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automatic
SD.Next: Advanced Implementation of Stable Diffusion and other Diffusion-based generative image models
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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ComfyUI
The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
The other benefits that I personally like is the optimized startup and models lazy-loading. It loads much quicker than automatic1111 one in my experience. It has token merging (link to PR request on Automatic1111 repo) which apparently speeds up the generation by a significant amount. Also has a new sampler (UniPC). It also supports Torch 2.0 with SDP memory attention which does speed up the generation if you have 30xx+ Nvidia card (link). Apparently the SDP memory attention should also mean that it uses less memory but I haven't noticed that personally.
Vlad is willing to incorporate the latest architecture. Isn't it just a matter of adding UI/UX to it? https://github.com/vladmandic/automatic/discussions/538
I'm shamelessly shilling for ComfyUI
I didn't and don't! Are you saying that can be applied in the a1111 gui? The things I've found by googling it seem to be about a separate UI which uses this optimisation to radically speed up generation.
I'm there with you, very clean UI and easy to read code, I've been enjoying building custom nodes that simplify specific flows I use. ( I do get a lot of inspiration from WAS https://github.com/WASasquatch/was-node-suite-comfyui/ )
Also if you haven't used it already, the Spell Tokenizer plugin for Easy Diffusion is a game-changer that really helps me adjust my prompts on the fly
For those that are interested, you can find it at https://github.com/hydrian/stable-diffusion-webui-rocm. Still working on it a bit, but it is pretty stable.