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__version__ = "0.16.0.dev0"

from .configuration_utils import ConfigMixin

from .utils import (

OptionalDependencyNotAvailable,

is_flax_available,

is_inflect_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_transformers_available,

is_transformers_version,

is_unidecode_available,

logging,

)

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:

from .models import (

AutoencoderKL,

ControlNetModel,

ModelMixin,

PriorTransformer,

T5FilmDecoder,

Transformer2DModel,

UNet1DModel,

UNet2DConditionModel,

UNet2DModel,

UNet3DConditionModel,

VQModel,

)

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,

DanceDiffusionPipeline,

DDIMPipeline,

DDPMPipeline,

DiffusionPipeline,

DiTPipeline,

ImagePipelineOutput,

KarrasVePipeline,

LDMPipeline,

LDMSuperResolutionPipeline,

PNDMPipeline,

RePaintPipeline,

ScoreSdeVePipeline,

)

from .schedulers import (

DDIMInverseScheduler,

DDIMScheduler,

DDPMScheduler,

DEISMultistepScheduler,

DPMSolverMultistepScheduler,

DPMSolverSinglestepScheduler,

EulerAncestralDiscreteScheduler,

EulerDiscreteScheduler,

HeunDiscreteScheduler,

IPNDMScheduler,

KarrasVeScheduler,

KDPM2AncestralDiscreteScheduler,

KDPM2DiscreteScheduler,

PNDMScheduler,

RePaintScheduler,

SchedulerMixin,

ScoreSdeVeScheduler,

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_transformers_available()):

raise OptionalDependencyNotAvailable()

except OptionalDependencyNotAvailable:

from .utils.dummy_torch_and_transformers_objects import * # noqa F403

else:

from .loaders import TextualInversionLoaderMixin

from .pipelines import (

AltDiffusionImg2ImgPipeline,

AltDiffusionPipeline,

AudioLDMPipeline,

CycleDiffusionPipeline,

LDMTextToImagePipeline,

PaintByExamplePipeline,

SemanticStableDiffusionPipeline,

StableDiffusionAttendAndExcitePipeline,

StableDiffusionControlNetPipeline,

StableDiffusionDepth2ImgPipeline,

StableDiffusionImageVariationPipeline,

StableDiffusionImg2ImgPipeline,

StableDiffusionInpaintPipeline,

StableDiffusionInpaintPipelineLegacy,

StableDiffusionInstructPix2PixPipeline,

StableDiffusionLatentUpscalePipeline,

StableDiffusionModelEditingPipeline,

StableDiffusionPanoramaPipeline,

StableDiffusionPipeline,

StableDiffusionPipelineSafe,

StableDiffusionPix2PixZeroPipeline,

StableDiffusionSAGPipeline,

StableDiffusionUpscalePipeline,

StableUnCLIPImg2ImgPipeline,

StableUnCLIPPipeline,

TextToVideoSDPipeline,

TextToVideoZeroPipeline,

UnCLIPImageVariationPipeline,

UnCLIPPipeline,

VersatileDiffusionDualGuidedPipeline,

VersatileDiffusionImageVariationPipeline,

VersatileDiffusionPipeline,

VersatileDiffusionTextToImagePipeline,

VQDiffusionPipeline,

)

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:

from .pipelines import StableDiffusionKDiffusionPipeline

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:

from .models.controlnet_flax import FlaxControlNetModel

from .models.modeling_flax_utils import FlaxModelMixin

from .models.unet_2d_condition_flax import FlaxUNet2DConditionModel

from .models.vae_flax import FlaxAutoencoderKL

from .pipelines import FlaxDiffusionPipeline

from .schedulers import (

FlaxDDIMScheduler,

FlaxDDPMScheduler,

FlaxDPMSolverMultistepScheduler,

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,

)

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