I've set out some conditions for any future solvers to add:
• No implicit solvers: those require root-finding, meaning a Jacobian has to be computed by running a backward pass through the model during LBFGS optimization.
• No non-RK methods: this would cut off linear multistep…
Last major update!
• Added solver settings for adaptive_scipy
• Adaptive solvers now show the number of steps taken
• Accurate 𝜎 timestep info is now displayed
Check out the most comprehensive fixed and adaptive higher-order samplers on ComfyUI!
github.com/wootwootwootwo…
Refactored and fixed some bugs with the progress bar!
Also wrapped the solvers from scipy.integrate
If you count the a-methods as 2 (since they work with both the adaptive_pid and fixed_scheduled controllers), then this node has (excluding forward euler)
31 new samplers!
I…
diffusion models are definitely still not dead. sure, optimal transport conditional flow matching is provably better, but so much of the community was already built on discrete time diffusion.
and with kolors out (an SDXL model trained with DDPM formulation and eps-pred…
i have an idea for a slightly modified class of SDXL models that would mostly be compatible with existing finetunes and loras
it's been proven to work well on SD1.5 with good results
definitely next on my bucket list
will post updates and releases soon, hopefully, if it works
i'd like to continue working on anime animation tech. version 1 is designed to be distilled for realtime inference. version 2 won't be concerned with realtime inference and would probably be based on a flow-matching mmdit with more fine-grained control and even better quality.
training is done in 2 days!!!
as for inference compute requirements: it's basically the same burden as animatediff
will probably work on realtime inference next month after figuring out life. realtime txt/vid2vid on distilled models is already empirically shown to be possible.
I'm working on an architecture that can animate anime characters pretty consistently.
It's about 40% trained.
I still don't know what to do with the model once it's done.
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