__version__ = "0.42.0.dev0"

from typing import TYPE_CHECKING

from .utils import (

DIFFUSERS_SLOW_IMPORT,

OptionalDependencyNotAvailable,

_LazyModule,

is_accelerate_available,

is_auto_round_available,

is_bitsandbytes_available,

is_gguf_available,

is_librosa_available,

is_note_seq_available,

is_nvidia_modelopt_available,

is_onnx_available,

is_opencv_available,

is_optimum_quanto_available,

is_scipy_available,

is_sdnq_available,

is_sentencepiece_available,

is_torch_available,

is_torchao_available,

is_torchsde_available,

is_transformers_available,

is_transformers_version,

)

# Lazy Import based on

# https://github.com/huggingface/transformers/blob/main/src/transformers/__init__.py

# When adding a new object to this init, please add it to `_import_structure`. The `_import_structure` is a dictionary submodule to list of object names,

# and is used to defer the actual importing for when the objects are requested.

# This way `import diffusers` provides the names in the namespace without actually importing anything (and especially none of the backends).

_import_structure = {

"configuration_utils": ["ConfigMixin"],

"guiders": [],

"hooks": [],

"loaders": ["FromOriginalModelMixin"],

"models": [],

"modular_pipelines": [],

"pipelines": [],

"quantizers.pipe_quant_config": ["PipelineQuantizationConfig"],

"quantizers.quantization_config": [],

"schedulers": [],

"utils": [

"OptionalDependencyNotAvailable",

"is_inflect_available",

"is_invisible_watermark_available",

"is_librosa_available",

"is_note_seq_available",

"is_onnx_available",

"is_scipy_available",

"is_torch_available",

"is_torchsde_available",

"is_transformers_available",

"is_transformers_version",

"is_unidecode_available",

"logging",

],

}

try:

if not is_torch_available() and not is_accelerate_available() and not is_bitsandbytes_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_bitsandbytes_objects

_import_structure["utils.dummy_bitsandbytes_objects"] = [

name for name in dir(dummy_bitsandbytes_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("BitsAndBytesConfig")

try:

if not is_torch_available() and not is_accelerate_available() and not is_gguf_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_gguf_objects

_import_structure["utils.dummy_gguf_objects"] = [

name for name in dir(dummy_gguf_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("GGUFQuantizationConfig")

try:

if not is_torch_available() and not is_accelerate_available() and not is_torchao_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_torchao_objects

_import_structure["utils.dummy_torchao_objects"] = [

name for name in dir(dummy_torchao_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("TorchAoConfig")

try:

if not is_torch_available() and not is_accelerate_available() and not is_optimum_quanto_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_optimum_quanto_objects

_import_structure["utils.dummy_optimum_quanto_objects"] = [

name for name in dir(dummy_optimum_quanto_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("QuantoConfig")

try:

if not is_torch_available() and not is_accelerate_available() and not is_nvidia_modelopt_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_nvidia_modelopt_objects

_import_structure["utils.dummy_nvidia_modelopt_objects"] = [

name for name in dir(dummy_nvidia_modelopt_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("NVIDIAModelOptConfig")

try:

if not is_torch_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_nunchaku_lite_objects

_import_structure["utils.dummy_nunchaku_lite_objects"] = [

name for name in dir(dummy_nunchaku_lite_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("NunchakuLiteQuantizationConfig")

try:

if not is_torch_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_bfl_objects

_import_structure["utils.dummy_bfl_objects"] = [

name for name in dir(dummy_bfl_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("BFLQuantizationConfig")

try:

if not is_auto_round_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_auto_round_objects

_import_structure["utils.dummy_auto_round_objects"] = [

name for name in dir(dummy_auto_round_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("AutoRoundConfig")

try:

if not is_torch_available() and not is_accelerate_available() and not is_sdnq_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_sdnq_objects

_import_structure["utils.dummy_sdnq_objects"] = [

name for name in dir(dummy_sdnq_objects) if not name.startswith("_")

]

else:

_import_structure["quantizers.quantization_config"].append("SDNQConfig")

try:

if not is_onnx_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_onnx_objects # noqa F403

_import_structure["utils.dummy_onnx_objects"] = [

name for name in dir(dummy_onnx_objects) if not name.startswith("_")

]

else:

_import_structure["pipelines"].extend(["OnnxRuntimeModel"])

try:

if not is_torch_available():

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_pt_objects # noqa F403

_import_structure["utils.dummy_pt_objects"] = [name for name in dir(dummy_pt_objects) if not name.startswith("_")]

else:

_import_structure["guiders"].extend(

[

"AdaptiveProjectedGuidance",

"AdaptiveProjectedMixGuidance",

"AutoGuidance",

"BaseGuidance",

"ClassifierFreeGuidance",

"ClassifierFreeZeroStarGuidance",

"FrequencyDecoupledGuidance",

"LTX2Guidance",

"PerturbedAttentionGuidance",

"SkipLayerGuidance",

"SmoothedEnergyGuidance",

"TangentialClassifierFreeGuidance",

]

)

_import_structure["hooks"].extend(

[

"FasterCacheConfig",

"FirstBlockCacheConfig",

"HookRegistry",

"LayerSkipConfig",

"MagCacheConfig",

"PyramidAttentionBroadcastConfig",

"SeaCacheConfig",

"SmoothedEnergyGuidanceConfig",

"TaylorSeerCacheConfig",

"TextKVCacheConfig",

"apply_faster_cache",

"apply_first_block_cache",

"apply_layer_skip",

"apply_mag_cache",

"apply_pyramid_attention_broadcast",

"apply_sea_cache",

"apply_taylorseer_cache",

"apply_text_kv_cache",

]

)

_import_structure["image_processor"] = [

"InpaintProcessor",

"IPAdapterMaskProcessor",

"PixArtImageProcessor",

"VaeImageProcessor",

"VaeImageProcessorLDM3D",

]

_import_structure["models"].extend(

[

"AceStepConditionEncoder",

"AceStepTransformer1DModel",

"AllegroTransformer3DModel",

"AnimaTextConditioner",

"AnyFlowFARTransformer3DModel",

"AnyFlowTransformer3DModel",

"AsymmetricAutoencoderKL",

"AttentionBackendName",

"AudioLDM2ProjectionModel",

"AuraFlowTransformer2DModel",

"AutoencoderDC",

"AutoencoderKL",

"AutoencoderKLAllegro",

"AutoencoderKLCogVideoX",

"AutoencoderKLCosmos",

"AutoencoderKLFlux2",

"AutoencoderKLHunyuanImage",

"AutoencoderKLHunyuanImageRefiner",

"AutoencoderKLHunyuanVideo",

"AutoencoderKLHunyuanVideo15",

"AutoencoderKLKVAE",

"AutoencoderKLKVAEAudio",

"AutoencoderKLKVAEVideo",

"AutoencoderKLLTX2Audio",

"AutoencoderKLLTX2Video",

"AutoencoderKLLTXVideo",

"AutoencoderKLMagvit",

"AutoencoderKLMiniMaxH3",

"AutoencoderKLMiniMaxH3Audio",

"AutoencoderKLMiniMaxH3Image",

"AutoencoderKLMochi",

"AutoencoderKLPH3Image",

"AutoencoderKLQwenImage",

"AutoencoderKLQwenImage21",

"AutoencoderKLTemporalDecoder",

"AutoencoderKLWan",

"AutoencoderOobleck",

"AutoencoderRAE",

"AutoencoderSAME",

"AutoencoderTiny",

"AutoencoderVidTok",

"AutoModel",

"BriaFibo2Transformer2DModel",

"BriaFiboTransformer2DModel",

"BriaTransformer2DModel",

"CacheMixin",

"ChromaTransformer2DModel",

"ChronoEditTransformer3DModel",

"CLIPImageProjection",

"CogVideoXTransformer3DModel",

"CogView3PlusTransformer2DModel",

"CogView4Transformer2DModel",

"ConsisIDTransformer3DModel",

"ConsistencyDecoderVAE",

"ContextParallelConfig",

"ControlNetModel",

"ControlNetUnionModel",

"ControlNetXSAdapter",

"Cosmos3AVAEAudioTokenizer",

"Cosmos3OmniTransformer",

"CosmosControlNetModel",

"CosmosTransformer3DModel",

"DiTTransformer2DModel",

"DreamLiteTransformer2DModel",

"DreamLiteUNetModel",

"EasyAnimateTransformer3DModel",

"ErnieImageTransformer2DModel",

"Flux2Transformer2DModel",

"Flux3Transformer2DModel",

"FluxControlNetModel",

"FluxMultiControlNetModel",

"FluxTransformer2DModel",

"GlmImageTransformer2DModel",

"HeliosTransformer3DModel",

"HiDreamImageTransformer2DModel",

"HunyuanDiT2DControlNetModel",

"HunyuanDiT2DModel",

"HunyuanDiT2DMultiControlNetModel",

"HunyuanImageTransformer2DModel",

"HunyuanVideo15Transformer3DModel",

"HunyuanVideoFramepackTransformer3DModel",

"HunyuanVideoTransformer3DModel",

"I2VGenXLUNet",

"Ideogram4Transformer2DModel",

"JoyImageEditPlusTransformer3DModel",

"JoyImageEditTransformer3DModel",

"Kandinsky3UNet",

"Kandinsky5Transformer3DModel",

"Kandinsky6SRLatentUpscalerBank",

"Kandinsky6SRTransformer3DModel",

"Kandinsky6SRVAE",

"Kandinsky6Transformer3DModel",

"KandinskyS2VTransformer3DModel",

"Krea2Transformer2DModel",

"LatteTransformer3DModel",

"LongCatAudioDiTTransformer",

"LongCatAudioDiTVae",

"LongCatImageTransformer2DModel",

"LTX2LatentUpsamplerModel",

"LTX2TextConnectors",

"LTX2VideoDiffusionDecoderModel",

"LTX2VideoTransformer3DModel",

"LTXLatentUpsamplerModel",

"LTXVideoTransformer3DModel",

"Lumina2Transformer2DModel",

"LuminaNextDiT2DModel",

"MiniMaxH3ImageTransformer2DModel",

"MiniMaxH3Transformer3DModel",

"MiniMaxMusic3ConditionEncoder",

"MiniMaxMusic3RVQDepthDecoder",

"MiniMaxMusic3Transformer1DModel",

"MiniMaxMusic3Vocoder",

"MMAudioVAE",

"MMAudioVocoder",

"MochiTransformer3DModel",

"ModelMixin",

"MotifVideoTransformer3DModel",

"MotionAdapter",

"MultiAdapter",

"MultiControlNetModel",

"NucleusMoEImageTransformer2DModel",

"OmniGenTransformer2DModel",

"OvisImageTransformer2DModel",

"PAN2Transformer3DModel",

"ParallelConfig",

"PH3ImageTextConnector",

"PixArtTransformer2DModel",

"PriorTransformer",

"PRXTransformer2DModel",

"QwenImage21Transformer2DModel",

"QwenImageControlNetModel",

"QwenImageMultiControlNetModel",

"QwenImageTransformer2DModel",

"ReduxImageEncoder",

"RFD4ProteinaAutoencoder",

"RFD4ProteinaTransformer",

"SanaControlNetModel",

"SanaTransformer2DModel",

"SanaVideoTransformer3DModel",

"SanaWMLTX2RefinerTransformer3DModel",

"SanaWMTransformer3DModel",

"SD3ControlNetModel",

"SD3MultiControlNetModel",

"SD3Transformer2DModel",

"SkyReelsV2Transformer3DModel",

"SparseControlNetModel",

"StableAudio3DiTModel",

"StableAudio3DurationEmbedder",

"StableAudioDiTModel",

"StableAudioProjectionModel",

"StableCascadeUNet",

"T2IAdapter",

"T5FilmDecoder",

"TensorParallelConfig",

"Transformer2DModel",

"TransformerTemporalModel",

"UNet1DModel",

"UNet2DConditionModel",

"UNet2DModel",

"UNet3DConditionModel",

"UNetControlNetXSModel",

"UNetMotionModel",

"UNetSpatioTemporalConditionModel",

"UVit2DModel",

"VQModel",

"WanAnimate2Transformer3DModel",

"WanAnimateTransformer3DModel",

"WanTransformer3DModel",

"WanVACETransformer3DModel",

"ZImageControlNetModel",

"ZImageTransformer2DModel",

"attention_backend",

]

)

_import_structure["modular_pipelines"].extend(

[

"AutoPipelineBlocks",

"ComponentsManager",

"ComponentSpec",

"ConditionalPipelineBlocks",

"ConfigSpec",

"InputParam",

"LoopSequentialPipelineBlocks",

"ModularPipeline",

"ModularPipelineBlocks",

"OutputParam",

"SequentialPipelineBlocks",

]

)

_import_structure["optimization"] = [

"get_constant_schedule",

"get_constant_schedule_with_warmup",

"get_cosine_schedule_with_warmup",

"get_cosine_with_hard_restarts_schedule_with_warmup",

"get_linear_schedule_with_warmup",

"get_polynomial_decay_schedule_with_warmup",

"get_scheduler",

]

_import_structure["pipelines"].extend(

[

"AudioPipelineOutput",

"AutoPipelineForImage2Image",

"AutoPipelineForInpainting",

"AutoPipelineForText2Audio",

"AutoPipelineForText2Image",

"ConsistencyModelPipeline",

"DanceDiffusionPipeline",

"DDIMPipeline",

"DDPMPipeline",

"DiffusionPipeline",

"DiTPipeline",

"ImagePipelineOutput",

"KarrasVePipeline",

"LDMPipeline",

"LDMSuperResolutionPipeline",

"PNDMPipeline",

"RePaintPipeline",

"RFD4ProteinaPipeline",

"ScoreSdeVePipeline",

"StableDiffusionMixin",

]

)

_import_structure["quantizers"] = ["DiffusersQuantizer"]

_import_structure["schedulers"].extend(

[

"AmusedScheduler",

"BlockRefinementScheduler",

"BlockRefinementSchedulerOutput",

"CMStochasticIterativeScheduler",

"CogVideoXDDIMScheduler",

"CogVideoXDPMScheduler",

"DDIMInverseScheduler",

"DDIMParallelScheduler",

"DDIMScheduler",

"DDPMParallelScheduler",

"DDPMScheduler",

"DDPMWuerstchenScheduler",

"DEISMultistepScheduler",

"DiscreteDDIMScheduler",

"DiscreteDDIMSchedulerOutput",

"DPMSolverMultistepInverseScheduler",

"DPMSolverMultistepScheduler",

"DPMSolverSinglestepScheduler",

"EDMDPMSolverMultistepScheduler",

"EDMEulerScheduler",

"EntropyBoundScheduler",

"EntropyBoundSchedulerOutput",

"EulerAncestralDiscreteScheduler",

"EulerDiscreteScheduler",

"FlowMapEulerDiscreteScheduler",

"FlowMatchEulerDiscreteScheduler",

"FlowMatchHeunDiscreteScheduler",

"FlowMatchLCMScheduler",

"HeliosDMDScheduler",

"HeliosScheduler",

"HeunDiscreteScheduler",

"IPNDMScheduler",

"KarrasVeScheduler",

"KDPM2AncestralDiscreteScheduler",

"KDPM2DiscreteScheduler",

"LCMScheduler",

"LTXEulerAncestralRFScheduler",

"MiniMaxH3Scheduler",

"PiflowScheduler",

"PNDMScheduler",

"RePaintScheduler",

"RFD4ProteinaScheduler",

"SASolverScheduler",

"SchedulerMixin",

"SCMScheduler",

"ScoreSdeVeScheduler",

"TCDScheduler",

"UnCLIPScheduler",

"UniPCMultistepScheduler",

"VQDiffusionScheduler",

]

)

_import_structure["training_utils"] = ["EMAModel"]

_import_structure["video_processor"] = ["VideoProcessor"]

try:

if not (is_torch_available() and is_scipy_available()):

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_torch_and_scipy_objects # noqa F403

_import_structure["utils.dummy_torch_and_scipy_objects"] = [

name for name in dir(dummy_torch_and_scipy_objects) if not name.startswith("_")

]

else:

_import_structure["schedulers"].extend(["LMSDiscreteScheduler"])

try:

if not (is_torch_available() and is_torchsde_available()):

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_torch_and_torchsde_objects # noqa F403

_import_structure["utils.dummy_torch_and_torchsde_objects"] = [

name for name in dir(dummy_torch_and_torchsde_objects) if not name.startswith("_")

]

else:

_import_structure["schedulers"].extend(["CosineDPMSolverMultistepScheduler", "DPMSolverSDEScheduler"])

try:

if not (is_torch_available() and is_transformers_available()):

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_torch_and_transformers_objects # noqa F403

_import_structure["utils.dummy_torch_and_transformers_objects"] = [

name for name in dir(dummy_torch_and_transformers_objects) if not name.startswith("_")

]

else:

_import_structure["modular_pipelines"].extend(

[

"AnimaAutoBlocks",

"AnimaModularPipeline",

"Cosmos3DistilledBlocks",

"Cosmos3DistilledModularPipeline",

"Cosmos3OmniBlocks",

"Cosmos3OmniModularPipeline",

"EchoBlocks",

"EchoModularPipeline",

"ErnieImageAutoBlocks",

"ErnieImageModularPipeline",

"Flux2AutoBlocks",

"Flux2KleinAutoBlocks",

"Flux2KleinBaseAutoBlocks",

"Flux2KleinBaseModularPipeline",

"Flux2KleinModularPipeline",

"Flux2ModularPipeline",

"Flux3AutoBlocks",

"Flux3DistilledAutoBlocks",

"Flux3DistilledModularPipeline",

"Flux3ModularPipeline",

"FluxAutoBlocks",

"FluxKontextAutoBlocks",

"FluxKontextModularPipeline",

"FluxModularPipeline",

"HeliosAutoBlocks",

"HeliosModularPipeline",

"HeliosPyramidAutoBlocks",

"HeliosPyramidDistilledAutoBlocks",

"HeliosPyramidDistilledModularPipeline",

"HeliosPyramidModularPipeline",

"HunyuanVideo15AutoBlocks",

"HunyuanVideo15ModularPipeline",

"Ideogram4AutoBlocks",

"Ideogram4ModularPipeline",

"KandinskyS2VAutoBlocks",

"KandinskyS2VDistilledAutoBlocks",

"KandinskyS2VDistilledModularPipeline",

"KandinskyS2VModularPipeline",

"Krea2AutoBlocks",

"Krea2ModularPipeline",

"Krea2TurboAutoBlocks",

"Krea2TurboModularPipeline",

"LTX25AutoBlocks",

"LTX25ModularPipeline",

"LTX2AutoBlocks",

"LTX2ModularPipeline",

"LTXAutoBlocks",

"LTXModularPipeline",

"MiniMaxH3Blocks",

"MiniMaxH3ImageBlocks",

"MiniMaxH3ImageModularPipeline",

"MiniMaxH3ModularPipeline",

"MiniMaxMusic3Blocks",

"MiniMaxMusic3ModularPipeline",

"PAN2Blocks",

"PAN2ModularPipeline",

"PAN2SafetyChecker",

"PH3ImageBlocks",

"PH3ImageModularPipeline",

"PikaH3FlexBlocks",

"PikaH3FlexModularPipeline",

"QwenImage21AutoBlocks",

"QwenImage21ModularPipeline",

"QwenImage21TurboAutoBlocks",

"QwenImage21TurboModularPipeline",

"QwenImageAutoBlocks",

"QwenImageEditAutoBlocks",

"QwenImageEditModularPipeline",

"QwenImageEditPlusAutoBlocks",

"QwenImageEditPlusModularPipeline",

"QwenImageLayeredAutoBlocks",

"QwenImageLayeredModularPipeline",

"QwenImageModularPipeline",

"StableDiffusion3AutoBlocks",

"StableDiffusion3ModularPipeline",

"StableDiffusionXLAutoBlocks",

"StableDiffusionXLModularPipeline",

"Wan22Blocks",

"Wan22Image2VideoBlocks",

"Wan22Image2VideoModularPipeline",

"Wan22ModularPipeline",

"Wan22VaceBlocks",

"Wan22VaceModularPipeline",

"WanAnimate2Blocks",

"WanAnimate2DistilledBlocks",

"WanAnimate2DistilledModularPipeline",

"WanAnimate2ModularPipeline",

"WanBlocks",

"WanImage2VideoAutoBlocks",

"WanImage2VideoModularPipeline",

"WanModularPipeline",

"ZImageAutoBlocks",

"ZImageModularPipeline",

]

)

_import_structure["pipelines"].extend(

[

"AceStepAudioTokenDetokenizer",

"AceStepAudioTokenizer",

"AceStepPipeline",

"AllegroPipeline",

"AltDiffusionImg2ImgPipeline",

"AltDiffusionPipeline",

"AmusedImg2ImgPipeline",

"AmusedInpaintPipeline",

"AmusedPipeline",

"AnimateDiffControlNetPipeline",

"AnimateDiffPAGPipeline",

"AnimateDiffPipeline",

"AnimateDiffSDXLPipeline",

"AnimateDiffSparseControlNetPipeline",

"AnimateDiffVideoToVideoControlNetPipeline",

"AnimateDiffVideoToVideoPipeline",

"AnyFlowFARPipeline",

"AnyFlowPipeline",

"AudioLDM2Pipeline",

"AudioLDM2UNet2DConditionModel",

"AudioLDMPipeline",

"AuraFlowPipeline",

"BlipDiffusionControlNetPipeline",

"BlipDiffusionPipeline",

"BriaFibo2Pipeline",

"BriaFiboEditPipeline",

"BriaFiboPipeline",

"BriaPipeline",

"ChromaImg2ImgPipeline",

"ChromaInpaintPipeline",

"ChromaPipeline",

"ChronoEditPipeline",

"CogVideoXFunControlPipeline",

"CogVideoXImageToVideoPipeline",

"CogVideoXPipeline",

"CogVideoXVideoToVideoPipeline",

"CogView3PlusPipeline",

"CogView4ControlPipeline",

"CogView4Pipeline",

"ConsisIDPipeline",

"Cosmos2_5_PredictBasePipeline",

"Cosmos2_5_TransferPipeline",

"Cosmos2TextToImagePipeline",

"Cosmos2VideoToWorldPipeline",

"Cosmos3OmniPipeline",

"CosmosActionCondition",

"CosmosTextToWorldPipeline",

"CosmosVideoToWorldPipeline",

"CycleDiffusionPipeline",

"DiffusionGemmaPipeline",

"DiffusionGemmaPipelineOutput",

"DreamLiteMobilePipeline",

"DreamLitePipeline",

"DreamLitePipelineOutput",

"EasyAnimateControlPipeline",

"EasyAnimateInpaintPipeline",

"EasyAnimatePipeline",

"ErnieImagePipeline",

"Flux2KleinInpaintPipeline",

"Flux2KleinKVPipeline",

"Flux2KleinPipeline",

"Flux2Pipeline",

"FluxControlImg2ImgPipeline",

"FluxControlInpaintPipeline",

"FluxControlNetImg2ImgPipeline",

"FluxControlNetInpaintPipeline",

"FluxControlNetPipeline",

"FluxControlPipeline",

"FluxFillPipeline",

"FluxImg2ImgPipeline",

"FluxInpaintPipeline",

"FluxKontextInpaintPipeline",

"FluxKontextPipeline",

"FluxPipeline",

"FluxPriorReduxPipeline",

"GlmImagePipeline",

"HeliosPipeline",

"HeliosPyramidPipeline",

"HiDreamImagePipeline",

"HunyuanDiTControlNetPipeline",

"HunyuanDiTPAGPipeline",

"HunyuanDiTPipeline",

"HunyuanImagePipeline",

"HunyuanImageRefinerPipeline",

"HunyuanSkyreelsImageToVideoPipeline",

"HunyuanVideo15ImageToVideoPipeline",

"HunyuanVideo15Pipeline",

"HunyuanVideoFramepackPipeline",

"HunyuanVideoImageToVideoPipeline",

"HunyuanVideoPipeline",

"I2VGenXLPipeline",

"Ideogram4Pipeline",

"Ideogram4PromptEnhancerHead",

"IFImg2ImgPipeline",

"IFImg2ImgSuperResolutionPipeline",

"IFInpaintingPipeline",

"IFInpaintingSuperResolutionPipeline",

"IFPipeline",

"IFSuperResolutionPipeline",

"ImageTextPipelineOutput",

"JoyImageEditPipeline",

"JoyImageEditPipelineOutput",

"JoyImageEditPlusPipeline",

"JoyImageEditPlusPipelineOutput",

"Kandinsky3Img2ImgPipeline",

"Kandinsky3Pipeline",

"Kandinsky5I2IPipeline",

"Kandinsky5I2VPipeline",

"Kandinsky5T2IPipeline",

"Kandinsky5T2VPipeline",

"Kandinsky6SRPipeline",

"Kandinsky6SRPipelineOutput",

"Kandinsky6TI2VAPipeline",

"Kandinsky6TI2VAPipelineOutput",

"KandinskyCombinedPipeline",

"KandinskyImg2ImgCombinedPipeline",

"KandinskyImg2ImgPipeline",

"KandinskyInpaintCombinedPipeline",

"KandinskyInpaintPipeline",

"KandinskyPipeline",

"KandinskyPriorPipeline",

"KandinskyV22CombinedPipeline",

"KandinskyV22ControlnetImg2ImgPipeline",

"KandinskyV22ControlnetPipeline",

"KandinskyV22Img2ImgCombinedPipeline",

"KandinskyV22Img2ImgPipeline",

"KandinskyV22InpaintCombinedPipeline",

"KandinskyV22InpaintPipeline",

"KandinskyV22Pipeline",

"KandinskyV22PriorEmb2EmbPipeline",

"KandinskyV22PriorPipeline",

"Krea2Pipeline",

"LatentConsistencyModelImg2ImgPipeline",

"LatentConsistencyModelPipeline",

"LattePipeline",

"LDMTextToImagePipeline",

"LEditsPPPipelineStableDiffusion",

"LEditsPPPipelineStableDiffusionXL",

"LLaDA2Pipeline",

"LLaDA2PipelineOutput",

"LongCatAudioDiTPipeline",

"LongCatImageEditPipeline",

"LongCatImagePipeline",

"LTX2ConditionPipeline",

"LTX2DFRPipeline",

"LTX2DFRPipelineOutput",

"LTX2DFRTemporalRefinePipeline",

"LTX2HDRPipeline",

"LTX2ImageToVideoPipeline",

"LTX2InContextPipeline",

"LTX2LatentUpsamplePipeline",

"LTX2Pipeline",

"LTX2VideoDiffusionDecodePipeline",

"LTXConditionPipeline",

"LTXI2VLongMultiPromptPipeline",

"LTXImageToVideoPipeline",

"LTXLatentUpsamplePipeline",

"LTXPipeline",

"LucyEditPipeline",

"Lumina2Pipeline",

"LuminaPipeline",

"MarigoldDepthPipeline",

"MarigoldIntrinsicsPipeline",

"MarigoldNormalsPipeline",

"MochiPipeline",

"MotifVideoImage2VideoPipeline",

"MotifVideoPipeline",

"MotifVideoPipelineOutput",

"MusicLDMPipeline",

"NucleusMoEImagePipeline",

"OmniGenPipeline",

"OvisImagePipeline",

"PaintByExamplePipeline",

"PIAPipeline",

"PixArtAlphaPipeline",

"PixArtSigmaPAGPipeline",

"PixArtSigmaPipeline",

"PRXPipeline",

"PRXPixelPipeline",

"QwenImage21Pipeline",

"QwenImageControlNetInpaintPipeline",

"QwenImageControlNetPipeline",

"QwenImageEditInpaintPipeline",

"QwenImageEditPipeline",

"QwenImageEditPlusPipeline",

"QwenImageImg2ImgPipeline",

"QwenImageInpaintPipeline",

"QwenImageLayeredPipeline",

"QwenImagePipeline",

"SanaControlNetPipeline",

"SanaImageToVideoPipeline",

"SanaPAGPipeline",

"SanaPipeline",

"SanaSprintImg2ImgPipeline",

"SanaSprintPipeline",

"SanaVideoPipeline",

"SanaVideoPipeline",

"SanaWMLTX2Refiner",

"SanaWMPipeline",

"SanaWMPipelineOutput",

"SemanticStableDiffusionPipeline",

"ShapEImg2ImgPipeline",

"ShapEPipeline",

"SkyReelsV2DiffusionForcingImageToVideoPipeline",

"SkyReelsV2DiffusionForcingPipeline",

"SkyReelsV2DiffusionForcingVideoToVideoPipeline",

"SkyReelsV2ImageToVideoPipeline",

"SkyReelsV2Pipeline",

"StableAudio3AudioToAudioPipeline",

"StableAudio3InpaintPipeline",

"StableAudio3Pipeline",

"StableAudioPipeline",

"StableCascadeCombinedPipeline",

"StableCascadeDecoderPipeline",

"StableCascadePriorPipeline",

"StableDiffusion3ControlNetInpaintingPipeline",

"StableDiffusion3ControlNetPipeline",

"StableDiffusion3Img2ImgPipeline",

"StableDiffusion3InpaintPipeline",

"StableDiffusion3PAGImg2ImgPipeline",

"StableDiffusion3PAGImg2ImgPipeline",

"StableDiffusion3PAGPipeline",

"StableDiffusion3Pipeline",

"StableDiffusionAdapterPipeline",

"StableDiffusionAttendAndExcitePipeline",

"StableDiffusionControlNetImg2ImgPipeline",

"StableDiffusionControlNetInpaintPipeline",

"StableDiffusionControlNetPAGInpaintPipeline",

"StableDiffusionControlNetPAGPipeline",

"StableDiffusionControlNetPipeline",

"StableDiffusionControlNetXSPipeline",

"StableDiffusionDepth2ImgPipeline",

"StableDiffusionDiffEditPipeline",

"StableDiffusionGLIGENPipeline",

"StableDiffusionGLIGENTextImagePipeline",

"StableDiffusionImageVariationPipeline",

"StableDiffusionImg2ImgPipeline",

"StableDiffusionInpaintPipeline",

"StableDiffusionInpaintPipelineLegacy",

"StableDiffusionInstructPix2PixPipeline",

"StableDiffusionLatentUpscalePipeline",

"StableDiffusionLDM3DPipeline",

"StableDiffusionModelEditingPipeline",

"StableDiffusionPAGImg2ImgPipeline",

"StableDiffusionPAGInpaintPipeline",

"StableDiffusionPAGPipeline",

"StableDiffusionPanoramaPipeline",

"StableDiffusionParadigmsPipeline",

"StableDiffusionPipeline",

"StableDiffusionPipelineSafe",

"StableDiffusionPix2PixZeroPipeline",

"StableDiffusionSAGPipeline",

"StableDiffusionUpscalePipeline",

"StableDiffusionXLAdapterPipeline",

"StableDiffusionXLControlNetImg2ImgPipeline",

"StableDiffusionXLControlNetInpaintPipeline",

"StableDiffusionXLControlNetPAGImg2ImgPipeline",

"StableDiffusionXLControlNetPAGPipeline",

"StableDiffusionXLControlNetPipeline",

"StableDiffusionXLControlNetUnionImg2ImgPipeline",

"StableDiffusionXLControlNetUnionInpaintPipeline",

"StableDiffusionXLControlNetUnionPipeline",

"StableDiffusionXLControlNetXSPipeline",

"StableDiffusionXLImg2ImgPipeline",

"StableDiffusionXLInpaintPipeline",

"StableDiffusionXLInstructPix2PixPipeline",

"StableDiffusionXLPAGImg2ImgPipeline",

"StableDiffusionXLPAGInpaintPipeline",

"StableDiffusionXLPAGPipeline",

"StableDiffusionXLPipeline",

"StableUnCLIPImg2ImgPipeline",

"StableUnCLIPPipeline",

"StableVideoDiffusionPipeline",

"TextToVideoSDPipeline",

"TextToVideoZeroPipeline",

"TextToVideoZeroSDXLPipeline",

"UnCLIPImageVariationPipeline",

"UnCLIPPipeline",

"UniDiffuserModel",

"UniDiffuserPipeline",

"UniDiffuserTextDecoder",

"VersatileDiffusionDualGuidedPipeline",

"VersatileDiffusionImageVariationPipeline",

"VersatileDiffusionPipeline",

"VersatileDiffusionTextToImagePipeline",

"VideoToVideoSDPipeline",

"VisualClozeGenerationPipeline",

"VisualClozePipeline",

"VQDiffusionPipeline",

"WanAnimatePipeline",

"WanImageToVideoPipeline",

"WanPipeline",

"WanVACEPipeline",

"WanVideoToVideoPipeline",

"WuerstchenCombinedPipeline",

"WuerstchenDecoderPipeline",

"WuerstchenPriorPipeline",

"ZImageControlNetInpaintPipeline",

"ZImageControlNetPipeline",

"ZImageImg2ImgPipeline",

"ZImageInpaintPipeline",

"ZImageOmniPipeline",

"ZImagePipeline",

]

)

try:

if not (is_torch_available() and is_transformers_available() and is_opencv_available()):

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_torch_and_transformers_and_opencv_objects # noqa F403

_import_structure["utils.dummy_torch_and_transformers_and_opencv_objects"] = [

name for name in dir(dummy_torch_and_transformers_and_opencv_objects) if not name.startswith("_")

]

else:

_import_structure["pipelines"].extend(["ConsisIDPipeline"])

try:

if not (is_torch_available() and is_transformers_available() and is_sentencepiece_available()):

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils import dummy_torch_and_transformers_and_sentencepiece_objects # noqa F403

_import_structure["utils.dummy_torch_and_transformers_and_sentencepiece_objects"] = [

name for name in dir(dummy_torch_and_transformers_and_sentencepiece_objects) if not name.startswith("_")

]

else:

_import_structure["pipelines"].extend(["KolorsImg2ImgPipeline", "KolorsPAGPipeline", "KolorsPipeline"])

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

_import_structure["utils.dummy_torch_and_transformers_and_onnx_objects"] = [

name for name in dir(dummy_torch_and_transformers_and_onnx_objects) if not name.startswith("_")

]