Commit Graph

606 Commits

Author SHA1 Message Date
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
Jaret Burkett
4e5707854f Initial support for RamTorch. Still a WIP 2025-10-05 13:03:26 -06:00
Jaret Burkett
3086a58e5b git status 2025-10-01 14:12:17 -06:00
Jaret Burkett
3b1f7b0948 Allow user to set the attention backend. Add method to recomver from the occasional OOM if it is a rare event. Still exit if it ooms 3 times in a row. 2025-09-27 08:56:15 -06:00
Jaret Burkett
be990630b9 Remove dropout from cached text embeddings even if used specifies it so blank prompts are not cached. 2025-09-26 11:50:53 -06:00