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ComfyUI/comfy_extras
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Kohaku-Blueleaf cc6a8dcd1a Dataset Processing Nodes and Improved LoRA Trainer Nodes with multi resolution supports. (#10708) 
* Create nodes_dataset.py

* Add encoded dataset caching mechanism

* make training node to work with our dataset system

* allow trainer node to get different resolution dataset

* move all dataset related implementation to nodes_dataset

* Rewrite dataset system with new io schema

* Rewrite training system with new io schema

* add ui pbar

* Add outputs' id/name

* Fix bad id/naming

* use single process instead of input list when no need

* fix wrong output_list flag

* use torch.load/save and fix bad behaviors
2025-11-26 19:18:08 -05:00
..
chainner_models
Replace print with logging (#6138)
2024-12-20 16:24:55 -05:00
nodes_ace.py
v3 nodes (part a) (#9149)
2025-08-21 22:05:36 -04:00
nodes_advanced_samplers.py
v3 nodes (part a) (#9149)
2025-08-21 22:05:36 -04:00
nodes_align_your_steps.py
convert AlignYourStepsScheduler node to V3 schema (#9226)
2025-09-03 21:21:38 -04:00
nodes_apg.py
v3 nodes (part a) (#9149)
2025-08-21 22:05:36 -04:00
nodes_attention_multiply.py
v3 nodes (part a) (#9149)
2025-08-21 22:05:36 -04:00
nodes_audio_encoder.py
convert nodes_audio_encoder.py to V3 schema (#10123)
2025-09-30 23:00:22 -07:00
nodes_audio.py
Fix save audio nodes saving mono audio as stereo. (#10289)
2025-10-10 17:33:51 -04:00
nodes_camera_trajectory.py
convert WanCameraEmbedding node to V3 schema (#9714)
2025-09-12 17:38:12 -04:00
nodes_canny.py
convert Canny node to V3 schema (#9743)
2025-09-12 17:40:34 -04:00
nodes_cfg.py
convert CFG nodes to V3 schema (#9717)
2025-09-12 17:39:55 -04:00
nodes_chroma_radiance.py
Add support for Chroma Radiance (#9682)
2025-09-13 17:58:43 -04:00
nodes_clip_sdxl.py
convert CLIPTextEncodeSDXL nodes to V3 schema (#9716)
2025-09-26 14:15:44 -07:00
nodes_compositing.py
convert nodes_compositing.py to V3 schema (#10174)
2025-10-08 23:13:15 -07:00
nodes_cond.py
convert nodes_cond.py to V3 schema (#9719)
2025-09-12 17:39:30 -04:00
nodes_context_windows.py
Added context window support to core sampling code (#9238)
2025-08-13 21:33:05 -04:00
nodes_controlnet.py
convert nodes_controlnet.py to V3 schema (#10202)
2025-10-17 14:13:05 -07:00
nodes_cosmos.py
convert Cosmos nodes to V3 schema (#9721)
2025-09-12 17:38:46 -04:00
nodes_custom_sampler.py
convert nodes_customer_sampler.py to V3 schema (#10206)
2025-11-26 14:55:31 -08:00
nodes_dataset.py
Dataset Processing Nodes and Improved LoRA Trainer Nodes with multi resolution supports. (#10708)
2025-11-26 19:18:08 -05:00
nodes_differential_diffusion.py
convert nodes_differential_diffusion.py to V3 schema (#10056)
2025-10-01 12:17:33 -07:00
nodes_easycache.py
EasyCache: Fix for mismatch in input/output channels with some models (#10788)
2025-11-18 07:00:21 -08:00
nodes_edit_model.py
convert nodes_edit_model.py to V3 schema (#10147)
2025-10-03 13:24:42 -07:00
nodes_eps.py
Add TemporalScoreRescaling node (#10351)
2025-10-15 18:12:25 -04:00
nodes_flux.py
Flux 2 (#10879)
2025-11-25 10:50:19 -05:00
nodes_freelunch.py
Move PAG to model_patches/unet section.
2024-07-18 17:22:51 -04:00
nodes_fresca.py
convert nodes_fresca.py to V3 schema (#9951)
2025-09-26 14:12:04 -07:00
nodes_gits.py
convert nodes_gits.py to V3 schema (#9949)
2025-10-01 12:16:59 -07:00
nodes_hidream.py
convert nodes_hidream.py to V3 schema (#9946)
2025-09-26 23:13:05 -07:00
nodes_hooks.py
Hooks Part 2 - TransformerOptionsHook and AdditionalModelsHook (#6377)
2025-01-11 12:20:23 -05:00
nodes_hunyuan3d.py
convert hunyuan3d.py to V3 schema (#10664)
2025-11-19 14:49:01 -08:00
nodes_hunyuan.py
Add display names to Hunyuan latent video nodes. (#10837)
2025-11-22 22:51:53 -05:00
nodes_hypernetwork.py
convert nodes_hypernetwork.py to V3 schema (#10583)
2025-11-03 00:21:47 -08:00
nodes_hypertile.py
convert nodes_hypertile.py to V3 schema (#10061)
2025-09-27 19:16:22 -07:00
nodes_images.py
ImageScaleToMaxDimension node. (#9689)
2025-09-02 20:05:57 -04:00
nodes_ip2p.py
convert nodes_ip2p.pt to V3 schema (#10097)
2025-10-01 12:20:30 -07:00
nodes_latent.py
convert nodes_latent.py to V3 schema (#10160)
2025-10-08 23:14:00 -07:00
nodes_load_3d.py
Merge 3d animation node (#10025)
2025-11-26 14:58:27 -05:00
nodes_lora_extract.py
convert nodes_lora_extract.py to V3 schema (#10182)
2025-10-08 23:11:45 -07:00
nodes_lotus.py
convert nodes_lotus.py to V3 schema (#10057)
2025-09-27 19:11:36 -07:00
nodes_lt.py
Temp fix for LTXV custom nodes. (#10251)
2025-10-07 19:55:23 -04:00
nodes_lumina2.py
convert nodes_lumina2.py to V3 schema (#10058)
2025-09-27 19:12:51 -07:00
nodes_mahiro.py
convert nodes_mahiro.py to V3 schema (#10070)
2025-09-29 12:35:51 -07:00
nodes_mask.py
Make LatentCompositeMasked work with basic video latents. (#10023)
2025-09-25 17:20:13 -04:00
nodes_mochi.py
convert nodes_mochi.py to V3 schema (#10069)
2025-09-29 12:03:35 -07:00
nodes_model_advanced.py
Add cosmos_rflow option to ModelSamplingContinuousEDM node. (#8523)
2025-06-13 17:47:52 -04:00
nodes_model_downscale.py
convert nodes_model_downscale.py to V3 schema (#10199)
2025-10-08 23:10:23 -07:00
nodes_model_merging_model_specific.py
Qwen Image model merging node. (#9202)
2025-08-06 04:07:04 -04:00
nodes_model_merging.py
Make clipsave work with more TE models. (#7908)
2025-05-02 05:15:32 -04:00
nodes_model_patch.py
USO style reference. (#9677)
2025-09-02 15:36:22 -04:00
nodes_morphology.py
convert nodes_morphology.py to V3 schema (#10159)
2025-10-02 13:53:00 -07:00
nodes_nop.py
Native block swap custom nodes considered harmful. (#10783)
2025-11-18 00:26:44 -05:00
nodes_optimalsteps.py
convert nodes_optimalsteps.py to V3 schema (#10074)
2025-10-01 12:18:04 -07:00
nodes_pag.py
convert nodes_pag.py to V3 schema (#10080)
2025-10-01 12:18:49 -07:00
nodes_perpneg.py
convert nodes_perpneg.py to V3 schema (#10081)
2025-09-29 12:05:28 -07:00
nodes_photomaker.py
convert nodes_photomaker.py to V3 schema (#10017)
2025-09-27 02:36:43 -07:00
nodes_pixart.py
convert nodes_pixart.py to V3 schema (#10019)
2025-09-27 02:34:32 -07:00
nodes_post_processing.py
convert nodes_post_processing to V3 schema (#9491)
2025-09-26 14:14:42 -07:00
nodes_preview_any.py
change display name of PreviewAny node to "Preview as Text" (#10796)
2025-11-19 01:25:28 -08:00
nodes_primitive.py
convert Primitive nodes to V3 schema (#9372)
2025-08-30 23:21:58 -04:00
nodes_qwen.py
convert nodes_qwen.py to V3 schema (#10049)
2025-09-27 12:25:35 -07:00
nodes_rebatch.py
convert nodes_rebatch.py to V3 schema (#9945)
2025-09-26 14:10:49 -07:00
nodes_rope.py
Add a ScaleROPE node. Currently only works on WAN models. (#10559)
2025-10-30 22:11:38 -04:00
nodes_sag.py
convert nodes_sag.py to V3 schema (#9940)
2025-09-26 14:13:52 -07:00
nodes_sd3.py
convert nodes_sd3.py and nodes_slg.py to V3 schema (#10162)
2025-10-09 15:18:23 -07:00
nodes_sdupscale.py
convert nodes_sdupscale.py to V3 schema (#9943)
2025-09-26 14:12:38 -07:00
nodes_slg.py
convert nodes_sd3.py and nodes_slg.py to V3 schema (#10162)
2025-10-09 15:18:23 -07:00
nodes_stable3d.py
convert nodes_stable3d.py to V3 schema (#10204)
2025-10-04 12:33:48 -07:00
nodes_stable_cascade.py
convert Stable Cascade nodes to V3 schema (#9373)
2025-08-30 23:19:21 -04:00
nodes_string.py
convert String nodes to V3 schema (#9370)
2025-08-21 22:03:57 -04:00
nodes_tcfg.py
convert nodes_tcfg.py to V3 schema (#9942)
2025-09-26 14:13:05 -07:00
nodes_tomesd.py
convert nodes_tomesd.py to V3 schema (#10180)
2025-10-03 11:50:38 -07:00
nodes_torch_compile.py
convert nodes_torch_compile.py to V3 schema (#10173)
2025-10-03 11:43:54 -07:00
nodes_train.py
Dataset Processing Nodes and Improved LoRA Trainer Nodes with multi resolution supports. (#10708)
2025-11-26 19:18:08 -05:00
nodes_upscale_model.py
convert nodes_upscale_model.py to V3 schema (#10149)
2025-10-09 16:08:40 -07:00
nodes_video_model.py
Temporal area composition.
2025-03-03 06:50:31 -05:00
nodes_video.py
convert Video nodes to V3 schema (#9489)
2025-08-30 23:19:54 -04:00
nodes_wan.py
Fix bug with WanAnimateToVideo. (#9990)
2025-09-22 17:34:33 -04:00
nodes_webcam.py
Fix WebcamCapture IS_CHANGED signature (#8413)
2025-06-09 13:05:54 -04:00