#πο½sd3
1 messages Β· Page 84 of 1
seems to be doing alright with quality and artifacts, and is still reliably saying "puddin!" in every image. though it lacks the guidance control with the dev model
the cat is kind of an optical illusion though, looks like hes turned toward the camera
and howling
but cat and howl aren't likely very close to each other in concept space
just say meow instead
nf4 taking so long to render compared to fp8
are you using the right checkpoint loader?
yep!
well then something else weird is going on
on fp8 it only took 30 seconds for 1 step
what GPU do you have?
3050 laptop
and have you updated comfy today?
i set my comfyui channel to Dev then fetched update but i dont see any nf4 loader
install it by clicking the install from git in the bottom right corner
paste that name into it when it asks
Turned back to stare at me look stupid 
schnell 4 step nf4 "cat meowing at the moon"
lol
"vibrant impressionistic painting. bright vivid rainbow of colors" added to the prompt
oddly when i enter the link in git url via manger it says cant allow for security reason.. so i have to manually git pull https://github.com/comfyanonymous/ComfyUI_bitsandbytes_NF4.git ?
ofc from D:\ComfyUI\ComfyUI\custom_nodes
oh someone else had this issue earlier. i guess you can edit a config file to allow it. they put the security stuff in there after that asshat slipped in malware to that vlm node months back
lemme see if i can find it real quick
ok ty
Fluf
security_level = normal within your ComfyUI\custom_nodes\ComfyUI-Manager folder https://github.com/ltdrdata/ComfyUI-Manager?tab=readme-ov-file#security-policy here are the options
edit the normal to something else and reboot comfy
like set it to weak for now
and then after you're done, set it back to normal so you don't accidentally forget
it's the config.ini file in that folder
no meow, but still wow
this cat reminds me of the yelling cowboy song meme
taking too long to download this small file.... i wonder if the server is getting very high traffic Downloading bitsandbytes-0.43.3-py3-none-win_amd64.whl (136.5 MB)
yeah a lot of python hosts get slammed with people downloading their millionth pytorch library lol
That Flux Boring Lora is pretty good.
i just saw that, i need to download it. i love the boring loras
thanksfully it's only about a hundred mb
lol yeah but still downloading
it makes even the schnell images more relaistic
they dotn look voerbaked anymore
cant wait to see
they look like dev stuff
post some
that's the one thing i dont like about schnell is the lack of guidance. i normally use guidance around 2.0-2.5 because it makes things like pictures not feel so contrasty. the default contrast/saturation of schnell is a little too high for my taste
but it depends on what you're making
yeah i liked the guidance around 2 -2.5 as well the image tone looks nicer than 3.5
did you solved this issue?
Before vs after lightroom
Not yet - I will try a re-boot of my PC shortly ...
ah yeah how do i set cfg on flux? that fluxguidance node is very elusive and its ot there in the nodes list with the manager
depending on how you set up the nodes but in general there is no need for cfg as flux has no use for negative prompt
Flux.Dev_FP8 - 9 minutes 1024x1024 - 20 iterations - 8Gb VRAM, 64Gb RAM - five times as fast as Flux.Dev
but if you wanna try cfg ... here is a workflow example i put together..
Yeah there are some faux cfg workflows you can use to kind of have a ghetto negative prompt, but it's still not a real cfg
When your model is so good fk negative prompts. XD
It has ups and downs. But you can always resample afterwards
thats the idea, there is no function for it with flux
Well the need for them has been decreasing...
i tested it tho out of curiosity hence that workflow
yeah and also flux doesn't require any quality prompts like high res, best quality etc
its so liberating lol
I always hated db style tag prompting with a passion
i used to make prompt templates lol.. i still maintain some for pony models but i've cut them short to bare minimum
I had a 5000 token one for negative body stuff for sd15. i dont even know if all of it when in due to token limitss
it seemed to make a difference....
do you still use sd1.5 btw?
i see lol ... fingers ..
yes some SD 1.5 models are the best at their niche
i only use sdxl pony and flux now
i havent touched sd1.5 since sdxl came out. wait maybe when that ic-light thing came out, but just to experiment
some tetxures are extremely highly rfined in the newest sd15 models
like skin detailes
yeah some of the sd1.5 models are pretty good in texture but fingers are not so much
anime is an area where there are some good sd 1.5 ones
oh yeah i love the anime with sd15 a lot
<--- there is a reason for this icon
but i've come across some good anime pony models that are pretty similar
the problem with the 1.5 finetunes is they all lack variety in what they can do. i make some completely random shit and don't really work much with humans or characters. so for me, they are mostly useless and i find myself using base models a lot more often than i should
@hallow lion if you are interested
https://civitai.com/models/316174/copycat?modelVersionId=490480
https://civitai.com/models/402492/hadrian-delicexl?modelVersionId=530985
sdxl hands are ok now if you are willing to add SEGS detailer and meshgraphormer to workflows
the gooner crowd always seem to ruin models and it creates a vicious circle of further and further refining them to be better and better at making waifus and shit
and that's what sd1.5 became basically, that and anime pron
there is a second issue which isn't as bad
which is models getting more cinematic and contrasty
but too far
sdxl has basically became the same thing as well, but there are still some good models that aren't overcooked on concepts
@noble coyote this is my working workflow for bnb nf4 ... if you wanna load it up and see if you can update anything missing
if that doesnt work, rtx 2x might not be supported
I will re-boot my PC, and give it a go!
das geht
Whats the bare minimum steps for DEv?
you can go as low as like 15 and still get decent results
i showed a two stage approach the other day where it was 12 steps and then 4 steps refine 0.2 denoise same seed, and it was better looking than at 25 steps in one sampler
but your mileage will vary
LCM Flux when? XD
schnell is already lightning at 4 steps
You're not wrong, but some put out some cool LoRas or models. I had one for Frank Frazetta for XL which was fun. Within the limits of XL's abilities, but still
dad enjoying his first cup of lean (he doesn't know what's awaiting him)
@sterile pendant ahhhh. That guy built a Dev-Schnell for NF4. You can't tell from the confusing names he put, but the community comments and replies make it clear. The Bitte model is basically Dev-Schnell NF4. "Bitte is schnell with double blocks from dev." https://huggingface.co/silveroxides/flux1-nf4-weights/discussions/1
Dev-Schnell was an improved version of Schnell based on an idea promoted by Comfy when he offered support for Flux. It was what he said, though Schnell was still horribly Schlow on my laptop regardless. Now someone has compiled a quantized version of it for NF4
That was withy Flux? Wow. Fantastic. I thought only MJ was able to do that
Flux-Dev with Boreal lora (Boring Reality for Flux)
my favorite sdxl lora is now in flux
this too was made with it
Well, I cannot run normal Dev. I mean, the VRAM it needs means my laptop slows to 65s per it. Really. So 45 mins for a render is not unheard of. That is why I will burn candles and sacrifice cows to the creator of NF4
Blessed be his name (said in reverential tone while waving hands to sky vaguely.)
π
Bitte means please
2 mins
nice
for 30 steps
there is a mini catch I have come to terms with. Must be 1k. Larger and the greater VRAM demands start to impact again
So 1024 x 1024 fine, 1280 x 1280, NOT so fine
I may test some in between but I don't see any real benefit other than to test and know
yeah I always do 1024x1024 res with different aspect ratios
such as 1152x896 or something
Still, the fact is I can actually render with Dev realistically and happily on my laptop. There may be plenty of free options to run Pro, which is totally cool, but this is still an amazing boon
This works in dev_fp8
About 5 minutes/image
15 steps dev-nf4
It can also mean a request as well. Like if I said "ich habe eine bitte" it means I have a request
Dev-Schnell NF4 might be the best combo
yeah both dev nf4 and schnell nf4 should work in that workflow
how many steps do you use for that combo?
no idea
I use adaptive steps with everything so I never know
dpm adaptive?
how long does that take tho
not dpm adaptive but a similar idea
the way adaptive steps works is you can still change how long it takes
but instead of setting the steps you set relative precision and absolute precision
and you're applying that on flux models?
Only Schnell - Dev doesn't like
there is only really one rule with samplers
and that rule is don't use SDE samplers with flow models
so long as you don't break that one rule any sampler works on any model, for the most part
in most cases i just use euler a.. that seems to work across all sdxl, pony, and flux
except for flux im using just euler
euler is ok but its literally the worst sampler
in terms of what
local discretisation error
idk what that means but i get good speed and decent image quality with euler
its basically how accurate it is
euler is ok I'm not saying euler is bad
but any other choice would have been better
any tips for forge flux?
With NF4 maybe we will have even larger than 12b parameters models in the near future.
im so happy for you 8GB and lower users being able to run these, I expected the future models to just ignore lower vram users, but the community keeps finding better ways to run these on lower end.
I wonder if we are entering an era of running larger models with quantization (like how LLMs are used nowadays, you barely see people running small models at fp16, everyone uses 2 to 6 bit quantization with larger models instead, depending on the size)
bitnet moment
has that ever been proven to be good or viable
I remember 1 instance for a DiT-like model I think, but it was a small test and had like a trade off
Flux LoRA - like before - from Model -> LoRA. And from LoRA -> VAE Encoder?
i think forge flux inpaint is amazingγit's completely different from the comfyui version
Isn't Forge based on A1111 at all?
A1111 is less and less supported these days! Where is the folder which contains the schedulers and the sampler models in A1111 at all?
no idea
i haven't bothered with it in a long time... comfyui and stableswarm are where it's at these days
10 mins and 4 mins on mine for dev nf4
I love the rich deep warm colours and contrast of Fooocus - and it can really give some motor (via its LLM) to your prompts. And it is the simplest to use - not a tweakers toy!!! π
Swarm is OK - I get confused between "in-house " ComfyUI workflow; and "imported ComfyUI workflow!" π
yeah i'm just not aware of anything a1111 can do that comfyui can't
but i know of a TON of shit comfyui can do that a1111 can't
If I run all my best ComfyUI prompts via A1111 - I get a whole different set of images - and a lot of them keepers!
I like Latent Mirroring Extension in A1111
well, the Bitte NF4, AKA Dev Schnell, was a fail. It works, but it botched simple text so badly it left scars.
Anyone else see the Aurora last night?
nice ball 
going out ?!
It bored me alis!!! π
The Perseids
Those also last night π
I was up late trying to talk comfyui into letting me install nf4, so I got to see them
Flux Dev.FP8 - LoRA weren't good!
My RTX 2070 8Gb VRAM GPU does not like nf4 - so I'm making do with dev.fp8
no need to go outside anymore when we can just generate the outdoors locally
what the hell is that lora trying to do 
I used the wrong Sampler - Euler A hates LoRAs (I think?!)
doesn't nf4 make it easier? It's 4 mins for me instad of 10. 8gb nvidia gput, 16GB RAM RTX 4060
nVidia series 2XXXX GPU's don't always work with nf4 - mine is a case in point; although fp8 is 5 times faster!!!
try my aurora skull workflow just in case?
'k
So now I just need SDXL at the end to "enhance" things π
Oh, perhaps I should have mentioned my 180gb swap file.....
I've been deleting unecessary files to try to get that up to 400gb lolol
Sd 1.5
I still love 1.5!
As an artist - and not too bothered with "real" images - 1.4 and 1.5, 2.0 qnd 2.1 are exquisite - as are SDXL 0.9 and 1.0
I swear to fricking god I'm being spoonfed
I cannot get the Flux LoRA to do anything?!
first there's boring reality, which I really fricking loved, and now impressionist paintings
Pop-art. Flux-style. Art-nouveau - nothing, nix, nada
Flux.Dev with Flux Art-Nouveau LoRA - as you can see - nothing worked (art-nouveau in prompt)
hmm, I'm going to try a bunch of Renaissance and Medieval artists prompts! π
Ah if only the NF4s were compatible with LoRas... No doubt will be in no time.
Sd 1.5
do you use quantisation?
Let me know how?
It's fine (where are they?) and I am patient (what is taking so long??). I am a zen person in sync with the universe (I want it now! Now! NOW!). You would do well to learn from my example (Gaaaahhhh!).
Buddhist monk to McDonald's employee: make me one with everything!!!
Quantisation?
like fp8
or NF4
I'm using fp8 as nf4 does not like my nVidia RTX2070
Sd 1.5
Doesn't like? How so?
My review of Flux nsfw loras and checkpoints: "tell me you have never seen a nude person, in person, without telling me you have never seen one"
NF4 throws up error messages like Error occurred when executing UNETLoader:
Error(s) in loading state_dict for Flux:
size mismatch for img_in.weight: copying a param with shape torch.Size([98304, 1]) from checkpoint, the shape in current model is torch.Size([3072, 64]).
size mismatch for time_in.in_layer.weight: copying a param with shape torch.Size([393216, 1]) from checkpoint, the shape in current model is torch.Size([3072, 256]).
size mismatch for time_in.out_layer.weight: copying a param with shape torch.Size([4718592, 1]) from checkpoint, the shape in current model is torch.Size([3072, 3072]).
Add "tell me you have no mirrors in your house or bathroom."
Sd 1.5
This is because you don't know how to load them. You cannot load them that way and need a speical node in Comfy as well as Python package
OK, is it the ComfyUI Add-on Node?
CheckPointLoaderNF4?
@noble coyote have you installed the nf4 bits and bytes via comfy? (after changing the config tile so you can bypass the safety)?
This grows almost tiresome, and I am not criticizing you Torcello, because you'd think cler instructions would be left for others to use and not require endless good faith from the rest
Sd 1.5
I have the bits and bytes yes - did not change config file to bypass safety ...!
You need the special node that supports it
I appreciate your effort, keep going as I'm taking it all in π
Are you comfortable Git cloning?
Yes
It didn't install for me properly until I changed the safety and did it via comfy. My self install flopped (even with help lol)
You need to git clone that into the Custom_nodes folder
I have to take down the strength to like 0.6
if you need help with that, tell me, but that is the next step.
HOLY CRAP
ok, you need to add the node into your workflow
there's a final step of installing yet another instance of python something or another
Like so:
I have installed via git clone ComfyUI_bitsandbytes_NF4
then in theory, this workflow should show no errors
Which is better settings on forge?
ok, the checkpoint of NF4 goes to the checkpoint folder, not unet
indeed, because it contains the T5 encoder and clip and the VAE too
Yep, there so far ...
You need to load it from that node in my workflow, though you can use the fp16 Clip as I did, which is what I suggest. Not forced to though, so feel free to ignore
Starting from here, they (esp rx808) walked me through it step by step. Don't mind my still re-learning windows in it too lol) @noble coyote
Error at KSampler stage - Error occurred when executing SamplerCustomAdvanced:
'ForgeParams4bit' object has no attribute 'quant_storage'
File "X:\ComfyUI\execution.py", line 152, in recursive_execute
output_data, output_ui = get_output_data(obj, input_data_all)
File "X:\ComfyUI\execution.py", line 82, in get_output_data
return_values = map_node_over_list(obj, input_data_all, obj.FUNCTION, allow_interrupt=True)
File "X:\ComfyUI\execution.py", line 75, in map_node_over_list
results.append(getattr(obj, func)(**slice_dict(input_data_all, i)))
File "X:\ComfyUI\comfy_extras\nodes_custom_sampler.py", line 612, in sample
samples = guider.sample(noise.generate_noise(latent), latent_image, sampler, sigmas, denoise_mask=noise_mask, callback=callback, disable_pbar=disable_pbar, seed=noise.seed)
File "X:\ComfyUI\comfy\samplers.py", line 706, in sample
self.inner_model, self.conds, self.loaded_models = comfy.sampler_helpers.prepare_sampling(self.model_patcher, noise.shape, self.conds)
File "X:\ComfyUI\comfy\sampler_helpers.py", line 66, in prepare_sampling
comfy.model_management.load_models_gpu([model] + models, memory_required=memory_required, minimum_memory_required=minimum_memory_required)
File "X:\ComfyUI\comfy\model_management.py", line 526, in load_models_gpu
cur_loaded_model = loaded_model.model_load(lowvram_model_memory, force_patch_weights=force_patch_weights)
File "X:\ComfyUI\comfy\model_management.py", line 323, in model_load
self.model.unpatch_model(self.model.offload_device)
File "X:\ComfyUI\comfy\model_patcher.py", line 614, in unpatch_model
self.model.to(device_to)
etc
how are you starting up Comfy?
ok, so you may have python, but are likely using the embedded python. The .bat uses it by default unless you actively edit it
Wait what, is there a way without using a web browser? (hopeful)
Sd 1.5
I don't have embedded Python - I am using 3.10 which is system
In my ComfyUI_Windows_Portable - the emebeded Python is 3.11
ok, so try updating comfy and python first witht he update function
OK ...
this .bat file is the one that comes with Comfy? unedited? or one you made or edited?
When I "installed" it via git, it didn't really install. So I had to install it via comfy manager.
The issue is that the update .bat files are all designed to update the embedded python dependencies, not your system's Python
Its the ComfyUI main.py file
All I have is a script which says ComfyUI/python main.py
Hehehehehe all this bc none of us want to wait a day or 2 for comfy to add the proper nf4 node π
pink
You mean go to the ComfyUI folder and git pull?
if that is how you do it, yes
that's just simply because bitsandbytes is outdated
yup
go to the python_embedded folder and type in the terminal/powershell: "python.exe -m pip install -U bitsandbytes"
an answer
that's all
and update bitsandbytes if you are using an older version
(that never crossed my mind)
I had the exact same issue
same
and it was literally answered in the issue tab lol
he isn't using the embedded python
OK, well ComfyUI updated; bits and bytes was up-2-date
Nor am I for that matter
pip show bitsandbytes, what version comes up
update TOrch too. BTW, there is a newer CUDA out you can install independently: v12.6
bitsandbytes 0.43.1
that one doesnt work, needs to be 0.43.3, pip install bitsandbytes --upgrade
If you don't have CUDA installed in fact, at least for me, the Torch it installs is not compiled for CUDA
I have torch 2.3.1+cu118
OK, bitsandbytes upgrading!
in Python, try this:
import torch
torch.cuda.is_available()
It will say False or True
just a sanity check
Still have this erro Error occurred when executing SamplerCustomAdvanced:
'ForgeParams4bit' object has no attribute 'quant_storag
True
ok
Go to pytorch.org and get torch update?
cannot hurt
OK, will do ...
probably what ide do
you should not be loading unets
ok, look, let's just cover our bases with a simple, and presumably unneeded step. in CMD, go to the ComfyUI folder, and run: ..\python_embeded\python.exe -s -m pip install -U bitsandbytes
once again, here is the complete workflow for nf4 checkpoints
i think a bunch of comfy code refers to these transformer networks as unets, since it's legacy code that still works and they just repurposed it
i see unets in the logs a lot while using flux and sd3
I'm not using ComfyUI_Windows_Portable - but just so there's no confusion ...
and if all that doesn't work, just install it via comfyui manager (now that you have the bat etc. files and python all ready
I get it. I perosnally upgraded every single dependency in th requirements list
even my CUDA
and I am not running from embedded either
The error you are reporting is actually the very first one reported in the issues of the Comfy node: https://github.com/comfyanonymous/ComfyUI_bitsandbytes_NF4/issues/1
and was due to BNB not properly installed or updated
Done! Just waiting for pytorch.org to finish
but if you are still getting it... time to see of other ancillary dependencies are not compromising the setup
its the same old story. people dont' read the readme, or they assume that requirements installed correctly when it didn't.
just to emphasize the use case of loras ... left one w/o lora and the right one w/ realism lora ...
there is obvious difference
the 80s' arnold lora is the most impressive imo
In Portuguese 'torcer' can mean 'to twist' or 'to root for'
Ta daah! it's working!!! Yippee π
I read the readme on that one, didn't help one bit lol
Just getting that cup-of-coffee going here ..
Don't worry, there'll be new release of something in a couple of days for us to all figure out π
I've had such troubles with Xformers - it says it needs torch 2.3.1+cu118 - so I was loathe to change the version!!!
so like uninstall xformers, unless you have something that specifically needs it, not a comfy requirement anymore
i wouldn't be so quick to join subtleone in trying to frame it as a project issue. this is classic user error in most cases. the readme file covers most people's problems, like not having b&b installed
so with this nf4 i notice every time i change a word in the prompt it takes time to cache everything in from the start all over again
but other than that render time is pretty good
do you have nvidia 30 or 40?
3060
thats why. you don't have the hopper transformer engine on your silicon to speed up these operations. it's doing it on cpu instead
well once it caches in after the first render the 2nd time it goes way faster
unless i make changes
Wooohooo!!!!!
its the number format casting that slows it down
the older versions seem to blazingly fast now!
the speedup is worth the slow down if that makes sense
the difference between that is like from 1 min down to 17 seconds
Giant swap files can help!
feel like comfyui got this out as fast as possible and over looked things like user error. i'm not sure why it didn't roll out as a project node. If they didn't release this official extra node, then all week long forge woulda been getting praise for having nf4 support. there's kind of a perception that this is somehting achieved by the comfyui team because they ported his code so quick
So the new Flux LoRAs just go in between the Model and the VAE Encoder?
Yes, keep in mind the default workflow I gave you has it using the fp16 Clip text parser. Ample testing has shown this to be superior, but it does come at a cost, as you described. You can use the embedded fp8 if you want and test it. My output had very irregular text output and mistakes that the fp16 never had. And that is likely affecting all output, so bear that in mind whatever your choice.
40 seconds to cast is reasonable sounding for 30 series. mine in about 15 seconds or less
not using any default workflow that uses encoders, im using single checkpoint with custom nodes
Yeah, I mixed you up with torcello, sorry
My Flux.Dev at 20 iterations often takes 40 minutes at 1024x1024 - it'll be interesting to see what NF4 can do?
prepare to be astounded
so you share the same issue. Just be sure to close anything that might be borrowing vram
and even use MS Edge for Comfy
if you can afford to use the fp16 t5, use it. this is one of those side by side tests that when shown with same seed and long prompts, fp16 t5 is superior undoubtedly.
(not an MS fan, but it does use the least memory of all browsers
fast but slow
oh?
edge is just chrome. if it's using less than chrome it's because you've installed extensions that make chrome innefficient
Its well docuemtned that whatever you may think of Edge, and I don't use it as my main driver, it uses the least memory
Flux.Schnell takes 100 seconds for 1024x1024 - but can be a tad soft. Dev is definitely the crisper look - but I added an SDXL-Out to Schnell, and can get a crisper and sharper look way sooner than waiting for Dev
Somebody remind me how to "plumb-in" the LoRAs with NF4?
edge is just chrome under the hood. microsoft ties it into a ton of their services and has some smart precaching with it, but effectively, just chrome. if it's using less memory than chrome for you, it's because of your use cases for each browser
The Flux LoRAs "aren't Flux LoRAs?!?!?!?"
The 100 tabs I keep open I know never helps either!
are you sure, cause im getting some visible differences
Flux.Dev or Flux.Schnell LoRAs at all?
having a 100 tabs open is why my chrome eats 20gb of system emmory yeah
Unless they changed. because I don't get any 'differences'. I get a straight out crash
i tried w/o lora and i dont get that realistic feel i get with realism lora
I get grainy and horrible with the LoRAs
theres also this myth that using less memory means it's a better program. but i'm a keen believer in the machine philosophy, if you got the ram then use it
are you trying the dev ?
NF4 has pushed generation time for 1024 x 1024 to about 9 minutes - approximately 5 times quicker
you'd think your lora would fail out if it wasn't working. i've heard from others that it doesn't work too, but i'm not quick to believe people. a lot of people rush testing and reach their conclusion TOO quickly
no technical explanation on my part but im getting consistent results that are better with lora
did you guys know loading weights as nf4 works for sdxl too? i haven't tried it yet but it should work 100% in forge ui.
I am just trying out @errant dust workflow - and here are the first fruits (9 minutes)
Should still be faster than that. Really, close every bloody program, app, or other. Restart Comfy and try again. I may be overestimating the 2070, but still
looks good but 9 mins is painful
I'm just glad it worked π
so which main Flux model are you all using for those super fast times? I've been using this one:
NF4 and the new memory management and preset options in forge UI. llly gone and changed the game all over again. that dude spreads himself thin but still manages to knock out game changing bangers
That isn't NF4
version 10 ??
i can has version 10?
sneaky
dev is possibly 3x slower than schnell but also that's not a nf4 single checkpoint workflow
Anyone have a straight up Nf4 workflow?
Here is another image - and its only taken 3 minutes and 50 seconds in NF4
yeah but you'd first have to update a few things https://github.com/comfyanonymous/ComfyUI_bitsandbytes_NF4
Contribute to comfyanonymous/ComfyUI_bitsandbytes_NF4 development by creating an account on GitHub.
@sage burrow As I suggested to Torcello: close EVERYTHING you don't need. Anything that might steal even 0.2GB of VRAM. All of it.
gotta update the nf4 node
That 9 minutes seems to have been an anomaly for the Coffee picture!
actually i mean install the nf4 node
And even then, on some occasions I need to ''reset" and that means just restarting Comfy via .bat
nf4 sounds cool too. llike, need for 4
i got a need for 4 and nothing more!
16 weights? naw make em 4!
This is on a 'squeaking by' setup, as you, with a laptop with 16GB of Ram, and a laptop 4060
it really should be faster on what you have, you ran a marathon, if you wanted to run another get rid of xformers and bump up pytorch and cuda, just my opinion, but glad it works
I got it down from 9 minutes to 3 minutes 50 seconds ...
That may be what to expect and that is still AMAZING, considering the previous reference was 45 mins
Be warned the times will skyrocket again if you try larger than 1k images
That said, it cannot hurt to update CUDA to 12.6 and then Torch too, supporting 12.4
Do higher parameter models train quicker? tried 2 concept loras for flux's and it trains so fast. 700 steps feels like 2000 steps in SDXL
lol
3 minutes for this picture
Less than 3 minutes ...
3 minutes - seems to have troughed/plateau'd
Flux doesn't support dynaimic prompts does it?
what is a dynamic prompt?
You bracket certain terms together (colours/textures/sizes/shapes) and then ComfyUI makes up a prompt by selecting a word from each category - dynamically
A cup of coffee which reads: "my poor GPU needs this", "tea is better", "I want orange juice". Forgot the proper format now, but then you come back to 3 different images
So you go to sleep at night, and you wake up with your drive full of images if 1.5 and about 20 if flux π
there might be some nodes to create that feature from scratch
That text in the coffee cup is really coherent. Is NF4 that good at text?
Yes
Cool
The Hakaa
( famous rugby team)
every flux expt schnell or schnell/dev merge
https://github.com/adieyal/comfyui-dynamicprompts might help in a comfyui workflow with flux
Glif already has flux dev and flux pro, perhaps I can request flux nf4 as a feature π
Though flux is so fast, prob doesn't matter
some nf4 results look better than default fp16 dev. it's interesting. i wonder if the normalization of weights led to something
I made one for flux dev and flux pro! <-- glif addict lol
Yeah, it was you who led me to the promised land
kind of like how perturbing the weights has been claimed to improve things
I'm still in the dark about the safety check at Flux?
yeah, most "tricks" do work but they tend to narrow results
With flux as well? I did perturb sd3, but only a very slight difference.
so, it always seems to come at a cost
I made this for my complete neophyte friends, and especially Brazilians
i haven't seen flux weight perturbing studies at all yet but i was thinking of the sd3 ones
She didnt had to hold up the sign to know ...
yeah. i'm not a believer in perturbed weights as a "solve" quite either, but it does something at least. thats kind of how i feel about nf4. it seems to improve things slightly but i'm left wondering "at what cost"
it's the general principle, expert things are much better in a given subject at the cost of variation
My first fluxual text!!! Cough, splutter π
add model size to the mix and you can choose: small size, highly specialized, high variation. you can only pick 1 or 2 at maximum
from my Gliph with Flux Pro (took seconds.... sigh!):
real photo of a cup of coffee with text in the cream "FLUx bla dh"
Really good and precise
Well all be asking the Starbucks baristas if they've ever heard of Flux?!?!?!?!?
I will be making that last one of mine into a coffee mug for myself.
How does the API work? (fluxpro) do you still need to download the model? how it works on comfy?
Pro cannot be downloaded
i dont think you can use fluxpro in comfy
I like coffee - but after a bout of Covid - my taste changed.
I like coffee less so
real photo of a cup of coffee with text in the cream "SD3 bla dh"
SD3
sorry, I stirred it ..
I love my cappuccino, but only indulge twice a day. Albeit more a Flat White, meaning double espresso shot
home made
i think those principles might yet be shaken up by large models still. i'm not sure if nf4 is losing anything yet. that's my big concern. what was lost by normalizing weights the way they do. its a double quantization if i understand it right. i intend to look at how the nf4 format has performed in LLM arena today. i'm so out of touch with LLMs.
Latte with either almond syrup or hazelnut
well, even flux is not the best in real photos
it smooths and polished out about everything, it's a generalist
flux is not a specialized model
my relatives look at my minuscule amount of sugar and comment: "why bother if you are only putting that much?"
Splenda sweetener
so while it can do the popular styles and many compositions, poses, etc, it's not the best in more specific styles
i used to be all snobby about coffee but then i got to experience kona coffee in kona hawaii itself. the balance of acidity changed my world. now anything i buy from local stores is basicall all gas station coffee in comparison. there's no reason to be snotty about what gas station brand i'm buying.
I rather have some smaller models specialized in a certain style, so they can be smaller
Sorry, tried all the sweeteners. Can't stand them. Besides, they are not far wrong. I hate it remotely sweet. I just like to reduce fractionally the bitterness
i've actually stoped with grinds and i drink instant nescafe now because it's consistent and good. it's all gas station swill after i had proper kona coffee
if you have a bunch of very specific style models, without much overlap, they are a great resource for model merging
that also cause death and DNA damage it seems check WHO among others
if you don't like sweet but want to cut the acidity of coffee, little salt. old cowboy trick
yeah oxygen is a harsh destroyer of the dna molecule. don't fuck with o2
oh healing to often too. don't do that. mitosis is completely mutilates dna at times
ya the salt trick works nice, makes it a whole new thing with a tiny amount
emphasis on tiny amount
hey, dont get me wrong, I still like sunlight baked meat and to heal
ya sure there is just a diffrence of taking a known poison or not
i look at my family lineage and see no cancer so i figure i've got lobster genes
poison is actually a really broad term. any substance that can produce an adverse effect in a given circustance. so dihydrogen monoxide is a poison.
venomous too humans are venoumous because our saliva is part of our digestion process
A rude bhoy!!!! NF4
yeah hope the crap and lobster will get him!
got to ban DHMO for sure causes all kinds of deaths
sd3 was looking through some holiday picture of your mom, yeah it's in the datasets now ...
Judging by the image, I am guessing DMHO is a boy band? And the deaths are people listening to it realize they cannot unhear it.
DHMO sounds so ominous
NF4
can you maybe put a lobster in the bathtub with him ?!
how do i make a cctv footage image? is there any keyword?
D/load the workflow png and put some lobsters in there yourself!!! π
something like "grainy video, bad quality, cctv footage" ??
cctv works but it's a bit of a dated term. modern systems nothing is closed circuit anymore, its all encryption on the same network
i already put the cctv footage but it still look great. thank you for the keyword!
flux is still too smooth for this ...
grainy video, bad quality, cctv footage, isometric street view, dark lighting
If so, it is a sentiment I can sympathize with
yeah sd3 is way better at getting granular pixels and jpeg artifacts
lemme try
nah someone said rude boy so thats a brit rude boy
i've had gens on sd3 and it had me convinced my ui settings were fkd. thought it swapped to low quality jpg or something
DHMO - dihydrogen monoxide aka H20 aka water!!! LOL
π I was having fun
hmm, somehow sd3 is switching to anime-ish style here
Crap
OK
i'd wait till a guided hand produced a file to judge
My SSDs are getting overfull - guess I will not d/load any!!!
a lot of people have just been cranking out nf4 quants of weights, but i'm thinking that llly didn't put one out for it because he hasn't done the proper code for it yet
This was the first output of my coffee test prompt, and then the rerun:
All text came out wrong or garbled, so Bitte was deleted soon thereafter
banana character, eating a banana, sitting on a banana shaped couch, under a banana tree.
FluxDevNF4
i smooshed fp16 T5xxl back into the Dev BNB NF4, still satisfied with the speed/quality, dont really have a compelling reason for the combo or schnell version
i'm sticking to dev nf4 right now.
so what are qloras? this nf4 stuff is the first i've heard of them
As in you have a single checkpoint file?
i might remember them being announced, but it blew past me becasue i felt like q was becoming the new "throw it on anything to make it sound modern" gimmick. q* qanon startrek q, i'ts all q. its qetting annoying
damn you flux!
me? yup
she also knows urmom
thats what she said
That we take all this time and effort with flux just to get an iphone look!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! π
portrait photos with iphone already have filters right? for how long now?
i think the nexus phones were the first to do it. might've been the nexus 3 had default filter enhancements on the photo app
could be wrong. that was a fast paced time in smart phone development
filters went from simple colors and contrast adjustment fluently into ai assisted enhancement
i loved the nexus phones. i've not felt the same about the pixel phones. the motorola nexus was a beast. one the best cameras
meanwhile from SD3, since idk on-topic or something
ok, perfect fingers. but we need to talk about the thumb
can i have your prompt? it looks amazing!
Its trying to worm its way out of the picture!!!
OK, its been a great day staying out of the fabulously hot English sun.
it's nice to discuss this, it's a nice change from "fear of godlike AI powers taking over the world" to "this thing cannot even do hands! wait, it cannot do thumbs or real stuff!"
the prompt was this:
Epic cinematic movie still of R2D2 in a rococo palace. There is intricate and detailed ornate furnishings. There is fancy jewellery and gemstones. There are expensive ornate cups and saucers. Soft lighting, sharp focus
but to get it looking that soft required FreeU, CADS and a CFG++ SDE sampler
meanwhile sd3 spits out results which reminds of my polish aunt. there must have been some snooping around in my google drive archives. where to check the dataset.
It is a prompting issue. Just add "...with handle on the other side"
Any place to download them?
schnell
uh don't know, make your own super easy, what i did
also flux-schnell
schnell
ugh. comfy. i guess last night before i went to bed i was updating nodes and getting some other workflows setup. one of them i guess killed bits and bytes. downgraded it to an ancient version that wasn't compatible. i was confused because i knew ealrier last night i had bnb installed and the nf4 node was working but it kept erroring out just now like it wasn't installed right
python dependencies are stupid. every project stepping all over each other
a standard library of nodes is sorely needed instead of every new workflow having a dozen unique custom nodes
at a minimum, a standard set of dependencies and their versions
i'm not sure which custom node update downgraded bnb to 0.41 from 0.43. i dont think that's necessary at all
same prompt as above, but with sd3 instead of flux-schnell
it usually is'nt
tons have random deps they don't even use
or versions without any reason for it
more schnell
how do i save jpg in forge?
comfy ecosystem has issues yeah
for me sd3 still beats flux in the context of real photo style
100% yes
stdio.comfy
c3d2
controlnet works so good. do you got it working on the newest comfy update? i saw that the experiment branch had been hanging for a few days so i abandoned it
I'm a few versions back I think
yeah i jumped off at the nf2 point
there was a very good commit for me recently
that reduced the minimum PAG/SAG level
I need it cos I often have 0.1 CFG
haha nice
its nice when the models put some gold on R2D2 like that
not every model does it
That did the trick, thanks!
Let me guess: woman wearing cocktail umbrella as hat surrounded by poisonous mushrooms
No those are power up mushrooms the poison ones have little π s on them. Trust me life long Mario Bros player
w/Lora Emma
Interesting sidenote: the giant walkers were all filmed with frame-by-frame motion capture for months, which was modeled on the walk of an elephant they brought in and filmed on a parking lot to copy.
wow that really is an interesting sidenote
A behind-the-scenes look at the creation of the special effects in the second Star Wars installment
This documentary has been rebuilt and restored from the ground up, and is the highest quality version on the internet
Licensed to YouTube by - Fox
Copyright Disclaimer: Under Section 107 of the copyright act 1976, allowance is made for fair us...
Starts at the 18:00 mark about the snow walkers
I mean, could be, but both of you SD3 examples don't really look like photos (or subjectively good) and the flux example is one of the worst realistic gens I have seen from Flux.
yeah all is subjectively
Flux is interesting because it can gen both fairly convincing lowdef images and also too highdef.
Nice! What was the prompt? To get that cartoon style that is
Here I go disappoint another person who asks for my genius prompts
My prompt for that cartoon style was: Cartoon style, the rest
π
and it is randomly choosing that variety of cartoon styles?
well, good to know it knows them. Now to figure out how to trigger them specifically. Thanks though.
All 3 images I posted it cats were "Cartoon style"
Oh
And it had "detailed background" on negative
Not sure if that did much
you are using negs on Flux? I know it works to a degree, however slow, but wouldn't have thought it would be desirable here
It did a nice job on the text
you can get more effective negatives if you add perpneg or clipnegpip
in flux, yes, but it is insanely slow
depends on hardwar
doubles or triples the time
I was actually talking about SD3 anyway
but yes
it works on flux a bit too
I'm personally skipping flux in hope of a strong non-distilled model coming
Does anyone know of a Clip-Vision model that works with Flux?
Have you considered a hat trick?
you see if you put a traffic control person in the scene, now it 100% explains why everyone is so calm where godzillas chillin. its so smart im telling us
is that Albert Einstein
no longer its like "why everyone so calm around a disaster zone" now its clearly shown why people are so chill
thats just how smart it is
Make him sign a tornado to stop 
tornado waiting at a traffic light
thats preposterous you can't traffic control a tornado. i'm going for realism here. this is to create a believable photor ealistic image
Just a bit of vacuuming. Not getting very good suction for some reason.
Rat Capone's cigar tactic is new to me
When you're not that rich, but you still want to say you have a swimming pool with cash in it for exercise.
did you try banging it hard?
i woudln't call that uncanny. its well within the bratz doll stylez that it just looks like harley quinn bratz edition
that one though oh god
What's this? Hollywood actresses when they stop being famous? 
idk rich mom trying anime cosplay overdone hyper style
this one came out decent, a bit harley quinn as you noticed
Is this Flux, or?
classic
Does someone has a workflow of the Schnell model with img2img added? I'm trying to do it but I'm dubious
how do I send a prompt to SD instead of interacting with forum members?
Cascade, the real sd3 lol
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beerus!
Well, but that also happens to us when we're drunk. I've ended up drinking a cigarette and smoking a beer
love the part where the ai implodes her mouth and grows a new one
cute π₯Ί
Sdxl
@mrflosunday don't know, i'm training it. i'm just waiting for it
What makes you call it the real sd3? Also does it have nearly as much knowlege as SD3? I'll try it out.
imo it is currently the best quality model we have from sai
I wonder what auraflow v0.3 will be like
Flux
Flux
Flux+sd 1.5
oh no look what i dropped. https://x.com/angrypenguinPNG/status/1823064101528260772
hope no one takes advantage of that
collab keeps only giving me 15gb gpus lately though so i'll just keep checkin for the large being available
oh no the free high tier gpus are gone shhuu nm. that's just a link for people that wanna pay fr collab
THis is what it told me:
Gemini advanced tells me I won't be charged actual $ on google collab without me realizing it, so seeing how far I can get with my free comes with my yearly drive subscription collab
Flux FS4 native upscaling workflow: https://civitai.com/models/642062
This is a first attempt at native upscaling with FLUX FS4 that just released (native in a sense that it uses Flux instead of SDXL, SD1.5 etc.). it ...
I had to try lol
is Flux allowed here
They seem to tolerate it. But not images of cylinders between balls
Imo it showcases what could be achieved with sd3 yet but rn it's more sd3 than medium is. M still has some strengths
It has kinda turned into 99% flux here oops lol
Yes shhh π€« π
Glif is back to 100 per day, and has Flux Pro and Dev
(Schnell also, but who cares lol)
so interestingly enough, there may be guardrails against the most basic things such as "impressionist oil painting". Someone in Reddit suggested that lowering the CFG to 1.2 would bypass this, but a question I had was whether it was simply producing such a bad image that it 'looked like' an impressionist oil painting. I therefore set it to 1.2 and asked it first for an oil painting of two young men playing a game of chess in a park sitting on stone stools and playing on a stone table. Then I asked it for the same, but replaced 'impressionist oil painting of' to 'photo of'.
Both are CFG 1.2. So there may indeed be something to the idea of a very low CFG to access some not readily available choices. At least for art.
not sure if this will work for flux
but for SDXL by far the best painterly styles I made came using the CFG++ versions of SDE samplers that were deliberately not given enough steps
I used a massive 40 steps each here
CFG++ is crucial because with CFG++ the image comes in much softer at lower steps
so agan, this is not the result of it producing a lesser image than it planned
and as you can see, the second image still looks ultra sharp like a photo, even with CFG 1.2
which sampler was it?
its possible that euler was not solving well at 40 steps
it depends on the image sometimes
(because trajectories are sometimes more or less straight)
Ok, so maybe me and the other guys are just having randomly bad results with Euler that happen to look like impressionist oil paintings
generally to really look like a certain painting style, that would have to be in the prompt
but what I am saying is that euler tends towards a softer and more painterly look in general until it has had a ton of steps
because when the trajectory has wiggles, euler just goes straight over them instead of going into the dips
Which it was
as I explained
looking at the two images
it does look like the model has deliberately gone for "impressionist oil painting" style
rather than merely euler doing its thing and giving a soft painterly style
so I think you are right
Regardless, it is something worth exploring
is there any chance you could test it with DPM++ 2M at 60 steps or something like that
cos that would remove the possibility of euler adding painterly effects
would be a good way to counter the argument that its just the solver making the image that way
Remember I told it to make a photo and it did
that did not look like a painting
also at CFG 1.2
its ok if you don't want to
I just meant that that would eliminate the possibility of it being euler painterly
Yes, same. If I can ask it to make a photo instead, all else being the same, and it does, then it is not randomly making it into a painting. In one it respects my choice of an oil painting, and in the second it respected by choice of a photo
same seed, size, and CFG of 1.2
If I increase to 3.5 then 'impressionist oil painting' looks like this:
Not me, but I confirmed their results
Flux
So best sampler and scheduler for schnell and dev. Did we settle on one yet?
there's not really gonna be one best method cos people have wildly different preferences
I don't mean different styles of image
I mean that some people want fixed steps and some people want variable steps
and some people want a sampler optimised for 4 steps, some people want 20 steps, some people want 60 steps and some people want hundreds of steps
but your sampler choice is different for these different preferences
I should add if you just want a general recommendation that will work well with a wide variety of different architectures then DPM++ 2M 20-40 steps beta scheduler
NF4 in Flux - 10th attempt gets the text right! Prompt = Times Square NYC a large neon sign high up on a building which says "Where were you going to, when I saw you coming back?"
Near Miss 1
Near Miss 2
Olivio Sarkas uses uni_pc_bh2/sgm_uniform - works OK
ok thanks guys
Hehe I am rocking Forge now. So simple compared for comfy... just to bang out some images fast lol
Flux dev will make its own sd3-like sigma curve even on simple (which should just be a straight linear line), but it will work with sgmuniform and beta as well
Schnell will follow the curve of whatever noise you use though and won't use the built in sd3-like sigma curve like dev does with some of the schedulers
here's a better visual of it. note on normal the last step, this usually bricks quality these flow models during the last step (makes them grainy or causes artifacts sometimes)
so that's why they use simple/sgm_uniform/beta
and then here's schnell:
(changed it to show 4 steps since it's centered around that)
what this graph means (grainyness)?
it's the sigma graph of how much noise the model adds and expects at each step of solving
so it is better when there is curvature or linear?
for these flow models, they expect that downward hill graph look of the three on the right in the first image
that's why you cant use karras with sd3 or flux
aaahh i see
thanks for the explaination, new knowledge for me!
no problem, it's a super confusing aspect of image diffusion. but everything revolves around noise. the samplers are what then take expect noise levels and run calculations to fit the data
which eventually makes your image
this is curve fitting, now picture this with like a 30,000 dimension graph
that's what the samplers do
NF4
Flux dev will make its own sd3-like sigma curve even on simplewill depend on nodes
this is partly why comfy gets confusing cos sigmas can both be changed by nodes that have green scheduler dots, and by nodes have have purple model dots
The purple node pulls from the model to get the min/max ranges from it and the model type. Like if it's sdxl, max sigmas will be 14, if it's playground 2.5, they'll be like 120, sd3 or flux will be 1.0 and so on and it also preps some model related branches of code for the ksampler
But the curve calculations that are used are like what I showed. If you're manually screwing with the green sigma pins after that, then anything goes
Internally, with a basic loader prompt ksampler workflow, the sigma graphs will be what I showed
Things like shift will adjust how front or back heavy the curve is
Or how flat or curved they are
In ComfyUI ,how do you show preview of image being outputted?
I had it once ,now its gone
if you have comfy manager, it's in the settings on the right of the window
Go to manager and select TAESD preview method
Whats the setting called?
you can use taesd previews as well, but they are a hair slower
...changed to Latent2RGB!
Oh ok I was looking in the gear settings
oh and the setting will apply on your next queued image
if you're currently in the middle of diffusing one
Got it! thanks good people
damn look at my poor gpu over there roasting at 71C after a batch
I have a fan on top of PC as the internal fans are blasting a bit in this weather!!!
... but in cooler weather, my PC literally heats the room π
NF4
well 71C isn't really that warm, just don't ever see temps like that during gaming or anything else. the hotspot temp is probably 80C and i checked to see if it's thermal throttling at all and it isnt
this is a 2080 FE that has seen heavy use since the month it came out and has never been repasted/repadded lol
i keep telling myself that i'll get around to it one of these days or that i'll buy a new gpu, but i keep procrastinating about either option
I am hoping to get a "5090" - or at least 24Gb VRAM; and 128Gb RAM
china is getting some new version of the 4090 with like 48gb vram or some shit like that
Now 48Gb VRAM would be nice - but Beijing would see/hear everything I do!!! π
nah, nvidia wouldn't do that for china. they are from taiwan
The detail from NF4! The hair on her arm, the goosebumps ...
oh and it looks like there will also be a 4080 super version with 32gb vram
When BIG China eventually wipes-out Taiwan there'll be a GPU chip crisis.
In fact - an "everything-with-a-chip" crisis!!!
Me want!
the 4080 super with 32gb sounds hella enticing. i'll hold off till i know what the 5070 models will look like though
watch them only bump it up to 16 or 18gb lol
Mebbe an A100
My experience of games: Pac-Man, Asteroids, Space-Invaders, Solitaire ...
well i'm in the latter half of my 30s, so i've done a lot of gaming in my life and still do when i'm not busy or dealing with family things
Waaay back in 1982 - a game for the BBC Microcomputer (32k memory) = Elite. The data was loaded by cassette tape!!! π
Why don't they pack gpus with a lot more vram?
cost and there's no actual consumer level demand for it
nf4
contrary to clickbait youtube videos, gaming doesn't really need more than 16gb vram right now and if a game does, i'll tell you as a game dev, they have shit optimization
plus, with everything using nvme drives, there's no reason to keep massive texture pools when you can load gigs per second
wow F me... i've been using schnell for dozens of generations at 35 steps because i made that example earlier and didn't switch it back lol... the quality is still good though
Schnell is good at 4 steps ...
π€£