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__init__.py 50.8 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_nvidia_modelopt_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_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")

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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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            "ContextParallelConfig",
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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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            "ParallelConfig",
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            "PixArtTransformer2DModel",
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            "PriorTransformer",
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            "QwenImageControlNetModel",
            "QwenImageMultiControlNetModel",
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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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            "QwenImageAutoBlocks",
            "QwenImageEditAutoBlocks",
            "QwenImageEditModularPipeline",
            "QwenImageModularPipeline",
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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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            "LucyEditPipeline",
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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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            "QwenImageControlNetInpaintPipeline",
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            "QwenImageControlNetPipeline",
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            "QwenImageEditInpaintPipeline",
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            "QwenImageEditPipeline",
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            "QwenImageEditPlusPipeline",
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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
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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_nvidia_modelopt_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from .utils.dummy_nvidia_modelopt_objects import *
    else:
        from .quantizers.quantization_config import NVIDIAModelOptConfig

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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:
YiYi Xu's avatar
YiYi Xu committed
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        from .guiders import (
            AdaptiveProjectedGuidance,
            AutoGuidance,
            ClassifierFreeGuidance,
            ClassifierFreeZeroStarGuidance,
847
            FrequencyDecoupledGuidance,
YiYi Xu's avatar
YiYi Xu committed
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            PerturbedAttentionGuidance,
            SkipLayerGuidance,
            SmoothedEnergyGuidance,
            TangentialClassifierFreeGuidance,
        )
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Aryan committed
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        from .hooks import (
            FasterCacheConfig,
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Aryan committed
855
            FirstBlockCacheConfig,
Aryan's avatar
Aryan committed
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            HookRegistry,
YiYi Xu's avatar
YiYi Xu committed
857
            LayerSkipConfig,
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Aryan committed
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            PyramidAttentionBroadcastConfig,
YiYi Xu's avatar
YiYi Xu committed
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            SmoothedEnergyGuidanceConfig,
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Aryan committed
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            apply_faster_cache,
Aryan's avatar
Aryan committed
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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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        from .models import (
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            AllegroTransformer3DModel,
Dhruv Nair's avatar
Dhruv Nair committed
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            AsymmetricAutoencoderKL,
868
            AttentionBackendName,
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Sayak Paul committed
869
            AuraFlowTransformer2DModel,
870
            AutoencoderDC,
Dhruv Nair's avatar
Dhruv Nair committed
871
            AutoencoderKL,
Aryan's avatar
Aryan committed
872
            AutoencoderKLAllegro,
873
            AutoencoderKLCogVideoX,
Aryan's avatar
Aryan committed
874
            AutoencoderKLCosmos,
Aryan's avatar
Aryan committed
875
            AutoencoderKLHunyuanVideo,
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876
            AutoencoderKLLTXVideo,
877
            AutoencoderKLMagvit,
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878
            AutoencoderKLMochi,
naykun's avatar
naykun committed
879
            AutoencoderKLQwenImage,
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Suraj Patil committed
880
            AutoencoderKLTemporalDecoder,
881
            AutoencoderKLWan,
882
            AutoencoderOobleck,
Dhruv Nair's avatar
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883
            AutoencoderTiny,
hlky's avatar
hlky committed
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            AutoModel,
galbria's avatar
galbria committed
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            BriaTransformer2DModel,
886
            CacheMixin,
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            ChromaTransformer2DModel,
888
            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
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            ConsistencyDecoderVAE,
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            ContextParallelConfig,
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Dhruv Nair committed
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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,
Sayak Paul's avatar
Sayak Paul committed
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            FluxTransformer2DModel,
hlky's avatar
hlky committed
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            HiDreamImageTransformer2DModel,
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            HunyuanDiT2DControlNetModel,
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            HunyuanDiT2DModel,
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            HunyuanDiT2DMultiControlNetModel,
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Aryan committed
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            HunyuanVideoFramepackTransformer3DModel,
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Aryan committed
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            HunyuanVideoTransformer3DModel,
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            I2VGenXLUNet,
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            Kandinsky3UNet,
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            LatteTransformer3DModel,
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Aryan committed
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            LTXVideoTransformer3DModel,
Le Zhuo's avatar
Le Zhuo committed
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            Lumina2Transformer2DModel,
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            LuminaNextDiT2DModel,
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Aryan committed
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            MochiTransformer3DModel,
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Dhruv Nair committed
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            ModelMixin,
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Dhruv Nair committed
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            MotionAdapter,
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            MultiAdapter,
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            MultiControlNetModel,
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            OmniGenTransformer2DModel,
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            ParallelConfig,
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            PixArtTransformer2DModel,
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            PriorTransformer,
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            QwenImageControlNetModel,
            QwenImageMultiControlNetModel,
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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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Aryan committed
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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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Dhruv Nair committed
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            UNet1DModel,
            UNet2DConditionModel,
            UNet2DModel,
            UNet3DConditionModel,
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            UNetControlNetXSModel,
Dhruv Nair's avatar
Dhruv Nair committed
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            UNetMotionModel,
Suraj Patil's avatar
Suraj Patil committed
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            UNetSpatioTemporalConditionModel,
Will Berman's avatar
Will Berman committed
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            UVit2DModel,
Dhruv Nair's avatar
Dhruv Nair committed
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            VQModel,
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            WanTransformer3DModel,
Aryan's avatar
Aryan committed
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            WanVACETransformer3DModel,
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            attention_backend,
Dhruv Nair's avatar
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        )
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Steven Liu committed
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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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Ayush Mangal committed
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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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Dhruv Nair committed
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        )
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        from .quantizers import DiffusersQuantizer
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Dhruv Nair committed
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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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Dhruv Nair committed
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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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Dhruv Nair committed
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            PNDMScheduler,
            RePaintScheduler,
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Junsong Chen committed
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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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            QwenImageAutoBlocks,
            QwenImageEditAutoBlocks,
            QwenImageEditModularPipeline,
            QwenImageModularPipeline,
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            StableDiffusionXLAutoBlocks,
            StableDiffusionXLModularPipeline,
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Aryan committed
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            WanAutoBlocks,
            WanModularPipeline,
YiYi Xu's avatar
YiYi Xu committed
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        )
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        from .pipelines import (
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Aryan committed
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            AllegroPipeline,
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            AltDiffusionImg2ImgPipeline,
            AltDiffusionPipeline,
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Will Berman committed
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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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Dhruv Nair committed
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            AnimateDiffPipeline,
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Aryan committed
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            AnimateDiffSDXLPipeline,
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Aryan committed
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            AnimateDiffSparseControlNetPipeline,
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            AnimateDiffVideoToVideoControlNetPipeline,
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Aryan V S committed
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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,
galbria's avatar
galbria committed
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            BriaPipeline,
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            ChromaImg2ImgPipeline,
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Edna committed
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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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Yuxuan.Zhang committed
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            CogView3PlusPipeline,
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Yuxuan Zhang committed
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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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Aryan committed
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            FluxKontextPipeline,
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Sayak Paul committed
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            FluxPipeline,
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Aryan committed
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            FluxPriorReduxPipeline,
hlky's avatar
hlky committed
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            HiDreamImagePipeline,
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            HunyuanDiTControlNetPipeline,
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            HunyuanDiTPAGPipeline,
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            HunyuanDiTPipeline,
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Aryan committed
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            HunyuanSkyreelsImageToVideoPipeline,
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            HunyuanVideoFramepackPipeline,
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Aryan committed
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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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Aryan committed
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            LTXConditionPipeline,
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            LTXImageToVideoPipeline,
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            LTXLatentUpsamplePipeline,
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            LTXPipeline,
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Sari Hleihil committed
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            LucyEditPipeline,
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            Lumina2Pipeline,
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Le Zhuo committed
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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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Aryan committed
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            MochiPipeline,
Dhruv Nair's avatar
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            MusicLDMPipeline,
Shitao Xiao's avatar
Shitao Xiao committed
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            OmniGenPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
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            PaintByExamplePipeline,
Dhruv Nair's avatar
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            PIAPipeline,
Sayak Paul's avatar
Sayak Paul committed
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            PixArtAlphaPipeline,
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            PixArtSigmaPAGPipeline,
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            PixArtSigmaPipeline,
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            QwenImageControlNetInpaintPipeline,
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            QwenImageControlNetPipeline,
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            QwenImageEditInpaintPipeline,
naykun's avatar
naykun committed
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            QwenImageEditPipeline,
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            QwenImageEditPlusPipeline,
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            QwenImageImg2ImgPipeline,
            QwenImageInpaintPipeline,
naykun's avatar
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,
YiYi Xu's avatar
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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YiYi Xu committed
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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,
Suraj Patil's avatar
Suraj Patil committed
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            StableVideoDiffusionPipeline,
Dhruv Nair's avatar
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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__},
    )