#✨|sdxl
1 messages · Page 60 of 1
Cyborg coffee mug? 😄
Are there any good comfy tutorials or YouTuber describing how to use inpaint/detailer and such?
maybe overlay is the wrong effect lol
I have to stop soon, it's getting too awesome 🥹
Jazz Carnival using Sytan
ah, maybe i need to upscale the overlay image first to match the output, oops
use cpu for seed instead of gpu
also if you're hiresfixing use the same seed for both passes in comfy cause I'm pretty sure that's what auto does
love that cyborg lora. i'll have to toy with it
I d/loaded latest Sytan w/flow, yet it will still not UpScale?!
what?! sytan used me in his new layout!?
How do you hiresfix in comfy? Upscalebymodel?
thizizanoUtRAgE
I like it way better with gpu though, makes cleaner results
Floral Flourish using Sytan
then don't complain they're not the same image?
How different can random numbers be that it produces different kind of results? Like cleaniness of the image
hiresfix is just scale then run through sampler again at a lower denoise. So for example if your auto hiresfix is "Latent bicubic" with a denoise of 0.6 you use the latent upscale node set to 'bicubic' followed another ksampler node with denoise set to 0.6
I didn't complain, I just asked if it's possible to reproduce the same results I get from A1111 in ComfyUI.
and I just told you
comfy uses cpu seeds so if you want them to match you need to set auto to cpu seeds
Idk, the results from GPU seeds are slightly better than CPU seeds IMO
you'll have to open an issue on the comfyui github to support gpu rng then
still not the same as:
even those are pretty far apart. Mine are usually similar down to attention noise
you're a genius, "screen" does it at blendfactor = 1
I think you are imagining things because they are just random numbers, just saying, but whatever suits you. 🤷♂️
so real.....
I was going to say this but idk if it affects just the seed or also the sampling. some samplers use RNG during their sampling
real 1:1 would be to use Euler on both
with cpu rng
to make sure there's no sampler bias
they listen to the prompts differently. for example: try to import one of my gens into ComfyUI, I can almost guarantee you the A1111 gen would be better.
like, please, I can't recreate this type of images I made on A1111 with ComfyUI
nope =\
lies
do you count (PROMPT) as weights??
yes
I didn't use any numbers..
and I was saying auto normalizes the weights of all words so they average to 1.0. Comfy uses the literal weights you specify
so if you prompt is slime cube (green:1.2) in auto what it actually conditions is (slime:0.917) (cube:0.917) (green 1.2)
or something like that
ohh, so that's why I couldn't get the same results as I get on A1111 in Comfy?
besides the gpu rng thing yes
also im pretty sure auto uses the same seed for both base and hires fix
in your comfy workflow you had a different seed for high res
huh, I'll stay with auto then, IDK
umm, anyone here got experience running SDXL 1.0 on apple silicon? I read some benchmark numbers and theyre really hard to believe to be true
but yea if you do a simple non-weighted prompt like banana taped to wall using cpu rng on auto without any special tweaks they come out basically the same
Same prompt happy slime cube bouncing in a field,1111111111111111111111111111111,trending on art station,
if you think it's important enough you could maybe look into opening an issue about the gpu seed or attention normalizing or both on comfyui assuming no one else has. Though I get the feeling the answer to the latter is probably 'no'
auto does some other kerjiggery with the prompts too like BREAK and AND keywords + im pretty sure they automatically concat when token limits are reached
Aside from impainting, would you have any advice on how to improve image quality and coherece ? Here are my current generation settings :
damn
I'm just speculating. Auto seems to take the more opinionated route, whereas comfy is the make no assumptions route.
Ravishing Beauty - Sytan w/flow
maybe we could make a custom node that optimizes the prompts like auto does?
I considered that
ddoes anyone have the NMKD superscale file
it would be doable by automatically setting up the combine/concat/timescale nodes based on AND BREAK and [] keys in the prompt
the [] specifically would be hella work to parse and turn into a graph though
the noramlizing thing would be easy though
I use the 4x_NMKD-Siax_200k upscaler
yea if you go above 75 in auto you see the little counter suddenly jump to 140 or 150 cause it concats
trying to use what is in the Sytan workflow. new one
try using the 'concat' conditioning thing in comfyui
see if it gives the same results
Yeah I use mine with essentially his same flow
where can i get it
Mine won't Upscale
if you know any python you could probably do it yourself. It wouldn't be hard just a bit time consuming. I personally never used BREAK/AND and [] that much and the normalizing thing doesn't bother me
thanks...let me give it a shot
most of my 1.5 prompts were just like 10 plain words with no negative 
I will consider making a Comfy custom node after Comfy supports AIT optimization, until then I'll stay on A1111.
guess "screen" does something with the alpha channel when it sees darker colors, gonna have play a bit more
It is not the "token" show in the top right. It is character count. 75 characters still under xx/75
that's what I assumed the different results after 75 were about
screen is basically more light is more opaque
idk what you're trying to do but maybe overlay would work better. It's closer to the difference in in lightness
Overlay's pretty hardcore though might need a lower factor
is better with a white background
basically just trying to overlay a transparent png on top of final image
if you're just watermarking a couple images it might be easier to use GIMP or something since it has a million layer modes
keep thinking it's trasparent where darker colors are even set to 1.0 on blend
got do it all via python for the backend of my web renderer tho, may have to do it all with pillow
was just hoping to get lucky and save a step 🙂
you could probably just write a custom image filter node. most overlay filters are like 1 line of math
most of the gimp ones have their formulas right on the GEGL website
will look into it, i have to pull some data from my database to fill the rest of the overlay image anyway
wish gimp was api friendly, tired of using blender for everything haha
oh, hmm, maybe i can do a double overlay with the first blend just a white rectangle
3.0 is dropping soon with a new scripting api. maybe new cli too idk
https://gegl.org/operations/svg-overlay.html Gegl overlay formula for example
thank you kind sir
like (token:1.2)?
I think the differents came from how comfy/a1111 handle the token limit outside of 75(or 77)? Left is a1111 Right is comfyui. Prompt: happy slime cube bouncing in a field,trending on art station,trending on art station,trending on art station,trending on art station,trending on art station,trending on art station,
concat
ye
yea. you can even use ctrl+arrows to adjust weight like in a1111.
They're weighted differently though. A1111 normalizes all tokens to be near 1.0, comfy inputs the weights you specify literally
hmm
tl;dr weights needed will be slightly different
tf you tryna do
lol, got the perfect corner overlay but output is all black hah
mask it based on the corner's alpha
since the corner is only a small cube the rest of its alpha shouldn't cover the image
this is what i want, just not having much luck
is the rightmost image already composited?
that was photoshop lol
composited, single transparent png
dont see why you can't just use it directly
i'll use python and coordinates to add text later
png alpha is called 'mask' in comfy so use that when compositing
hmm i was playing with mask earlier, will give it another shot
if you're using PIL for text anyways you could just
for pixelA, pixelB in image, overlay:
if pixelB[3] == 1.0:
pixelA = pixelB
probably best bet 🙂 think i'll go back to that as the original idea so i can just add the text from the db for the player stats first then pop the corner graphic on already loaded with data

SDXL even got the text holy crap
wait are these SD or real?
no worries tho he's breaking out
I would answer you now. A1111 and comfy handle prompt differently after 75 characters that why you would get different result on a1111 and comfy.
gotta stop at Minonad first
Im dead LOL
😂
someting is off. these don't look like beanie babies
I laughed so hard I died lol
Same 😂
I mean, how long will trum even live? I'd be surprised if anything sticks and he actually sees time. he's 77, obese, lives off fast food, wears diapers. probably not going to be a spry 90 year old
this is how you lift bro
perfect technique
you know what they say. its all in the wrists
lmao
it looks like they built him into the table lmfao
LOL his jumpsuit would look like that
Mustang drivers never change
Average Ford Mustang enthusiast...
trump after 3 years in jail
oh yeah, that's pretty close to what he looks like nwo
in other news... dog guards priceless cermaics from the Han Dynasty; c. 206 B.C. - 220 A.D.
aren't those the expensive dogs?
🤣🤣
Chow Chow? I think they can be
you have a created a monster
The only way to kill it, is to eat it.
that is absolutely terrifying lmao
enjoy pineapple pizza , lol
damn
almost
the text tho!
Ok I'm pissing honey now ❤️ 🥹
weirdly enough I just saw an article earlier today about how the john hughes movies promoted bigotry. I don't know if that means they're getting cancelled or what
place your bets
jeez, they're yoked
that kerning, lol
I mean it's not terrible kerning, lol
"A 1960's movie poster for The Matrix as if it was filmed in the 1960's"
is lycoris working for SDXL?
that's pretty quality
I can't decide if I prefer to make mind blowingly good or terrible things with this technlogy

ancient artifacts are fun to make IG
Opium Pipe with Dragon Monkey, China, circa 1900
"A movie poster about the corrupt chicken farming industry, text: "Mother Cluckers""
West Side Story already beat you to creative ways to swear in the last line of the song, "Gee Officer Crupke... Crup you!"
gdi the refiner destroys my loras
I like the vintage
vintage images
these scenes don't bring me joy when I look at them
"A movie poster about the illegal cheese mines on the moon"
This looks pretty good compositionally
lmao
CHEEESSEEE
I got one like that
ugh,I'm really fed up with whatever this aiohttp program is
File "C:\Python311\Lib\site-packages\aiohttp\web_urldispatcher.py", line 348, in add_route
raise RuntimeError(
RuntimeError: Added route will never be executed, method HEAD is already registered
NativeCommandExitException: Program "main.py" ended with non-zero exit code: 1.
or library
whatever
they're whalers on the moon!
is something missing with the comfy API example using python?
it always dies on the second attempt, first comes out fine, then i have to kill it and restart comfy
seems like maybe it's leaving the connection open and just can't start the second render
moon mining cheese might be rough, but it'd beat living in an existential bean nightmare.
I like how the gloves and helmet visor are yellow like cheese
visor looks cheese lined so the astronaut has continuous nutrition
yes
nm, found an answer
and the space suit is made out of cheese cloth 😄
top notch attention to detail
Sad Comfy
this is with comfy, I'm working on a workflow
You might create an issue for that. If you certainly confirmed comfy produced image is not as good as A1111
i find Comfy currently produces better quality images than Auto1111
and is a tad faster
I am working on a comfy workflow, so far it seems to be about as good as A1111
I find that comfy is now broken because of this aiohttp thing. might just nokethe entier install and start over
Great. I am interested in that.
well, just this error over and over and over "RuntimeError: Added route will never be executed, method HEAD is already registered
NativeCommandExitException: Program "main.py" ended with non-zero exit code: 1."
and not sure how to rectify. created a new virtual environment, same thing
so might just delete everything but images and models and start over
It is hard to tell. I am not saying comfy is better than A1111 or another side. But they are producing different images after 75 characters in the prompts
so good theme
lmao wat
I have had to recopy my python_embeded folder back over from the download 7zip a few times in the last few days (so almost everything) as adding modules kept breaking my install and I couldn't fix it.
Oh yeah! I had cyborg style lora enabled at 0.7, magnificent 
so I think there will be those who wonder about the big commercial rival, and I will say this. A couple of months ago I spent a good deal of time trying to make an image of a Storm in a Teacup (with a floundering ship to illustrate it) and and this was the typical set I got:
Now, after a dozen tries in SD I got the equally impressive :
not a bad idea. I'll try that out when I have a minute. I got used to wiping installs with a1111. probably installed that six or seven times, lol. easier for me than trying to resolve all the issues
the text is getting insane!
"A movie poster about Batman and the Cheese Goblin"
You should add some of these to the Civitai Galley for this Lora, it is looking pretty empty right now,
Oh yeah, I always forget 😅
some of my last pre-broken comfy images, lol
I don't really know why it made that
Hey everyone look... It got the eyes right for once... lol
I asked for a labradoodle dog and it came up with this, not quite sure what happened lol
is it available on civitai or huggingface ?
If you like my work then drop a 5 review and hit the heart icon post and review more so that i can win the contest Support me in upgrading my 3060 ...
Yes!
ok i think it is the good one, thanks
Just uploaded images
hehe "Call of Doody"
Any news on the control net front?
Done!
is A1111 good enough for SDXL or do I need to go with comfyUI? any suggestions?
idk, the best results I managed to get out of SDXL are with A1111+refiner extension. but I might be biased, idk
I couldn't get it to run SDXL at all when it first dropped. I've heard there have been some fixes but Comfy runs SDXL at 1024 faster than A1111 ran 1.5 at 512 for me
I usually just use a premade workflow and tweak it. It's not too hard to figure out what the nodes do
not sure what I expected when I asked for someone stuck in a giant bag of doritoes with only their legs visible...
your A1111 isn't optimized then. but I must agree that Comfyui has the highest potential.
mmm Dorito's breakfast cereal, my favorite. Just pour mountain dew on it I guess
A complete part of this balanced breakfast!
Maybe. I ran A1111 pretty much exclusives while 1.5 was out and tried a bunch of different settings and tweaks and it never ran faster than Comfy's prebuilt workflow for SDXL. There certainly could have been something I was missing but that's just my experience. Also Comfy has never randomly crashed or bugged out on me, so that's a plus
It's like each half of his head has a slightly different pose...
What artifacts are you thinking about? You can try to reduce the max time-steps to 800 or 900.
Yeah if you cover up either half of the picture it looks fine, it's split almost literally down the middle. Weird.
This was the only epoch with good enough likeness. It's like if you want correct likeness you're guaranteed artifacts just like 1.5 and 2.1. If I don't care who the person ends up looking like then its easy
I'm talking about this setting here, not number of epochs.
yeah most of them are like that
Oh, the good old misalligned eyes issue.
what sort of visual issue does this usually address?
What do yall think
That's so strange, I wonder what causes that? I heard someone talking about the rendering doing some sort of cropped image training in the process so I wonder if that's what's messing it up? I haven't trained anything yet so it's just a guess
Doritos Cereal with Mt. Dew Berry Blasts!
image bucketing maybe?
I'm testing stuff here, but the idea is to exert less influence at the end of the inference.
so you could probably also expect less details like in skin
If she's got pink hair you should try to get the flowers to not also be pink. White or pale blue could be good options.
I think that was it. There's something about it in the information stability released about how they trained the model, I know that much
good idea how about this?
Still a bit too much pink because the kemono swapped but it's better separated. I'd say it's a better composition.
the other one kind of blurred together because of all the pink overlap
Aww ye. Gimme that chesesubeer cereal
It sounds and looks like it would taste like dog food, or actually just be dog food. Like when they put "real steak and gravy flavor" on the bag or something.
Can't go without your daily dose of Ducl Afefflt
obviously, lmao
so what was the prompt out of curiosity?
Holy crap, I was not expecting my workflow to go under the amount of support that it did in that little time
"A box of cheeseburger flavored cereal"
Congrats I heard you released 1.0. I haven't gotten around to trying it yet but I've heard it's good and I know 0.5 was good.
that is it?
ya, lol
I released 1.0, and it has a very high quality 2x upscale workflow built into it with high res fixing
Well, tit for tat. here is my image with w/flow:
that's dope as heck!
🙂
"Can I get some service over here?"
Sytan 1.0 Awesomeness Proof right here!!!
epoch 1-7. the problem is present in every one. has to be a different param thats fucked
That style is awesome. It's got an interesting mix of almost plant looking elements, humanity, splatter painting, and fire. Very dramatic but also stoic, I like it.
yeah it works really well
@high skiff your 1.0 workflow is the bomb, bravo👍
this is some SCP type shit what the heck
"A surreal Polaroid photo of an 80's office flooded with spaghetti and meatballs"
I mean you did ask for a surreal polaroid, what did you expect?
which workflow is that btw?
It's Sytan's SDXL workflow lol
@high skiff I managed to have a look at your workflow. You are doing pretty much the same I was doing. But I think with better prompts.
I mean you've made some really clean looking images, some of the best i've seen
Tons of people are looking to switch to comfy and want premade workflows and yours is definitely one of the better ones. I think it's well deserved.
did you tried several prompts and seeds? Sometimes its just bad luck with a specific seed
god, I feel so much better now haha
I was so worried I wouldn't find a good upscale workflow, but I was able to do it using a second pass of mixed diffusion
And it doesn't seem as good
yeah tried plenty:/
this one in particular is awesome
everytime your Italian grandma asks if you're hungry and you're like "I could eat a little, but just a little ok?"
lmao
will everything break if i turn off the refiner node
oh, I have a 4x upscale example of that one!
4096x4096
omg berks
When you're trying to go home but the boss gives you a pile of spaghetti to sort first
The refiner isn't necessary, you might need to reroute a couple of nodes depending on your workflow but whatever you're using should work fine without it.
yeah i meant on sytans specifically
@high skiff I think those negatives you use are doing a lot of work as well.
I don't use them as much and it definately makes worse output.
is there a node for "save as" so i can use a variable to save in a directory other than the comfy output folder?
Like with the negative prompts, Left is with your negatives and right is without.
The owl beak seems to be made out of fur. 😍
oh weird, I use faily light negatives
Mindlessly scrolling /r/stablediffusion... see wall of text... see tiger picture... huh okay scroll back up. Oh it the guide everyone's been bugging @high skiff to release. Better hunker down lol
The statue of Laocoön and His Sons, has been one of the most famous ancient sculptures since it was excavated in Rome in 1506 and put on public display in the Vatican Museums,where it remains today
"My dog loves to sit at the table while eating spaghetti"
Not sure if doggo is eating it or vomiting it 🤣🤣
He'd probably still eat it anyways
i was running the upscaled image through refiner?
hahaha, yeah
some trippy shit
By this point I feel that there are no single workflow to rule them all. You basically have to adapt to the image and style you want to diffuse.
good doggo gonna get the pizza
is NMKD Superscale better than the Siax_200k version?
I did not test against that one, but I did test about 20 different pixel upscalers for my workflow
Hi. I'm a bit new to using ComfyUI after switching over from A1111. Is there a particular node that does the job of "Inpainting conditioning mask strength"?
@high skiff can you explain the 3 samps used in your workflow?
lmao that's annoying. Yeah most of my issues were partially from choice of sampler, but mostly shit prompting
i mean Ksamps
You are making me hungry. 😅
sampler one, base, it samples most of the steps, stopping before the final (high detail) steps
Sampler two is a refiner sampler, which takes the incomplete Latent and its residual noise and refines from there, only changing the high detail/resolution parts
that gets upscaled, down sampled, and encoded
third sampler is a base sampler that only does img2img on the high resolution parts of the image. In the case of how I shipped it, the final 33% of the steps
Flying spaghetti monster! 
LOVE
not seeing a way to save outside the comfy output folder
Yes 😄
may his noodly appendage bless us all
HE BOILED FOR OUR SINS
prompt: ((colossal):1.3), ((bio mechanical monstrosity)1.5), ((spaghetti and meatballs and lasagna)0.01) on an apocalyptic landscape
If that would've been made with 1.5 model I'd add Biomechanicals lora to that and test it out 😄
❣️
❤️ XL.
Beautiful coloring
"bio mechanical monstrosity" seems to work out well in many models. 👍
@high skiff Did you notice in any of your testing at all that if you use dpmpp_2m_sde/normal as the refiner scheduler it wrecks the image?
It's fine on karras, but for some reason if I use it with normal as a refiner step, it doesn't clear the noise properly.
it's both 2m samplers. I opened an issue on the comfy repo for this
Yeah probably.. try adding H.R. Giger style in it 🙂
yes, there are lots of combinations that do that
Thats why I tested and found that DDIM/Normal is the most reliable and least volatile experience
it affects both SDXL base and refiner
It's just on the refiner though right?
And Normal.
It works fine on base and if you use Karras.
oh, so the 3rd samp does hires fix?
Oh it seems perfectly fine on base for me. It only effects the refiner.
my workflow was made specifically for DDIM
normal?
or karras
normal, karras is fine.
Normal works fine on base, not on refiner.
Well, actually hold that thought
lol
cause on sdxl base dpmpp_2m and its sde version are broken using non-karras schedulers. Examples
https://github.com/comfyanonymous/ComfyUI/issues/1034
I also had masslevel and caith confirm it
@high skiff Very interest on your upscale method. I think I could update my mixsampler using your upscale idea of contrast fix. It turns out the image going to be darker after multiple loops.
Ok it was "working" because I wasn't finishing the steps before passing to refiner.
If you do allow it to finish, yes, it wrecks the image on Normal.
you can adjust the values after every loop to get some cool lightening or darkening effects :>
@high skiff if I load a face lora in your workflow and disable refiner.. am i still losing likeness to the mixed diffusion step or does it still use the same models and prompts for that?
yea the last step fucks it up on the sdxl architecutres for some reason. doesn't happen in 1.5 or 2.1
if you load in a LoRA, only attach it to the base model, and do not touch the refiner at all
it should still work, assuming you use the upscaler
a1111 had something like that happen too
I have found the Giger style in sdxl to be rather strong, I have had to dilute it with other styles. It's a good mixer.
well i have to disable refiner cuz it ruins likeness of the lora subject
and the upscale will bring it back
Just trust me, give it a try? I made it that way on purpose
if its an extreme LoRA, then it might mess it up too much
but for any sensible LoRA, it will work just fine
oh i get it. mixed diffusion is img2img. excellent. I'll try again
The refiner can properly bork LoRas
yeah, I also noticed that.
Emad testing controlnet, hope it will be out 
https://twitter.com/EMostaque/status/1685104715514716160
Just skip the refiner step and let the base finish all the steps if it's causing an issue.
after the upscale, the lora give the likeness back to the image
what if you only run the refiner for like 5 or 10%
ugh, stupid nsted nodes breaking things
don't use that extension then
I figured it out though. ONE line of code to break it all
just write your own node 👍
0.5 Giger, 1.3 dali
has anyone else tried, letting the refiner do most of the work? Left is the refinded output and right is the base output.
how very passive aggressive of you
genuine suggestion
Do that on a close up face and watch it melt lol
that's what I did
ahh, well you know, I have thought about it
setattr(server.PromptServer, "add_routes", add_routes_wrapper)
you don't need to know anything about torch or whatnot you can just re-use the existing comfyui nodes
escape your pound signs
the previous one was just plain bio mechanical monstrosity, here it's spaghettified
well
I thought about combining some nodes that, at least for my purposes, don't need to be seperate
Yep lmao
Kind of learned a few tensor to output multiple images
beauty is subjective
I've made it this far not knowing what a tensor is so I'd say great success
tensors are those things that cause errors
becaues they're a million different sizes
I wanted to port my image calculator library to comfy but when saw that the image type was a tensor of pixels I gave up 
I want to use the boolean and math nodes to create some logic stuff. not sure exactly what. but I really haven't seen any workflows that do it
I just based all my custom nodes off that Psuedo_hdr one that converts it to PIL and back
Infinite dead-loop-workflow
if I can just get a list of floats instead of a tensor of floats that'd be nice
so a tensor is comparable to a vector or a matrix correct?
but then way higher dimensions
as long as I can get a tensor of floats my library can do the colorspace conversions
not sure how to actually apply that
hoping my new chldren of the bean prompt works out. I wrote it a small essay
You can treat it as an array, like 1920 * 1080 * 3
dimensions
Yeah
people that say long prompts don't work well are just lying to themselves. writhe a small noveil. it's the way
after the decode ofc
Like img[100,100,2] will give the blue channel value of the 100,100 pixel
brb porting my image calculator to comfyui
I saw that there are nodes to play with that data, change dimensions, swap values. but I can't think of anyhting I could do in that regard that wouldn't just break it
But comfyui passes images in batches so it would be more like img[0,100,100,2]
can anyone tell me please how do i install this https://github.com/wcde/sd-webui-refiner extension ?
Randoms 😛
so angry 😂
in a1111 click on extentions and klick on load, then search for the refirner extension and click install, then klick restart gui and it should be there at the bottom of txt2img
SDXL v0.9 is wayyyyyy better than v1.0
i dont think the experiment of fine-tunning according to votations on discord worked properly
what tests have you done?
my favorite blonde... see resolution 🙂 sdxl is omg wow
How did you determine this?
accurate data is important during investigations
using the same prompts
@high skiff I have a suggestion to your upscale workflow. If lora attached to base model, you might use another lora loader to adjust the lora strength and reduce the denoising strength of 3rd sampler which might be add too much lora effect to the image.
There's your problem.
The prompting style has changed a little between versions. At least in my experience.
using the same library of prompts i had made and coparing results
i'm just joshing you. 0.9 is actually MORE refined in a lot of ways. in a way that makes it HARDER to refine better .... so they gave us one with more knowledge that's looser. edit: mb on 1.0 i meant 0.9
throw a lora at it. like even just the offset noise one. It ties thigns up a lot tighter every time
in Comfyui what sampler are u using?
that would be something a person could decide to do, but its intrusive for people not using LoRA's
im using the Clipdrop version
yeah, it could be adjust
ok
So using --medvram command for A1111, my generation takes 31 seconds. Removing only that command and doing the same image, the generation takes 8 min. 57 sec.
any notebook with weights i can use? lol
Any idea why I'm getting such drastic time difference without --medvram? 10gb 3080
You on the latest Nvidia Drivers?
Yep
because it tries to fill your memory up too much and you get clocked down to the mainbus speed
It will be running out of VRAM, so it offloads it into RAM and it's super slow when it does that.
postive naked and negative nude? interesting combo
if it works lol
yeah, in the end it's just words, i got that a lot
Hi, what's the current best way of running a fix faces node with comfy for SDXL, please?
Would you like your toast, burnt, carbon slab, or molten brimstone?
yes
I mean, is there some downside to using --medvram? I'm not seeing much different in the images that came out
I tryed the upscale to a new ksampler in comfyui, but starting with 512x512 is never a good option i guess? You have to start with 1024 and upscale it if you want to use hires fix?
It's impressive how the reflection is handled so well.
added an 'unreal engine' to the prompt.
512x512 will just generate a mess, it's not designed for it.
if you've got enough ram, for full vram support, it's a little slower
in theory
are you saying you want the lora to be less present on third pass? cuz I need it stronger tbh
yeah, 512 isn't great, better than 1.5 is at 256 though. 1024 is what it wants. 768 is ok.
Disclaimer :: I'm as guilty of this as the next person.
Why do we insist on calling it a Hi Res Fix ?
Why dont we just say upscaled ?
honestly i have 16 gb and it works better for me in most cases with --medvram. i think it just forces the engine to use optimizations which are essential for sdxl
I'm not seeing many people mention the command online, but I see many people complain about slow speeds. Maybe why
did this with SDXL v0.9 ...but the prompts dont work anymore with v1.0 ...has anyone found a logical connector, word or use of 'comma/parenthesis punctuation to solve this?
i use comfyui more often but i come back to a1 just to see how its coming along
Because it is strong enough before the upscale process in my case
I have the image bypassed multiple base-refiner loop which added enough lora likeness to the image
is that in ComfyUI or A1111 ?
I'm sure I read somewhere that --normalvram in ComfyUI is equivalent to --medvram in A1111
But I could be wrong, I frequently am 🙂
@high skiff likeness came back and mutations fixed. fuckin dope. low hit rate though, 3rd pass often adds extra lips or tumors
Maybe it's just me, but I kinda liked 1.5's failure sat text. But sdxl 1.0 is much better at text.
beautiful!
it's almost like Olivios younger slimmer brother 🙂
its hilarious you say that because this morning i was asking this guy what celebrity he thinks he looks like so i can use it in training captions. thanks for the help🤣
time to see if olivio is in sdxl
yeah, i only use the --medvram for auto1111. comfy comes with good optimizations and engineering out of the box seemingly
if v0.9 was a scooter skate... v1.0 is not exactly a motorcycle, its more like a screwdriver
or a soccer ball xD
Are there any sites where we can actually post AI Art to make money? Does anyone have any reccommendations on sites if they do exist?
Ok SDXL smoked crack on this particular one
"I do not like green eggs and ham. I do not like them, SDXL-I-Am." .... can't seem to make it generate actual green eggs and green ham!
compare apples and apples not apples & oranges
ie
Compare SDXL1 wirh base vanilla SD1.5 not with finetuned SD1.5 output
he's comparing 0.9 to 1.0 clipdrop. it's caused a lot of sour people over there
subjectively there seems to be a lot of loud preference for the 0.9 implementation they had
i was taught this at business school and its the standard for making digital products, software, apps and products in silicon valley, hope you enjoy meditating on this is a lot of fun
My green eggs & ham project has gone awry.
apparently it does not like to make Dr. Seuss lol
who is this guy lmao
@high skiff wots going on m8? cant fix this. It does this with UMD start_at_step 18-25 and i cant go higher. The part of the image that worked looks fucking incredible tho
I am not sure, I have not had a single failed gen in like... over 1000 with the upscale
I'm sure it's my lora
so finnaly I trained a Lora...but I have to use high weights.....why?
undertrained
oh i'm an idiot, Dr Suess wasn't the actual character lol
ok, yeah, likely that is a LoRA issue
f
the good news is, we're gonna feature that guy's face in the next L4D game
he'd be way too excited about that
It would suck to get punched with that lol
Mostly we're just spoiled by install wizards these days
I like how you istall SD
A little more fluency would be nice, but that's the nature of decentralized development
this sam-i-am guy sucks, he refuses to generate
I installed ComfyUI, now trying to get to SDXL
gereen eggs and damn
just click the download button next to the sdxl base and refiner safetensors on the github page
then move them to the checkpoints folder in comfyui
Yeah downloadikg Base now and then Refiner
I dont even have Pytorch on my PC yet tho and i dont have any idea about VAE and getting Controlnet yet
all in due time
i really need controlnet pose with sdxl... any news on it?
soon
One thing i honestly miss with auto over comfyUI, is "extra networks" so i can see a preview of the damn models, as well as PNG info to easily get prompts/seed from an image which won't rearrange my entire workflow lol
Firefly is my main tool for this kind of work so dont judge me xD
The technological barrier to entry is worth it
Me too
its like reaching enlightenment
Firefly is nice, but it's still far behind and seems to have plateaued
Im trying to learn to program anyway
@hard fractal even more like a "Proper" UI if I turn the links off lol
Its different with different audience and purpose plus still in beta with all the other features to be released. Irrelevant for average prompter, not so for target audience like me
Also if you try to cancel your photoshop subscription, they threaten you with the early termination fee (varies by plan). I went to cancel anyway and they gave me two free months "to rethink it" and definitely not "to reduce the early termination fee"
Oh i know about the fee but i wont cancel anyway
The link off idea is brilliant
Microsoft Edge, of all things, does what Adobe Express can do and they've natively integrated Dall-E with it.
Combine that with Photopea and Gimp...
I'm set.
Yeah everyone to their needs but i bound myself with Adobe ecosystem tbh
And there are more
got lucky with a student discount on a CS6 suite right before they switched to cloud services way back
is there an easy way to get a ctypes pointer from a torch tensor cause I'm not finding it
Managed to avoid them until Firefly
for generative AI as of now only Adobe ecosystem is important for me because Autodesk and Maxon dont have those (quite) yet
I cant ask for more now either
@tribal jackal after i got Base and Refiner i guess i will need to look for controlnet and VAE either?
Just cleans it up, sure its not very helpful when designing......................
I really dont need much from SD at all, all i need is generating some specific images and for a temporary time controlnet with the doodle thing
for the people who only want to generate image by designed workflow, it is too good to use
or if like me you enjoy fiddling but also want a cleaner interface for when you've done fiddling
Batman has a bit of a moose knuckle going on 🤣
That's not batman, that's the cheese goblin
I installed mine using "git clone" and a link to the github repo in my terminal. Both with ComfyUI and Auto1111 web ui's. With your method, I would check the github page for a VAE and do a similar manual relocation as before. For ControlNet... I'm not sure which interface you're using, but...
I mean, have you ever seen the Cheese Goblin and Batman in the same room together?
mhmmm
@cinder aspen I have some controlnet nodes from some package I installed but I don't remember how lol
in comfyui.
For Auto1111 it's just a matter of navigating to the Extensions tab and finding it
thenr estarting UI
@tribal jackal i have ComfyUI
@high skiff I managed to break your workflow to only produced mangled images, but I hadn't really played around with any of the settings so I have no idea why it broke (I added in a Lora and took it out again to see if it was that).
Anyway if I reload from the .json file it is fine again. I just thought it was interesting and it's bugging me not knowing how I broke it!
I think sometimes LoRAs get stuck and don't unload properly.
That looks like some SD 1.5 shit there.
Looks like you changed the clip width and heights lol
Ahh I did wonder if it was that.
Too high native res by the looks of it. Make it native, then highres upscale it.
Yeah it looks like that, but it is 1024X1024 that's why it was interesting.
Here's 1440p ultrawide, take res divided by 2, then ultrasharp upscale by 4, then boom, easy 2880p :P
Oh wow, that's pretty impressive
You know, the entire community is impressive and how severely they can mess up my workflow in ways that I never considered lol
I should start hiring random community members to help test my workflows and see if they can find ways to break them, cuz I ran well over 2,000 images through this workflow and never even had a single hiccup lol
when upscaling (latent) with sdxl + refiner, do you plug the refiner into the 3rd pass or the base model? I keep getting weird results
This is a joke, I have no money to hire anybody with lol
me VS the desire to create a conlang based around random elegant "characters" in the imitation cursive script sdxl can put out
With SDXL base too?
Oh boi, using 1.5 model with SDXL refiner. I'm gonna have to do a few tweaks 
With the upgrade from 16 to 64 GB, I can use the refiner, finally
you got more RAM? 🤔 I'm at 16GB and it's tight
Yes, It was dying when loading the refiner
This is odd, I made this prompt "computer generated art, a strong space boy commander dressed in slim silver spacesuits is sitting in a small futuristic tech chair , seen from 45 degree side angle, clear visor . graphical render, digital smooth clean colors, mildly detailed, clean shading".
Change "girl" to "boy" and you get a solid visor, can some help me get it clear so I can see a face?
You using Auto?
i can't get sdxl to make full body from feet (shoes) to head (hair), whatever resolution set. works 1 in 20 times. standard negative "out of frame" doesn't help
Comfy, Auto, both died
You'd preferably want all within video memory, otherwise speeds are crippled to a 10'th
64 GB of RAM is way cheaper than 64 GB of VRAM
just a quick question. seems on googel colab is no problem tu run sdxl 1.0 with comfy ui, but is there no way to run SDXL with A1111?
thank you
How high does the RAM usage get if you give it 64GB? I was thinking about doubling my ram to 32GB
Yes SDXL base, the workflow metadata is in the image I uploaded, if you wanted a workflow that makes twins with multiple limbs for some reason...
Right now, ComfyUI is using 17 GB of memory
I have 64Gb system RAM, whilst running ComfyUI with SDXL i ytypically hover between 28 & 32Gb used (thats witha load of other stuff open as well inc chrome & excel
Has anyone manage to get wings from a person? Every time I try, it always puts them on the wrong side lol
It consistently puts the wings in front
So damn annoying. VAE encode won't cancel until done 
Every time lmao
I don't remember the correct tokens, but search for angels with wings in the bot channels. it's solvable at least with some prompts
if they are looking forwards it works
But if they are looking away, it doesn't want to do it
It seems it has leaned that wings are behind people, not that wings are on the back of people 🤔
Plateaued on what? It's inpainting is exceptional
I accidentally got an image of someone with wings just now (nothing mentioning wings in the prompt) but they were also looking towards the camera, and I see it does that just fine.
Did the high res fix workflow come out?
good morning yall!
(Nothing like sleeping till midnight) 🤣
Working on a much much better Blame! manga Lora, with a much better and curated dataset (took some hours do prepare, and more to come). This is just 1h training
Thanks a lot I'll try it later today!
Don't get me wrong. I know they've got a lot more planned down the road. I'm just not going to pay monthly until they've finished developing beyond text prompts editing video.
Does anyone know how I can fix the embeding issue?
I figure out what it did wrong (I was an idiot), I put the refiner model in the base slot and the base model in the refiner slot when I was playing about with changing the models.
Although I would argue that having the Base node above the refiner would make more sense (in my head at least!).
shape mismatch means you either threw it into the wrong model, or that you're using an embedding from 1.5 on sdxl
Pay? It is free. firefly.adobe.com
How can I check through all of that to fix it?
quite cool how the style now works on whatever you want more or less? prompt is just "mountain landscape with a cyberpunk skycraper in the middle by nihei tsutomu"
link me the civitai or huggingface page
Just wondering how big can I go with 24gb vram and your workflow? Examples say 2.5x for 10gb so I assume 5-6x?
needs to say "sdxl" there, else it wont work
@high skiff your workflow works very well !
@wet nacellehttps://www.youtube.com/watch?v=zyvPtZdS4tI He is using it and has it working in XL.@boreal bough
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Embark on an enlightening journey with me as I guide you through the unique workflow I've created for Stable Diffusion SDXL within ComfyUI. This technique, which has been honed through extensive experimentation, uses CLIPTextEncodeSDXL, CLIPTextEncodeSDXLrefiner, and the WAS suite for maxim...
Its looking all over the place
I have seen some 10GB people say that 2048x uses like 17 GB
I myself was able to do 2.5x on 10GB VRAM no problem
my 3090 gets here in a couple days, I can do more testing from there
24GB VRAm should be able to do 4x, from my tests on my 3080... so I will have to see
glad you like it, I worked hard on it haha
@boreal boughIf you want to go through it and see if you can fix the issue.
Ok I'll give it a test in a few hours I have 64gb ram and a 4090 and a clean comfy install to avoid any issues
Thanks a lot for making this
I manage to have very good results otherwise, but not with so few steps and cfg scale, well played
Was the one huge thing keeping me away from comfy
no problem, just glad to share
Pretty much high res fixed every image in 1111 as the results are night and day compared to not doing it
one of the top comments explained it
How do I get the information about a ComfyUI image without messing the layout?
I clearly am the common YouTube viewer then.
thank you for pointing out the obvious.
I can't believe I pride myself in pointing out stuff like that.
remember you can simply reload the last saved image in your Comfy output to revert
.....don't forget to change your .txt files to .captions files lest you waste 3 days of troubleshooting like me........
Comfy API script working with my webui. Finally! Celebrating with some dinner.
for kohya training?
@boreal bough yes 😦
Just gotta figure out my data and overlay now.
--caption_extension=".txt"
depending on if you use cli or or the gui
Still trying out upscaling. How would you create a solution to make a loop for the second Ksampler into multiple images?
Could do with some skin texture, but dang this thing can do some pretty convincing photography
caith should they be .caption or .txt? i put ine as .txt because thats the type of file. thats correct right?
okay cool thats what makes sense didnt know if it was something weird.
I followed his directions and still am getting erros.
Do you think you can just install both the model and my setup to see if you can solve the issue?
but thats a 1.5 embedding.
this is from 0 to 100 | adding all nodes Step by Step
Embark on an enlightening journey with me as I guide you through the unique workflow I've created for Stable Diffusion SDXL within ComfyUI. This technique, which has been honed through extensive experimentation, uses CLIPTextEncodeSDXL, CLIPTextEncodeSDXLrefiner, and the WAS suite for maxim...
1.5 embeddings work with SDXL???
no
yes....
then why isnt it working for you? lol
https://www.youtube.com/watch?v=zyvPtZdS4tI https://www.youtube.com/watch?v=zyvPtZdS4tI https://www.youtube.com/watch?v=zyvPtZdS4tI https://www.youtube.com/watch?v=zyvPtZdS4tI https://www.youtube.com/watch?v=zyvPtZdS4tI https://www.youtube.com/watch?v=zyvPtZdS4tI https://www.youtube.com/watch?v=zyvPtZdS4tI
this is from 0 to 100 | adding all nodes Step by Step
Embark on an enlightening journey with me as I guide you through the unique workflow I've created for Stable Diffusion SDXL within ComfyUI. This technique, which has been honed through extensive experimentation, uses CLIPTextEncodeSDXL, CLIPTextEncodeSDXLrefiner, and the WAS suite for maxim...
let's rephrase that. 1.5 embeddings shouldn't work
Just a fun note. I downloaded a extension for Automatic1111 Web-ui that is called "SDXL Styles", one style is called "Digital Art", but I thougt AI was like digital art as it is 😄
are you trying to run it through a sdxl clip node or the basic prompt clip node?
Exactly. They have been proven to by this individual to.
1.5 as shown in the text instructions. The issue is that.
He does not explain further.
cant see it cause I'm missing the custom nodes. but you did put the embedding in the negative prompt, right?
Dude, your work is much appreciated. I was trying to put something together like that and you made it so much better than I ever could have. Do you have any plans to add a segmented and refined face fix before doing the hi-res fix stage? Faces look pretty cooked from the start with SDXL (specifically eyes) and I’m wondering if giving the faces another pass exclusively before the hi-res stage would help that or make things worse.
cause the base model & refiner model are not the same in terms of clip/prompts
In the video he color codes it so that it is a stark difference. I should be yes.
the high res fix alone helps a ton with that
only time ive seen that type of file for sdxl was with 0.9 or something
well could be many things. he was still using the pruned 0.9 model. so 🤷♂️
Ain't easy to find a damn solvent to make SDXL refiner talk with SD 1.5 
oh also, side note
there is a 1.0 base model with the 0.9 VAE baked in that we can use to get rid of the 1.0 VAE issues
I can tell you that officially, nothing 1.5 trained is supported with sdxl
Hey I tried your workflow and my results were kinda bad sadly. I think it needs more training. I can send you the X/Y plot if you're interested in taking a look compared to my previous SDXL lora
Ah I see now. That likely is the issue.
I'll disregard it then.
He has tutorials showing hand made graphs that. I thought since the video was uploaded not long after the 1.0 it was made as a 1.0 workflow video.
Most other SDXL LoRas being released are 800-900mb and the ones I produced with your technique are only 40mb. I assume its in relation to the network rank and alpha
all the download links here that I've tried, are monthly bandwidth exceeded pages
https://nmkd.de/?esrgan
Yes size is related to dimensions, though not sure where you've got the 800-800 mb number from.
found what I needed on huggingface
You know, I have gotten a lot of good from SDXL, but I cannot get it to do good digital art
How 'bout some meat sonny boy
800-900mbs are the usual ones I see on civitai rn almost all are that size I'm seeing, potentially because the standard network alpha rank used is 128
wdym?
i mean how is it not good
It all just looks like low detail photographs
yeah they were using the wrong network rank. probably from a youtube video or something. 40mb is these size im getting with rank 8 and work just as well as the 800mb ones with rank 128
I thought people stopped using 128 dim due to VRAM constraints.
PROMPT: anatomy, hyper-detailed art by (artist A), (artist B), 4D cinema
this is what digital art looks life for me
its just kinda ugly in general, and I can't seem to get it to look any better
thats some bad news for me lol
even comics for example?
likewise, couldn't figure out why my generations were coming out with that general styling, then realized it was that tagging
yes please!
this actually looks good imo
also 1 image + its caption please
to each their own I guess, i think it looks terrible haha
Does not work for me in A1111 with LyCORIS extension loaded.
exactly. network dimensions determines how many parameters it can train, and therefore also size. but at the same, time, more does not automatically equal better
one of the main things im interested in is how it is with comics style
keep in mind my settings aren't intended to massively overfit data - so if you're trying to make an elon musk lora clone, that's not gonna work, due to a lot of reasons
nah, that was just poor optimization settings being shown in the youtube videos. if you do the settings right, then bigger dim is relatively harmless on vram, from my tests
especially if you go all bf16 like many now do
I really need some updated settings then.
What does the precision you set while configuring accelerate affect?
Do I have to download a new SD or does updating the Automatic1111 and just placing the sdxl safetensor into the model folder works fine?
if you have 1.5 and higher version of A1111 then just drop the safetensor in the folder
Yeah, I am glad I got 500Mb Fibre Broadband and a 4TB NVME recently 🙂
trying to get the feel of the deathly hallows , the tale of the three brothers
I got a 4TB HDD, shoulda gotten a solid state 😔
@high skiff your 1.0 workflow works amazingly, well done!!
As a RTX 3090 owner, You will love it for SD!
I am just hoping Nvidia make a consumer card with even more RAM for their 5000 series.
Which one?
I had a 3090 for a few days before it died
Alternate poses... also seem to work well.
Ty
I guess the 50 series will have more VRAM
of course
I hope so but Nvidia wants to sell datacenter cards so less VRAM in consumer cards means more datacenter sales. Plus the extra value of forcing all AI into data centers.
Honestly I don't think NVIDIA is going to move much on VRAM... They dont seem to care about the consumer anymore
i had to learn some numpy to turn it into a compatible bytes object but I'll be damned it worked
Data centers are a whole different league
For the consumers what we have and might get is enough
Nvidia's dream is all AI in data centers and all gaming streamed from data centers.
I heard they might even be cancelling their Titan card for the 4000 series which would have a lot of vram
Nvidia for sure is not going to make exceptional consumers to be the norm
That is reserved for professionals
For example you d find barely a non professional buying a A100
If they put 48 GB on a consumer card many people will bu that for AI with a price of maybe $1500. But if they only put 48 GB on datacenter cards then they can sell those for $5000.
It is also a lot easier to manage AI alignment when it is in a datacenter versus on individual PCs.
48 GB 1.500$ for a consumer card. No way
Not even AMD would do that
48 GB is not even made for consumers
Barely any consumer would consider this one
naw. $5000 is not a road block for any of that at all
Not today. But 10 years ago everyone would say 8 GB is not made for consumers.
not even a speed hump
Then they will make you such a consumer card...in 10 years
But not at this point
What I am trying to say is that Nvidia has business reasons for not putting a lot of VRAM on consumers cards. That is all.
theres no management of what training scripts people are running on cloud h100s
its the wild west out here
Which is their right. It has to be rentable
Everything is wild west when it is new.
cards like the A100 get HBM2/3 vram so vram overall will naturally get larger with higher density chips
just your claim about managing alignment is some qanon nonsense. nobody is making any effort to manage that. everything is in an effort to shore up their brands
A6000 used to be prosumer. but with updat4ed prices that's no longer a thing eitehr 🥲
Easiest alignment is when only corporations have AI. Next easiest is when AI is in datacenters because it is at least monitorable by the owner. Hardest for alignment is AI on individual PCs. And alignment is a very important topic in AI.
nobodys putting ai in the datacenters to monitor it. that's an overhead cost that they won't bother with
How much is it at this point? lol
Do not associate me with that group. I am merely talking about the industry considerations.
@trim orbit would love your input ❤️
#🔧|finetune message
i'll come back to this! expect it soon
they don't put 48GB on consumer GPUs yet beccause there isn't a market for it
weeeee
Hey I'm trying to set up an upscaler set up with a comfy ui workflow I'm using and encountering an error that I don't how to fix.
There is now
sure, AI enthusiasts will buy them, but 99% of their sales will be coin mining and gaming
that and yeah, use your production on the $5,000 server cards because that demand is skyrocketing
nobody is using gpus for coin mining since last year
nobody? damn
if they are they're dumb about it
etherium change kinda spelled the end for profitable gpu mining
bit of a ripple effect
the minepocolypse
not talking btc
there's still coins for it
ethereum bro i know. btc has been YEARS. like asics took over there
but anyway, it was just using that to avoid being corrected.. holy
what about that coin they use to mine on HDD's are they still minin that?
the entire market crashed and it's held up with proof of stake now. since all other POW chains were tied to ethereum's economy they all fell. it's simply not profitable to gpu mine anymore
Does no one know how to fix this?
your models aren't compatable
ai sales took nvidia to a trillion dollar company. i think it's safe to say its their bread and butter now
coin probably drives 0.01% of their sales now
gotta go on the hunt for some brand new crap coin to pump and dump to make some quick money and get out.
they're dominating the server cards
How does that make sense? Does a model need to be a specific way to be allowed to upscale?
'profitable' coin mining. as in you would recoup the cost of buying the gpu + electricity, usually in under 6 months.
now it's just hackers that use infected pcs to mine, people who misapproriate universe pc labs, or people who get access to high end equipment during downtime. Nothing that can be considered 'average joe' level of interaction with it
@high skiff can you explain the "stop at step 1000" parts in your workflow? I am not understanding exactly why its set up that way
not sure on upscaling but this usually happens when i use a differnt model for the upscaled one vs the one that made the latents
wasn't even the point of the message but hey
It stops at whatever the last step you set is... it doesnt go to 1000 steps unless you set 1000 steps
what Scorp said
This is also here in the graph. It could be a reason.
It's that res then downscaled to 1024
ah sry, think I misread it
that number is not very relevant to your outcome
not really, but we were just talking about nvidia sales and the qanon conspiracies
Is there a limit to the fan-out of Comfy nodes? The workflow I'm building needed the width and height to be connected to 8 places but I could only get 6 of them to connect.
Maybe try a reroute node to split one pipe into two?
That's a good idea. I'll try that. I wonder if there is a limit or if I just messed up somehow.
Sent the files 😄
actually, this seems logical but is wrong. Nvidia is using a loophole in the law to prevent datacenters from using consumer cards. They cannot by law prevent them from buy the cards, but you may not know the drivers have a cluase declaring they cannot be used for datacenters
it is why only private one-on-one services like Vast.Ai even exist
can anyone tell me what Clip_G & Clip_L does in the SDXL text encoder prompt boxes?
and why Amazon, Google, and you name it cannot use a 4090
don't quote me, but pretty sure Clip_G is for the natural language prompt, and Clip_L is the supporting tags
Oh, that's interesting and I didn't know that. It does show how they want to keep that market division in place. Someone else said that was a Qanon conspiracy but it's just good for profits.
they can for their own uses, but not to sell out
also massive datacenter expansions wont wreck their consumer market letting AMD get into it
Ahh... thx m8. That does make sense actually.
No, it is how the enforce sales of their server cards at triple the price for only a 20% speed diff at times
That's what I've been trying to say.
clip G understands natural language, L is like old SD prompting
By all means buy a 4090, but if you use our drivers we will sue. and don't think they won't. They have done it many times



