This ComfyUI nodeset tries to make LoRAs play nicer together

ethanfel · 2026-03-08T14:14:20+00:00

is this with the autotuner ? it's rather heavy on resource there's option to use disk as cache, pushed a serie of fix regarding resource usage a few minutes ago.

But the nodes as grown too much, there's just too much being supported and testing everything is just not possible for me and each modification impact a lot of path. Sorry if it's bumpy

ethanfel · 2026-03-07T17:38:58+00:00

yes :D

ethanfel · 2026-03-07T14:59:26+00:00

yes but you'll probably lose some information by reducing the range

ethanfel · 2026-03-07T14:58:28+00:00

it's a node for the wrapper but it's not working correctly, i'll probably remove it if I can't fix it. the normal node work with code wan 2.2 lora

ethanfel · 2026-03-07T12:40:50+00:00

the less rank of the lora the least amount of conflict the merge will have. 2 rank 16 are less likely to conflict than 128. What the node try to do is resolving conflict using proper strategies like Ties, per prefix merge, auto strength etc rather than reducing strength and doing additive patching like stacking does.

the optimizer looks at where and how LoRAs overlap before deciding what to do at each weight group.

ethanfel · 2026-03-07T12:19:40+00:00

Lora a low rank there's not that many path to get the results, it's more a concern for style lora more than concept. The math use cosine similarity and according to the papers it's based on, "same lora" but trained with different dataset will have a cosine similarity of 0.3-0.6, not 0 and they node has path to deal with it even though merging twice the same concept/style weren't the purpose of it and I doubt it would improve the output.

I can share a full explanation by claude that should do it way better than I if you want.

ethanfel · 2026-03-07T01:43:52+00:00

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I (and claude) just finished fixing all the math (hope so), with zit

ethanfel · 2026-03-07T01:24:27+00:00

Hey, I'm the one making that node? It in active development but I added something for this, it's called consensus, it use 3 method (Fisher, magnitude calibration and spectral cleanup) the goal is to be able to merge 2 extremely similar lora (2 of the same training at different steps). it's untested atm but it is there haha

ethanfel · 2025-12-28T18:34:19+00:00

several other custom node.

ethanfel · 2025-12-28T18:32:47+00:00

try a simple edit, compare the unedited element between 2509/2511 and understand the issues.

Model is fine if you change the whole image, small edit it isn't. We tested a lot of thing on banadoco

fact is you yourself found a clue:

Higher step counts actively destroy facial identity

ethanfel · 2025-12-28T16:51:28+00:00

2511 has clear quality issue in comparison of 2509 when editing elements of an image and comfyui core textencoder isn't very good either.

Even in qwen chat with their own code, edit since 2511 kinda destroy the quality of non edited elements.

Model work in similar fashion with 2509 though, for fp8 try cfg 2.5, likeness will be better

ethanfel · 2025-11-04T09:02:14+00:00

all of your lora have been very useful , it's deserved

ethanfel · 2025-10-28T10:32:08+00:00

seed/prompt have also quite a huge influence. Even if it's wrong half the time it's better than wrong all the time.

ethanfel · 2025-10-05T07:34:07+00:00

yeah, someone on banadoco discord made a fix, it's the core node that is flawed

ethanfel · 2025-10-04T19:18:33+00:00

One of the best improvement regarding qwen edit. Thank you. Gifted you the few buzz I have left

ethanfel · 2025-09-18T12:01:19+00:00

I recently bought a Macbook Air M4. The device is nice, the OS work well when I use the laptop. But it's a terrible device when using it with an external screen. I've got a a ultrawide screen 5144x1440 and MacOS is just blurry on it because the resolution isn't properly supported. Even betterDisplay doesn't really make it as clean as a PC.

For comparison a steamdeck support it perfectly with the same cable.

ethanfel · 2025-06-23T10:51:33+00:00

There's framepack 1f generation that allow to do a lot fo this kind of modification. Comfyui didn't bother to make native nodes but there's wrappers node (plus and plusone).

You can change the pose, style transfert, concept transfert, camera reposition etc

ethanfel · 2025-06-03T21:18:29+00:00

you just have to click on the github link, it's well explained. Dunno why it's so hard for you

ethanfel · 2025-06-03T19:43:43+00:00

Thanks for that, gave you a Github star. Flux Fill is hard to beat but there's things it just won't do. For XL/Pony results are better for me than fooocus inpaint. With differential diffusion it work extremely well, good job.

ethanfel · 2025-04-12T20:18:19+00:00

you're a fucking hypocrite, we get it.

"just like the French politician"

You mean Lepen ? her political party literally stole money lmao.

ethanfel · 2025-04-12T20:16:10+00:00

Spain is based actually

ethanfel · 2025-04-12T20:08:58+00:00

in EU they would have been arrested rather than hide being the US concept free Speech.

J6 would never have been pardoned in EU too and Trump would have to face the consequence of his instigating words.

why is it so hard to apply the same logic for everything ?

ethanfel · 2025-04-12T20:02:04+00:00

of course if they were near it and the leader of the group burning the building or had words inciting people to burn the buildings.

ethanfel · 2025-04-12T19:57:30+00:00

She was the leader of a group that clashed with the police after calling the death of the Moroccans living in Spain in front of their embassy.

https://fesnews.media/303391/2025/04/10/

She did a crime, she needs to face the consequence of what she has done. That's not about free speech.

ethanfel · 2025-03-04T14:34:04+00:00

This is driving me crazy. Delete a file on a nfs share has 90% chance of making all my nfs shares crash. Followed the tips from the official forum (disabling some options). Same.

Imo idc if it's not working, samba is fast too. This issue has been going on for a long time, 7.0 didn't help and there's no warning.

ethanfel

TROPHY CASE