__init__.py 52.4 KB
Newer Older
Sayak Paul's avatar
Sayak Paul committed
1
__version__ = "0.36.0.dev0"
2

Dhruv Nair's avatar
Dhruv Nair committed
3
4
from typing import TYPE_CHECKING

5
from .utils import (
6
    DIFFUSERS_SLOW_IMPORT,
7
    OptionalDependencyNotAvailable,
Dhruv Nair's avatar
Dhruv Nair committed
8
    _LazyModule,
9
10
    is_accelerate_available,
    is_bitsandbytes_available,
11
    is_flax_available,
12
    is_gguf_available,
13
    is_k_diffusion_available,
14
    is_librosa_available,
15
    is_note_seq_available,
16
    is_nvidia_modelopt_available,
17
    is_onnx_available,
Sayak Paul's avatar
Sayak Paul committed
18
    is_opencv_available,
19
    is_optimum_quanto_available,
20
    is_scipy_available,
21
    is_sentencepiece_available,
22
    is_torch_available,
23
    is_torchao_available,
24
    is_torchsde_available,
25
26
    is_transformers_available,
)
Patrick von Platen's avatar
Patrick von Platen committed
27
28


Dhruv Nair's avatar
Dhruv Nair committed
29
30
31
32
33
34
35
36
37
# 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"],
YiYi Xu's avatar
YiYi Xu committed
38
    "guiders": [],
39
    "hooks": [],
40
    "loaders": ["FromOriginalModelMixin"],
Dhruv Nair's avatar
Dhruv Nair committed
41
    "models": [],
YiYi Xu's avatar
YiYi Xu committed
42
    "modular_pipelines": [],
Dhruv Nair's avatar
Dhruv Nair committed
43
    "pipelines": [],
44
    "quantizers.pipe_quant_config": ["PipelineQuantizationConfig"],
45
    "quantizers.quantization_config": [],
Dhruv Nair's avatar
Dhruv Nair committed
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
    "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",
    ],
}

67
try:
68
    if not is_torch_available() and not is_accelerate_available() and not is_bitsandbytes_available():
69
70
71
72
73
74
75
76
77
78
79
        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:
80
    if not is_torch_available() and not is_accelerate_available() and not is_gguf_available():
81
82
83
84
85
86
87
88
89
90
91
        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:
92
    if not is_torch_available() and not is_accelerate_available() and not is_torchao_available():
93
94
95
96
97
98
99
100
101
102
103
        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:
104
    if not is_torch_available() and not is_accelerate_available() and not is_optimum_quanto_available():
105
106
107
108
109
110
111
112
113
114
        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")

115
116
117
118
119
120
121
122
123
124
125
126
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")

127
128
129
130
try:
    if not is_onnx_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
131
132
133
134
135
136
    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("_")
    ]

137
else:
Dhruv Nair's avatar
Dhruv Nair committed
138
    _import_structure["pipelines"].extend(["OnnxRuntimeModel"])
139

140
141
142
143
try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
144
145
146
147
    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("_")]

148
else:
YiYi Xu's avatar
YiYi Xu committed
149
150
151
    _import_structure["guiders"].extend(
        [
            "AdaptiveProjectedGuidance",
YiYi Xu's avatar
YiYi Xu committed
152
            "AdaptiveProjectedMixGuidance",
YiYi Xu's avatar
YiYi Xu committed
153
            "AutoGuidance",
YiYi Xu's avatar
YiYi Xu committed
154
            "BaseGuidance",
YiYi Xu's avatar
YiYi Xu committed
155
156
            "ClassifierFreeGuidance",
            "ClassifierFreeZeroStarGuidance",
157
            "FrequencyDecoupledGuidance",
YiYi Xu's avatar
YiYi Xu committed
158
159
160
161
162
163
            "PerturbedAttentionGuidance",
            "SkipLayerGuidance",
            "SmoothedEnergyGuidance",
            "TangentialClassifierFreeGuidance",
        ]
    )
164
165
    _import_structure["hooks"].extend(
        [
Aryan's avatar
Aryan committed
166
            "FasterCacheConfig",
Aryan's avatar
Aryan committed
167
            "FirstBlockCacheConfig",
168
            "HookRegistry",
YiYi Xu's avatar
YiYi Xu committed
169
            "LayerSkipConfig",
170
            "PyramidAttentionBroadcastConfig",
YiYi Xu's avatar
YiYi Xu committed
171
            "SmoothedEnergyGuidanceConfig",
Aryan's avatar
Aryan committed
172
            "apply_faster_cache",
Aryan's avatar
Aryan committed
173
            "apply_first_block_cache",
YiYi Xu's avatar
YiYi Xu committed
174
            "apply_layer_skip",
175
176
177
            "apply_pyramid_attention_broadcast",
        ]
    )
Dhruv Nair's avatar
Dhruv Nair committed
178
179
    _import_structure["models"].extend(
        [
Aryan's avatar
Aryan committed
180
            "AllegroTransformer3DModel",
Dhruv Nair's avatar
Dhruv Nair committed
181
            "AsymmetricAutoencoderKL",
182
            "AttentionBackendName",
Sayak Paul's avatar
Sayak Paul committed
183
            "AuraFlowTransformer2DModel",
184
            "AutoencoderDC",
Dhruv Nair's avatar
Dhruv Nair committed
185
            "AutoencoderKL",
Aryan's avatar
Aryan committed
186
            "AutoencoderKLAllegro",
187
            "AutoencoderKLCogVideoX",
Aryan's avatar
Aryan committed
188
            "AutoencoderKLCosmos",
YiYi Xu's avatar
YiYi Xu committed
189
190
            "AutoencoderKLHunyuanImage",
            "AutoencoderKLHunyuanImageRefiner",
Aryan's avatar
Aryan committed
191
            "AutoencoderKLHunyuanVideo",
Aryan's avatar
Aryan committed
192
            "AutoencoderKLLTXVideo",
193
            "AutoencoderKLMagvit",
Aryan's avatar
Aryan committed
194
            "AutoencoderKLMochi",
naykun's avatar
naykun committed
195
            "AutoencoderKLQwenImage",
Suraj Patil's avatar
Suraj Patil committed
196
            "AutoencoderKLTemporalDecoder",
197
            "AutoencoderKLWan",
198
            "AutoencoderOobleck",
Dhruv Nair's avatar
Dhruv Nair committed
199
            "AutoencoderTiny",
hlky's avatar
hlky committed
200
            "AutoModel",
galbria's avatar
galbria committed
201
            "BriaFiboTransformer2DModel",
galbria's avatar
galbria committed
202
            "BriaTransformer2DModel",
203
            "CacheMixin",
Edna's avatar
Edna committed
204
            "ChromaTransformer2DModel",
Jay Wu's avatar
Jay Wu committed
205
            "ChronoEditTransformer3DModel",
206
            "CogVideoXTransformer3DModel",
Yuxuan.Zhang's avatar
Yuxuan.Zhang committed
207
            "CogView3PlusTransformer2DModel",
208
            "CogView4Transformer2DModel",
Shenghai Yuan's avatar
Shenghai Yuan committed
209
            "ConsisIDTransformer3DModel",
Will Berman's avatar
Will Berman committed
210
            "ConsistencyDecoderVAE",
211
            "ContextParallelConfig",
Dhruv Nair's avatar
Dhruv Nair committed
212
            "ControlNetModel",
hlky's avatar
hlky committed
213
            "ControlNetUnionModel",
214
            "ControlNetXSAdapter",
Aryan's avatar
Aryan committed
215
            "CosmosTransformer3DModel",
216
            "DiTTransformer2DModel",
217
            "EasyAnimateTransformer3DModel",
王奇勋's avatar
王奇勋 committed
218
            "FluxControlNetModel",
219
            "FluxMultiControlNetModel",
Sayak Paul's avatar
Sayak Paul committed
220
            "FluxTransformer2DModel",
hlky's avatar
hlky committed
221
            "HiDreamImageTransformer2DModel",
222
            "HunyuanDiT2DControlNetModel",
223
            "HunyuanDiT2DModel",
224
            "HunyuanDiT2DMultiControlNetModel",
YiYi Xu's avatar
YiYi Xu committed
225
            "HunyuanImageTransformer2DModel",
Aryan's avatar
Aryan committed
226
            "HunyuanVideoFramepackTransformer3DModel",
Aryan's avatar
Aryan committed
227
            "HunyuanVideoTransformer3DModel",
228
            "I2VGenXLUNet",
229
            "Kandinsky3UNet",
230
            "Kandinsky5Transformer3DModel",
231
            "LatteTransformer3DModel",
Aryan's avatar
Aryan committed
232
            "LTXVideoTransformer3DModel",
Le Zhuo's avatar
Le Zhuo committed
233
            "Lumina2Transformer2DModel",
234
            "LuminaNextDiT2DModel",
Aryan's avatar
Aryan committed
235
            "MochiTransformer3DModel",
Dhruv Nair's avatar
Dhruv Nair committed
236
            "ModelMixin",
Dhruv Nair's avatar
Dhruv Nair committed
237
            "MotionAdapter",
Dhruv Nair's avatar
Dhruv Nair committed
238
            "MultiAdapter",
239
            "MultiControlNetModel",
Shitao Xiao's avatar
Shitao Xiao committed
240
            "OmniGenTransformer2DModel",
241
            "ParallelConfig",
242
            "PixArtTransformer2DModel",
Dhruv Nair's avatar
Dhruv Nair committed
243
            "PriorTransformer",
David Bertoin's avatar
David Bertoin committed
244
            "PRXTransformer2DModel",
245
246
            "QwenImageControlNetModel",
            "QwenImageMultiControlNetModel",
naykun's avatar
naykun committed
247
            "QwenImageTransformer2DModel",
248
            "SanaControlNetModel",
249
            "SanaTransformer2DModel",
250
            "SanaVideoTransformer3DModel",
251
252
            "SD3ControlNetModel",
            "SD3MultiControlNetModel",
Dhruv Nair's avatar
Dhruv Nair committed
253
            "SD3Transformer2DModel",
254
            "SkyReelsV2Transformer3DModel",
Aryan's avatar
Aryan committed
255
            "SparseControlNetModel",
256
            "StableAudioDiTModel",
257
            "StableCascadeUNet",
Dhruv Nair's avatar
Dhruv Nair committed
258
259
260
            "T2IAdapter",
            "T5FilmDecoder",
            "Transformer2DModel",
hlky's avatar
hlky committed
261
            "TransformerTemporalModel",
Dhruv Nair's avatar
Dhruv Nair committed
262
263
264
265
            "UNet1DModel",
            "UNet2DConditionModel",
            "UNet2DModel",
            "UNet3DConditionModel",
266
            "UNetControlNetXSModel",
Dhruv Nair's avatar
Dhruv Nair committed
267
            "UNetMotionModel",
Suraj Patil's avatar
Suraj Patil committed
268
            "UNetSpatioTemporalConditionModel",
Will Berman's avatar
Will Berman committed
269
            "UVit2DModel",
Dhruv Nair's avatar
Dhruv Nair committed
270
            "VQModel",
271
            "WanTransformer3DModel",
Aryan's avatar
Aryan committed
272
            "WanVACETransformer3DModel",
273
            "attention_backend",
Dhruv Nair's avatar
Dhruv Nair committed
274
        ]
275
    )
YiYi Xu's avatar
YiYi Xu committed
276
277
278
279
280
281
282
283
    _import_structure["modular_pipelines"].extend(
        [
            "ComponentsManager",
            "ComponentSpec",
            "ModularPipeline",
            "ModularPipelineBlocks",
        ]
    )
Dhruv Nair's avatar
Dhruv Nair committed
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
    _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",
312
            "StableDiffusionMixin",
Dhruv Nair's avatar
Dhruv Nair committed
313
        ]
314
    )
315
    _import_structure["quantizers"] = ["DiffusersQuantizer"]
Dhruv Nair's avatar
Dhruv Nair committed
316
317
    _import_structure["schedulers"].extend(
        [
Will Berman's avatar
Will Berman committed
318
            "AmusedScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
319
            "CMStochasticIterativeScheduler",
320
321
            "CogVideoXDDIMScheduler",
            "CogVideoXDPMScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
322
323
324
325
326
327
328
329
330
331
            "DDIMInverseScheduler",
            "DDIMParallelScheduler",
            "DDIMScheduler",
            "DDPMParallelScheduler",
            "DDPMScheduler",
            "DDPMWuerstchenScheduler",
            "DEISMultistepScheduler",
            "DPMSolverMultistepInverseScheduler",
            "DPMSolverMultistepScheduler",
            "DPMSolverSinglestepScheduler",
332
            "EDMDPMSolverMultistepScheduler",
Suraj Patil's avatar
Suraj Patil committed
333
            "EDMEulerScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
334
335
            "EulerAncestralDiscreteScheduler",
            "EulerDiscreteScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
336
            "FlowMatchEulerDiscreteScheduler",
337
            "FlowMatchHeunDiscreteScheduler",
338
            "FlowMatchLCMScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
339
340
341
342
343
            "HeunDiscreteScheduler",
            "IPNDMScheduler",
            "KarrasVeScheduler",
            "KDPM2AncestralDiscreteScheduler",
            "KDPM2DiscreteScheduler",
344
            "LCMScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
345
346
            "PNDMScheduler",
            "RePaintScheduler",
Junsong Chen's avatar
Junsong Chen committed
347
            "SASolverScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
348
            "SchedulerMixin",
YiYi Xu's avatar
YiYi Xu committed
349
            "SCMScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
350
            "ScoreSdeVeScheduler",
Michael's avatar
Michael committed
351
            "TCDScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
352
353
354
355
            "UnCLIPScheduler",
            "UniPCMultistepScheduler",
            "VQDiffusionScheduler",
        ]
356
    )
Dhruv Nair's avatar
Dhruv Nair committed
357
    _import_structure["training_utils"] = ["EMAModel"]
Patrick von Platen's avatar
Patrick von Platen committed
358

359
360
361
362
try:
    if not (is_torch_available() and is_scipy_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
363
364
365
366
367
368
    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("_")
    ]

369
else:
Dhruv Nair's avatar
Dhruv Nair committed
370
    _import_structure["schedulers"].extend(["LMSDiscreteScheduler"])
Patrick von Platen's avatar
Patrick von Platen committed
371

372
373
374
375
try:
    if not (is_torch_available() and is_torchsde_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
376
377
378
379
380
381
    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("_")
    ]

382
else:
383
    _import_structure["schedulers"].extend(["CosineDPMSolverMultistepScheduler", "DPMSolverSDEScheduler"])
384
385
386
387
388

try:
    if not (is_torch_available() and is_transformers_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
389
390
391
392
393
394
    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("_")
    ]

395
else:
YiYi Xu's avatar
YiYi Xu committed
396
397
    _import_structure["modular_pipelines"].extend(
        [
398
            "FluxAutoBlocks",
399
400
            "FluxKontextAutoBlocks",
            "FluxKontextModularPipeline",
401
            "FluxModularPipeline",
YiYi Xu's avatar
YiYi Xu committed
402
403
404
            "QwenImageAutoBlocks",
            "QwenImageEditAutoBlocks",
            "QwenImageEditModularPipeline",
405
406
            "QwenImageEditPlusAutoBlocks",
            "QwenImageEditPlusModularPipeline",
YiYi Xu's avatar
YiYi Xu committed
407
            "QwenImageModularPipeline",
YiYi Xu's avatar
YiYi Xu committed
408
409
            "StableDiffusionXLAutoBlocks",
            "StableDiffusionXLModularPipeline",
Aryan's avatar
Aryan committed
410
411
            "WanAutoBlocks",
            "WanModularPipeline",
YiYi Xu's avatar
YiYi Xu committed
412
413
        ]
    )
Dhruv Nair's avatar
Dhruv Nair committed
414
415
    _import_structure["pipelines"].extend(
        [
Aryan's avatar
Aryan committed
416
            "AllegroPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
417
418
            "AltDiffusionImg2ImgPipeline",
            "AltDiffusionPipeline",
Will Berman's avatar
Will Berman committed
419
420
421
            "AmusedImg2ImgPipeline",
            "AmusedInpaintPipeline",
            "AmusedPipeline",
422
            "AnimateDiffControlNetPipeline",
Aryan's avatar
Aryan committed
423
            "AnimateDiffPAGPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
424
            "AnimateDiffPipeline",
Aryan's avatar
Aryan committed
425
            "AnimateDiffSDXLPipeline",
Aryan's avatar
Aryan committed
426
            "AnimateDiffSparseControlNetPipeline",
427
            "AnimateDiffVideoToVideoControlNetPipeline",
Aryan V S's avatar
Aryan V S committed
428
            "AnimateDiffVideoToVideoPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
429
430
431
432
            "AudioLDM2Pipeline",
            "AudioLDM2ProjectionModel",
            "AudioLDM2UNet2DConditionModel",
            "AudioLDMPipeline",
Sayak Paul's avatar
Sayak Paul committed
433
            "AuraFlowPipeline",
Ayush Mangal's avatar
Ayush Mangal committed
434
435
            "BlipDiffusionControlNetPipeline",
            "BlipDiffusionPipeline",
galbria's avatar
galbria committed
436
            "BriaFiboPipeline",
galbria's avatar
galbria committed
437
            "BriaPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
438
            "ChromaImg2ImgPipeline",
Edna's avatar
Edna committed
439
            "ChromaPipeline",
Jay Wu's avatar
Jay Wu committed
440
            "ChronoEditPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
441
            "CLIPImageProjection",
442
            "CogVideoXFunControlPipeline",
443
            "CogVideoXImageToVideoPipeline",
444
            "CogVideoXPipeline",
445
            "CogVideoXVideoToVideoPipeline",
Yuxuan.Zhang's avatar
Yuxuan.Zhang committed
446
            "CogView3PlusPipeline",
Yuxuan Zhang's avatar
Yuxuan Zhang committed
447
            "CogView4ControlPipeline",
448
            "CogView4Pipeline",
Aryan's avatar
Aryan committed
449
            "ConsisIDPipeline",
Aryan's avatar
Aryan committed
450
451
            "Cosmos2TextToImagePipeline",
            "Cosmos2VideoToWorldPipeline",
Aryan's avatar
Aryan committed
452
453
            "CosmosTextToWorldPipeline",
            "CosmosVideoToWorldPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
454
            "CycleDiffusionPipeline",
455
456
457
            "EasyAnimateControlPipeline",
            "EasyAnimateInpaintPipeline",
            "EasyAnimatePipeline",
Aryan's avatar
Aryan committed
458
            "FluxControlImg2ImgPipeline",
459
            "FluxControlInpaintPipeline",
460
461
            "FluxControlNetImg2ImgPipeline",
            "FluxControlNetInpaintPipeline",
王奇勋's avatar
王奇勋 committed
462
            "FluxControlNetPipeline",
Aryan's avatar
Aryan committed
463
464
            "FluxControlPipeline",
            "FluxFillPipeline",
465
466
            "FluxImg2ImgPipeline",
            "FluxInpaintPipeline",
467
            "FluxKontextInpaintPipeline",
Aryan's avatar
Aryan committed
468
            "FluxKontextPipeline",
Sayak Paul's avatar
Sayak Paul committed
469
            "FluxPipeline",
Aryan's avatar
Aryan committed
470
            "FluxPriorReduxPipeline",
hlky's avatar
hlky committed
471
            "HiDreamImagePipeline",
472
            "HunyuanDiTControlNetPipeline",
473
            "HunyuanDiTPAGPipeline",
474
            "HunyuanDiTPipeline",
YiYi Xu's avatar
YiYi Xu committed
475
476
            "HunyuanImagePipeline",
            "HunyuanImageRefinerPipeline",
Aryan's avatar
Aryan committed
477
            "HunyuanSkyreelsImageToVideoPipeline",
Aryan's avatar
Aryan committed
478
            "HunyuanVideoFramepackPipeline",
Aryan's avatar
Aryan committed
479
            "HunyuanVideoImageToVideoPipeline",
Aryan's avatar
Aryan committed
480
            "HunyuanVideoPipeline",
481
            "I2VGenXLPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
482
483
484
485
486
487
488
            "IFImg2ImgPipeline",
            "IFImg2ImgSuperResolutionPipeline",
            "IFInpaintingPipeline",
            "IFInpaintingSuperResolutionPipeline",
            "IFPipeline",
            "IFSuperResolutionPipeline",
            "ImageTextPipelineOutput",
489
490
            "Kandinsky3Img2ImgPipeline",
            "Kandinsky3Pipeline",
491
            "Kandinsky5T2VPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
            "KandinskyCombinedPipeline",
            "KandinskyImg2ImgCombinedPipeline",
            "KandinskyImg2ImgPipeline",
            "KandinskyInpaintCombinedPipeline",
            "KandinskyInpaintPipeline",
            "KandinskyPipeline",
            "KandinskyPriorPipeline",
            "KandinskyV22CombinedPipeline",
            "KandinskyV22ControlnetImg2ImgPipeline",
            "KandinskyV22ControlnetPipeline",
            "KandinskyV22Img2ImgCombinedPipeline",
            "KandinskyV22Img2ImgPipeline",
            "KandinskyV22InpaintCombinedPipeline",
            "KandinskyV22InpaintPipeline",
            "KandinskyV22Pipeline",
            "KandinskyV22PriorEmb2EmbPipeline",
            "KandinskyV22PriorPipeline",
509
            "LatentConsistencyModelImg2ImgPipeline",
510
            "LatentConsistencyModelPipeline",
511
            "LattePipeline",
Dhruv Nair's avatar
Dhruv Nair committed
512
            "LDMTextToImagePipeline",
513
514
            "LEditsPPPipelineStableDiffusion",
            "LEditsPPPipelineStableDiffusionXL",
Aryan's avatar
Aryan committed
515
            "LTXConditionPipeline",
Aryan's avatar
Aryan committed
516
            "LTXImageToVideoPipeline",
Aryan's avatar
Aryan committed
517
            "LTXLatentUpsamplePipeline",
Aryan's avatar
Aryan committed
518
            "LTXPipeline",
Sari Hleihil's avatar
Sari Hleihil committed
519
            "LucyEditPipeline",
520
            "Lumina2Pipeline",
Le Zhuo's avatar
Le Zhuo committed
521
            "Lumina2Text2ImgPipeline",
522
            "LuminaPipeline",
523
            "LuminaText2ImgPipeline",
524
            "MarigoldDepthPipeline",
525
            "MarigoldIntrinsicsPipeline",
526
            "MarigoldNormalsPipeline",
Aryan's avatar
Aryan committed
527
            "MochiPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
528
            "MusicLDMPipeline",
Shitao Xiao's avatar
Shitao Xiao committed
529
            "OmniGenPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
530
            "PaintByExamplePipeline",
Dhruv Nair's avatar
Dhruv Nair committed
531
            "PIAPipeline",
Sayak Paul's avatar
Sayak Paul committed
532
            "PixArtAlphaPipeline",
533
            "PixArtSigmaPAGPipeline",
534
            "PixArtSigmaPipeline",
David Bertoin's avatar
David Bertoin committed
535
            "PRXPipeline",
536
            "QwenImageControlNetInpaintPipeline",
537
            "QwenImageControlNetPipeline",
538
            "QwenImageEditInpaintPipeline",
539
            "QwenImageEditPipeline",
540
            "QwenImageEditPlusPipeline",
541
542
            "QwenImageImg2ImgPipeline",
            "QwenImageInpaintPipeline",
naykun's avatar
naykun committed
543
            "QwenImagePipeline",
Aryan's avatar
Aryan committed
544
            "ReduxImageEncoder",
545
            "SanaControlNetPipeline",
546
547
            "SanaPAGPipeline",
            "SanaPipeline",
548
            "SanaSprintImg2ImgPipeline",
YiYi Xu's avatar
YiYi Xu committed
549
            "SanaSprintPipeline",
550
            "SanaVideoPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
551
552
553
            "SemanticStableDiffusionPipeline",
            "ShapEImg2ImgPipeline",
            "ShapEPipeline",
554
555
556
557
558
            "SkyReelsV2DiffusionForcingImageToVideoPipeline",
            "SkyReelsV2DiffusionForcingPipeline",
            "SkyReelsV2DiffusionForcingVideoToVideoPipeline",
            "SkyReelsV2ImageToVideoPipeline",
            "SkyReelsV2Pipeline",
559
560
            "StableAudioPipeline",
            "StableAudioProjectionModel",
561
562
563
            "StableCascadeCombinedPipeline",
            "StableCascadeDecoderPipeline",
            "StableCascadePriorPipeline",
564
            "StableDiffusion3ControlNetInpaintingPipeline",
565
            "StableDiffusion3ControlNetPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
566
            "StableDiffusion3Img2ImgPipeline",
567
            "StableDiffusion3InpaintPipeline",
568
            "StableDiffusion3PAGImg2ImgPipeline",
569
            "StableDiffusion3PAGImg2ImgPipeline",
StAlKeR7779's avatar
StAlKeR7779 committed
570
            "StableDiffusion3PAGPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
571
            "StableDiffusion3Pipeline",
Dhruv Nair's avatar
Dhruv Nair committed
572
573
574
575
            "StableDiffusionAdapterPipeline",
            "StableDiffusionAttendAndExcitePipeline",
            "StableDiffusionControlNetImg2ImgPipeline",
            "StableDiffusionControlNetInpaintPipeline",
576
            "StableDiffusionControlNetPAGInpaintPipeline",
577
            "StableDiffusionControlNetPAGPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
578
            "StableDiffusionControlNetPipeline",
579
            "StableDiffusionControlNetXSPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
580
581
582
583
584
585
586
587
588
589
590
591
            "StableDiffusionDepth2ImgPipeline",
            "StableDiffusionDiffEditPipeline",
            "StableDiffusionGLIGENPipeline",
            "StableDiffusionGLIGENTextImagePipeline",
            "StableDiffusionImageVariationPipeline",
            "StableDiffusionImg2ImgPipeline",
            "StableDiffusionInpaintPipeline",
            "StableDiffusionInpaintPipelineLegacy",
            "StableDiffusionInstructPix2PixPipeline",
            "StableDiffusionLatentUpscalePipeline",
            "StableDiffusionLDM3DPipeline",
            "StableDiffusionModelEditingPipeline",
592
            "StableDiffusionPAGImg2ImgPipeline",
593
            "StableDiffusionPAGInpaintPipeline",
594
            "StableDiffusionPAGPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
595
596
597
598
599
600
601
602
603
604
            "StableDiffusionPanoramaPipeline",
            "StableDiffusionParadigmsPipeline",
            "StableDiffusionPipeline",
            "StableDiffusionPipelineSafe",
            "StableDiffusionPix2PixZeroPipeline",
            "StableDiffusionSAGPipeline",
            "StableDiffusionUpscalePipeline",
            "StableDiffusionXLAdapterPipeline",
            "StableDiffusionXLControlNetImg2ImgPipeline",
            "StableDiffusionXLControlNetInpaintPipeline",
605
            "StableDiffusionXLControlNetPAGImg2ImgPipeline",
YiYi Xu's avatar
YiYi Xu committed
606
            "StableDiffusionXLControlNetPAGPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
607
            "StableDiffusionXLControlNetPipeline",
hlky's avatar
hlky committed
608
609
610
            "StableDiffusionXLControlNetUnionImg2ImgPipeline",
            "StableDiffusionXLControlNetUnionInpaintPipeline",
            "StableDiffusionXLControlNetUnionPipeline",
611
            "StableDiffusionXLControlNetXSPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
612
613
614
            "StableDiffusionXLImg2ImgPipeline",
            "StableDiffusionXLInpaintPipeline",
            "StableDiffusionXLInstructPix2PixPipeline",
YiYi Xu's avatar
YiYi Xu committed
615
616
617
            "StableDiffusionXLPAGImg2ImgPipeline",
            "StableDiffusionXLPAGInpaintPipeline",
            "StableDiffusionXLPAGPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
618
619
620
            "StableDiffusionXLPipeline",
            "StableUnCLIPImg2ImgPipeline",
            "StableUnCLIPPipeline",
Suraj Patil's avatar
Suraj Patil committed
621
            "StableVideoDiffusionPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
622
623
            "TextToVideoSDPipeline",
            "TextToVideoZeroPipeline",
624
            "TextToVideoZeroSDXLPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
625
626
627
628
629
630
631
632
633
634
            "UnCLIPImageVariationPipeline",
            "UnCLIPPipeline",
            "UniDiffuserModel",
            "UniDiffuserPipeline",
            "UniDiffuserTextDecoder",
            "VersatileDiffusionDualGuidedPipeline",
            "VersatileDiffusionImageVariationPipeline",
            "VersatileDiffusionPipeline",
            "VersatileDiffusionTextToImagePipeline",
            "VideoToVideoSDPipeline",
Zhong-Yu Li's avatar
Zhong-Yu Li committed
635
636
            "VisualClozeGenerationPipeline",
            "VisualClozePipeline",
Dhruv Nair's avatar
Dhruv Nair committed
637
            "VQDiffusionPipeline",
638
639
            "WanImageToVideoPipeline",
            "WanPipeline",
Aryan's avatar
Aryan committed
640
            "WanVACEPipeline",
641
            "WanVideoToVideoPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
642
643
644
645
            "WuerstchenCombinedPipeline",
            "WuerstchenDecoderPipeline",
            "WuerstchenPriorPipeline",
        ]
646
    )
647

YiYi Xu's avatar
YiYi Xu committed
648

Sayak Paul's avatar
Sayak Paul committed
649
650
651
652
653
654
655
656
657
658
659
660
661
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"])

662
663
664
665
try:
    if not (is_torch_available() and is_transformers_available() and is_k_diffusion_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
666
667
668
669
670
671
    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("_")
    ]

672
else:
673
    _import_structure["pipelines"].extend(["StableDiffusionKDiffusionPipeline", "StableDiffusionXLKDiffusionPipeline"])
674

675
676
677
678
679
680
681
682
683
684
685
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:
Álvaro Somoza's avatar
Álvaro Somoza committed
686
    _import_structure["pipelines"].extend(["KolorsImg2ImgPipeline", "KolorsPAGPipeline", "KolorsPipeline"])
687

688
689
690
691
try:
    if not (is_torch_available() and is_transformers_available() and is_onnx_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
692
693
694
695
696
697
    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("_")
    ]

698
else:
Dhruv Nair's avatar
Dhruv Nair committed
699
700
701
702
703
704
705
706
707
    _import_structure["pipelines"].extend(
        [
            "OnnxStableDiffusionImg2ImgPipeline",
            "OnnxStableDiffusionInpaintPipeline",
            "OnnxStableDiffusionInpaintPipelineLegacy",
            "OnnxStableDiffusionPipeline",
            "OnnxStableDiffusionUpscalePipeline",
            "StableDiffusionOnnxPipeline",
        ]
708
    )
709
710
711
712
713

try:
    if not (is_torch_available() and is_librosa_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
714
715
716
717
718
719
    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("_")
    ]

720
else:
Dhruv Nair's avatar
Dhruv Nair committed
721
    _import_structure["pipelines"].extend(["AudioDiffusionPipeline", "Mel"])
722

723
try:
724
    if not (is_transformers_available() and is_torch_available() and is_note_seq_available()):
725
726
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
727
728
729
730
731
732
733
    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("_")
    ]


734
else:
Dhruv Nair's avatar
Dhruv Nair committed
735
    _import_structure["pipelines"].extend(["SpectrogramDiffusionPipeline"])
736

737
738
739
740
try:
    if not is_flax_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
741
742
743
744
745
746
747
    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("_")
    ]


748
else:
749
    _import_structure["models.controlnets.controlnet_flax"] = ["FlaxControlNetModel"]
Dhruv Nair's avatar
Dhruv Nair committed
750
    _import_structure["models.modeling_flax_utils"] = ["FlaxModelMixin"]
751
    _import_structure["models.unets.unet_2d_condition_flax"] = ["FlaxUNet2DConditionModel"]
Dhruv Nair's avatar
Dhruv Nair committed
752
753
754
755
756
757
758
    _import_structure["models.vae_flax"] = ["FlaxAutoencoderKL"]
    _import_structure["pipelines"].extend(["FlaxDiffusionPipeline"])
    _import_structure["schedulers"].extend(
        [
            "FlaxDDIMScheduler",
            "FlaxDDPMScheduler",
            "FlaxDPMSolverMultistepScheduler",
Pedro Cuenca's avatar
Pedro Cuenca committed
759
            "FlaxEulerDiscreteScheduler",
Dhruv Nair's avatar
Dhruv Nair committed
760
761
762
763
764
765
            "FlaxKarrasVeScheduler",
            "FlaxLMSDiscreteScheduler",
            "FlaxPNDMScheduler",
            "FlaxSchedulerMixin",
            "FlaxScoreSdeVeScheduler",
        ]
766
767
    )

768

769
770
771
772
try:
    if not (is_flax_available() and is_transformers_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
773
774
775
776
777
778
779
    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("_")
    ]


780
else:
Dhruv Nair's avatar
Dhruv Nair committed
781
782
783
784
785
786
    _import_structure["pipelines"].extend(
        [
            "FlaxStableDiffusionControlNetPipeline",
            "FlaxStableDiffusionImg2ImgPipeline",
            "FlaxStableDiffusionInpaintPipeline",
            "FlaxStableDiffusionPipeline",
Pedro Cuenca's avatar
Pedro Cuenca committed
787
            "FlaxStableDiffusionXLPipeline",
Dhruv Nair's avatar
Dhruv Nair committed
788
        ]
789
    )
790
791
792
793
794

try:
    if not (is_note_seq_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Dhruv Nair's avatar
Dhruv Nair committed
795
796
797
798
799
800
801
    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("_")
    ]


802
else:
Dhruv Nair's avatar
Dhruv Nair committed
803
804
    _import_structure["pipelines"].extend(["MidiProcessor"])

805
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
Dhruv Nair's avatar
Dhruv Nair committed
806
    from .configuration_utils import ConfigMixin
807
    from .quantizers import PipelineQuantizationConfig
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839

    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
Dhruv Nair's avatar
Dhruv Nair committed
840

841
842
843
844
845
846
847
848
    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

Dhruv Nair's avatar
Dhruv Nair committed
849
850
851
852
853
854
855
856
857
858
859
860
861
862
    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
863
864
        from .guiders import (
            AdaptiveProjectedGuidance,
YiYi Xu's avatar
YiYi Xu committed
865
            AdaptiveProjectedMixGuidance,
YiYi Xu's avatar
YiYi Xu committed
866
            AutoGuidance,
YiYi Xu's avatar
YiYi Xu committed
867
            BaseGuidance,
YiYi Xu's avatar
YiYi Xu committed
868
869
            ClassifierFreeGuidance,
            ClassifierFreeZeroStarGuidance,
870
            FrequencyDecoupledGuidance,
YiYi Xu's avatar
YiYi Xu committed
871
872
873
874
875
            PerturbedAttentionGuidance,
            SkipLayerGuidance,
            SmoothedEnergyGuidance,
            TangentialClassifierFreeGuidance,
        )
Aryan's avatar
Aryan committed
876
877
        from .hooks import (
            FasterCacheConfig,
Aryan's avatar
Aryan committed
878
            FirstBlockCacheConfig,
Aryan's avatar
Aryan committed
879
            HookRegistry,
YiYi Xu's avatar
YiYi Xu committed
880
            LayerSkipConfig,
Aryan's avatar
Aryan committed
881
            PyramidAttentionBroadcastConfig,
YiYi Xu's avatar
YiYi Xu committed
882
            SmoothedEnergyGuidanceConfig,
Aryan's avatar
Aryan committed
883
            apply_faster_cache,
Aryan's avatar
Aryan committed
884
            apply_first_block_cache,
YiYi Xu's avatar
YiYi Xu committed
885
            apply_layer_skip,
Aryan's avatar
Aryan committed
886
887
            apply_pyramid_attention_broadcast,
        )
Dhruv Nair's avatar
Dhruv Nair committed
888
        from .models import (
Aryan's avatar
Aryan committed
889
            AllegroTransformer3DModel,
Dhruv Nair's avatar
Dhruv Nair committed
890
            AsymmetricAutoencoderKL,
891
            AttentionBackendName,
Sayak Paul's avatar
Sayak Paul committed
892
            AuraFlowTransformer2DModel,
893
            AutoencoderDC,
Dhruv Nair's avatar
Dhruv Nair committed
894
            AutoencoderKL,
Aryan's avatar
Aryan committed
895
            AutoencoderKLAllegro,
896
            AutoencoderKLCogVideoX,
Aryan's avatar
Aryan committed
897
            AutoencoderKLCosmos,
YiYi Xu's avatar
YiYi Xu committed
898
899
            AutoencoderKLHunyuanImage,
            AutoencoderKLHunyuanImageRefiner,
Aryan's avatar
Aryan committed
900
            AutoencoderKLHunyuanVideo,
Aryan's avatar
Aryan committed
901
            AutoencoderKLLTXVideo,
902
            AutoencoderKLMagvit,
Aryan's avatar
Aryan committed
903
            AutoencoderKLMochi,
naykun's avatar
naykun committed
904
            AutoencoderKLQwenImage,
Suraj Patil's avatar
Suraj Patil committed
905
            AutoencoderKLTemporalDecoder,
906
            AutoencoderKLWan,
907
            AutoencoderOobleck,
Dhruv Nair's avatar
Dhruv Nair committed
908
            AutoencoderTiny,
hlky's avatar
hlky committed
909
            AutoModel,
galbria's avatar
galbria committed
910
            BriaFiboTransformer2DModel,
galbria's avatar
galbria committed
911
            BriaTransformer2DModel,
912
            CacheMixin,
Edna's avatar
Edna committed
913
            ChromaTransformer2DModel,
Jay Wu's avatar
Jay Wu committed
914
            ChronoEditTransformer3DModel,
915
            CogVideoXTransformer3DModel,
Yuxuan.Zhang's avatar
Yuxuan.Zhang committed
916
            CogView3PlusTransformer2DModel,
917
            CogView4Transformer2DModel,
Shenghai Yuan's avatar
Shenghai Yuan committed
918
            ConsisIDTransformer3DModel,
Will Berman's avatar
Will Berman committed
919
            ConsistencyDecoderVAE,
920
            ContextParallelConfig,
Dhruv Nair's avatar
Dhruv Nair committed
921
            ControlNetModel,
hlky's avatar
hlky committed
922
            ControlNetUnionModel,
923
            ControlNetXSAdapter,
Aryan's avatar
Aryan committed
924
            CosmosTransformer3DModel,
925
            DiTTransformer2DModel,
926
            EasyAnimateTransformer3DModel,
王奇勋's avatar
王奇勋 committed
927
            FluxControlNetModel,
928
            FluxMultiControlNetModel,
Sayak Paul's avatar
Sayak Paul committed
929
            FluxTransformer2DModel,
hlky's avatar
hlky committed
930
            HiDreamImageTransformer2DModel,
931
            HunyuanDiT2DControlNetModel,
932
            HunyuanDiT2DModel,
933
            HunyuanDiT2DMultiControlNetModel,
YiYi Xu's avatar
YiYi Xu committed
934
            HunyuanImageTransformer2DModel,
Aryan's avatar
Aryan committed
935
            HunyuanVideoFramepackTransformer3DModel,
Aryan's avatar
Aryan committed
936
            HunyuanVideoTransformer3DModel,
937
            I2VGenXLUNet,
938
            Kandinsky3UNet,
939
            Kandinsky5Transformer3DModel,
940
            LatteTransformer3DModel,
Aryan's avatar
Aryan committed
941
            LTXVideoTransformer3DModel,
Le Zhuo's avatar
Le Zhuo committed
942
            Lumina2Transformer2DModel,
943
            LuminaNextDiT2DModel,
Aryan's avatar
Aryan committed
944
            MochiTransformer3DModel,
Dhruv Nair's avatar
Dhruv Nair committed
945
            ModelMixin,
Dhruv Nair's avatar
Dhruv Nair committed
946
            MotionAdapter,
Dhruv Nair's avatar
Dhruv Nair committed
947
            MultiAdapter,
948
            MultiControlNetModel,
Shitao Xiao's avatar
Shitao Xiao committed
949
            OmniGenTransformer2DModel,
950
            ParallelConfig,
951
            PixArtTransformer2DModel,
Dhruv Nair's avatar
Dhruv Nair committed
952
            PriorTransformer,
David Bertoin's avatar
David Bertoin committed
953
            PRXTransformer2DModel,
954
955
            QwenImageControlNetModel,
            QwenImageMultiControlNetModel,
naykun's avatar
naykun committed
956
            QwenImageTransformer2DModel,
957
            SanaControlNetModel,
958
            SanaTransformer2DModel,
959
            SanaVideoTransformer3DModel,
960
961
            SD3ControlNetModel,
            SD3MultiControlNetModel,
Dhruv Nair's avatar
Dhruv Nair committed
962
            SD3Transformer2DModel,
963
            SkyReelsV2Transformer3DModel,
Aryan's avatar
Aryan committed
964
            SparseControlNetModel,
965
            StableAudioDiTModel,
Dhruv Nair's avatar
Dhruv Nair committed
966
967
968
            T2IAdapter,
            T5FilmDecoder,
            Transformer2DModel,
hlky's avatar
hlky committed
969
            TransformerTemporalModel,
Dhruv Nair's avatar
Dhruv Nair committed
970
971
972
973
            UNet1DModel,
            UNet2DConditionModel,
            UNet2DModel,
            UNet3DConditionModel,
974
            UNetControlNetXSModel,
Dhruv Nair's avatar
Dhruv Nair committed
975
            UNetMotionModel,
Suraj Patil's avatar
Suraj Patil committed
976
            UNetSpatioTemporalConditionModel,
Will Berman's avatar
Will Berman committed
977
            UVit2DModel,
Dhruv Nair's avatar
Dhruv Nair committed
978
            VQModel,
979
            WanTransformer3DModel,
Aryan's avatar
Aryan committed
980
            WanVACETransformer3DModel,
981
            attention_backend,
Dhruv Nair's avatar
Dhruv Nair committed
982
        )
Steven Liu's avatar
Steven Liu committed
983
        from .modular_pipelines import ComponentsManager, ComponentSpec, ModularPipeline, ModularPipelineBlocks
Dhruv Nair's avatar
Dhruv Nair committed
984
985
986
987
988
989
990
991
992
993
994
995
996
997
        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,
Ayush Mangal's avatar
Ayush Mangal committed
998
999
            BlipDiffusionControlNetPipeline,
            BlipDiffusionPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
            CLIPImageProjection,
            ConsistencyModelPipeline,
            DanceDiffusionPipeline,
            DDIMPipeline,
            DDPMPipeline,
            DiffusionPipeline,
            DiTPipeline,
            ImagePipelineOutput,
            KarrasVePipeline,
            LDMPipeline,
            LDMSuperResolutionPipeline,
            PNDMPipeline,
            RePaintPipeline,
            ScoreSdeVePipeline,
1014
            StableDiffusionMixin,
Dhruv Nair's avatar
Dhruv Nair committed
1015
        )
1016
        from .quantizers import DiffusersQuantizer
Dhruv Nair's avatar
Dhruv Nair committed
1017
        from .schedulers import (
Will Berman's avatar
Will Berman committed
1018
            AmusedScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1019
            CMStochasticIterativeScheduler,
1020
1021
            CogVideoXDDIMScheduler,
            CogVideoXDPMScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
            DDIMInverseScheduler,
            DDIMParallelScheduler,
            DDIMScheduler,
            DDPMParallelScheduler,
            DDPMScheduler,
            DDPMWuerstchenScheduler,
            DEISMultistepScheduler,
            DPMSolverMultistepInverseScheduler,
            DPMSolverMultistepScheduler,
            DPMSolverSinglestepScheduler,
1032
            EDMDPMSolverMultistepScheduler,
Suraj Patil's avatar
Suraj Patil committed
1033
            EDMEulerScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1034
1035
            EulerAncestralDiscreteScheduler,
            EulerDiscreteScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1036
            FlowMatchEulerDiscreteScheduler,
1037
            FlowMatchHeunDiscreteScheduler,
1038
            FlowMatchLCMScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1039
1040
1041
1042
1043
            HeunDiscreteScheduler,
            IPNDMScheduler,
            KarrasVeScheduler,
            KDPM2AncestralDiscreteScheduler,
            KDPM2DiscreteScheduler,
1044
            LCMScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1045
1046
            PNDMScheduler,
            RePaintScheduler,
Junsong Chen's avatar
Junsong Chen committed
1047
            SASolverScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1048
            SchedulerMixin,
YiYi Xu's avatar
YiYi Xu committed
1049
            SCMScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1050
            ScoreSdeVeScheduler,
Michael's avatar
Michael committed
1051
            TCDScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
            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:
1072
        from .schedulers import CosineDPMSolverMultistepScheduler, DPMSolverSDEScheduler
Dhruv Nair's avatar
Dhruv Nair committed
1073
1074
1075
1076
1077
1078
1079

    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:
YiYi Xu's avatar
YiYi Xu committed
1080
        from .modular_pipelines import (
1081
            FluxAutoBlocks,
1082
1083
            FluxKontextAutoBlocks,
            FluxKontextModularPipeline,
1084
            FluxModularPipeline,
YiYi Xu's avatar
YiYi Xu committed
1085
1086
1087
            QwenImageAutoBlocks,
            QwenImageEditAutoBlocks,
            QwenImageEditModularPipeline,
1088
1089
            QwenImageEditPlusAutoBlocks,
            QwenImageEditPlusModularPipeline,
YiYi Xu's avatar
YiYi Xu committed
1090
            QwenImageModularPipeline,
YiYi Xu's avatar
YiYi Xu committed
1091
1092
            StableDiffusionXLAutoBlocks,
            StableDiffusionXLModularPipeline,
Aryan's avatar
Aryan committed
1093
1094
            WanAutoBlocks,
            WanModularPipeline,
YiYi Xu's avatar
YiYi Xu committed
1095
        )
Dhruv Nair's avatar
Dhruv Nair committed
1096
        from .pipelines import (
Aryan's avatar
Aryan committed
1097
            AllegroPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1098
1099
            AltDiffusionImg2ImgPipeline,
            AltDiffusionPipeline,
Will Berman's avatar
Will Berman committed
1100
1101
1102
            AmusedImg2ImgPipeline,
            AmusedInpaintPipeline,
            AmusedPipeline,
1103
            AnimateDiffControlNetPipeline,
Aryan's avatar
Aryan committed
1104
            AnimateDiffPAGPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1105
            AnimateDiffPipeline,
Aryan's avatar
Aryan committed
1106
            AnimateDiffSDXLPipeline,
Aryan's avatar
Aryan committed
1107
            AnimateDiffSparseControlNetPipeline,
1108
            AnimateDiffVideoToVideoControlNetPipeline,
Aryan V S's avatar
Aryan V S committed
1109
            AnimateDiffVideoToVideoPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1110
1111
1112
1113
            AudioLDM2Pipeline,
            AudioLDM2ProjectionModel,
            AudioLDM2UNet2DConditionModel,
            AudioLDMPipeline,
Sayak Paul's avatar
Sayak Paul committed
1114
            AuraFlowPipeline,
galbria's avatar
galbria committed
1115
            BriaFiboPipeline,
galbria's avatar
galbria committed
1116
            BriaPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1117
            ChromaImg2ImgPipeline,
Edna's avatar
Edna committed
1118
            ChromaPipeline,
Jay Wu's avatar
Jay Wu committed
1119
            ChronoEditPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1120
            CLIPImageProjection,
1121
            CogVideoXFunControlPipeline,
1122
            CogVideoXImageToVideoPipeline,
1123
            CogVideoXPipeline,
1124
            CogVideoXVideoToVideoPipeline,
Yuxuan.Zhang's avatar
Yuxuan.Zhang committed
1125
            CogView3PlusPipeline,
Yuxuan Zhang's avatar
Yuxuan Zhang committed
1126
            CogView4ControlPipeline,
1127
            CogView4Pipeline,
Aryan's avatar
Aryan committed
1128
            ConsisIDPipeline,
Aryan's avatar
Aryan committed
1129
1130
            Cosmos2TextToImagePipeline,
            Cosmos2VideoToWorldPipeline,
Aryan's avatar
Aryan committed
1131
1132
            CosmosTextToWorldPipeline,
            CosmosVideoToWorldPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1133
            CycleDiffusionPipeline,
1134
1135
1136
            EasyAnimateControlPipeline,
            EasyAnimateInpaintPipeline,
            EasyAnimatePipeline,
Aryan's avatar
Aryan committed
1137
            FluxControlImg2ImgPipeline,
1138
            FluxControlInpaintPipeline,
1139
1140
            FluxControlNetImg2ImgPipeline,
            FluxControlNetInpaintPipeline,
王奇勋's avatar
王奇勋 committed
1141
            FluxControlNetPipeline,
Aryan's avatar
Aryan committed
1142
1143
            FluxControlPipeline,
            FluxFillPipeline,
1144
1145
            FluxImg2ImgPipeline,
            FluxInpaintPipeline,
1146
            FluxKontextInpaintPipeline,
Aryan's avatar
Aryan committed
1147
            FluxKontextPipeline,
Sayak Paul's avatar
Sayak Paul committed
1148
            FluxPipeline,
Aryan's avatar
Aryan committed
1149
            FluxPriorReduxPipeline,
hlky's avatar
hlky committed
1150
            HiDreamImagePipeline,
1151
            HunyuanDiTControlNetPipeline,
1152
            HunyuanDiTPAGPipeline,
1153
            HunyuanDiTPipeline,
YiYi Xu's avatar
YiYi Xu committed
1154
1155
            HunyuanImagePipeline,
            HunyuanImageRefinerPipeline,
Aryan's avatar
Aryan committed
1156
            HunyuanSkyreelsImageToVideoPipeline,
Aryan's avatar
Aryan committed
1157
            HunyuanVideoFramepackPipeline,
Aryan's avatar
Aryan committed
1158
            HunyuanVideoImageToVideoPipeline,
Aryan's avatar
Aryan committed
1159
            HunyuanVideoPipeline,
1160
            I2VGenXLPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1161
1162
1163
1164
1165
1166
1167
            IFImg2ImgPipeline,
            IFImg2ImgSuperResolutionPipeline,
            IFInpaintingPipeline,
            IFInpaintingSuperResolutionPipeline,
            IFPipeline,
            IFSuperResolutionPipeline,
            ImageTextPipelineOutput,
1168
1169
            Kandinsky3Img2ImgPipeline,
            Kandinsky3Pipeline,
1170
            Kandinsky5T2VPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
            KandinskyCombinedPipeline,
            KandinskyImg2ImgCombinedPipeline,
            KandinskyImg2ImgPipeline,
            KandinskyInpaintCombinedPipeline,
            KandinskyInpaintPipeline,
            KandinskyPipeline,
            KandinskyPriorPipeline,
            KandinskyV22CombinedPipeline,
            KandinskyV22ControlnetImg2ImgPipeline,
            KandinskyV22ControlnetPipeline,
            KandinskyV22Img2ImgCombinedPipeline,
            KandinskyV22Img2ImgPipeline,
            KandinskyV22InpaintCombinedPipeline,
            KandinskyV22InpaintPipeline,
            KandinskyV22Pipeline,
            KandinskyV22PriorEmb2EmbPipeline,
            KandinskyV22PriorPipeline,
1188
            LatentConsistencyModelImg2ImgPipeline,
1189
            LatentConsistencyModelPipeline,
1190
            LattePipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1191
            LDMTextToImagePipeline,
1192
1193
            LEditsPPPipelineStableDiffusion,
            LEditsPPPipelineStableDiffusionXL,
Aryan's avatar
Aryan committed
1194
            LTXConditionPipeline,
Aryan's avatar
Aryan committed
1195
            LTXImageToVideoPipeline,
Aryan's avatar
Aryan committed
1196
            LTXLatentUpsamplePipeline,
Aryan's avatar
Aryan committed
1197
            LTXPipeline,
Sari Hleihil's avatar
Sari Hleihil committed
1198
            LucyEditPipeline,
1199
            Lumina2Pipeline,
Le Zhuo's avatar
Le Zhuo committed
1200
            Lumina2Text2ImgPipeline,
1201
            LuminaPipeline,
1202
            LuminaText2ImgPipeline,
1203
            MarigoldDepthPipeline,
1204
            MarigoldIntrinsicsPipeline,
1205
            MarigoldNormalsPipeline,
Aryan's avatar
Aryan committed
1206
            MochiPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1207
            MusicLDMPipeline,
Shitao Xiao's avatar
Shitao Xiao committed
1208
            OmniGenPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1209
            PaintByExamplePipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1210
            PIAPipeline,
Sayak Paul's avatar
Sayak Paul committed
1211
            PixArtAlphaPipeline,
1212
            PixArtSigmaPAGPipeline,
1213
            PixArtSigmaPipeline,
David Bertoin's avatar
David Bertoin committed
1214
            PRXPipeline,
1215
            QwenImageControlNetInpaintPipeline,
1216
            QwenImageControlNetPipeline,
1217
            QwenImageEditInpaintPipeline,
naykun's avatar
naykun committed
1218
            QwenImageEditPipeline,
1219
            QwenImageEditPlusPipeline,
1220
1221
            QwenImageImg2ImgPipeline,
            QwenImageInpaintPipeline,
naykun's avatar
naykun committed
1222
            QwenImagePipeline,
Aryan's avatar
Aryan committed
1223
            ReduxImageEncoder,
1224
            SanaControlNetPipeline,
1225
1226
            SanaPAGPipeline,
            SanaPipeline,
1227
            SanaSprintImg2ImgPipeline,
YiYi Xu's avatar
YiYi Xu committed
1228
            SanaSprintPipeline,
1229
            SanaVideoPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1230
1231
1232
            SemanticStableDiffusionPipeline,
            ShapEImg2ImgPipeline,
            ShapEPipeline,
1233
1234
1235
1236
1237
            SkyReelsV2DiffusionForcingImageToVideoPipeline,
            SkyReelsV2DiffusionForcingPipeline,
            SkyReelsV2DiffusionForcingVideoToVideoPipeline,
            SkyReelsV2ImageToVideoPipeline,
            SkyReelsV2Pipeline,
1238
1239
            StableAudioPipeline,
            StableAudioProjectionModel,
1240
1241
1242
            StableCascadeCombinedPipeline,
            StableCascadeDecoderPipeline,
            StableCascadePriorPipeline,
1243
            StableDiffusion3ControlNetInpaintingPipeline,
1244
            StableDiffusion3ControlNetPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1245
            StableDiffusion3Img2ImgPipeline,
1246
            StableDiffusion3InpaintPipeline,
1247
            StableDiffusion3PAGImg2ImgPipeline,
1248
            StableDiffusion3PAGPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1249
            StableDiffusion3Pipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1250
1251
1252
1253
            StableDiffusionAdapterPipeline,
            StableDiffusionAttendAndExcitePipeline,
            StableDiffusionControlNetImg2ImgPipeline,
            StableDiffusionControlNetInpaintPipeline,
1254
            StableDiffusionControlNetPAGInpaintPipeline,
1255
            StableDiffusionControlNetPAGPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1256
            StableDiffusionControlNetPipeline,
1257
            StableDiffusionControlNetXSPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
            StableDiffusionDepth2ImgPipeline,
            StableDiffusionDiffEditPipeline,
            StableDiffusionGLIGENPipeline,
            StableDiffusionGLIGENTextImagePipeline,
            StableDiffusionImageVariationPipeline,
            StableDiffusionImg2ImgPipeline,
            StableDiffusionInpaintPipeline,
            StableDiffusionInpaintPipelineLegacy,
            StableDiffusionInstructPix2PixPipeline,
            StableDiffusionLatentUpscalePipeline,
            StableDiffusionLDM3DPipeline,
            StableDiffusionModelEditingPipeline,
1270
            StableDiffusionPAGImg2ImgPipeline,
1271
            StableDiffusionPAGInpaintPipeline,
1272
            StableDiffusionPAGPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
            StableDiffusionPanoramaPipeline,
            StableDiffusionParadigmsPipeline,
            StableDiffusionPipeline,
            StableDiffusionPipelineSafe,
            StableDiffusionPix2PixZeroPipeline,
            StableDiffusionSAGPipeline,
            StableDiffusionUpscalePipeline,
            StableDiffusionXLAdapterPipeline,
            StableDiffusionXLControlNetImg2ImgPipeline,
            StableDiffusionXLControlNetInpaintPipeline,
1283
            StableDiffusionXLControlNetPAGImg2ImgPipeline,
YiYi Xu's avatar
YiYi Xu committed
1284
            StableDiffusionXLControlNetPAGPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1285
            StableDiffusionXLControlNetPipeline,
hlky's avatar
hlky committed
1286
1287
1288
            StableDiffusionXLControlNetUnionImg2ImgPipeline,
            StableDiffusionXLControlNetUnionInpaintPipeline,
            StableDiffusionXLControlNetUnionPipeline,
1289
            StableDiffusionXLControlNetXSPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1290
1291
1292
            StableDiffusionXLImg2ImgPipeline,
            StableDiffusionXLInpaintPipeline,
            StableDiffusionXLInstructPix2PixPipeline,
YiYi Xu's avatar
YiYi Xu committed
1293
1294
1295
            StableDiffusionXLPAGImg2ImgPipeline,
            StableDiffusionXLPAGInpaintPipeline,
            StableDiffusionXLPAGPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1296
1297
1298
            StableDiffusionXLPipeline,
            StableUnCLIPImg2ImgPipeline,
            StableUnCLIPPipeline,
Suraj Patil's avatar
Suraj Patil committed
1299
            StableVideoDiffusionPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1300
1301
            TextToVideoSDPipeline,
            TextToVideoZeroPipeline,
1302
            TextToVideoZeroSDXLPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
            UnCLIPImageVariationPipeline,
            UnCLIPPipeline,
            UniDiffuserModel,
            UniDiffuserPipeline,
            UniDiffuserTextDecoder,
            VersatileDiffusionDualGuidedPipeline,
            VersatileDiffusionImageVariationPipeline,
            VersatileDiffusionPipeline,
            VersatileDiffusionTextToImagePipeline,
            VideoToVideoSDPipeline,
Zhong-Yu Li's avatar
Zhong-Yu Li committed
1313
1314
            VisualClozeGenerationPipeline,
            VisualClozePipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1315
            VQDiffusionPipeline,
1316
1317
            WanImageToVideoPipeline,
            WanPipeline,
Aryan's avatar
Aryan committed
1318
            WanVACEPipeline,
1319
            WanVideoToVideoPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
            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:
1331
        from .pipelines import StableDiffusionKDiffusionPipeline, StableDiffusionXLKDiffusionPipeline
Dhruv Nair's avatar
Dhruv Nair committed
1332

1333
1334
1335
1336
1337
1338
    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:
Álvaro Somoza's avatar
Álvaro Somoza committed
1339
        from .pipelines import KolorsImg2ImgPipeline, KolorsPAGPipeline, KolorsPipeline
Sayak Paul's avatar
Sayak Paul committed
1340
1341
1342
1343
1344
1345
1346
1347
1348

    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

Dhruv Nair's avatar
Dhruv Nair committed
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
    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:
1386
        from .models.controlnets.controlnet_flax import FlaxControlNetModel
Dhruv Nair's avatar
Dhruv Nair committed
1387
        from .models.modeling_flax_utils import FlaxModelMixin
1388
        from .models.unets.unet_2d_condition_flax import FlaxUNet2DConditionModel
Dhruv Nair's avatar
Dhruv Nair committed
1389
1390
1391
1392
1393
1394
        from .models.vae_flax import FlaxAutoencoderKL
        from .pipelines import FlaxDiffusionPipeline
        from .schedulers import (
            FlaxDDIMScheduler,
            FlaxDDPMScheduler,
            FlaxDPMSolverMultistepScheduler,
Pedro Cuenca's avatar
Pedro Cuenca committed
1395
            FlaxEulerDiscreteScheduler,
Dhruv Nair's avatar
Dhruv Nair committed
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
            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,
Pedro Cuenca's avatar
Pedro Cuenca committed
1414
            FlaxStableDiffusionXLPipeline,
Dhruv Nair's avatar
Dhruv Nair committed
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
        )

    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__},
    )