Commit Graph

610 Commits

Author SHA1 Message Date
Jaret Burkett bfb373c8fa Prep for future breaking changes in newer versions of transformers library 2026-04-10 12:04:32 -06:00
Jaret Burkett 78cf049c29
Add support for ACE-Step 1.5 and ACE-Step 1.5 XL. Also added dataset captioning through the UI. (#785)
* Base ace step 1.5 xl added. Generating, still wip on training and ui

* Base training code done

* Fix some issues with caching text embeddings. Update sample cards to show audio

* Fix issue with quantizing ace step

* Add album artwork to samples with waveform.

* Cleanup logs

* Add album art endpoint to speed up album art loading

* Made an make video with artwork script

* Make ui handle basic audio models. Make multi line adjustments to the editor and better syntax hilighting.

* Add prompt tagging system for special tagged models.

* prompt tagging processing for ui working.

* Moved default samples to a special file so we can add more when needed and they can be adjusted for a specific model

* Add a captioner job with music captioner that is prepped for use with the ui

* Add basit ui setup for captioning modal and handeling captioning jobs

* Starting captioning job from ui working. Still better management for it.

* Better filtering of job options in the job view for captioning jobs

* Added qwen3 vl as a captioner for images

* Have an indicator when a dataset is being captioned.

* Adjust the way caption jobs look in the queue

* Fix a few issues. Adjust defaults.

* Version bump

* Added ace step to the readme.
2026-04-09 15:02:03 -06:00
Jaret Burkett da2a79590f Add a merge network on save strength 2026-04-01 09:21:08 -06:00
Jaret Burkett 4a3251640a More work on compiling models 2026-03-31 12:11:56 -06:00
Jaret Burkett 171535833a
Add Mac OS support for Apple Silicon (#770)
* Made an install script and auto updates env for mac

* GPU sensors and initial training working for MAC. Still WIP.

* Switch dataloader to single threaded until I can work around some mac pickeling issues.

* Get quantization working on mac

* Fix mac exclusive imports so they don't break other builds.

* Add mac instructions to the UI
2026-03-30 09:37:47 -06:00
Jaret Burkett 6a1fc54779 Add t0 loss target 2026-03-28 13:35:21 -06:00
Jaret Burkett f85bf065bf Use pooler embeddings for DFE v6 with dino v3 2026-03-27 07:02:07 -06:00
Rodrigo Reis 54f4732c9b
Fix the bug in temporal_compression data loader (#754) 2026-03-25 08:16:44 -06:00
Jaret Burkett 7f3309b291 Add support for audo frame count so datasets can have varrying length videos. Varous ltx 2.3 VAE optimizations such as removing tiling articacts, and doing frame split encoding to reduce vram on encoding/decoding. 2026-03-24 12:20:09 -06:00
Jaret Burkett 5642b656b9 Fix audio issues with ltx2 models. Silent codec fails now raised. Auto convert surround sound audio to stereo. Invalidate old caches just to be safe so they recache now. 2026-03-23 20:08:33 +00:00
Jaret Burkett 0f075fc45e Adjust signal amplification target. Allow signal amplification strength in config. 2026-03-22 08:30:13 -06:00
Jaret Burkett dcd98dc0d5 Add signal amplification 2026-03-21 07:44:18 -06:00
Jaret Burkett 35b1cde3cb Fixed issue on z-image that prevented training at a larger batch size 2026-03-10 15:43:25 -06:00
Jaret Burkett 4909b809c7 Fixed issue with audio loss multiplier. 2026-03-10 15:16:09 -06:00
Jaret Burkett 06ef3d343a add ability to use batch noise correction during training 2026-03-10 09:05:57 -06:00
Jaret Burkett b04c64e0f8 Add a dino version of DFE 2026-03-04 08:20:37 -07:00
Jaret Burkett 40f995f616 Add method to do continuious lora merging in for low vram full finetuning. 2026-02-26 09:00:41 -07:00
Jaret Burkett 1c74ca5d22 Add audio_loss_multiplier to scale audio loss to larger values if desired. 2026-02-19 11:57:44 -07:00
Jaret Burkett 3632656cda make DFE work with more VAEs 2026-02-18 09:46:37 -07:00
Jaret Burkett a055947d56 Add signal_correction_noise_scale to config to scale the signal correction strength 2026-02-07 12:04:21 -07:00
Jaret Burkett 454722cc97 Add signal correction noise 2026-02-07 09:49:55 -07:00
Jaret Burkett 115f0a3670 Fixed error with wan models when caching text embeddings 2026-02-06 14:26:53 -07:00
Jaret Burkett 5c37db04f9 Added ability to activate experimental blank stabilization during training to zero out latents with blank prompts. 2026-02-04 13:00:03 -07:00
Jaret Burkett 1ce2428722 Shrink text embeds to max token length for LTX-2. Drastically reduces cached text embedding sizes 2026-01-28 12:54:49 -07:00
Jaret Burkett 73dedbf662 Do caching of latents, first frame and audio when caching latents for LTX2 2026-01-14 11:05:23 -07:00
Jaret Burkett 5b5aadadb8
Add LTX-2 Support (#644)
* WIP, adding support for LTX2

* Training on images working

* Fix loading comfy models

* Handle converting and deconverting lora so it matches original format

* Reworked ui to habdle ltx and propert dataset default overwriting.

* Update the way lokr saves to it is more compatable with comfy

* Audio loading and synchronization/resampling is working

* Add audio to training. Does it work? Maybe, still testing.

* Fixed fps default issue for sound

* Have ui set fps for accurate audio mapping on ltx

* Added audio procession options to the ui for ltx

* Clean up requirements
2026-01-13 04:55:30 -07:00
Jaret Burkett a767b82b60 Fixed issue with new logger when ooming 2025-12-25 16:57:34 +00:00
Jaret Burkett 87edca1b2b Added initial support to initiate lora training from an existing lora 2025-12-22 12:49:15 -07:00
Jaret Burkett 8864ba915e Remove easy-dwpose from the default requierments 2025-12-20 07:16:20 -07:00
Jaret Burkett ba00eea7d9 Add loss graph to the ui 2025-12-18 10:08:59 -07:00
Jaret Burkett e6c5aead3b Fix issue that prevented ramtorch layer offloading with z_image 2025-12-02 16:14:34 -07:00
Jaret Burkett d42f5af2fc Fixed issue with DOP when using Z-Image 2025-11-28 09:36:21 -07:00
Jaret Burkett 08a39754a4 Fixed issue that prevented caching text embeddings on z-image 2025-11-28 09:19:39 -07:00
Jaret Burkett 4e62c38df5 Add support for training Z-Image Turbo with a de-distill training adapter 2025-11-28 08:08:53 -07:00
Jaret Burkett 50e5d99545 Fix issue where text encoder was not fully unloaded in some instances 2025-11-19 09:01:00 -07:00
Jaret Burkett 323b4aaf5a Do not copy pin memory if it fails, just move 2025-11-17 18:04:00 +00:00
Jaret Burkett 2e7b2d9926 Added Differential Guidance training target 2025-11-10 09:38:25 -07:00
Jaret Burkett 6f308fc46e When soing guidance loss, make CFG zero an optional target instead of a forced one. 2025-11-04 09:16:15 -07:00
Jaret Burkett 8c12977891 Fixed adafactor eps 2025-10-26 05:47:25 -06:00
Jaret Burkett ee206cfa18 Added blank prompt preservation 2025-10-22 14:55:13 -06:00
Jaret Burkett ff14cd6343 Fix check for making sure vae is on the right device. 2025-10-21 14:49:20 -06:00
Jaret Burkett 5123090f6c Adjust dataloader tester to handle videos to test them 2025-10-21 14:47:23 -06:00
Jaret Burkett 0d8a33dc16 Offload ARA with the layer if doing layer offloading. Add support to offload the LoRA. Still needs optimizer support 2025-10-21 06:03:27 -06:00
Jaret Burkett 76ce757e0c Added initial support for layer offloading wit Wan 2.2 14B models. 2025-10-20 14:54:30 -06:00
Jaret Burkett 1f81bc4060 Fix issue where text encoder could be the wrong quantization and fail when using memory manager 2025-10-15 11:01:30 -06:00
Jaret Burkett 7abf5e20be Add conv3d to memory management excluded modules 2025-10-15 10:12:06 -06:00
Jaret Burkett 1bc6dee127 Change auto_memory to be layer_offloading and allow you to set the amount to unload 2025-10-10 13:12:32 -06:00
Jaret Burkett 55b8b0e23e Fix issue where ARA was not working when using memory manager 2025-10-07 13:39:44 -06:00
Jaret Burkett c9f982af83 Add support for using quantized models with ramtorch 2025-10-06 13:46:57 -06:00
Jaret Burkett dc1cc3e78a Fixed issue where multi control samples didnt work when not caching 2025-10-05 14:38:53 -06:00