13 Commits

Author	SHA1	Message	Date
bymyself	0f259cabdd	feat: add timestamp to output filenames for cache-busting ... Add get_timestamp() and format_output_filename() utilities to folder_paths.py that generate unique filenames with UTC timestamps. This eliminates the need for client-side cache-busting query parameters. New filename format: prefix_00001_20260131-220945-123456_.ext Updated all save nodes to use the new format: - nodes.py (SaveImage, SaveLatent, SaveImageWebsocket) - comfy_api/latest/_ui.py (UILatent) - comfy_extras/nodes_video.py (SaveWEBM, SaveAnimatedPNG, SaveAnimatedWEBP) - comfy_extras/nodes_images.py (SaveSVG) - comfy_extras/nodes_hunyuan3d.py (Save3D) - comfy_extras/nodes_model_merging.py (SaveCheckpointSimple) - comfy_extras/nodes_lora_extract.py (LoraSave) - comfy_extras/nodes_train.py (SaveEmbedding) Amp-Thread-ID: https://ampcode.com/threads/T-019c17e5-1c0a-736f-970d-e411aae222fc	2026-01-31 22:30:57 -08:00
Kohaku-Blueleaf	a97c98068f	[Weight-adapter/Trainer] Bypass forward mode in Weight adapter system (#11958) ... * Add API of bypass forward module * bypass implementation * add bypass fwd into nodes list/trainer	2026-01-24 22:56:22 -05:00
Christian Byrne	bbb8864778	add search aliases to all nodes (#12035) ... * feat: Add search_aliases field to node schema Adds `search_aliases` field to improve node discoverability. Users can define alternative search terms for nodes (e.g., "text concat" → StringConcatenate). Changes: - Add `search_aliases: list[str]` to V3 Schema - Add `SEARCH_ALIASES` support for V1 nodes - Include field in `/object_info` response - Add aliases to high-priority core nodes V1 usage: ```python class MyNode: SEARCH_ALIASES = ["alt name", "synonym"] ``` V3 usage: ```python io.Schema( node_id="MyNode", search_aliases=["alt name", "synonym"], ... ) ``` ## Related PRs - Frontend: Comfy-Org/ComfyUI_frontend#XXXX (draft - merge after this) - Docs: Comfy-Org/docs#XXXX (draft - merge after stable) * Propagate search_aliases through V3 Schema.get_v1_info to NodeInfoV1 * feat: add SEARCH_ALIASES for core nodes (#12016) Add search aliases to 22 core nodes in nodes.py to improve node discoverability: - Checkpoint/model loaders: CheckpointLoader, DiffusersLoader - Conditioning nodes: ConditioningAverage, ConditioningSetArea, ConditioningSetMask, ConditioningZeroOut - Style nodes: StyleModelApply - Image nodes: LoadImageMask, LoadImageOutput, ImageBatch, ImageInvert, ImagePadForOutpaint - Latent nodes: LoadLatent, SaveLatent, LatentBlend, LatentComposite, LatentCrop, LatentFlip, LatentFromBatch, LatentUpscale, LatentUpscaleBy, RepeatLatentBatch * feat: add SEARCH_ALIASES for image, mask, and string nodes (#12017) Add search aliases to nodes in comfy_extras for better discoverability: - nodes_mask.py: mask manipulation nodes - nodes_images.py: image processing nodes - nodes_post_processing.py: post-processing effect nodes - nodes_string.py: string manipulation nodes - nodes_compositing.py: compositing nodes - nodes_morphology.py: morphological operation nodes - nodes_latent.py: latent space nodes Uses search_aliases parameter in io.Schema() for v3 nodes. * feat: add SEARCH_ALIASES for audio and video nodes (#12018) Add search aliases to audio and video nodes for better discoverability: - nodes_audio.py: audio loading, saving, and processing nodes - nodes_video.py: video loading and processing nodes - nodes_wan.py: WAN model nodes Uses search_aliases parameter in io.Schema() for v3 nodes. * feat: add SEARCH_ALIASES for model and misc nodes (#12019) Add search aliases to model-related and miscellaneous nodes: - Model nodes: nodes_model_merging.py, nodes_model_advanced.py, nodes_lora_extract.py - Sampler nodes: nodes_custom_sampler.py, nodes_align_your_steps.py - Control nodes: nodes_controlnet.py, nodes_attention_multiply.py, nodes_hooks.py - Training nodes: nodes_train.py, nodes_dataset.py - Utility nodes: nodes_logic.py, nodes_canny.py, nodes_differential_diffusion.py - Architecture-specific: nodes_sd3.py, nodes_pixart.py, nodes_lumina2.py, nodes_kandinsky5.py, nodes_hidream.py, nodes_fresca.py, nodes_hunyuan3d.py - Media nodes: nodes_load_3d.py, nodes_webcam.py, nodes_preview_any.py, nodes_wanmove.py Uses search_aliases parameter in io.Schema() for v3 nodes, SEARCH_ALIASES class attribute for legacy nodes.	2026-01-22 18:36:58 -08:00
comfyanonymous	bf7dc63bd6	skip_load_model -> force_full_load (#11390) ... This should be a bit more clear and less prone to potential breakage if the logic of the load models changes a bit.	2025-12-17 23:29:32 -05:00
Kohaku-Blueleaf	86dbb89fc9	Resolution bucketing and Trainer implementation refactoring (#11117)	2025-12-17 22:15:27 -05:00
comfyanonymous	ecdc8697d5	Qwen Image Lora training fix from #11090 (#11094)	2025-12-03 22:49:28 -05:00
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
Kohaku-Blueleaf	7be2b49b6b	Fix LoRA Trainer bugs with FP8 models. (#9854) ... * Fix adapter weight init * Fix fp8 model training * Avoid inference tensor	2025-09-20 21:24:48 -04:00
Kohaku-Blueleaf	eb2f78b4e0	[Training Node] algo support, grad acc, optional grad ckpt (#9015) ... * Add factorization utils for lokr * Add lokr train impl * Add loha train impl * Add adapter map for algo selection * Add optional grad ckpt and algo selection * Update __init__.py * correct key name for loha * Use custom fwd/bwd func and better init for loha * Support gradient accumulation * Fix bugs of loha * use more stable init * Add OFT training * linting	2025-07-23 20:57:27 -04:00
Kohaku-Blueleaf	1205afc708	Better training loop implementation (#8820)	2025-07-09 11:41:22 -04:00
Kohaku-Blueleaf	181a9bf26d	Support Multi Image-Caption dataset in lora training node (#8819) ... * initial impl of multi img/text dataset * Update nodes_train.py * Support Kohya-ss structure	2025-07-08 20:18:04 -04:00
comfyanonymous	ae75a084df	SaveLora now saves in the same filename format as all the other nodes. (#8538)	2025-06-15 03:44:59 -04:00
Kohaku-Blueleaf	520eb77b72	LoRA Trainer: LoRA training node in weight adapter scheme (#8446)	2025-06-13 19:25:59 -04:00