Path	Lines of Code
CODE_OF_CONDUCT.md	94
CONTRIBUTING.md	364
PHILOSOPHY.md	83
README.md	193
examples/README.md	54
examples/advanced_diffusion_training/README.md	370
examples/advanced_diffusion_training/README_flux.md	308
examples/advanced_diffusion_training/requirements.txt	8
examples/advanced_diffusion_training/requirements_flux.txt	8
examples/advanced_diffusion_training/test_dreambooth_lora_flux_advanced.py	125
examples/advanced_diffusion_training/train_dreambooth_lora_flux_advanced.py	1994
examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py	1612
examples/advanced_diffusion_training/train_dreambooth_lora_sdxl_advanced.py	1950
examples/amused/README.md	274
examples/amused/train_amused.py	784
examples/cogvideo/README.md	180
examples/cogvideo/requirements.txt	10
examples/cogvideo/train_cogvideox_image_to_video_lora.py	1290
examples/cogvideo/train_cogvideox_lora.py	1286
examples/cogview4-control/README.md	163
examples/cogview4-control/requirements.txt	6
examples/cogview4-control/train_control_cogview4.py	1024
examples/community/README_community_scripts.md	368
examples/community/adaptive_mask_inpainting.py	884
examples/community/bit_diffusion.py	142
examples/community/checkpoint_merger.py	199
examples/community/clip_guided_images_mixing_stable_diffusion.py	330
examples/community/clip_guided_stable_diffusion.py	245
examples/community/clip_guided_stable_diffusion_img2img.py	327
examples/community/cogvideox_ddim_inversion.py	381
examples/community/composable_stable_diffusion.py	333
examples/community/ddim_noise_comparative_analysis.py	91
examples/community/dps_pipeline.py	236
examples/community/edict_pipeline.py	196
examples/community/fresco_v2v.py	1687
examples/community/gluegen.py	533
examples/community/hd_painter.py	675
examples/community/iadb.py	76
examples/community/imagic_stable_diffusion.py	258
examples/community/img2img_inpainting.py	249
examples/community/instaflow_one_step.py	444
examples/community/interpolate_stable_diffusion.py	290
examples/community/ip_adapter_face_id.py	770
examples/community/kohya_hires_fix.py	257
examples/community/latent_consistency_img2img.py	471
examples/community/latent_consistency_interpolate.py	603
examples/community/latent_consistency_txt2img.py	405
examples/community/llm_grounded_diffusion.py	1008
examples/community/lpw_stable_diffusion.py	833
examples/community/lpw_stable_diffusion_onnx.py	665
examples/community/lpw_stable_diffusion_xl.py	1463
examples/community/magic_mix.py	118
examples/community/marigold_depth_estimation.py	390
examples/community/masked_stable_diffusion_img2img.py	151
examples/community/masked_stable_diffusion_xl_img2img.py	490
examples/community/matryoshka.py	3108
examples/community/mixture_canvas.py	349
examples/community/mixture_tiling.py	254
examples/community/mixture_tiling_sdxl.py	712
examples/community/mod_controlnet_tile_sr_sdxl.py	1124
examples/community/multilingual_stable_diffusion.py	243
examples/community/one_step_unet.py	15
examples/community/pipeline_animatediff_controlnet.py	742
examples/community/pipeline_animatediff_img2video.py	610
examples/community/pipeline_animatediff_ipex.py	648
examples/community/pipeline_controlnet_xl_kolors.py	877
examples/community/pipeline_controlnet_xl_kolors_img2img.py	1007
examples/community/pipeline_controlnet_xl_kolors_inpaint.py	1211
examples/community/pipeline_demofusion_sdxl.py	904
examples/community/pipeline_fabric.py	508
examples/community/pipeline_faithdiff_stable_diffusion_xl.py	1463
examples/community/pipeline_flux_differential_img2img.py	648
examples/community/pipeline_flux_rf_inversion.py	655
examples/community/pipeline_flux_semantic_guidance.py	876
examples/community/pipeline_flux_with_cfg.py	561
examples/community/pipeline_hunyuandit_differential_img2img.py	749
examples/community/pipeline_kolors_differential_img2img.py	781
examples/community/pipeline_kolors_inpainting.py	1090
examples/community/pipeline_null_text_inversion.py	216
examples/community/pipeline_prompt2prompt.py	1043
examples/community/pipeline_sdxl_style_aligned.py	1238
examples/community/pipeline_stable_diffusion_3_differential_img2img.py	619
examples/community/pipeline_stable_diffusion_3_instruct_pix2pix.py	814
examples/community/pipeline_stable_diffusion_boxdiff.py	1106
examples/community/pipeline_stable_diffusion_pag.py	955
examples/community/pipeline_stable_diffusion_upscale_ldm3d.py	455
examples/community/pipeline_stable_diffusion_xl_attentive_eraser.py	1470
examples/community/pipeline_stable_diffusion_xl_controlnet_adapter.py	873
examples/community/pipeline_stable_diffusion_xl_controlnet_adapter_inpaint.py	1181
examples/community/pipeline_stable_diffusion_xl_differential_img2img.py	948
examples/community/pipeline_stable_diffusion_xl_instandid_img2img.py	667
examples/community/pipeline_stable_diffusion_xl_instantid.py	657
examples/community/pipeline_stable_diffusion_xl_ipex.py	902
examples/community/pipeline_stable_diffusion_xl_t5.py	122
examples/community/pipeline_stg_cogvideox.py	543
examples/community/pipeline_stg_hunyuan_video.py	508
examples/community/pipeline_stg_ltx.py	579
examples/community/pipeline_stg_ltx_image2video.py	655
examples/community/pipeline_stg_mochi.py	532
examples/community/pipeline_stg_wan.py	413
examples/community/pipeline_zero1to3.py	488
examples/community/regional_prompting_stable_diffusion.py	1195
examples/community/rerender_a_video.py	807
examples/community/run_onnx_controlnet.py	605
examples/community/run_tensorrt_controlnet.py	692
examples/community/scheduling_ufogen.py	244
examples/community/sd_text2img_k_diffusion.py	235
examples/community/sde_drag.py	420
examples/community/seed_resize_stable_diffusion.py	188
examples/community/speech_to_image_diffusion.py	189
examples/community/stable_diffusion_comparison.py	287
examples/community/stable_diffusion_controlnet_img2img.py	586
examples/community/stable_diffusion_controlnet_inpaint.py	659
examples/community/stable_diffusion_controlnet_inpaint_img2img.py	629
examples/community/stable_diffusion_controlnet_reference.py	569
examples/community/stable_diffusion_ipex.py	480
examples/community/stable_diffusion_mega.py	161
examples/community/stable_diffusion_reference.py	952
examples/community/stable_diffusion_repaint.py	539
examples/community/stable_diffusion_tensorrt_img2img.py	844
examples/community/stable_diffusion_tensorrt_inpaint.py	948
examples/community/stable_diffusion_tensorrt_txt2img.py	781
examples/community/stable_diffusion_xl_controlnet_reference.py	887
examples/community/stable_diffusion_xl_reference.py	804
examples/community/stable_unclip.py	217
examples/community/text_inpainting.py	135
examples/community/tiled_upscaling.py	184
examples/community/unclip_image_interpolation.py	282
examples/community/unclip_text_interpolation.py	334
examples/community/wildcard_stable_diffusion.py	234
examples/conftest.py	14
examples/consistency_distillation/README.md	86
examples/consistency_distillation/README_sdxl.md	117
examples/consistency_distillation/requirements.txt	7
examples/consistency_distillation/test_lcm_lora.py	37
examples/consistency_distillation/train_lcm_distill_lora_sd_wds.py	1136
examples/consistency_distillation/train_lcm_distill_lora_sdxl.py	1168
examples/consistency_distillation/train_lcm_distill_lora_sdxl_wds.py	1207
examples/consistency_distillation/train_lcm_distill_sd_wds.py	1101
examples/consistency_distillation/train_lcm_distill_sdxl_wds.py	1185
examples/controlnet/README.md	349
examples/controlnet/README_flux.md	360
examples/controlnet/README_sd3.md	117
examples/controlnet/README_sdxl.md	101
examples/controlnet/requirements.txt	6
examples/controlnet/requirements_flax.txt	9
examples/controlnet/requirements_flux.txt	9
examples/controlnet/requirements_sd3.txt	8
examples/controlnet/requirements_sdxl.txt	8
examples/controlnet/test_controlnet.py	61
examples/controlnet/train_controlnet.py	968
examples/controlnet/train_controlnet_flax.py	948
examples/controlnet/train_controlnet_flux.py	1205
examples/controlnet/train_controlnet_sd3.py	1190
examples/controlnet/train_controlnet_sdxl.py	1125
examples/custom_diffusion/README.md	215
examples/custom_diffusion/requirements.txt	6
examples/custom_diffusion/retrieve.py	65
examples/custom_diffusion/test_custom_diffusion.py	37
examples/custom_diffusion/train_custom_diffusion.py	1132
examples/dreambooth/README.md	586
examples/dreambooth/README_flux.md	249
examples/dreambooth/README_hidream.md	105
examples/dreambooth/README_lumina2.md	88
examples/dreambooth/README_sana.md	88
examples/dreambooth/README_sd3.md	172
examples/dreambooth/README_sdxl.md	203
examples/dreambooth/convert_to_imagefolder.py	26
examples/dreambooth/requirements.txt	7
examples/dreambooth/requirements_flax.txt	8
examples/dreambooth/requirements_flux.txt	8
examples/dreambooth/requirements_hidream.txt	8
examples/dreambooth/requirements_sana.txt	8
examples/dreambooth/requirements_sd3.txt	8
examples/dreambooth/requirements_sdxl.txt	7
examples/dreambooth/test_dreambooth.py	72
examples/dreambooth/test_dreambooth_flux.py	67
examples/dreambooth/test_dreambooth_lora.py	125
examples/dreambooth/test_dreambooth_lora_edm.py	34
examples/dreambooth/test_dreambooth_lora_flux.py	105
examples/dreambooth/test_dreambooth_lora_flux_kontext.py	105
examples/dreambooth/test_dreambooth_lora_hidream.py	76
examples/dreambooth/test_dreambooth_lora_lumina2.py	74
examples/dreambooth/test_dreambooth_lora_sana.py	96
examples/dreambooth/test_dreambooth_lora_sd3.py	96
examples/dreambooth/test_dreambooth_sd3.py	67
examples/dreambooth/train_dreambooth.py	1171
examples/dreambooth/train_dreambooth_flax.py	565
examples/dreambooth/train_dreambooth_flux.py	1500
examples/dreambooth/train_dreambooth_lora.py	1171
examples/dreambooth/train_dreambooth_lora_flux.py	1604
examples/dreambooth/train_dreambooth_lora_flux_kontext.py	1680
examples/dreambooth/train_dreambooth_lora_hidream.py	1462
examples/dreambooth/train_dreambooth_lora_lumina2.py	1263
examples/dreambooth/train_dreambooth_lora_sana.py	1268
examples/dreambooth/train_dreambooth_lora_sd3.py	1618
examples/dreambooth/train_dreambooth_lora_sdxl.py	1632
examples/dreambooth/train_dreambooth_sd3.py	1480
examples/flux-control/README.md	165
examples/flux-control/requirements.txt	6
examples/flux-control/train_control_flux.py	1023
examples/flux-control/train_control_lora_flux.py	1162
examples/inference/README.md	6
examples/inference/image_to_image.py	6
examples/inference/inpainting.py	6
examples/instruct_pix2pix/README.md	148
examples/instruct_pix2pix/README_sdxl.md	152
examples/instruct_pix2pix/requirements.txt	6
examples/instruct_pix2pix/test_instruct_pix2pix.py	36
examples/instruct_pix2pix/train_instruct_pix2pix.py	824
examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py	997
examples/kandinsky2_2/text_to_image/README.md	229
examples/kandinsky2_2/text_to_image/requirements.txt	7
examples/kandinsky2_2/text_to_image/train_text_to_image_decoder.py	709
examples/kandinsky2_2/text_to_image/train_text_to_image_lora_decoder.py	644
examples/kandinsky2_2/text_to_image/train_text_to_image_lora_prior.py	678
examples/kandinsky2_2/text_to_image/train_text_to_image_prior.py	733
examples/model_search/README.md	120
examples/model_search/pipeline_easy.py	820
examples/model_search/requirements.txt	1
examples/reinforcement_learning/README.md	21
examples/reinforcement_learning/diffusion_policy.py	101
examples/reinforcement_learning/run_diffuser_locomotion.py	44
examples/research_projects/README.md	10
examples/research_projects/anytext/README.md	30
examples/research_projects/anytext/anytext.py	1751
examples/research_projects/anytext/anytext_controlnet.py	262
examples/research_projects/anytext/ocr_recog/RNN.py	169
examples/research_projects/anytext/ocr_recog/RecCTCHead.py	39
examples/research_projects/anytext/ocr_recog/RecModel.py	37
examples/research_projects/anytext/ocr_recog/RecMv1_enhance.py	169
examples/research_projects/anytext/ocr_recog/RecSVTR.py	506
examples/research_projects/anytext/ocr_recog/common.py	55
examples/research_projects/anytext/ocr_recog/en_dict.txt	94
examples/research_projects/autoencoderkl/README.md	46
examples/research_projects/autoencoderkl/requirements.txt	15
examples/research_projects/autoencoderkl/train_autoencoderkl.py	884
examples/research_projects/colossalai/README.md	81
examples/research_projects/colossalai/inference.py	7
examples/research_projects/colossalai/requirement.txt	7
examples/research_projects/colossalai/train_dreambooth_colossalai.py	539
examples/research_projects/consistency_training/README.md	21
examples/research_projects/consistency_training/requirements.txt	6
examples/research_projects/consistency_training/train_cm_ct_unconditional.py	1147
examples/research_projects/controlnet/train_controlnet_webdataset.py	1174
examples/research_projects/diffusion_dpo/README.md	81
examples/research_projects/diffusion_dpo/requirements.txt	8
examples/research_projects/diffusion_dpo/train_diffusion_dpo.py	792
examples/research_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py	909
examples/research_projects/diffusion_orpo/README.md	1
examples/research_projects/diffusion_orpo/requirements.txt	7
examples/research_projects/diffusion_orpo/train_diffusion_orpo_sdxl_lora.py	875
examples/research_projects/diffusion_orpo/train_diffusion_orpo_sdxl_lora_wds.py	875
examples/research_projects/dreambooth_inpaint/README.md	99
examples/research_projects/dreambooth_inpaint/requirements.txt	7
examples/research_projects/dreambooth_inpaint/train_dreambooth_inpaint.py	649
examples/research_projects/dreambooth_inpaint/train_dreambooth_inpaint_lora.py	647
examples/research_projects/flux_lora_quantization/README.md	133
examples/research_projects/flux_lora_quantization/accelerate.yaml	17
examples/research_projects/flux_lora_quantization/compute_embeddings.py	67
examples/research_projects/flux_lora_quantization/ds2.yaml	23
examples/research_projects/flux_lora_quantization/train_dreambooth_lora_flux_miniature.py	958
examples/research_projects/geodiff/README.md	4
examples/research_projects/gligen/README.md	120
examples/research_projects/gligen/dataset.py	89
examples/research_projects/gligen/demo.ipynb	196
examples/research_projects/gligen/make_datasets.py	95
examples/research_projects/gligen/requirements.txt	11
examples/research_projects/gligen/train_gligen_text.py	536
examples/research_projects/instructpix2pix_lora/README.md	80
examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py	915
examples/research_projects/intel_opts/README.md	25
examples/research_projects/intel_opts/inference_bf16.py	40
examples/research_projects/intel_opts/textual_inversion/README.md	51
examples/research_projects/intel_opts/textual_inversion/requirements.txt	7
examples/research_projects/intel_opts/textual_inversion/textual_inversion_bf16.py	519
examples/research_projects/intel_opts/textual_inversion_dfq/README.md	69
examples/research_projects/intel_opts/textual_inversion_dfq/requirements.txt	7
examples/research_projects/intel_opts/textual_inversion_dfq/text2images.py	98
examples/research_projects/intel_opts/textual_inversion_dfq/textual_inversion.py	823
examples/research_projects/ip_adapter/README.md	174
examples/research_projects/ip_adapter/requirements.txt	4
examples/research_projects/ip_adapter/tutorial_train_faceid.py	329
examples/research_projects/ip_adapter/tutorial_train_ip-adapter.py	338
examples/research_projects/ip_adapter/tutorial_train_plus.py	358
examples/research_projects/ip_adapter/tutorial_train_sdxl.py	422
examples/research_projects/lora/README.md	59
examples/research_projects/lora/requirements.txt	8
examples/research_projects/lora/train_text_to_image_lora.py	816
examples/research_projects/multi_subject_dreambooth/README.md	270
examples/research_projects/multi_subject_dreambooth/requirements.txt	6
examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py	993
examples/research_projects/multi_subject_dreambooth_inpainting/README.md	68
examples/research_projects/multi_subject_dreambooth_inpainting/requirements.txt	8
examples/research_projects/multi_subject_dreambooth_inpainting/train_multi_subject_dreambooth_inpainting.py	505
examples/research_projects/multi_token_textual_inversion/README.md	98
examples/research_projects/multi_token_textual_inversion/multi_token_clip.py	63
examples/research_projects/multi_token_textual_inversion/requirements.txt	6
examples/research_projects/multi_token_textual_inversion/requirements_flax.txt	8
examples/research_projects/multi_token_textual_inversion/textual_inversion.py	762
examples/research_projects/multi_token_textual_inversion/textual_inversion_flax.py	525
examples/research_projects/onnxruntime/README.md	3
examples/research_projects/onnxruntime/text_to_image/README.md	52
examples/research_projects/onnxruntime/text_to_image/requirements.txt	7
examples/research_projects/onnxruntime/text_to_image/train_text_to_image.py	757
examples/research_projects/onnxruntime/textual_inversion/README.md	65
examples/research_projects/onnxruntime/textual_inversion/requirements.txt	6
examples/research_projects/onnxruntime/textual_inversion/textual_inversion.py	764
examples/research_projects/onnxruntime/unconditional_image_generation/README.md	36
examples/research_projects/onnxruntime/unconditional_image_generation/requirements.txt	4
examples/research_projects/onnxruntime/unconditional_image_generation/train_unconditional.py	568
examples/research_projects/pixart/controlnet_pixart_alpha.py	221
examples/research_projects/pixart/pipeline_pixart_alpha_controlnet.py	726
examples/research_projects/pixart/requirements.txt	6
examples/research_projects/pixart/run_pixart_alpha_controlnet_pipeline.py	49
examples/research_projects/pixart/train_controlnet_hf_diffusers.sh	13
examples/research_projects/pixart/train_pixart_controlnet_hf.py	945
examples/research_projects/promptdiffusion/README.md	33
examples/research_projects/promptdiffusion/convert_original_promptdiffusion_to_diffusers.py	1581
examples/research_projects/promptdiffusion/pipeline_prompt_diffusion.py	820
examples/research_projects/promptdiffusion/promptdiffusioncontrolnet.py	213
examples/research_projects/pytorch_xla/inference/flux/README.md	146
examples/research_projects/pytorch_xla/inference/flux/flux_inference.py	119
examples/research_projects/pytorch_xla/training/text_to_image/README.md	136
examples/research_projects/pytorch_xla/training/text_to_image/requirements.txt	8
examples/research_projects/pytorch_xla/training/text_to_image/train_text_to_image_xla.py	551
examples/research_projects/rdm/README.md	3
examples/research_projects/rdm/pipeline_rdm.py	213
examples/research_projects/rdm/retriever.py	195
examples/research_projects/realfill/README.md	87
examples/research_projects/realfill/infer.py	75
examples/research_projects/realfill/requirements.txt	9
examples/research_projects/realfill/train_realfill.py	779
examples/research_projects/sana/README.md	67
examples/research_projects/sana/train_sana_sprint_diffusers.py	1395
examples/research_projects/sana/train_sana_sprint_diffusers.sh	20
examples/research_projects/scheduled_huber_loss_training/README.md	8
examples/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth.py	1232
examples/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth_lora.py	1211
examples/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth_lora_sdxl.py	1682
examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image.py	905
examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image_lora.py	857
examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image_lora_sdxl.py	1129
examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image_sdxl.py	1137
examples/research_projects/sd3_lora_colab/README.md	24
examples/research_projects/sd3_lora_colab/compute_embeddings.py	79
examples/research_projects/sd3_lora_colab/sd3_dreambooth_lora_16gb.ipynb	2428
examples/research_projects/sd3_lora_colab/train_dreambooth_lora_sd3_miniature.py	910
examples/research_projects/sdxl_flax/README.md	191
examples/research_projects/sdxl_flax/sdxl_single.py	62
examples/research_projects/sdxl_flax/sdxl_single_aot.py	85
examples/research_projects/vae/README.md	9
examples/research_projects/vae/vae_roundtrip.py	225
examples/research_projects/wuerstchen/text_to_image/README.md	72
examples/research_projects/wuerstchen/text_to_image/__init__.py	1
examples/research_projects/wuerstchen/text_to_image/modeling_efficient_net_encoder.py	18
examples/research_projects/wuerstchen/text_to_image/requirements.txt	7
examples/research_projects/wuerstchen/text_to_image/train_text_to_image_lora_prior.py	721
examples/research_projects/wuerstchen/text_to_image/train_text_to_image_prior.py	711
examples/server/README.md	47
examples/server/requirements.in	9
examples/server/requirements.txt	167
examples/server/server.py	103
examples/t2i_adapter/README.md	1
examples/t2i_adapter/README_sdxl.md	93
examples/t2i_adapter/requirements.txt	8
examples/t2i_adapter/test_t2i_adapter.py	17
examples/t2i_adapter/train_t2i_adapter_sdxl.py	1063
examples/test_examples_utils.py	32
examples/text_to_image/README.md	238
examples/text_to_image/README_sdxl.md	220
examples/text_to_image/requirements.txt	8
examples/text_to_image/requirements_flax.txt	9
examples/text_to_image/requirements_sdxl.txt	8
examples/text_to_image/test_text_to_image.py	112
examples/text_to_image/test_text_to_image_lora.py	100
examples/text_to_image/train_text_to_image.py	909
examples/text_to_image/train_text_to_image_flax.py	492
examples/text_to_image/train_text_to_image_lora.py	797
examples/text_to_image/train_text_to_image_lora_sdxl.py	1085
examples/text_to_image/train_text_to_image_sdxl.py	1110
examples/textual_inversion/README.md	111
examples/textual_inversion/README_sdxl.md	37
examples/textual_inversion/requirements.txt	6
examples/textual_inversion/requirements_flax.txt	8
examples/textual_inversion/test_textual_inversion.py	42
examples/textual_inversion/test_textual_inversion_sdxl.py	42
examples/textual_inversion/textual_inversion.py	837
examples/textual_inversion/textual_inversion_flax.py	552
examples/textual_inversion/textual_inversion_sdxl.py	941
examples/unconditional_image_generation/README.md	117
examples/unconditional_image_generation/requirements.txt	3
examples/unconditional_image_generation/test_unconditional.py	43
examples/unconditional_image_generation/train_unconditional.py	572
examples/vqgan/README.md	110
examples/vqgan/discriminator.py	39
examples/vqgan/requirements.txt	8
examples/vqgan/test_vqgan.py	159
examples/vqgan/train_vqgan.py	887
src/diffusers/experimental/README.md	4
src/diffusers/models/README.md	2
src/diffusers/pipelines/README.md	124
src/diffusers/pipelines/deprecated/README.md	2
src/diffusers/pipelines/stable_diffusion/README.md	127
src/diffusers/schedulers/README.md	2
src/diffusers/utils/model_card_template.md	15
tests/quantization/bnb/README.md	40
tests/quantization/torchao/README.md	45