__init__.py 49 KB
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__version__ = "0.36.0.dev0"
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from typing import TYPE_CHECKING

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from .utils import (
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    DIFFUSERS_SLOW_IMPORT,
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    OptionalDependencyNotAvailable,
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    _LazyModule,
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    is_accelerate_available,
    is_bitsandbytes_available,
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    is_flax_available,
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    is_gguf_available,
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    is_k_diffusion_available,
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    is_librosa_available,
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    is_note_seq_available,
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    is_onnx_available,
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    is_opencv_available,
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    is_optimum_quanto_available,
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    is_scipy_available,
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    is_sentencepiece_available,
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    is_torch_available,
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    is_torchao_available,
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    is_torchsde_available,
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    is_transformers_available,
)
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# 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"],
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    "guiders": [],
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    "hooks": [],
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    "loaders": ["FromOriginalModelMixin"],
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    "models": [],
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    "modular_pipelines": [],
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    "pipelines": [],
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    "quantizers.pipe_quant_config": ["PipelineQuantizationConfig"],
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    "quantizers.quantization_config": [],
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    "schedulers": [],
    "utils": [
        "OptionalDependencyNotAvailable",
        "is_flax_available",
        "is_inflect_available",
        "is_invisible_watermark_available",
        "is_k_diffusion_available",
        "is_k_diffusion_version",
        "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",
    ],
}

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try:
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    if not is_torch_available() and not is_accelerate_available() and not is_bitsandbytes_available():
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        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:
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    if not is_torch_available() and not is_accelerate_available() and not is_gguf_available():
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        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:
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    if not is_torch_available() and not is_accelerate_available() and not is_torchao_available():
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        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:
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    if not is_torch_available() and not is_accelerate_available() and not is_optimum_quanto_available():
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        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")

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try:
    if not is_onnx_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    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("_")
    ]

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else:
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    _import_structure["pipelines"].extend(["OnnxRuntimeModel"])
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try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    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("_")]

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else:
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    _import_structure["guiders"].extend(
        [
            "AdaptiveProjectedGuidance",
            "AutoGuidance",
            "ClassifierFreeGuidance",
            "ClassifierFreeZeroStarGuidance",
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            "FrequencyDecoupledGuidance",
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            "PerturbedAttentionGuidance",
            "SkipLayerGuidance",
            "SmoothedEnergyGuidance",
            "TangentialClassifierFreeGuidance",
        ]
    )
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    _import_structure["hooks"].extend(
        [
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            "FasterCacheConfig",
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            "FirstBlockCacheConfig",
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            "HookRegistry",
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            "LayerSkipConfig",
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            "PyramidAttentionBroadcastConfig",
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            "SmoothedEnergyGuidanceConfig",
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            "apply_faster_cache",
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            "apply_first_block_cache",
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            "apply_layer_skip",
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            "apply_pyramid_attention_broadcast",
        ]
    )
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    _import_structure["models"].extend(
        [
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            "AllegroTransformer3DModel",
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            "AsymmetricAutoencoderKL",
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            "AttentionBackendName",
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            "AuraFlowTransformer2DModel",
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            "AutoencoderDC",
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            "AutoencoderKL",
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            "AutoencoderKLAllegro",
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            "AutoencoderKLCogVideoX",
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            "AutoencoderKLCosmos",
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            "AutoencoderKLHunyuanVideo",
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            "AutoencoderKLLTXVideo",
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            "AutoencoderKLMagvit",
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            "AutoencoderKLMochi",
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            "AutoencoderKLQwenImage",
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            "AutoencoderKLTemporalDecoder",
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            "AutoencoderKLWan",
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            "AutoencoderOobleck",
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            "AutoencoderTiny",
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            "AutoModel",
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            "BriaTransformer2DModel",
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            "CacheMixin",
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            "ChromaTransformer2DModel",
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            "CogVideoXTransformer3DModel",
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            "CogView3PlusTransformer2DModel",
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            "CogView4Transformer2DModel",
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            "ConsisIDTransformer3DModel",
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            "ConsistencyDecoderVAE",
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            "ControlNetModel",
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            "ControlNetUnionModel",
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            "ControlNetXSAdapter",
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            "CosmosTransformer3DModel",
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            "DiTTransformer2DModel",
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            "EasyAnimateTransformer3DModel",
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            "FluxControlNetModel",
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            "FluxMultiControlNetModel",
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            "FluxTransformer2DModel",
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            "HiDreamImageTransformer2DModel",
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            "HunyuanDiT2DControlNetModel",
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            "HunyuanDiT2DModel",
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            "HunyuanDiT2DMultiControlNetModel",
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            "HunyuanVideoFramepackTransformer3DModel",
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            "HunyuanVideoTransformer3DModel",
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            "I2VGenXLUNet",
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            "Kandinsky3UNet",
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            "LatteTransformer3DModel",
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            "LTXVideoTransformer3DModel",
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            "Lumina2Transformer2DModel",
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            "LuminaNextDiT2DModel",
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            "MochiTransformer3DModel",
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            "ModelMixin",
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            "MotionAdapter",
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            "MultiAdapter",
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            "MultiControlNetModel",
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            "OmniGenTransformer2DModel",
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            "PixArtTransformer2DModel",
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            "PriorTransformer",
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            "QwenImageTransformer2DModel",
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            "SanaControlNetModel",
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            "SanaTransformer2DModel",
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            "SD3ControlNetModel",
            "SD3MultiControlNetModel",
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            "SD3Transformer2DModel",
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            "SkyReelsV2Transformer3DModel",
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            "SparseControlNetModel",
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            "StableAudioDiTModel",
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            "StableCascadeUNet",
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            "T2IAdapter",
            "T5FilmDecoder",
            "Transformer2DModel",
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            "TransformerTemporalModel",
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            "UNet1DModel",
            "UNet2DConditionModel",
            "UNet2DModel",
            "UNet3DConditionModel",
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            "UNetControlNetXSModel",
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            "UNetMotionModel",
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            "UNetSpatioTemporalConditionModel",
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            "UVit2DModel",
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            "VQModel",
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            "WanTransformer3DModel",
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            "WanVACETransformer3DModel",
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            "attention_backend",
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        ]
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    )
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    _import_structure["modular_pipelines"].extend(
        [
            "ComponentsManager",
            "ComponentSpec",
            "ModularPipeline",
            "ModularPipelineBlocks",
        ]
    )
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    _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",
            "AutoPipelineForText2Image",
            "ConsistencyModelPipeline",
            "DanceDiffusionPipeline",
            "DDIMPipeline",
            "DDPMPipeline",
            "DiffusionPipeline",
            "DiTPipeline",
            "ImagePipelineOutput",
            "KarrasVePipeline",
            "LDMPipeline",
            "LDMSuperResolutionPipeline",
            "PNDMPipeline",
            "RePaintPipeline",
            "ScoreSdeVePipeline",
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            "StableDiffusionMixin",
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        ]
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    )
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    _import_structure["quantizers"] = ["DiffusersQuantizer"]
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    _import_structure["schedulers"].extend(
        [
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            "AmusedScheduler",
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            "CMStochasticIterativeScheduler",
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            "CogVideoXDDIMScheduler",
            "CogVideoXDPMScheduler",
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            "DDIMInverseScheduler",
            "DDIMParallelScheduler",
            "DDIMScheduler",
            "DDPMParallelScheduler",
            "DDPMScheduler",
            "DDPMWuerstchenScheduler",
            "DEISMultistepScheduler",
            "DPMSolverMultistepInverseScheduler",
            "DPMSolverMultistepScheduler",
            "DPMSolverSinglestepScheduler",
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            "EDMDPMSolverMultistepScheduler",
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            "EDMEulerScheduler",
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            "EulerAncestralDiscreteScheduler",
            "EulerDiscreteScheduler",
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            "FlowMatchEulerDiscreteScheduler",
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            "FlowMatchHeunDiscreteScheduler",
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            "FlowMatchLCMScheduler",
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            "HeunDiscreteScheduler",
            "IPNDMScheduler",
            "KarrasVeScheduler",
            "KDPM2AncestralDiscreteScheduler",
            "KDPM2DiscreteScheduler",
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            "LCMScheduler",
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            "PNDMScheduler",
            "RePaintScheduler",
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            "SASolverScheduler",
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            "SchedulerMixin",
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            "SCMScheduler",
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            "ScoreSdeVeScheduler",
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            "TCDScheduler",
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            "UnCLIPScheduler",
            "UniPCMultistepScheduler",
            "VQDiffusionScheduler",
        ]
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    )
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    _import_structure["training_utils"] = ["EMAModel"]
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try:
    if not (is_torch_available() and is_scipy_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    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("_")
    ]

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else:
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    _import_structure["schedulers"].extend(["LMSDiscreteScheduler"])
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try:
    if not (is_torch_available() and is_torchsde_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    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("_")
    ]

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else:
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    _import_structure["schedulers"].extend(["CosineDPMSolverMultistepScheduler", "DPMSolverSDEScheduler"])
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try:
    if not (is_torch_available() and is_transformers_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    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("_")
    ]

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else:
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    _import_structure["modular_pipelines"].extend(
        [
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            "FluxAutoBlocks",
            "FluxModularPipeline",
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            "StableDiffusionXLAutoBlocks",
            "StableDiffusionXLModularPipeline",
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            "WanAutoBlocks",
            "WanModularPipeline",
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        ]
    )
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    _import_structure["pipelines"].extend(
        [
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            "AllegroPipeline",
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            "AltDiffusionImg2ImgPipeline",
            "AltDiffusionPipeline",
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            "AmusedImg2ImgPipeline",
            "AmusedInpaintPipeline",
            "AmusedPipeline",
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            "AnimateDiffControlNetPipeline",
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            "AnimateDiffPAGPipeline",
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            "AnimateDiffPipeline",
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            "AnimateDiffSDXLPipeline",
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            "AnimateDiffSparseControlNetPipeline",
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            "AnimateDiffVideoToVideoControlNetPipeline",
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            "AnimateDiffVideoToVideoPipeline",
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            "AudioLDM2Pipeline",
            "AudioLDM2ProjectionModel",
            "AudioLDM2UNet2DConditionModel",
            "AudioLDMPipeline",
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            "AuraFlowPipeline",
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            "BlipDiffusionControlNetPipeline",
            "BlipDiffusionPipeline",
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            "BriaPipeline",
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            "ChromaImg2ImgPipeline",
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            "ChromaPipeline",
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            "CLIPImageProjection",
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            "CogVideoXFunControlPipeline",
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            "CogVideoXImageToVideoPipeline",
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            "CogVideoXPipeline",
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            "CogVideoXVideoToVideoPipeline",
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            "CogView3PlusPipeline",
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            "CogView4ControlPipeline",
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            "CogView4Pipeline",
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            "ConsisIDPipeline",
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            "Cosmos2TextToImagePipeline",
            "Cosmos2VideoToWorldPipeline",
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            "CosmosTextToWorldPipeline",
            "CosmosVideoToWorldPipeline",
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            "CycleDiffusionPipeline",
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            "EasyAnimateControlPipeline",
            "EasyAnimateInpaintPipeline",
            "EasyAnimatePipeline",
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            "FluxControlImg2ImgPipeline",
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            "FluxControlInpaintPipeline",
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            "FluxControlNetImg2ImgPipeline",
            "FluxControlNetInpaintPipeline",
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            "FluxControlNetPipeline",
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            "FluxControlPipeline",
            "FluxFillPipeline",
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            "FluxImg2ImgPipeline",
            "FluxInpaintPipeline",
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            "FluxKontextInpaintPipeline",
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            "FluxKontextPipeline",
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            "FluxPipeline",
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            "FluxPriorReduxPipeline",
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            "HiDreamImagePipeline",
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            "HunyuanDiTControlNetPipeline",
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            "HunyuanDiTPAGPipeline",
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            "HunyuanDiTPipeline",
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            "HunyuanSkyreelsImageToVideoPipeline",
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            "HunyuanVideoFramepackPipeline",
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            "HunyuanVideoImageToVideoPipeline",
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            "HunyuanVideoPipeline",
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            "I2VGenXLPipeline",
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            "IFImg2ImgPipeline",
            "IFImg2ImgSuperResolutionPipeline",
            "IFInpaintingPipeline",
            "IFInpaintingSuperResolutionPipeline",
            "IFPipeline",
            "IFSuperResolutionPipeline",
            "ImageTextPipelineOutput",
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            "Kandinsky3Img2ImgPipeline",
            "Kandinsky3Pipeline",
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            "KandinskyCombinedPipeline",
            "KandinskyImg2ImgCombinedPipeline",
            "KandinskyImg2ImgPipeline",
            "KandinskyInpaintCombinedPipeline",
            "KandinskyInpaintPipeline",
            "KandinskyPipeline",
            "KandinskyPriorPipeline",
            "KandinskyV22CombinedPipeline",
            "KandinskyV22ControlnetImg2ImgPipeline",
            "KandinskyV22ControlnetPipeline",
            "KandinskyV22Img2ImgCombinedPipeline",
            "KandinskyV22Img2ImgPipeline",
            "KandinskyV22InpaintCombinedPipeline",
            "KandinskyV22InpaintPipeline",
            "KandinskyV22Pipeline",
            "KandinskyV22PriorEmb2EmbPipeline",
            "KandinskyV22PriorPipeline",
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            "LatentConsistencyModelImg2ImgPipeline",
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            "LatentConsistencyModelPipeline",
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            "LattePipeline",
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            "LDMTextToImagePipeline",
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            "LEditsPPPipelineStableDiffusion",
            "LEditsPPPipelineStableDiffusionXL",
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            "LTXConditionPipeline",
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            "LTXImageToVideoPipeline",
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            "LTXLatentUpsamplePipeline",
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            "LTXPipeline",
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            "Lumina2Pipeline",
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            "Lumina2Text2ImgPipeline",
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            "LuminaPipeline",
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            "LuminaText2ImgPipeline",
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            "MarigoldDepthPipeline",
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            "MarigoldIntrinsicsPipeline",
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            "MarigoldNormalsPipeline",
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            "MochiPipeline",
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            "MusicLDMPipeline",
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            "OmniGenPipeline",
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            "PaintByExamplePipeline",
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            "PIAPipeline",
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            "PixArtAlphaPipeline",
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            "PixArtSigmaPAGPipeline",
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            "PixArtSigmaPipeline",
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            "QwenImageEditPipeline",
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            "QwenImageImg2ImgPipeline",
            "QwenImageInpaintPipeline",
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            "QwenImagePipeline",
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            "ReduxImageEncoder",
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            "SanaControlNetPipeline",
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            "SanaPAGPipeline",
            "SanaPipeline",
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            "SanaSprintImg2ImgPipeline",
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            "SanaSprintPipeline",
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            "SemanticStableDiffusionPipeline",
            "ShapEImg2ImgPipeline",
            "ShapEPipeline",
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            "SkyReelsV2DiffusionForcingImageToVideoPipeline",
            "SkyReelsV2DiffusionForcingPipeline",
            "SkyReelsV2DiffusionForcingVideoToVideoPipeline",
            "SkyReelsV2ImageToVideoPipeline",
            "SkyReelsV2Pipeline",
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            "StableAudioPipeline",
            "StableAudioProjectionModel",
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            "StableCascadeCombinedPipeline",
            "StableCascadeDecoderPipeline",
            "StableCascadePriorPipeline",
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            "StableDiffusion3ControlNetInpaintingPipeline",
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            "StableDiffusion3ControlNetPipeline",
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            "StableDiffusion3Img2ImgPipeline",
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            "StableDiffusion3InpaintPipeline",
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            "StableDiffusion3PAGImg2ImgPipeline",
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            "StableDiffusion3PAGImg2ImgPipeline",
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            "StableDiffusion3PAGPipeline",
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            "StableDiffusion3Pipeline",
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            "StableDiffusionAdapterPipeline",
            "StableDiffusionAttendAndExcitePipeline",
            "StableDiffusionControlNetImg2ImgPipeline",
            "StableDiffusionControlNetInpaintPipeline",
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            "StableDiffusionControlNetPAGInpaintPipeline",
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            "StableDiffusionControlNetPAGPipeline",
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            "StableDiffusionControlNetPipeline",
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            "StableDiffusionControlNetXSPipeline",
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            "StableDiffusionDepth2ImgPipeline",
            "StableDiffusionDiffEditPipeline",
            "StableDiffusionGLIGENPipeline",
            "StableDiffusionGLIGENTextImagePipeline",
            "StableDiffusionImageVariationPipeline",
            "StableDiffusionImg2ImgPipeline",
            "StableDiffusionInpaintPipeline",
            "StableDiffusionInpaintPipelineLegacy",
            "StableDiffusionInstructPix2PixPipeline",
            "StableDiffusionLatentUpscalePipeline",
            "StableDiffusionLDM3DPipeline",
            "StableDiffusionModelEditingPipeline",
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            "StableDiffusionPAGImg2ImgPipeline",
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            "StableDiffusionPAGInpaintPipeline",
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            "StableDiffusionPAGPipeline",
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            "StableDiffusionPanoramaPipeline",
            "StableDiffusionParadigmsPipeline",
            "StableDiffusionPipeline",
            "StableDiffusionPipelineSafe",
            "StableDiffusionPix2PixZeroPipeline",
            "StableDiffusionSAGPipeline",
            "StableDiffusionUpscalePipeline",
            "StableDiffusionXLAdapterPipeline",
            "StableDiffusionXLControlNetImg2ImgPipeline",
            "StableDiffusionXLControlNetInpaintPipeline",
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            "StableDiffusionXLControlNetPAGImg2ImgPipeline",
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            "StableDiffusionXLControlNetPAGPipeline",
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            "StableDiffusionXLControlNetPipeline",
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            "StableDiffusionXLControlNetUnionImg2ImgPipeline",
            "StableDiffusionXLControlNetUnionInpaintPipeline",
            "StableDiffusionXLControlNetUnionPipeline",
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            "StableDiffusionXLControlNetXSPipeline",
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            "StableDiffusionXLImg2ImgPipeline",
            "StableDiffusionXLInpaintPipeline",
            "StableDiffusionXLInstructPix2PixPipeline",
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            "StableDiffusionXLPAGImg2ImgPipeline",
            "StableDiffusionXLPAGInpaintPipeline",
            "StableDiffusionXLPAGPipeline",
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            "StableDiffusionXLPipeline",
            "StableUnCLIPImg2ImgPipeline",
            "StableUnCLIPPipeline",
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            "StableVideoDiffusionPipeline",
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            "TextToVideoSDPipeline",
            "TextToVideoZeroPipeline",
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            "TextToVideoZeroSDXLPipeline",
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            "UnCLIPImageVariationPipeline",
            "UnCLIPPipeline",
            "UniDiffuserModel",
            "UniDiffuserPipeline",
            "UniDiffuserTextDecoder",
            "VersatileDiffusionDualGuidedPipeline",
            "VersatileDiffusionImageVariationPipeline",
            "VersatileDiffusionPipeline",
            "VersatileDiffusionTextToImagePipeline",
            "VideoToVideoSDPipeline",
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            "VisualClozeGenerationPipeline",
            "VisualClozePipeline",
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            "VQDiffusionPipeline",
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            "WanImageToVideoPipeline",
            "WanPipeline",
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            "WanVACEPipeline",
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            "WanVideoToVideoPipeline",
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            "WuerstchenCombinedPipeline",
            "WuerstchenDecoderPipeline",
            "WuerstchenPriorPipeline",
        ]
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    )
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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"])

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try:
    if not (is_torch_available() and is_transformers_available() and is_k_diffusion_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    from .utils import dummy_torch_and_transformers_and_k_diffusion_objects  # noqa F403

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

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else:
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    _import_structure["pipelines"].extend(["StableDiffusionKDiffusionPipeline", "StableDiffusionXLKDiffusionPipeline"])
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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:
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    _import_structure["pipelines"].extend(["KolorsImg2ImgPipeline", "KolorsPAGPipeline", "KolorsPipeline"])
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try:
    if not (is_torch_available() and is_transformers_available() and is_onnx_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    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("_")
    ]

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else:
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    _import_structure["pipelines"].extend(
        [
            "OnnxStableDiffusionImg2ImgPipeline",
            "OnnxStableDiffusionInpaintPipeline",
            "OnnxStableDiffusionInpaintPipelineLegacy",
            "OnnxStableDiffusionPipeline",
            "OnnxStableDiffusionUpscalePipeline",
            "StableDiffusionOnnxPipeline",
        ]
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    )
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try:
    if not (is_torch_available() and is_librosa_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    from .utils import dummy_torch_and_librosa_objects  # noqa F403

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

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else:
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    _import_structure["pipelines"].extend(["AudioDiffusionPipeline", "Mel"])
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try:
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    if not (is_transformers_available() and is_torch_available() and is_note_seq_available()):
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        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    from .utils import dummy_transformers_and_torch_and_note_seq_objects  # noqa F403

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


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else:
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    _import_structure["pipelines"].extend(["SpectrogramDiffusionPipeline"])
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try:
    if not is_flax_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    from .utils import dummy_flax_objects  # noqa F403

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


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else:
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    _import_structure["models.controlnets.controlnet_flax"] = ["FlaxControlNetModel"]
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    _import_structure["models.modeling_flax_utils"] = ["FlaxModelMixin"]
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    _import_structure["models.unets.unet_2d_condition_flax"] = ["FlaxUNet2DConditionModel"]
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    _import_structure["models.vae_flax"] = ["FlaxAutoencoderKL"]
    _import_structure["pipelines"].extend(["FlaxDiffusionPipeline"])
    _import_structure["schedulers"].extend(
        [
            "FlaxDDIMScheduler",
            "FlaxDDPMScheduler",
            "FlaxDPMSolverMultistepScheduler",
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            "FlaxEulerDiscreteScheduler",
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            "FlaxKarrasVeScheduler",
            "FlaxLMSDiscreteScheduler",
            "FlaxPNDMScheduler",
            "FlaxSchedulerMixin",
            "FlaxScoreSdeVeScheduler",
        ]
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    )

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try:
    if not (is_flax_available() and is_transformers_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    from .utils import dummy_flax_and_transformers_objects  # noqa F403

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


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else:
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    _import_structure["pipelines"].extend(
        [
            "FlaxStableDiffusionControlNetPipeline",
            "FlaxStableDiffusionImg2ImgPipeline",
            "FlaxStableDiffusionInpaintPipeline",
            "FlaxStableDiffusionPipeline",
Pedro Cuenca's avatar
Pedro Cuenca committed
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            "FlaxStableDiffusionXLPipeline",
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        ]
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    )
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try:
    if not (is_note_seq_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
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    from .utils import dummy_note_seq_objects  # noqa F403

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


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else:
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    _import_structure["pipelines"].extend(["MidiProcessor"])

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if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
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    from .configuration_utils import ConfigMixin
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    from .quantizers import PipelineQuantizationConfig
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    try:
        if not is_bitsandbytes_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_bitsandbytes_objects import *
    else:
        from .quantizers.quantization_config import BitsAndBytesConfig

    try:
        if not is_gguf_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_gguf_objects import *
    else:
        from .quantizers.quantization_config import GGUFQuantizationConfig

    try:
        if not is_torchao_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torchao_objects import *
    else:
        from .quantizers.quantization_config import TorchAoConfig

    try:
        if not is_optimum_quanto_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_optimum_quanto_objects import *
    else:
        from .quantizers.quantization_config import QuantoConfig
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    try:
        if not is_onnx_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_onnx_objects import *  # noqa F403
    else:
        from .pipelines import OnnxRuntimeModel

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_pt_objects import *  # noqa F403
    else:
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YiYi Xu committed
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        from .guiders import (
            AdaptiveProjectedGuidance,
            AutoGuidance,
            ClassifierFreeGuidance,
            ClassifierFreeZeroStarGuidance,
813
            FrequencyDecoupledGuidance,
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            PerturbedAttentionGuidance,
            SkipLayerGuidance,
            SmoothedEnergyGuidance,
            TangentialClassifierFreeGuidance,
        )
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820
        from .hooks import (
            FasterCacheConfig,
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Aryan committed
821
            FirstBlockCacheConfig,
Aryan's avatar
Aryan committed
822
            HookRegistry,
YiYi Xu's avatar
YiYi Xu committed
823
            LayerSkipConfig,
Aryan's avatar
Aryan committed
824
            PyramidAttentionBroadcastConfig,
YiYi Xu's avatar
YiYi Xu committed
825
            SmoothedEnergyGuidanceConfig,
Aryan's avatar
Aryan committed
826
            apply_faster_cache,
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Aryan committed
827
            apply_first_block_cache,
YiYi Xu's avatar
YiYi Xu committed
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            apply_layer_skip,
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            apply_pyramid_attention_broadcast,
        )
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        from .models import (
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            AllegroTransformer3DModel,
Dhruv Nair's avatar
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833
            AsymmetricAutoencoderKL,
834
            AttentionBackendName,
Sayak Paul's avatar
Sayak Paul committed
835
            AuraFlowTransformer2DModel,
836
            AutoencoderDC,
Dhruv Nair's avatar
Dhruv Nair committed
837
            AutoencoderKL,
Aryan's avatar
Aryan committed
838
            AutoencoderKLAllegro,
839
            AutoencoderKLCogVideoX,
Aryan's avatar
Aryan committed
840
            AutoencoderKLCosmos,
Aryan's avatar
Aryan committed
841
            AutoencoderKLHunyuanVideo,
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Aryan committed
842
            AutoencoderKLLTXVideo,
843
            AutoencoderKLMagvit,
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Aryan committed
844
            AutoencoderKLMochi,
naykun's avatar
naykun committed
845
            AutoencoderKLQwenImage,
Suraj Patil's avatar
Suraj Patil committed
846
            AutoencoderKLTemporalDecoder,
847
            AutoencoderKLWan,
848
            AutoencoderOobleck,
Dhruv Nair's avatar
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849
            AutoencoderTiny,
hlky's avatar
hlky committed
850
            AutoModel,
galbria's avatar
galbria committed
851
            BriaTransformer2DModel,
852
            CacheMixin,
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853
            ChromaTransformer2DModel,
854
            CogVideoXTransformer3DModel,
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Yuxuan.Zhang committed
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            CogView3PlusTransformer2DModel,
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            CogView4Transformer2DModel,
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Shenghai Yuan committed
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            ConsisIDTransformer3DModel,
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Will Berman committed
858
            ConsistencyDecoderVAE,
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            ControlNetModel,
hlky's avatar
hlky committed
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            ControlNetUnionModel,
861
            ControlNetXSAdapter,
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            CosmosTransformer3DModel,
863
            DiTTransformer2DModel,
864
            EasyAnimateTransformer3DModel,
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王奇勋 committed
865
            FluxControlNetModel,
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            FluxMultiControlNetModel,
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Sayak Paul committed
867
            FluxTransformer2DModel,
hlky's avatar
hlky committed
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            HiDreamImageTransformer2DModel,
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            HunyuanDiT2DControlNetModel,
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            HunyuanDiT2DModel,
871
            HunyuanDiT2DMultiControlNetModel,
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872
            HunyuanVideoFramepackTransformer3DModel,
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            HunyuanVideoTransformer3DModel,
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            I2VGenXLUNet,
875
            Kandinsky3UNet,
876
            LatteTransformer3DModel,
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            LTXVideoTransformer3DModel,
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            Lumina2Transformer2DModel,
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            LuminaNextDiT2DModel,
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            MochiTransformer3DModel,
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            ModelMixin,
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            MotionAdapter,
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            MultiAdapter,
884
            MultiControlNetModel,
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            OmniGenTransformer2DModel,
886
            PixArtTransformer2DModel,
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            PriorTransformer,
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naykun committed
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            QwenImageTransformer2DModel,
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            SanaControlNetModel,
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            SanaTransformer2DModel,
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            SD3ControlNetModel,
            SD3MultiControlNetModel,
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Dhruv Nair committed
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            SD3Transformer2DModel,
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            SkyReelsV2Transformer3DModel,
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            SparseControlNetModel,
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            StableAudioDiTModel,
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Dhruv Nair committed
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            T2IAdapter,
            T5FilmDecoder,
            Transformer2DModel,
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hlky committed
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            TransformerTemporalModel,
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            UNet1DModel,
            UNet2DConditionModel,
            UNet2DModel,
            UNet3DConditionModel,
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            UNetControlNetXSModel,
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Dhruv Nair committed
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            UNetMotionModel,
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Suraj Patil committed
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            UNetSpatioTemporalConditionModel,
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            UVit2DModel,
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            VQModel,
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            WanTransformer3DModel,
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            WanVACETransformer3DModel,
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            attention_backend,
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        )
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        from .modular_pipelines import ComponentsManager, ComponentSpec, ModularPipeline, ModularPipelineBlocks
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        from .optimization import (
            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,
        )
        from .pipelines import (
            AudioPipelineOutput,
            AutoPipelineForImage2Image,
            AutoPipelineForInpainting,
            AutoPipelineForText2Image,
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            BlipDiffusionControlNetPipeline,
            BlipDiffusionPipeline,
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            CLIPImageProjection,
            ConsistencyModelPipeline,
            DanceDiffusionPipeline,
            DDIMPipeline,
            DDPMPipeline,
            DiffusionPipeline,
            DiTPipeline,
            ImagePipelineOutput,
            KarrasVePipeline,
            LDMPipeline,
            LDMSuperResolutionPipeline,
            PNDMPipeline,
            RePaintPipeline,
            ScoreSdeVePipeline,
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            StableDiffusionMixin,
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        )
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        from .quantizers import DiffusersQuantizer
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        from .schedulers import (
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            AmusedScheduler,
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            CMStochasticIterativeScheduler,
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            CogVideoXDDIMScheduler,
            CogVideoXDPMScheduler,
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            DDIMInverseScheduler,
            DDIMParallelScheduler,
            DDIMScheduler,
            DDPMParallelScheduler,
            DDPMScheduler,
            DDPMWuerstchenScheduler,
            DEISMultistepScheduler,
            DPMSolverMultistepInverseScheduler,
            DPMSolverMultistepScheduler,
            DPMSolverSinglestepScheduler,
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            EDMDPMSolverMultistepScheduler,
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Suraj Patil committed
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            EDMEulerScheduler,
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            EulerAncestralDiscreteScheduler,
            EulerDiscreteScheduler,
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            FlowMatchEulerDiscreteScheduler,
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            FlowMatchHeunDiscreteScheduler,
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            FlowMatchLCMScheduler,
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            HeunDiscreteScheduler,
            IPNDMScheduler,
            KarrasVeScheduler,
            KDPM2AncestralDiscreteScheduler,
            KDPM2DiscreteScheduler,
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            LCMScheduler,
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            PNDMScheduler,
            RePaintScheduler,
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            SASolverScheduler,
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            SchedulerMixin,
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            SCMScheduler,
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            ScoreSdeVeScheduler,
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            TCDScheduler,
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            UnCLIPScheduler,
            UniPCMultistepScheduler,
            VQDiffusionScheduler,
        )
        from .training_utils import EMAModel

    try:
        if not (is_torch_available() and is_scipy_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torch_and_scipy_objects import *  # noqa F403
    else:
        from .schedulers import LMSDiscreteScheduler

    try:
        if not (is_torch_available() and is_torchsde_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torch_and_torchsde_objects import *  # noqa F403
    else:
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        from .schedulers import CosineDPMSolverMultistepScheduler, DPMSolverSDEScheduler
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    try:
        if not (is_torch_available() and is_transformers_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torch_and_transformers_objects import *  # noqa F403
    else:
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YiYi Xu committed
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        from .modular_pipelines import (
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            FluxAutoBlocks,
            FluxModularPipeline,
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            StableDiffusionXLAutoBlocks,
            StableDiffusionXLModularPipeline,
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            WanAutoBlocks,
            WanModularPipeline,
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        )
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        from .pipelines import (
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            AllegroPipeline,
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            AltDiffusionImg2ImgPipeline,
            AltDiffusionPipeline,
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            AmusedImg2ImgPipeline,
            AmusedInpaintPipeline,
            AmusedPipeline,
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            AnimateDiffControlNetPipeline,
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Aryan committed
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            AnimateDiffPAGPipeline,
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            AnimateDiffPipeline,
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            AnimateDiffSDXLPipeline,
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            AnimateDiffSparseControlNetPipeline,
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            AnimateDiffVideoToVideoControlNetPipeline,
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            AnimateDiffVideoToVideoPipeline,
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            AudioLDM2Pipeline,
            AudioLDM2ProjectionModel,
            AudioLDM2UNet2DConditionModel,
            AudioLDMPipeline,
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Sayak Paul committed
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            AuraFlowPipeline,
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            BriaPipeline,
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            ChromaImg2ImgPipeline,
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            ChromaPipeline,
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            CLIPImageProjection,
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            CogVideoXFunControlPipeline,
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            CogVideoXImageToVideoPipeline,
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            CogVideoXPipeline,
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            CogVideoXVideoToVideoPipeline,
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            CogView3PlusPipeline,
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            CogView4ControlPipeline,
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            CogView4Pipeline,
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            ConsisIDPipeline,
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            Cosmos2TextToImagePipeline,
            Cosmos2VideoToWorldPipeline,
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            CosmosTextToWorldPipeline,
            CosmosVideoToWorldPipeline,
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            CycleDiffusionPipeline,
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            EasyAnimateControlPipeline,
            EasyAnimateInpaintPipeline,
            EasyAnimatePipeline,
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            FluxControlImg2ImgPipeline,
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            FluxControlInpaintPipeline,
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            FluxControlNetImg2ImgPipeline,
            FluxControlNetInpaintPipeline,
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            FluxControlNetPipeline,
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            FluxControlPipeline,
            FluxFillPipeline,
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            FluxImg2ImgPipeline,
            FluxInpaintPipeline,
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            FluxKontextInpaintPipeline,
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            FluxKontextPipeline,
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            FluxPipeline,
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            FluxPriorReduxPipeline,
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            HiDreamImagePipeline,
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            HunyuanDiTControlNetPipeline,
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            HunyuanDiTPAGPipeline,
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            HunyuanDiTPipeline,
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            HunyuanSkyreelsImageToVideoPipeline,
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            HunyuanVideoFramepackPipeline,
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            HunyuanVideoImageToVideoPipeline,
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            HunyuanVideoPipeline,
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            I2VGenXLPipeline,
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            IFImg2ImgPipeline,
            IFImg2ImgSuperResolutionPipeline,
            IFInpaintingPipeline,
            IFInpaintingSuperResolutionPipeline,
            IFPipeline,
            IFSuperResolutionPipeline,
            ImageTextPipelineOutput,
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            Kandinsky3Img2ImgPipeline,
            Kandinsky3Pipeline,
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            KandinskyCombinedPipeline,
            KandinskyImg2ImgCombinedPipeline,
            KandinskyImg2ImgPipeline,
            KandinskyInpaintCombinedPipeline,
            KandinskyInpaintPipeline,
            KandinskyPipeline,
            KandinskyPriorPipeline,
            KandinskyV22CombinedPipeline,
            KandinskyV22ControlnetImg2ImgPipeline,
            KandinskyV22ControlnetPipeline,
            KandinskyV22Img2ImgCombinedPipeline,
            KandinskyV22Img2ImgPipeline,
            KandinskyV22InpaintCombinedPipeline,
            KandinskyV22InpaintPipeline,
            KandinskyV22Pipeline,
            KandinskyV22PriorEmb2EmbPipeline,
            KandinskyV22PriorPipeline,
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            LatentConsistencyModelImg2ImgPipeline,
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            LatentConsistencyModelPipeline,
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            LattePipeline,
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            LDMTextToImagePipeline,
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            LEditsPPPipelineStableDiffusion,
            LEditsPPPipelineStableDiffusionXL,
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            LTXConditionPipeline,
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            LTXImageToVideoPipeline,
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            LTXLatentUpsamplePipeline,
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            LTXPipeline,
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            Lumina2Pipeline,
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            Lumina2Text2ImgPipeline,
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            LuminaPipeline,
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            LuminaText2ImgPipeline,
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            MarigoldDepthPipeline,
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            MarigoldIntrinsicsPipeline,
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            MarigoldNormalsPipeline,
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            MochiPipeline,
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            MusicLDMPipeline,
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            OmniGenPipeline,
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            PaintByExamplePipeline,
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            PIAPipeline,
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Sayak Paul committed
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            PixArtAlphaPipeline,
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            PixArtSigmaPAGPipeline,
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            PixArtSigmaPipeline,
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naykun committed
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            QwenImageEditPipeline,
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            QwenImageImg2ImgPipeline,
            QwenImageInpaintPipeline,
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naykun committed
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            QwenImagePipeline,
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Aryan committed
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            ReduxImageEncoder,
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            SanaControlNetPipeline,
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            SanaPAGPipeline,
            SanaPipeline,
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            SanaSprintImg2ImgPipeline,
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YiYi Xu committed
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            SanaSprintPipeline,
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            SemanticStableDiffusionPipeline,
            ShapEImg2ImgPipeline,
            ShapEPipeline,
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            SkyReelsV2DiffusionForcingImageToVideoPipeline,
            SkyReelsV2DiffusionForcingPipeline,
            SkyReelsV2DiffusionForcingVideoToVideoPipeline,
            SkyReelsV2ImageToVideoPipeline,
            SkyReelsV2Pipeline,
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            StableAudioPipeline,
            StableAudioProjectionModel,
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            StableCascadeCombinedPipeline,
            StableCascadeDecoderPipeline,
            StableCascadePriorPipeline,
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            StableDiffusion3ControlNetInpaintingPipeline,
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            StableDiffusion3ControlNetPipeline,
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            StableDiffusion3Img2ImgPipeline,
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            StableDiffusion3InpaintPipeline,
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            StableDiffusion3PAGImg2ImgPipeline,
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            StableDiffusion3PAGPipeline,
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            StableDiffusion3Pipeline,
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            StableDiffusionAdapterPipeline,
            StableDiffusionAttendAndExcitePipeline,
            StableDiffusionControlNetImg2ImgPipeline,
            StableDiffusionControlNetInpaintPipeline,
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            StableDiffusionControlNetPAGInpaintPipeline,
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            StableDiffusionControlNetPAGPipeline,
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            StableDiffusionControlNetPipeline,
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            StableDiffusionControlNetXSPipeline,
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            StableDiffusionDepth2ImgPipeline,
            StableDiffusionDiffEditPipeline,
            StableDiffusionGLIGENPipeline,
            StableDiffusionGLIGENTextImagePipeline,
            StableDiffusionImageVariationPipeline,
            StableDiffusionImg2ImgPipeline,
            StableDiffusionInpaintPipeline,
            StableDiffusionInpaintPipelineLegacy,
            StableDiffusionInstructPix2PixPipeline,
            StableDiffusionLatentUpscalePipeline,
            StableDiffusionLDM3DPipeline,
            StableDiffusionModelEditingPipeline,
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            StableDiffusionPAGImg2ImgPipeline,
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            StableDiffusionPAGInpaintPipeline,
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            StableDiffusionPAGPipeline,
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            StableDiffusionPanoramaPipeline,
            StableDiffusionParadigmsPipeline,
            StableDiffusionPipeline,
            StableDiffusionPipelineSafe,
            StableDiffusionPix2PixZeroPipeline,
            StableDiffusionSAGPipeline,
            StableDiffusionUpscalePipeline,
            StableDiffusionXLAdapterPipeline,
            StableDiffusionXLControlNetImg2ImgPipeline,
            StableDiffusionXLControlNetInpaintPipeline,
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            StableDiffusionXLControlNetPAGImg2ImgPipeline,
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            StableDiffusionXLControlNetPAGPipeline,
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            StableDiffusionXLControlNetPipeline,
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            StableDiffusionXLControlNetUnionImg2ImgPipeline,
            StableDiffusionXLControlNetUnionInpaintPipeline,
            StableDiffusionXLControlNetUnionPipeline,
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            StableDiffusionXLControlNetXSPipeline,
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            StableDiffusionXLImg2ImgPipeline,
            StableDiffusionXLInpaintPipeline,
            StableDiffusionXLInstructPix2PixPipeline,
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            StableDiffusionXLPAGImg2ImgPipeline,
            StableDiffusionXLPAGInpaintPipeline,
            StableDiffusionXLPAGPipeline,
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            StableDiffusionXLPipeline,
            StableUnCLIPImg2ImgPipeline,
            StableUnCLIPPipeline,
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            StableVideoDiffusionPipeline,
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            TextToVideoSDPipeline,
            TextToVideoZeroPipeline,
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            TextToVideoZeroSDXLPipeline,
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            UnCLIPImageVariationPipeline,
            UnCLIPPipeline,
            UniDiffuserModel,
            UniDiffuserPipeline,
            UniDiffuserTextDecoder,
            VersatileDiffusionDualGuidedPipeline,
            VersatileDiffusionImageVariationPipeline,
            VersatileDiffusionPipeline,
            VersatileDiffusionTextToImagePipeline,
            VideoToVideoSDPipeline,
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            VisualClozeGenerationPipeline,
            VisualClozePipeline,
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            VQDiffusionPipeline,
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            WanImageToVideoPipeline,
            WanPipeline,
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            WanVACEPipeline,
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            WanVideoToVideoPipeline,
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            WuerstchenCombinedPipeline,
            WuerstchenDecoderPipeline,
            WuerstchenPriorPipeline,
        )

    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 *  # noqa F403
    else:
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        from .pipelines import StableDiffusionKDiffusionPipeline, StableDiffusionXLKDiffusionPipeline
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    try:
        if not (is_torch_available() and is_transformers_available() and is_sentencepiece_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torch_and_transformers_and_sentencepiece_objects import *  # noqa F403
    else:
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        from .pipelines import KolorsImg2ImgPipeline, KolorsPAGPipeline, KolorsPipeline
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    try:
        if not (is_torch_available() and is_transformers_available() and is_opencv_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torch_and_transformers_and_opencv_objects import *  # noqa F403
    else:
        from .pipelines import ConsisIDPipeline

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    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 *  # noqa F403
    else:
        from .pipelines import (
            OnnxStableDiffusionImg2ImgPipeline,
            OnnxStableDiffusionInpaintPipeline,
            OnnxStableDiffusionInpaintPipelineLegacy,
            OnnxStableDiffusionPipeline,
            OnnxStableDiffusionUpscalePipeline,
            StableDiffusionOnnxPipeline,
        )

    try:
        if not (is_torch_available() and is_librosa_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_torch_and_librosa_objects import *  # noqa F403
    else:
        from .pipelines import AudioDiffusionPipeline, Mel

    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 .pipelines import SpectrogramDiffusionPipeline

    try:
        if not is_flax_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_flax_objects import *  # noqa F403
    else:
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        from .models.controlnets.controlnet_flax import FlaxControlNetModel
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        from .models.modeling_flax_utils import FlaxModelMixin
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        from .models.unets.unet_2d_condition_flax import FlaxUNet2DConditionModel
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        from .models.vae_flax import FlaxAutoencoderKL
        from .pipelines import FlaxDiffusionPipeline
        from .schedulers import (
            FlaxDDIMScheduler,
            FlaxDDPMScheduler,
            FlaxDPMSolverMultistepScheduler,
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            FlaxEulerDiscreteScheduler,
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            FlaxKarrasVeScheduler,
            FlaxLMSDiscreteScheduler,
            FlaxPNDMScheduler,
            FlaxSchedulerMixin,
            FlaxScoreSdeVeScheduler,
        )

    try:
        if not (is_flax_available() and is_transformers_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_flax_and_transformers_objects import *  # noqa F403
    else:
        from .pipelines import (
            FlaxStableDiffusionControlNetPipeline,
            FlaxStableDiffusionImg2ImgPipeline,
            FlaxStableDiffusionInpaintPipeline,
            FlaxStableDiffusionPipeline,
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            FlaxStableDiffusionXLPipeline,
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        )

    try:
        if not (is_note_seq_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_note_seq_objects import *  # noqa F403
    else:
        from .pipelines import MidiProcessor

else:
    import sys

    sys.modules[__name__] = _LazyModule(
        __name__,
        globals()["__file__"],
        _import_structure,
        module_spec=__spec__,
        extra_objects={"__version__": __version__},
    )