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# Copyright 2026 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import TYPE_CHECKING
from ..utils import (
DIFFUSERS_SLOW_IMPORT,
_LazyModule,
is_torch_available,
)
_import_structure = {}
if is_torch_available():
_import_structure["_modeling_parallel"] = ["ContextParallelConfig", "ParallelConfig"]
_import_structure["adapter"] = ["MultiAdapter", "T2IAdapter"]
_import_structure["attention_dispatch"] = ["AttentionBackendName", "attention_backend"]
_import_structure["auto_model"] = ["AutoModel"]
_import_structure["autoencoders.autoencoder_asym_kl"] = ["AsymmetricAutoencoderKL"]
_import_structure["autoencoders.autoencoder_cosmos3_audio"] = ["Cosmos3AVAEAudioTokenizer"]
_import_structure["autoencoders.autoencoder_dc"] = ["AutoencoderDC"]
_import_structure["autoencoders.autoencoder_kl"] = ["AutoencoderKL"]
_import_structure["autoencoders.autoencoder_kl_allegro"] = ["AutoencoderKLAllegro"]
_import_structure["autoencoders.autoencoder_kl_cogvideox"] = ["AutoencoderKLCogVideoX"]
_import_structure["autoencoders.autoencoder_kl_cosmos"] = ["AutoencoderKLCosmos"]
_import_structure["autoencoders.autoencoder_kl_flux2"] = ["AutoencoderKLFlux2"]
_import_structure["autoencoders.autoencoder_kl_hunyuan_video"] = ["AutoencoderKLHunyuanVideo"]
_import_structure["autoencoders.autoencoder_kl_hunyuanimage"] = ["AutoencoderKLHunyuanImage"]
_import_structure["autoencoders.autoencoder_kl_hunyuanimage_refiner"] = ["AutoencoderKLHunyuanImageRefiner"]
_import_structure["autoencoders.autoencoder_kl_hunyuanvideo15"] = ["AutoencoderKLHunyuanVideo15"]
_import_structure["autoencoders.autoencoder_kl_kvae"] = ["AutoencoderKLKVAE"]
_import_structure["autoencoders.autoencoder_kl_kvae_video"] = ["AutoencoderKLKVAEVideo"]
_import_structure["autoencoders.autoencoder_kl_ltx"] = ["AutoencoderKLLTXVideo"]
_import_structure["autoencoders.autoencoder_kl_ltx2"] = ["AutoencoderKLLTX2Video"]
_import_structure["autoencoders.autoencoder_kl_ltx2_audio"] = ["AutoencoderKLLTX2Audio"]
_import_structure["autoencoders.autoencoder_kl_magvit"] = ["AutoencoderKLMagvit"]
_import_structure["autoencoders.autoencoder_kl_minimax_h3"] = ["AutoencoderKLMiniMaxH3"]
_import_structure["autoencoders.autoencoder_kl_minimax_h3_audio"] = ["AutoencoderKLMiniMaxH3Audio"]
_import_structure["autoencoders.autoencoder_kl_mochi"] = ["AutoencoderKLMochi"]
_import_structure["autoencoders.autoencoder_kl_qwenimage"] = ["AutoencoderKLQwenImage"]
_import_structure["autoencoders.autoencoder_kl_temporal_decoder"] = ["AutoencoderKLTemporalDecoder"]
_import_structure["autoencoders.autoencoder_kl_wan"] = ["AutoencoderKLWan"]
_import_structure["autoencoders.autoencoder_longcat_audio_dit"] = ["LongCatAudioDiTVae"]
_import_structure["autoencoders.autoencoder_oobleck"] = ["AutoencoderOobleck"]
_import_structure["autoencoders.autoencoder_rae"] = ["AutoencoderRAE"]
_import_structure["autoencoders.autoencoder_tiny"] = ["AutoencoderTiny"]
_import_structure["autoencoders.autoencoder_vidtok"] = ["AutoencoderVidTok"]
_import_structure["autoencoders.consistency_decoder_vae"] = ["ConsistencyDecoderVAE"]
_import_structure["autoencoders.vq_model"] = ["VQModel"]
_import_structure["cache_utils"] = ["CacheMixin"]
_import_structure["condition_embedders.condition_embedder_anima"] = ["AnimaTextConditioner"]
_import_structure["controlnets.controlnet"] = ["ControlNetModel"]
_import_structure["controlnets.controlnet_cosmos"] = ["CosmosControlNetModel"]
_import_structure["controlnets.controlnet_flux"] = ["FluxControlNetModel", "FluxMultiControlNetModel"]
_import_structure["controlnets.controlnet_hunyuan"] = [
"HunyuanDiT2DControlNetModel",
"HunyuanDiT2DMultiControlNetModel",
]
_import_structure["controlnets.controlnet_qwenimage"] = [
"QwenImageControlNetModel",
"QwenImageMultiControlNetModel",
]
_import_structure["controlnets.controlnet_sana"] = ["SanaControlNetModel"]
_import_structure["controlnets.controlnet_sd3"] = ["SD3ControlNetModel", "SD3MultiControlNetModel"]
_import_structure["controlnets.controlnet_sparsectrl"] = ["SparseControlNetModel"]
_import_structure["controlnets.controlnet_union"] = ["ControlNetUnionModel"]
_import_structure["controlnets.controlnet_xs"] = ["ControlNetXSAdapter", "UNetControlNetXSModel"]
_import_structure["controlnets.controlnet_z_image"] = ["ZImageControlNetModel"]
_import_structure["controlnets.multicontrolnet"] = ["MultiControlNetModel"]
_import_structure["controlnets.multicontrolnet_union"] = ["MultiControlNetUnionModel"]
_import_structure["embeddings"] = ["ImageProjection"]
_import_structure["modeling_utils"] = ["ModelMixin"]
_import_structure["transformers.ace_step_transformer"] = ["AceStepTransformer1DModel"]
_import_structure["transformers.auraflow_transformer_2d"] = ["AuraFlowTransformer2DModel"]
_import_structure["transformers.cogvideox_transformer_3d"] = ["CogVideoXTransformer3DModel"]
_import_structure["transformers.consisid_transformer_3d"] = ["ConsisIDTransformer3DModel"]
_import_structure["transformers.dit_transformer_2d"] = ["DiTTransformer2DModel"]
_import_structure["transformers.dual_transformer_2d"] = ["DualTransformer2DModel"]
_import_structure["transformers.hunyuan_transformer_2d"] = ["HunyuanDiT2DModel"]
_import_structure["transformers.latte_transformer_3d"] = ["LatteTransformer3DModel"]
_import_structure["transformers.lumina_nextdit2d"] = ["LuminaNextDiT2DModel"]
_import_structure["transformers.pixart_transformer_2d"] = ["PixArtTransformer2DModel"]
_import_structure["transformers.prior_transformer"] = ["PriorTransformer"]
_import_structure["transformers.sana_transformer"] = ["SanaTransformer2DModel"]
_import_structure["transformers.stable_audio_transformer"] = ["StableAudioDiTModel"]
_import_structure["transformers.t5_film_transformer"] = ["T5FilmDecoder"]
_import_structure["transformers.transformer_2d"] = ["Transformer2DModel"]
_import_structure["transformers.transformer_2d_dreamlite"] = ["DreamLiteTransformer2DModel"]
_import_structure["transformers.transformer_allegro"] = ["AllegroTransformer3DModel"]
_import_structure["transformers.transformer_anyflow"] = ["AnyFlowTransformer3DModel"]
_import_structure["transformers.transformer_anyflow_far"] = ["AnyFlowFARTransformer3DModel"]
_import_structure["transformers.transformer_bria"] = ["BriaTransformer2DModel"]
_import_structure["transformers.transformer_bria_fibo"] = ["BriaFiboTransformer2DModel"]
_import_structure["transformers.transformer_chroma"] = ["ChromaTransformer2DModel"]
_import_structure["transformers.transformer_chronoedit"] = ["ChronoEditTransformer3DModel"]
_import_structure["transformers.transformer_cogview3plus"] = ["CogView3PlusTransformer2DModel"]
_import_structure["transformers.transformer_cogview4"] = ["CogView4Transformer2DModel"]
_import_structure["transformers.transformer_cosmos"] = ["CosmosTransformer3DModel"]
_import_structure["transformers.transformer_cosmos3"] = ["Cosmos3OmniTransformer"]
_import_structure["transformers.transformer_easyanimate"] = ["EasyAnimateTransformer3DModel"]
_import_structure["transformers.transformer_ernie_image"] = ["ErnieImageTransformer2DModel"]
_import_structure["transformers.transformer_flux"] = ["FluxTransformer2DModel"]
_import_structure["transformers.transformer_flux2"] = ["Flux2Transformer2DModel"]
_import_structure["transformers.transformer_glm_image"] = ["GlmImageTransformer2DModel"]
_import_structure["transformers.transformer_helios"] = ["HeliosTransformer3DModel"]
_import_structure["transformers.transformer_hidream_image"] = ["HiDreamImageTransformer2DModel"]
_import_structure["transformers.transformer_hunyuan_video"] = ["HunyuanVideoTransformer3DModel"]
_import_structure["transformers.transformer_hunyuan_video15"] = ["HunyuanVideo15Transformer3DModel"]
_import_structure["transformers.transformer_hunyuan_video_framepack"] = ["HunyuanVideoFramepackTransformer3DModel"]
_import_structure["transformers.transformer_hunyuanimage"] = ["HunyuanImageTransformer2DModel"]
_import_structure["transformers.transformer_ideogram4"] = ["Ideogram4Transformer2DModel"]
_import_structure["transformers.transformer_joyimage"] = ["JoyImageEditTransformer3DModel"]
_import_structure["transformers.transformer_joyimage_edit_plus"] = ["JoyImageEditPlusTransformer3DModel"]
_import_structure["transformers.transformer_kandinsky"] = ["Kandinsky5Transformer3DModel"]
_import_structure["transformers.transformer_krea2"] = ["Krea2Transformer2DModel"]
_import_structure["transformers.transformer_longcat_audio_dit"] = ["LongCatAudioDiTTransformer"]
_import_structure["transformers.transformer_longcat_image"] = ["LongCatImageTransformer2DModel"]
_import_structure["transformers.transformer_ltx"] = ["LTXVideoTransformer3DModel"]
_import_structure["transformers.transformer_ltx2"] = ["LTX2VideoTransformer3DModel"]
_import_structure["transformers.transformer_lumina2"] = ["Lumina2Transformer2DModel"]
_import_structure["transformers.transformer_minimax_h3"] = ["MiniMaxH3Transformer3DModel"]
_import_structure["transformers.transformer_mochi"] = ["MochiTransformer3DModel"]
_import_structure["transformers.transformer_motif_video"] = ["MotifVideoTransformer3DModel"]
_import_structure["transformers.transformer_nucleusmoe_image"] = ["NucleusMoEImageTransformer2DModel"]
_import_structure["transformers.transformer_omnigen"] = ["OmniGenTransformer2DModel"]
_import_structure["transformers.transformer_ovis_image"] = ["OvisImageTransformer2DModel"]
_import_structure["transformers.transformer_prx"] = ["PRXTransformer2DModel"]
_import_structure["transformers.transformer_qwenimage"] = ["QwenImageTransformer2DModel"]
_import_structure["transformers.transformer_sana_video"] = ["SanaVideoTransformer3DModel"]
_import_structure["transformers.transformer_sd3"] = ["SD3Transformer2DModel"]
_import_structure["transformers.transformer_skyreels_v2"] = ["SkyReelsV2Transformer3DModel"]
_import_structure["transformers.transformer_temporal"] = ["TransformerTemporalModel"]
_import_structure["transformers.transformer_wan"] = ["WanTransformer3DModel"]
_import_structure["transformers.transformer_wan_animate"] = ["WanAnimateTransformer3DModel"]
_import_structure["transformers.transformer_wan_vace"] = ["WanVACETransformer3DModel"]
_import_structure["transformers.transformer_z_image"] = ["ZImageTransformer2DModel"]
_import_structure["unets.unet_1d"] = ["UNet1DModel"]
_import_structure["unets.unet_2d"] = ["UNet2DModel"]
_import_structure["unets.unet_2d_condition"] = ["UNet2DConditionModel"]
_import_structure["unets.unet_3d_condition"] = ["UNet3DConditionModel"]
_import_structure["unets.unet_dreamlite"] = ["DreamLiteUNetModel"]
_import_structure["unets.unet_i2vgen_xl"] = ["I2VGenXLUNet"]
_import_structure["unets.unet_kandinsky3"] = ["Kandinsky3UNet"]
_import_structure["unets.unet_motion_model"] = ["MotionAdapter", "UNetMotionModel"]
_import_structure["unets.unet_spatio_temporal_condition"] = ["UNetSpatioTemporalConditionModel"]
_import_structure["unets.unet_stable_cascade"] = ["StableCascadeUNet"]
_import_structure["unets.uvit_2d"] = ["UVit2DModel"]
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
if is_torch_available():
from ._modeling_parallel import ContextParallelConfig, ParallelConfig
from .adapter import MultiAdapter, T2IAdapter
from .attention_dispatch import AttentionBackendName, attention_backend
from .auto_model import AutoModel
from .autoencoders import (
AsymmetricAutoencoderKL,
AutoencoderDC,
AutoencoderKL,
AutoencoderKLAllegro,
AutoencoderKLCogVideoX,
AutoencoderKLCosmos,
AutoencoderKLFlux2,
AutoencoderKLHunyuanImage,
AutoencoderKLHunyuanImageRefiner,
AutoencoderKLHunyuanVideo,
AutoencoderKLHunyuanVideo15,
AutoencoderKLKVAE,
AutoencoderKLKVAEVideo,
AutoencoderKLLTX2Audio,
AutoencoderKLLTX2Video,
AutoencoderKLLTXVideo,
AutoencoderKLMagvit,
AutoencoderKLMiniMaxH3,
AutoencoderKLMiniMaxH3Audio,
AutoencoderKLMochi,
AutoencoderKLQwenImage,
AutoencoderKLTemporalDecoder,
AutoencoderKLWan,
AutoencoderOobleck,
AutoencoderRAE,
AutoencoderTiny,
AutoencoderVidTok,
ConsistencyDecoderVAE,
Cosmos3AVAEAudioTokenizer,
LongCatAudioDiTVae,
VQModel,
)
from .cache_utils import CacheMixin
from .condition_embedders import AnimaTextConditioner
from .controlnets import (
ControlNetModel,
ControlNetUnionModel,
ControlNetXSAdapter,
CosmosControlNetModel,
FluxControlNetModel,
FluxMultiControlNetModel,
HunyuanDiT2DControlNetModel,
HunyuanDiT2DMultiControlNetModel,
MultiControlNetModel,
MultiControlNetUnionModel,
QwenImageControlNetModel,
QwenImageMultiControlNetModel,
SanaControlNetModel,
SD3ControlNetModel,
SD3MultiControlNetModel,
SparseControlNetModel,
UNetControlNetXSModel,
ZImageControlNetModel,
)
from .embeddings import ImageProjection
from .modeling_utils import ModelMixin
from .transformers import (
AceStepTransformer1DModel,
AllegroTransformer3DModel,
AnyFlowFARTransformer3DModel,
AnyFlowTransformer3DModel,
AuraFlowTransformer2DModel,
BriaFiboTransformer2DModel,
BriaTransformer2DModel,
ChromaTransformer2DModel,
ChronoEditTransformer3DModel,
CogVideoXTransformer3DModel,
CogView3PlusTransformer2DModel,
CogView4Transformer2DModel,
ConsisIDTransformer3DModel,
Cosmos3OmniTransformer,
CosmosTransformer3DModel,
DiTTransformer2DModel,
DreamLiteTransformer2DModel,
DualTransformer2DModel,
EasyAnimateTransformer3DModel,
ErnieImageTransformer2DModel,
Flux2Transformer2DModel,
FluxTransformer2DModel,
GlmImageTransformer2DModel,
HeliosTransformer3DModel,
HiDreamImageTransformer2DModel,
HunyuanDiT2DModel,
HunyuanImageTransformer2DModel,
HunyuanVideo15Transformer3DModel,
HunyuanVideoFramepackTransformer3DModel,
HunyuanVideoTransformer3DModel,
Ideogram4Transformer2DModel,
JoyImageEditPlusTransformer3DModel,
JoyImageEditTransformer3DModel,
Kandinsky5Transformer3DModel,
Krea2Transformer2DModel,
LatteTransformer3DModel,
LongCatAudioDiTTransformer,
LongCatImageTransformer2DModel,
LTX2VideoTransformer3DModel,
LTXVideoTransformer3DModel,
Lumina2Transformer2DModel,
LuminaNextDiT2DModel,
MiniMaxH3Transformer3DModel,
MochiTransformer3DModel,
MotifVideoTransformer3DModel,
NucleusMoEImageTransformer2DModel,
OmniGenTransformer2DModel,
OvisImageTransformer2DModel,
PixArtTransformer2DModel,
PriorTransformer,
PRXTransformer2DModel,
QwenImageTransformer2DModel,
SanaTransformer2DModel,
SanaVideoTransformer3DModel,
SD3Transformer2DModel,
SkyReelsV2Transformer3DModel,
StableAudioDiTModel,
T5FilmDecoder,
Transformer2DModel,
TransformerTemporalModel,
WanAnimateTransformer3DModel,
WanTransformer3DModel,
WanVACETransformer3DModel,
ZImageTransformer2DModel,
)
from .unets import (
DreamLiteUNetModel,
I2VGenXLUNet,
Kandinsky3UNet,
MotionAdapter,
StableCascadeUNet,
UNet1DModel,
UNet2DConditionModel,
UNet2DModel,
UNet3DConditionModel,
UNetMotionModel,
UNetSpatioTemporalConditionModel,
UVit2DModel,
)
else:
import sys
sys.modules[__name__] = _LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)