__init__.py 34.2 KB
Newer Older
Pedro Cuenca's avatar
Pedro Cuenca committed
1
2
3
from typing import TYPE_CHECKING

from ..utils import (
4
    DIFFUSERS_SLOW_IMPORT,
Pedro Cuenca's avatar
Pedro Cuenca committed
5
6
7
8
9
10
11
12
    OptionalDependencyNotAvailable,
    _LazyModule,
    get_objects_from_module,
    is_flax_available,
    is_k_diffusion_available,
    is_librosa_available,
    is_note_seq_available,
    is_onnx_available,
Sayak Paul's avatar
Sayak Paul committed
13
    is_opencv_available,
14
    is_sentencepiece_available,
Pedro Cuenca's avatar
Pedro Cuenca committed
15
    is_torch_available,
Mengqing Cao's avatar
Mengqing Cao committed
16
    is_torch_npu_available,
Pedro Cuenca's avatar
Pedro Cuenca committed
17
18
19
20
21
22
    is_transformers_available,
)


# These modules contain pipelines from multiple libraries/frameworks
_dummy_objects = {}
Suraj Patil's avatar
Suraj Patil committed
23
24
_import_structure = {
    "controlnet": [],
25
    "controlnet_hunyuandit": [],
26
    "controlnet_sd3": [],
UmerHA's avatar
UmerHA committed
27
    "controlnet_xs": [],
Dhruv Nair's avatar
Dhruv Nair committed
28
    "deprecated": [],
Suraj Patil's avatar
Suraj Patil committed
29
    "latent_diffusion": [],
30
    "ledits_pp": [],
31
    "marigold": [],
YiYi Xu's avatar
YiYi Xu committed
32
    "pag": [],
Suraj Patil's avatar
Suraj Patil committed
33
34
35
    "stable_diffusion": [],
    "stable_diffusion_xl": [],
}
Pedro Cuenca's avatar
Pedro Cuenca committed
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_pt_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_pt_objects))
else:
    _import_structure["auto_pipeline"] = [
        "AutoPipelineForImage2Image",
        "AutoPipelineForInpainting",
        "AutoPipelineForText2Image",
    ]
    _import_structure["consistency_models"] = ["ConsistencyModelPipeline"]
    _import_structure["dance_diffusion"] = ["DanceDiffusionPipeline"]
    _import_structure["ddim"] = ["DDIMPipeline"]
    _import_structure["ddpm"] = ["DDPMPipeline"]
    _import_structure["dit"] = ["DiTPipeline"]
    _import_structure["latent_diffusion"].extend(["LDMSuperResolutionPipeline"])
Suraj Patil's avatar
Suraj Patil committed
56
57
58
    _import_structure["pipeline_utils"] = [
        "AudioPipelineOutput",
        "DiffusionPipeline",
59
        "StableDiffusionMixin",
Suraj Patil's avatar
Suraj Patil committed
60
61
        "ImagePipelineOutput",
    ]
Dhruv Nair's avatar
Dhruv Nair committed
62
63
64
65
66
67
68
69
70
    _import_structure["deprecated"].extend(
        [
            "PNDMPipeline",
            "LDMPipeline",
            "RePaintPipeline",
            "ScoreSdeVePipeline",
            "KarrasVePipeline",
        ]
    )
Pedro Cuenca's avatar
Pedro Cuenca committed
71
72
73
74
75
76
77
78
try:
    if not (is_torch_available() and is_librosa_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_torch_and_librosa_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_torch_and_librosa_objects))
else:
Dhruv Nair's avatar
Dhruv Nair committed
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
    _import_structure["deprecated"].extend(["AudioDiffusionPipeline", "Mel"])

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

    _dummy_objects.update(get_objects_from_module(dummy_transformers_and_torch_and_note_seq_objects))
else:
    _import_structure["deprecated"].extend(
        [
            "MidiProcessor",
            "SpectrogramDiffusionPipeline",
        ]
    )

Pedro Cuenca's avatar
Pedro Cuenca committed
96
97
98
99
100
101
102
103
try:
    if not (is_torch_available() and is_transformers_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_torch_and_transformers_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_objects))
else:
Dhruv Nair's avatar
Dhruv Nair committed
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
    _import_structure["deprecated"].extend(
        [
            "VQDiffusionPipeline",
            "AltDiffusionPipeline",
            "AltDiffusionImg2ImgPipeline",
            "CycleDiffusionPipeline",
            "StableDiffusionInpaintPipelineLegacy",
            "StableDiffusionPix2PixZeroPipeline",
            "StableDiffusionParadigmsPipeline",
            "StableDiffusionModelEditingPipeline",
            "VersatileDiffusionDualGuidedPipeline",
            "VersatileDiffusionImageVariationPipeline",
            "VersatileDiffusionPipeline",
            "VersatileDiffusionTextToImagePipeline",
        ]
    )
Aryan's avatar
Aryan committed
120
    _import_structure["allegro"] = ["AllegroPipeline"]
Will Berman's avatar
Will Berman committed
121
    _import_structure["amused"] = ["AmusedImg2ImgPipeline", "AmusedInpaintPipeline", "AmusedPipeline"]
Aryan V S's avatar
Aryan V S committed
122
123
    _import_structure["animatediff"] = [
        "AnimateDiffPipeline",
124
        "AnimateDiffControlNetPipeline",
Aryan's avatar
Aryan committed
125
        "AnimateDiffSDXLPipeline",
Aryan's avatar
Aryan committed
126
        "AnimateDiffSparseControlNetPipeline",
Aryan V S's avatar
Aryan V S committed
127
        "AnimateDiffVideoToVideoPipeline",
128
        "AnimateDiffVideoToVideoControlNetPipeline",
Aryan V S's avatar
Aryan V S committed
129
    ]
galbria's avatar
galbria committed
130
    _import_structure["bria"] = ["BriaPipeline"]
131
    _import_structure["flux"] = [
Aryan's avatar
Aryan committed
132
        "FluxControlPipeline",
133
        "FluxControlInpaintPipeline",
Aryan's avatar
Aryan committed
134
        "FluxControlImg2ImgPipeline",
135
        "FluxControlNetPipeline",
136
137
        "FluxControlNetImg2ImgPipeline",
        "FluxControlNetInpaintPipeline",
138
139
140
        "FluxImg2ImgPipeline",
        "FluxInpaintPipeline",
        "FluxPipeline",
Aryan's avatar
Aryan committed
141
142
143
        "FluxFillPipeline",
        "FluxPriorReduxPipeline",
        "ReduxImageEncoder",
Aryan's avatar
Aryan committed
144
        "FluxKontextPipeline",
145
        "FluxKontextInpaintPipeline",
146
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
147
148
149
150
151
152
153
    _import_structure["audioldm"] = ["AudioLDMPipeline"]
    _import_structure["audioldm2"] = [
        "AudioLDM2Pipeline",
        "AudioLDM2ProjectionModel",
        "AudioLDM2UNet2DConditionModel",
    ]
    _import_structure["blip_diffusion"] = ["BlipDiffusionPipeline"]
Dhruv Nair's avatar
Dhruv Nair committed
154
    _import_structure["chroma"] = ["ChromaPipeline", "ChromaImg2ImgPipeline"]
155
156
157
158
    _import_structure["cogvideo"] = [
        "CogVideoXPipeline",
        "CogVideoXImageToVideoPipeline",
        "CogVideoXVideoToVideoPipeline",
159
        "CogVideoXFunControlPipeline",
160
    ]
Yuxuan.Zhang's avatar
Yuxuan.Zhang committed
161
    _import_structure["cogview3"] = ["CogView3PlusPipeline"]
Yuxuan Zhang's avatar
Yuxuan Zhang committed
162
    _import_structure["cogview4"] = ["CogView4Pipeline", "CogView4ControlPipeline"]
Aryan's avatar
Aryan committed
163
    _import_structure["consisid"] = ["ConsisIDPipeline"]
Aryan's avatar
Aryan committed
164
165
166
167
168
169
    _import_structure["cosmos"] = [
        "Cosmos2TextToImagePipeline",
        "CosmosTextToWorldPipeline",
        "CosmosVideoToWorldPipeline",
        "Cosmos2VideoToWorldPipeline",
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
170
171
172
173
174
175
176
177
178
    _import_structure["controlnet"].extend(
        [
            "BlipDiffusionControlNetPipeline",
            "StableDiffusionControlNetImg2ImgPipeline",
            "StableDiffusionControlNetInpaintPipeline",
            "StableDiffusionControlNetPipeline",
            "StableDiffusionXLControlNetImg2ImgPipeline",
            "StableDiffusionXLControlNetInpaintPipeline",
            "StableDiffusionXLControlNetPipeline",
hlky's avatar
hlky committed
179
180
181
            "StableDiffusionXLControlNetUnionPipeline",
            "StableDiffusionXLControlNetUnionInpaintPipeline",
            "StableDiffusionXLControlNetUnionImg2ImgPipeline",
Pedro Cuenca's avatar
Pedro Cuenca committed
182
183
        ]
    )
YiYi Xu's avatar
YiYi Xu committed
184
185
    _import_structure["pag"].extend(
        [
186
            "StableDiffusionControlNetPAGInpaintPipeline",
Aryan's avatar
Aryan committed
187
            "AnimateDiffPAGPipeline",
Álvaro Somoza's avatar
Álvaro Somoza committed
188
            "KolorsPAGPipeline",
189
            "HunyuanDiTPAGPipeline",
190
            "StableDiffusion3PAGPipeline",
191
            "StableDiffusion3PAGImg2ImgPipeline",
192
            "StableDiffusionPAGPipeline",
193
            "StableDiffusionPAGImg2ImgPipeline",
194
            "StableDiffusionPAGInpaintPipeline",
195
            "StableDiffusionControlNetPAGPipeline",
YiYi Xu's avatar
YiYi Xu committed
196
197
            "StableDiffusionXLPAGPipeline",
            "StableDiffusionXLPAGInpaintPipeline",
198
            "StableDiffusionXLControlNetPAGImg2ImgPipeline",
YiYi Xu's avatar
YiYi Xu committed
199
200
            "StableDiffusionXLControlNetPAGPipeline",
            "StableDiffusionXLPAGImg2ImgPipeline",
201
            "PixArtSigmaPAGPipeline",
202
            "SanaPAGPipeline",
YiYi Xu's avatar
YiYi Xu committed
203
204
        ]
    )
205
206
207
208
209
210
    _import_structure["controlnet_xs"].extend(
        [
            "StableDiffusionControlNetXSPipeline",
            "StableDiffusionXLControlNetXSPipeline",
        ]
    )
211
212
213
214
215
    _import_structure["controlnet_hunyuandit"].extend(
        [
            "HunyuanDiTControlNetPipeline",
        ]
    )
216
217
218
    _import_structure["controlnet_sd3"].extend(
        [
            "StableDiffusion3ControlNetPipeline",
219
            "StableDiffusion3ControlNetInpaintingPipeline",
220
221
        ]
    )
Pedro Cuenca's avatar
Pedro Cuenca committed
222
223
224
225
226
227
228
229
    _import_structure["deepfloyd_if"] = [
        "IFImg2ImgPipeline",
        "IFImg2ImgSuperResolutionPipeline",
        "IFInpaintingPipeline",
        "IFInpaintingSuperResolutionPipeline",
        "IFPipeline",
        "IFSuperResolutionPipeline",
    ]
230
231
232
233
234
    _import_structure["easyanimate"] = [
        "EasyAnimatePipeline",
        "EasyAnimateInpaintPipeline",
        "EasyAnimateControlPipeline",
    ]
hlky's avatar
hlky committed
235
    _import_structure["hidream_image"] = ["HiDreamImagePipeline"]
236
    _import_structure["hunyuandit"] = ["HunyuanDiTPipeline"]
Aryan's avatar
Aryan committed
237
238
239
240
    _import_structure["hunyuan_video"] = [
        "HunyuanVideoPipeline",
        "HunyuanSkyreelsImageToVideoPipeline",
        "HunyuanVideoImageToVideoPipeline",
Aryan's avatar
Aryan committed
241
        "HunyuanVideoFramepackPipeline",
Aryan's avatar
Aryan committed
242
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
    _import_structure["kandinsky"] = [
        "KandinskyCombinedPipeline",
        "KandinskyImg2ImgCombinedPipeline",
        "KandinskyImg2ImgPipeline",
        "KandinskyInpaintCombinedPipeline",
        "KandinskyInpaintPipeline",
        "KandinskyPipeline",
        "KandinskyPriorPipeline",
    ]
    _import_structure["kandinsky2_2"] = [
        "KandinskyV22CombinedPipeline",
        "KandinskyV22ControlnetImg2ImgPipeline",
        "KandinskyV22ControlnetPipeline",
        "KandinskyV22Img2ImgCombinedPipeline",
        "KandinskyV22Img2ImgPipeline",
        "KandinskyV22InpaintCombinedPipeline",
        "KandinskyV22InpaintPipeline",
        "KandinskyV22Pipeline",
        "KandinskyV22PriorEmb2EmbPipeline",
        "KandinskyV22PriorPipeline",
    ]
Suraj Patil's avatar
Suraj Patil committed
264
265
266
267
    _import_structure["kandinsky3"] = [
        "Kandinsky3Img2ImgPipeline",
        "Kandinsky3Pipeline",
    ]
268
269
270
271
    _import_structure["latent_consistency_models"] = [
        "LatentConsistencyModelImg2ImgPipeline",
        "LatentConsistencyModelPipeline",
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
272
    _import_structure["latent_diffusion"].extend(["LDMTextToImagePipeline"])
273
274
275
276
277
278
    _import_structure["ledits_pp"].extend(
        [
            "LEditsPPPipelineStableDiffusion",
            "LEditsPPPipelineStableDiffusionXL",
        ]
    )
279
    _import_structure["latte"] = ["LattePipeline"]
Aryan's avatar
Aryan committed
280
281
282
283
284
285
    _import_structure["ltx"] = [
        "LTXPipeline",
        "LTXImageToVideoPipeline",
        "LTXConditionPipeline",
        "LTXLatentUpsamplePipeline",
    ]
286
287
    _import_structure["lumina"] = ["LuminaPipeline", "LuminaText2ImgPipeline"]
    _import_structure["lumina2"] = ["Lumina2Pipeline", "Lumina2Text2ImgPipeline"]
Sari Hleihil's avatar
Sari Hleihil committed
288
    _import_structure["lucy"] = ["LucyEditPipeline"]
289
290
291
    _import_structure["marigold"].extend(
        [
            "MarigoldDepthPipeline",
292
            "MarigoldIntrinsicsPipeline",
293
294
295
            "MarigoldNormalsPipeline",
        ]
    )
Aryan's avatar
Aryan committed
296
    _import_structure["mochi"] = ["MochiPipeline"]
Pedro Cuenca's avatar
Pedro Cuenca committed
297
    _import_structure["musicldm"] = ["MusicLDMPipeline"]
Shitao Xiao's avatar
Shitao Xiao committed
298
    _import_structure["omnigen"] = ["OmniGenPipeline"]
Zhong-Yu Li's avatar
Zhong-Yu Li committed
299
    _import_structure["visualcloze"] = ["VisualClozePipeline", "VisualClozeGenerationPipeline"]
Pedro Cuenca's avatar
Pedro Cuenca committed
300
    _import_structure["paint_by_example"] = ["PaintByExamplePipeline"]
Dhruv Nair's avatar
Dhruv Nair committed
301
    _import_structure["pia"] = ["PIAPipeline"]
302
    _import_structure["pixart_alpha"] = ["PixArtAlphaPipeline", "PixArtSigmaPipeline"]
303
304
305
306
307
308
    _import_structure["sana"] = [
        "SanaPipeline",
        "SanaSprintPipeline",
        "SanaControlNetPipeline",
        "SanaSprintImg2ImgPipeline",
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
309
310
    _import_structure["semantic_stable_diffusion"] = ["SemanticStableDiffusionPipeline"]
    _import_structure["shap_e"] = ["ShapEImg2ImgPipeline", "ShapEPipeline"]
311
312
313
314
    _import_structure["stable_audio"] = [
        "StableAudioProjectionModel",
        "StableAudioPipeline",
    ]
315
316
317
318
319
    _import_structure["stable_cascade"] = [
        "StableCascadeCombinedPipeline",
        "StableCascadeDecoderPipeline",
        "StableCascadePriorPipeline",
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
320
321
322
323
324
325
326
327
328
329
330
331
332
    _import_structure["stable_diffusion"].extend(
        [
            "CLIPImageProjection",
            "StableDiffusionDepth2ImgPipeline",
            "StableDiffusionImageVariationPipeline",
            "StableDiffusionImg2ImgPipeline",
            "StableDiffusionInpaintPipeline",
            "StableDiffusionInstructPix2PixPipeline",
            "StableDiffusionLatentUpscalePipeline",
            "StableDiffusionPipeline",
            "StableDiffusionUpscalePipeline",
            "StableUnCLIPImg2ImgPipeline",
            "StableUnCLIPPipeline",
333
            "StableDiffusionLDM3DPipeline",
Pedro Cuenca's avatar
Pedro Cuenca committed
334
335
        ]
    )
Sayak Paul's avatar
Sayak Paul committed
336
    _import_structure["aura_flow"] = ["AuraFlowPipeline"]
337
338
339
340
341
    _import_structure["stable_diffusion_3"] = [
        "StableDiffusion3Pipeline",
        "StableDiffusion3Img2ImgPipeline",
        "StableDiffusion3InpaintPipeline",
    ]
342
    _import_structure["stable_diffusion_attend_and_excite"] = ["StableDiffusionAttendAndExcitePipeline"]
Pedro Cuenca's avatar
Pedro Cuenca committed
343
    _import_structure["stable_diffusion_safe"] = ["StableDiffusionPipelineSafe"]
344
    _import_structure["stable_diffusion_sag"] = ["StableDiffusionSAGPipeline"]
345
346
347
348
    _import_structure["stable_diffusion_gligen"] = [
        "StableDiffusionGLIGENPipeline",
        "StableDiffusionGLIGENTextImagePipeline",
    ]
Suraj Patil's avatar
Suraj Patil committed
349
    _import_structure["stable_video_diffusion"] = ["StableVideoDiffusionPipeline"]
Pedro Cuenca's avatar
Pedro Cuenca committed
350
351
352
353
354
355
356
357
    _import_structure["stable_diffusion_xl"].extend(
        [
            "StableDiffusionXLImg2ImgPipeline",
            "StableDiffusionXLInpaintPipeline",
            "StableDiffusionXLInstructPix2PixPipeline",
            "StableDiffusionXLPipeline",
        ]
    )
358
    _import_structure["stable_diffusion_diffedit"] = ["StableDiffusionDiffEditPipeline"]
359
    _import_structure["stable_diffusion_ldm3d"] = ["StableDiffusionLDM3DPipeline"]
360
    _import_structure["stable_diffusion_panorama"] = ["StableDiffusionPanoramaPipeline"]
Suraj Patil's avatar
Suraj Patil committed
361
362
363
364
    _import_structure["t2i_adapter"] = [
        "StableDiffusionAdapterPipeline",
        "StableDiffusionXLAdapterPipeline",
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
365
366
367
    _import_structure["text_to_video_synthesis"] = [
        "TextToVideoSDPipeline",
        "TextToVideoZeroPipeline",
368
        "TextToVideoZeroSDXLPipeline",
Pedro Cuenca's avatar
Pedro Cuenca committed
369
370
        "VideoToVideoSDPipeline",
    ]
371
    _import_structure["i2vgen_xl"] = ["I2VGenXLPipeline"]
Pedro Cuenca's avatar
Pedro Cuenca committed
372
373
374
375
376
377
378
379
380
381
382
383
    _import_structure["unclip"] = ["UnCLIPImageVariationPipeline", "UnCLIPPipeline"]
    _import_structure["unidiffuser"] = [
        "ImageTextPipelineOutput",
        "UniDiffuserModel",
        "UniDiffuserPipeline",
        "UniDiffuserTextDecoder",
    ]
    _import_structure["wuerstchen"] = [
        "WuerstchenCombinedPipeline",
        "WuerstchenDecoderPipeline",
        "WuerstchenPriorPipeline",
    ]
Aryan's avatar
Aryan committed
384
    _import_structure["wan"] = ["WanPipeline", "WanImageToVideoPipeline", "WanVideoToVideoPipeline", "WanVACEPipeline"]
385
    _import_structure["kandinsky5"] = ["Kandinsky5T2VPipeline"]
386
387
388
389
390
391
392
    _import_structure["skyreels_v2"] = [
        "SkyReelsV2DiffusionForcingPipeline",
        "SkyReelsV2DiffusionForcingImageToVideoPipeline",
        "SkyReelsV2DiffusionForcingVideoToVideoPipeline",
        "SkyReelsV2ImageToVideoPipeline",
        "SkyReelsV2Pipeline",
    ]
393
394
395
396
    _import_structure["qwenimage"] = [
        "QwenImagePipeline",
        "QwenImageImg2ImgPipeline",
        "QwenImageInpaintPipeline",
naykun's avatar
naykun committed
397
        "QwenImageEditPipeline",
398
        "QwenImageEditPlusPipeline",
399
        "QwenImageEditInpaintPipeline",
400
        "QwenImageControlNetInpaintPipeline",
401
        "QwenImageControlNetPipeline",
402
    ]
Pedro Cuenca's avatar
Pedro Cuenca committed
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
try:
    if not is_onnx_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_onnx_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_onnx_objects))
else:
    _import_structure["onnx_utils"] = ["OnnxRuntimeModel"]
try:
    if not (is_torch_available() and is_transformers_available() and is_onnx_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_torch_and_transformers_and_onnx_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_and_onnx_objects))
else:
    _import_structure["stable_diffusion"].extend(
        [
            "OnnxStableDiffusionImg2ImgPipeline",
            "OnnxStableDiffusionInpaintPipeline",
            "OnnxStableDiffusionPipeline",
            "OnnxStableDiffusionUpscalePipeline",
            "StableDiffusionOnnxPipeline",
        ]
    )

try:
    if not (is_torch_available() and is_transformers_available() and is_k_diffusion_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
Suraj Patil's avatar
Suraj Patil committed
434
435
436
    from ..utils import (
        dummy_torch_and_transformers_and_k_diffusion_objects,
    )
Pedro Cuenca's avatar
Pedro Cuenca committed
437
438
439

    _dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_and_k_diffusion_objects))
else:
440
441
442
443
    _import_structure["stable_diffusion_k_diffusion"] = [
        "StableDiffusionKDiffusionPipeline",
        "StableDiffusionXLKDiffusionPipeline",
    ]
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459

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,
    )

    _dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_and_sentencepiece_objects))
else:
    _import_structure["kolors"] = [
        "KolorsPipeline",
        "KolorsImg2ImgPipeline",
    ]

Sayak Paul's avatar
Sayak Paul committed
460
461
462
463
464
465
466
467
468
469
470
471
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,
    )

    _dummy_objects.update(get_objects_from_module(dummy_torch_and_transformers_and_opencv_objects))
else:
    _import_structure["consisid"] = ["ConsisIDPipeline"]

Pedro Cuenca's avatar
Pedro Cuenca committed
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
try:
    if not is_flax_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_flax_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_flax_objects))
else:
    _import_structure["pipeline_flax_utils"] = ["FlaxDiffusionPipeline"]
try:
    if not (is_flax_available() and is_transformers_available()):
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    from ..utils import dummy_flax_and_transformers_objects  # noqa F403

    _dummy_objects.update(get_objects_from_module(dummy_flax_and_transformers_objects))
else:
    _import_structure["controlnet"].extend(["FlaxStableDiffusionControlNetPipeline"])
    _import_structure["stable_diffusion"].extend(
        [
            "FlaxStableDiffusionImg2ImgPipeline",
            "FlaxStableDiffusionInpaintPipeline",
            "FlaxStableDiffusionPipeline",
        ]
    )
    _import_structure["stable_diffusion_xl"].extend(
        [
            "FlaxStableDiffusionXLPipeline",
        ]
    )

503
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
Pedro Cuenca's avatar
Pedro Cuenca committed
504
505
506
507
508
509
510
    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from ..utils.dummy_pt_objects import *  # noqa F403

    else:
Suraj Patil's avatar
Suraj Patil committed
511
512
513
514
515
        from .auto_pipeline import (
            AutoPipelineForImage2Image,
            AutoPipelineForInpainting,
            AutoPipelineForText2Image,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
516
517
518
519
        from .consistency_models import ConsistencyModelPipeline
        from .dance_diffusion import DanceDiffusionPipeline
        from .ddim import DDIMPipeline
        from .ddpm import DDPMPipeline
Dhruv Nair's avatar
Dhruv Nair committed
520
        from .deprecated import KarrasVePipeline, LDMPipeline, PNDMPipeline, RePaintPipeline, ScoreSdeVePipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
521
522
        from .dit import DiTPipeline
        from .latent_diffusion import LDMSuperResolutionPipeline
Suraj Patil's avatar
Suraj Patil committed
523
524
525
526
        from .pipeline_utils import (
            AudioPipelineOutput,
            DiffusionPipeline,
            ImagePipelineOutput,
527
            StableDiffusionMixin,
Suraj Patil's avatar
Suraj Patil committed
528
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
529
530
531
532
533
534
535

    try:
        if not (is_torch_available() and is_librosa_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from ..utils.dummy_torch_and_librosa_objects import *
    else:
Dhruv Nair's avatar
Dhruv Nair committed
536
        from .deprecated import AudioDiffusionPipeline, Mel
Pedro Cuenca's avatar
Pedro Cuenca committed
537
538
539
540
541
542
543

    try:
        if not (is_torch_available() and is_transformers_available()):
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        from ..utils.dummy_torch_and_transformers_objects import *
    else:
Aryan's avatar
Aryan committed
544
        from .allegro import AllegroPipeline
Will Berman's avatar
Will Berman committed
545
        from .amused import AmusedImg2ImgPipeline, AmusedInpaintPipeline, AmusedPipeline
Aryan's avatar
Aryan committed
546
        from .animatediff import (
547
            AnimateDiffControlNetPipeline,
Aryan's avatar
Aryan committed
548
549
550
            AnimateDiffPipeline,
            AnimateDiffSDXLPipeline,
            AnimateDiffSparseControlNetPipeline,
551
            AnimateDiffVideoToVideoControlNetPipeline,
Aryan's avatar
Aryan committed
552
553
            AnimateDiffVideoToVideoPipeline,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
554
        from .audioldm import AudioLDMPipeline
Suraj Patil's avatar
Suraj Patil committed
555
556
557
558
559
        from .audioldm2 import (
            AudioLDM2Pipeline,
            AudioLDM2ProjectionModel,
            AudioLDM2UNet2DConditionModel,
        )
Sayak Paul's avatar
Sayak Paul committed
560
        from .aura_flow import AuraFlowPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
561
        from .blip_diffusion import BlipDiffusionPipeline
galbria's avatar
galbria committed
562
        from .bria import BriaPipeline
Dhruv Nair's avatar
Dhruv Nair committed
563
        from .chroma import ChromaImg2ImgPipeline, ChromaPipeline
564
565
566
567
568
569
        from .cogvideo import (
            CogVideoXFunControlPipeline,
            CogVideoXImageToVideoPipeline,
            CogVideoXPipeline,
            CogVideoXVideoToVideoPipeline,
        )
Yuxuan.Zhang's avatar
Yuxuan.Zhang committed
570
        from .cogview3 import CogView3PlusPipeline
Yuxuan Zhang's avatar
Yuxuan Zhang committed
571
        from .cogview4 import CogView4ControlPipeline, CogView4Pipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
572
573
574
575
576
577
578
579
        from .controlnet import (
            BlipDiffusionControlNetPipeline,
            StableDiffusionControlNetImg2ImgPipeline,
            StableDiffusionControlNetInpaintPipeline,
            StableDiffusionControlNetPipeline,
            StableDiffusionXLControlNetImg2ImgPipeline,
            StableDiffusionXLControlNetInpaintPipeline,
            StableDiffusionXLControlNetPipeline,
hlky's avatar
hlky committed
580
581
582
            StableDiffusionXLControlNetUnionImg2ImgPipeline,
            StableDiffusionXLControlNetUnionInpaintPipeline,
            StableDiffusionXLControlNetUnionPipeline,
Pedro Cuenca's avatar
Pedro Cuenca committed
583
        )
584
585
586
        from .controlnet_hunyuandit import (
            HunyuanDiTControlNetPipeline,
        )
587
        from .controlnet_sd3 import StableDiffusion3ControlNetInpaintingPipeline, StableDiffusion3ControlNetPipeline
588
589
590
591
        from .controlnet_xs import (
            StableDiffusionControlNetXSPipeline,
            StableDiffusionXLControlNetXSPipeline,
        )
Aryan's avatar
Aryan committed
592
593
594
595
596
597
        from .cosmos import (
            Cosmos2TextToImagePipeline,
            Cosmos2VideoToWorldPipeline,
            CosmosTextToWorldPipeline,
            CosmosVideoToWorldPipeline,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
598
599
600
601
602
603
604
605
        from .deepfloyd_if import (
            IFImg2ImgPipeline,
            IFImg2ImgSuperResolutionPipeline,
            IFInpaintingPipeline,
            IFInpaintingSuperResolutionPipeline,
            IFPipeline,
            IFSuperResolutionPipeline,
        )
Dhruv Nair's avatar
Dhruv Nair committed
606
607
608
609
610
611
612
613
614
615
616
617
618
619
        from .deprecated import (
            AltDiffusionImg2ImgPipeline,
            AltDiffusionPipeline,
            CycleDiffusionPipeline,
            StableDiffusionInpaintPipelineLegacy,
            StableDiffusionModelEditingPipeline,
            StableDiffusionParadigmsPipeline,
            StableDiffusionPix2PixZeroPipeline,
            VersatileDiffusionDualGuidedPipeline,
            VersatileDiffusionImageVariationPipeline,
            VersatileDiffusionPipeline,
            VersatileDiffusionTextToImagePipeline,
            VQDiffusionPipeline,
        )
620
621
622
623
624
        from .easyanimate import (
            EasyAnimateControlPipeline,
            EasyAnimateInpaintPipeline,
            EasyAnimatePipeline,
        )
625
        from .flux import (
Aryan's avatar
Aryan committed
626
            FluxControlImg2ImgPipeline,
627
            FluxControlInpaintPipeline,
628
629
630
            FluxControlNetImg2ImgPipeline,
            FluxControlNetInpaintPipeline,
            FluxControlNetPipeline,
Aryan's avatar
Aryan committed
631
632
            FluxControlPipeline,
            FluxFillPipeline,
633
634
            FluxImg2ImgPipeline,
            FluxInpaintPipeline,
635
            FluxKontextInpaintPipeline,
Aryan's avatar
Aryan committed
636
            FluxKontextPipeline,
637
            FluxPipeline,
Aryan's avatar
Aryan committed
638
639
            FluxPriorReduxPipeline,
            ReduxImageEncoder,
640
        )
hlky's avatar
hlky committed
641
        from .hidream_image import HiDreamImagePipeline
Aryan's avatar
Aryan committed
642
643
        from .hunyuan_video import (
            HunyuanSkyreelsImageToVideoPipeline,
Aryan's avatar
Aryan committed
644
            HunyuanVideoFramepackPipeline,
Aryan's avatar
Aryan committed
645
646
647
            HunyuanVideoImageToVideoPipeline,
            HunyuanVideoPipeline,
        )
648
        from .hunyuandit import HunyuanDiTPipeline
649
        from .i2vgen_xl import I2VGenXLPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
        from .kandinsky import (
            KandinskyCombinedPipeline,
            KandinskyImg2ImgCombinedPipeline,
            KandinskyImg2ImgPipeline,
            KandinskyInpaintCombinedPipeline,
            KandinskyInpaintPipeline,
            KandinskyPipeline,
            KandinskyPriorPipeline,
        )
        from .kandinsky2_2 import (
            KandinskyV22CombinedPipeline,
            KandinskyV22ControlnetImg2ImgPipeline,
            KandinskyV22ControlnetPipeline,
            KandinskyV22Img2ImgCombinedPipeline,
            KandinskyV22Img2ImgPipeline,
            KandinskyV22InpaintCombinedPipeline,
            KandinskyV22InpaintPipeline,
            KandinskyV22Pipeline,
            KandinskyV22PriorEmb2EmbPipeline,
            KandinskyV22PriorPipeline,
        )
671
672
673
674
        from .kandinsky3 import (
            Kandinsky3Img2ImgPipeline,
            Kandinsky3Pipeline,
        )
675
        from .kandinsky5 import Kandinsky5T2VPipeline
Suraj Patil's avatar
Suraj Patil committed
676
677
678
679
        from .latent_consistency_models import (
            LatentConsistencyModelImg2ImgPipeline,
            LatentConsistencyModelPipeline,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
680
        from .latent_diffusion import LDMTextToImagePipeline
681
        from .latte import LattePipeline
682
683
684
685
686
687
        from .ledits_pp import (
            LEditsPPDiffusionPipelineOutput,
            LEditsPPInversionPipelineOutput,
            LEditsPPPipelineStableDiffusion,
            LEditsPPPipelineStableDiffusionXL,
        )
Aryan's avatar
Aryan committed
688
        from .ltx import LTXConditionPipeline, LTXImageToVideoPipeline, LTXLatentUpsamplePipeline, LTXPipeline
Sari Hleihil's avatar
Sari Hleihil committed
689
        from .lucy import LucyEditPipeline
690
691
        from .lumina import LuminaPipeline, LuminaText2ImgPipeline
        from .lumina2 import Lumina2Pipeline, Lumina2Text2ImgPipeline
692
693
        from .marigold import (
            MarigoldDepthPipeline,
694
            MarigoldIntrinsicsPipeline,
695
696
            MarigoldNormalsPipeline,
        )
Aryan's avatar
Aryan committed
697
        from .mochi import MochiPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
698
        from .musicldm import MusicLDMPipeline
Shitao Xiao's avatar
Shitao Xiao committed
699
        from .omnigen import OmniGenPipeline
YiYi Xu's avatar
YiYi Xu committed
700
        from .pag import (
Aryan's avatar
Aryan committed
701
            AnimateDiffPAGPipeline,
702
            HunyuanDiTPAGPipeline,
Álvaro Somoza's avatar
Álvaro Somoza committed
703
            KolorsPAGPipeline,
704
            PixArtSigmaPAGPipeline,
705
            SanaPAGPipeline,
706
            StableDiffusion3PAGImg2ImgPipeline,
707
            StableDiffusion3PAGPipeline,
708
            StableDiffusionControlNetPAGInpaintPipeline,
709
            StableDiffusionControlNetPAGPipeline,
710
            StableDiffusionPAGImg2ImgPipeline,
711
            StableDiffusionPAGInpaintPipeline,
712
            StableDiffusionPAGPipeline,
713
            StableDiffusionXLControlNetPAGImg2ImgPipeline,
YiYi Xu's avatar
YiYi Xu committed
714
715
716
717
718
            StableDiffusionXLControlNetPAGPipeline,
            StableDiffusionXLPAGImg2ImgPipeline,
            StableDiffusionXLPAGInpaintPipeline,
            StableDiffusionXLPAGPipeline,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
719
        from .paint_by_example import PaintByExamplePipeline
Dhruv Nair's avatar
Dhruv Nair committed
720
        from .pia import PIAPipeline
721
        from .pixart_alpha import PixArtAlphaPipeline, PixArtSigmaPipeline
naykun's avatar
naykun committed
722
        from .qwenimage import (
723
            QwenImageControlNetInpaintPipeline,
724
            QwenImageControlNetPipeline,
725
            QwenImageEditInpaintPipeline,
naykun's avatar
naykun committed
726
            QwenImageEditPipeline,
727
            QwenImageEditPlusPipeline,
naykun's avatar
naykun committed
728
729
730
731
            QwenImageImg2ImgPipeline,
            QwenImageInpaintPipeline,
            QwenImagePipeline,
        )
732
        from .sana import SanaControlNetPipeline, SanaPipeline, SanaSprintImg2ImgPipeline, SanaSprintPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
733
734
        from .semantic_stable_diffusion import SemanticStableDiffusionPipeline
        from .shap_e import ShapEImg2ImgPipeline, ShapEPipeline
735
        from .stable_audio import StableAudioPipeline, StableAudioProjectionModel
736
737
738
739
740
        from .stable_cascade import (
            StableCascadeCombinedPipeline,
            StableCascadeDecoderPipeline,
            StableCascadePriorPipeline,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
741
742
743
744
745
746
747
748
749
750
751
752
753
        from .stable_diffusion import (
            CLIPImageProjection,
            StableDiffusionDepth2ImgPipeline,
            StableDiffusionImageVariationPipeline,
            StableDiffusionImg2ImgPipeline,
            StableDiffusionInpaintPipeline,
            StableDiffusionInstructPix2PixPipeline,
            StableDiffusionLatentUpscalePipeline,
            StableDiffusionPipeline,
            StableDiffusionUpscalePipeline,
            StableUnCLIPImg2ImgPipeline,
            StableUnCLIPPipeline,
        )
754
755
756
757
758
        from .stable_diffusion_3 import (
            StableDiffusion3Img2ImgPipeline,
            StableDiffusion3InpaintPipeline,
            StableDiffusion3Pipeline,
        )
759
        from .stable_diffusion_attend_and_excite import StableDiffusionAttendAndExcitePipeline
760
        from .stable_diffusion_diffedit import StableDiffusionDiffEditPipeline
761
        from .stable_diffusion_gligen import StableDiffusionGLIGENPipeline, StableDiffusionGLIGENTextImagePipeline
762
        from .stable_diffusion_ldm3d import StableDiffusionLDM3DPipeline
763
        from .stable_diffusion_panorama import StableDiffusionPanoramaPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
764
        from .stable_diffusion_safe import StableDiffusionPipelineSafe
765
        from .stable_diffusion_sag import StableDiffusionSAGPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
766
767
768
769
770
771
        from .stable_diffusion_xl import (
            StableDiffusionXLImg2ImgPipeline,
            StableDiffusionXLInpaintPipeline,
            StableDiffusionXLInstructPix2PixPipeline,
            StableDiffusionXLPipeline,
        )
Suraj Patil's avatar
Suraj Patil committed
772
773
774
775
776
        from .stable_video_diffusion import StableVideoDiffusionPipeline
        from .t2i_adapter import (
            StableDiffusionAdapterPipeline,
            StableDiffusionXLAdapterPipeline,
        )
Pedro Cuenca's avatar
Pedro Cuenca committed
777
778
779
        from .text_to_video_synthesis import (
            TextToVideoSDPipeline,
            TextToVideoZeroPipeline,
780
            TextToVideoZeroSDXLPipeline,
Pedro Cuenca's avatar
Pedro Cuenca committed
781
782
783
784
785
786
787
788
789
            VideoToVideoSDPipeline,
        )
        from .unclip import UnCLIPImageVariationPipeline, UnCLIPPipeline
        from .unidiffuser import (
            ImageTextPipelineOutput,
            UniDiffuserModel,
            UniDiffuserPipeline,
            UniDiffuserTextDecoder,
        )
Zhong-Yu Li's avatar
Zhong-Yu Li committed
790
        from .visualcloze import VisualClozeGenerationPipeline, VisualClozePipeline
Aryan's avatar
Aryan committed
791
        from .wan import WanImageToVideoPipeline, WanPipeline, WanVACEPipeline, WanVideoToVideoPipeline
Pedro Cuenca's avatar
Pedro Cuenca committed
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
        from .wuerstchen import (
            WuerstchenCombinedPipeline,
            WuerstchenDecoderPipeline,
            WuerstchenPriorPipeline,
        )

        try:
            if not is_onnx_available():
                raise OptionalDependencyNotAvailable()
        except OptionalDependencyNotAvailable:
            from ..utils.dummy_onnx_objects import *  # noqa F403

        else:
            from .onnx_utils import OnnxRuntimeModel

        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 *
        else:
            from .stable_diffusion import (
                OnnxStableDiffusionImg2ImgPipeline,
                OnnxStableDiffusionInpaintPipeline,
                OnnxStableDiffusionPipeline,
                OnnxStableDiffusionUpscalePipeline,
                StableDiffusionOnnxPipeline,
            )

        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 *
        else:
827
828
829
830
            from .stable_diffusion_k_diffusion import (
                StableDiffusionKDiffusionPipeline,
                StableDiffusionXLKDiffusionPipeline,
            )
Pedro Cuenca's avatar
Pedro Cuenca committed
831

832
833
834
835
836
837
838
839
840
841
842
        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 *
        else:
            from .kolors import (
                KolorsImg2ImgPipeline,
                KolorsPipeline,
            )

Sayak Paul's avatar
Sayak Paul committed
843
844
845
846
847
848
849
850
        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 *
        else:
            from .consisid import ConsisIDPipeline

Pedro Cuenca's avatar
Pedro Cuenca committed
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
        try:
            if not is_flax_available():
                raise OptionalDependencyNotAvailable()
        except OptionalDependencyNotAvailable:
            from ..utils.dummy_flax_objects import *  # noqa F403
        else:
            from .pipeline_flax_utils import FlaxDiffusionPipeline

        try:
            if not (is_flax_available() and is_transformers_available()):
                raise OptionalDependencyNotAvailable()
        except OptionalDependencyNotAvailable:
            from ..utils.dummy_flax_and_transformers_objects import *
        else:
            from .controlnet import FlaxStableDiffusionControlNetPipeline
            from .stable_diffusion import (
                FlaxStableDiffusionImg2ImgPipeline,
                FlaxStableDiffusionInpaintPipeline,
                FlaxStableDiffusionPipeline,
            )
            from .stable_diffusion_xl import (
                FlaxStableDiffusionXLPipeline,
            )

        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:
Dhruv Nair's avatar
Dhruv Nair committed
882
            from .deprecated import (
Suraj Patil's avatar
Suraj Patil committed
883
884
885
                MidiProcessor,
                SpectrogramDiffusionPipeline,
            )
Pedro Cuenca's avatar
Pedro Cuenca committed
886

887
888
889
890
891
892
893
894
        from .skyreels_v2 import (
            SkyReelsV2DiffusionForcingImageToVideoPipeline,
            SkyReelsV2DiffusionForcingPipeline,
            SkyReelsV2DiffusionForcingVideoToVideoPipeline,
            SkyReelsV2ImageToVideoPipeline,
            SkyReelsV2Pipeline,
        )

Pedro Cuenca's avatar
Pedro Cuenca committed
895
896
897
898
899
900
901
902
903
904
905
else:
    import sys

    sys.modules[__name__] = _LazyModule(
        __name__,
        globals()["__file__"],
        _import_structure,
        module_spec=__spec__,
    )
    for name, value in _dummy_objects.items():
        setattr(sys.modules[__name__], name, value)