipeline, AnimateDiffSDXLPipeline, AnimateDiffVideoToVideoPipeline
from .audioldm import AudioLDMPipeline
from .audioldm2 import (
AudioLDM2Pipeline,
AudioLDM2ProjectionModel,
AudioLDM2UNet2DConditionModel,
)
from .blip_diffusion import BlipDiffusionPipeline
from .controlnet import (
BlipDiffusionControlNetPipeline,
StableDiffusionControlNetImg2ImgPipeline,
StableDiffusionControlNetInpaintPipeline,
StableDiffusionControlNetPipeline,
StableDiffusionXLControlNetImg2ImgPipeline,
StableDiffusionXLControlNetInpaintPipeline,
StableDiffusionXLControlNetPipeline,
)
from .controlnet_sd3 import (
StableDiffusion3ControlNetPipeline,
)
from .controlnet_xs import (
StableDiffusionControlNetXSPipeline,
StableDiffusionXLControlNetXSPipeline,
)
from .deepfloyd_if import (
IFImg2ImgPipeline,
IFImg2ImgSuperResolutionPipeline,
IFInpaintingPipeline,
IFInpaintingSuperResolutionPipeline,
IFPipeline,
IFSuperResolutionPipeline,
)
from .deprecated import (
AltDiffusionImg2ImgPipeline,
AltDiffusionPipeline,
CycleDiffusionPipeline,
StableDiffusionInpaintPipelineLegacy,
StableDiffusionModelEditingPipeline,
StableDiffusionParadigmsPipeline,
StableDiffusionPix2PixZeroPipeline,
VersatileDiffusionDualGuidedPipeline,
VersatileDiffusionImageVariationPipeline,
VersatileDiffusionPipeline,
VersatileDiffusionTextToImagePipeline,
VQDiffusionPipeline,
)
from .hunyuandit import HunyuanDiTPipeline
from .i2vgen_xl import I2VGenXLPipeline
from .kandinsky import (
KandinskyCombinedPipeline,
KandinskyImg2ImgCombinedPipeline,
KandinskyImg2ImgPipeline,
KandinskyInpaintCombinedPipeline,
KandinskyInpaintPipeline,
KandinskyPipeline,
KandinskyPriorPipeline,
)
from .kandinsky2_2 import (
KandinskyV22CombinedPipeline,
KandinskyV22ControlnetImg2ImgPipeline,
KandinskyV22ControlnetPipeline,
KandinskyV22Img2ImgCombinedPipeline,
KandinskyV22Img2ImgPipeline,
KandinskyV22InpaintCombinedPipeline,
KandinskyV22InpaintPipeline,
KandinskyV22Pipeline,
KandinskyV22PriorEmb2EmbPipeline,
KandinskyV22PriorPipeline,
)
from .kandinsky3 import (
Kandinsky3Img2ImgPipeline,
Kandinsky3Pipeline,
)
from .latent_consistency_models import (
LatentConsistencyModelImg2ImgPipeline,
LatentConsistencyModelPipeline,
)
from .latent_diffusion import LDMTextToImagePipeline
from .ledits_pp import (
LEditsPPDiffusionPipelineOutput,
LEditsPPInversionPipelineOutput,
LEditsPPPipelineStableDiffusion,
LEditsPPPipelineStableDiffusionXL,
)
from .marigold import (
MarigoldDepthPipeline,
MarigoldNormalsPipeline,
)
from .musicldm import MusicLDMPipeline
from .paint_by_example import PaintByExamplePipeline
from .pia import PIAPipeline
from .pixart_alpha import PixArtAlphaPipeline, PixArtSigmaPipeline
from .semantic_stable_diffusion import SemanticStableDiffusionPipeline
from .shap_e import ShapEImg2ImgPipeline, ShapEPipeline
from .stable_cascade import (
StableCascadeCombinedPipeline,
StableCascadeDecoderPipeline,
StableCascadePriorPipeline,
)
from .stable_diffusion import (
CLIPImageProjection,
StableDiffusionDepth2ImgPipeline,
StableDiffusionImageVariationPipeline,
StableDiffusionImg2ImgPipeline,
StableDiffusionInpaintPipeline,
StableDiffusionInstructPix2PixPipeline,
StableDiffusionLatentUpscalePipeline,
StableDiffusionPipeline,
StableDiffusionUpscalePipeline,
StableUnCLIPImg2ImgPipeline,
StableUnCLIPPipeline,
)
from .stable_diffusion_3 import StableDiffusion3Img2ImgPipeline, StableDiffusion3Pipeline
from .stable_diffusion_attend_and_excite import StableDiffusionAttendAndExcitePipeline
from .stable_diffusion_diffedit import StableDiffusionDiffEditPipeline
from .stable_diffusion_gligen import StableDiffusionGLIGENPipeline, StableDiffusionGLIGENTextImagePipeline
from .stable_diffusion_ldm3d import StableDiffusionLDM3DPipeline
from .stable_diffusion_panorama import StableDiffusionPanoramaPipeline
from .stable_diffusion_safe import StableDiffusionPipelineSafe
from .stable_diffusion_sag import StableDiffusionSAGPipeline
from .stable_diffusion_xl import (
StableDiffusionXLImg2ImgPipeline,
StableDiffusionXLInpaintPipeline,
StableDiffusionXLInstructPix2PixPipeline,
StableDiffusionXLPipeline,
)
from .stable_video_diffusion import StableVideoDiffusionPipeline
from .t2i_adapter import (
StableDiffusionAdapterPipeline,
StableDiffusionXLAdapterPipeline,
)
from .text_to_video_synthesis import (
TextToVideoSDPipeline,
TextToVideoZeroPipeline,
TextToVideoZeroSDXLPipeline,
VideoToVideoSDPipeline,
)
from .unclip import UnCLIPImageVariationPipeline, UnCLIPPipeline
from .unidiffuser import (
ImageTextPipelineOutput,
UniDiffuserModel,
UniDiffuserPipeline,
UniDiffuserTextDecoder,
)
from .wuerstchen import (
WuerstchenCombinedPipeline,
WuerstchenDecoderPipeline,
WuerstchenPriorPipeline,
)
try:
if not is_onnx_available():
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_onnx_objects import * # noqa F403
else:
from .onnx_utils import OnnxRuntimeModel
try:
if not (is_torch_available() and is_transformers_available() and is_onnx_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_torch_and_transformers_and_onnx_objects import *
else:
from .stable_diffusion import (
OnnxStableDiffusionImg2ImgPipeline,
OnnxStableDiffusionInpaintPipeline,
OnnxStableDiffusionPipeline,
OnnxStableDiffusionUpscalePipeline,
StableDiffusionOnnxPipeline,
)
try:
if not (is_torch_available() and is_transformers_available() and is_k_diffusion_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_torch_and_transformers_and_k_diffusion_objects import *
else:
from .stable_diffusion_k_diffusion import (
StableDiffusionKDiffusionPipeline,
StableDiffusionXLKDiffusionPipeline,
)
try:
if not is_flax_available():
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_flax_objects import * # noqa F403
else:
from .pipeline_flax_utils import FlaxDiffusionPipeline
try:
if not (is_flax_available() and is_transformers_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_flax_and_transformers_objects import *
else:
from .controlnet import FlaxStableDiffusionControlNetPipeline
from .stable_diffusion import (
FlaxStableDiffusionImg2ImgPipeline,
FlaxStableDiffusionInpaintPipeline,
FlaxStableDiffusionPipeline,
)
from .stable_diffusion_xl import (
FlaxStableDiffusionXLPipeline,
)
try:
if not (is_transformers_available() and is_torch_available() and is_note_seq_available()):
raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
from ..utils.dummy_transformers_and_torch_and_note_seq_objects import * # noqa F403
else:
from .deprecated import (
MidiProcessor,
SpectrogramDiffusionPipeline,
)
else:
import sys
sys.modules[__name__] = _LazyModule(
__name__,
globals()["__file__"],
_import_structure,
module_spec=__spec__,
)
for name, value in _dummy_objects.items():
setattr(sys.modules[__name__], name, value)
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