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cherry-pick @Any-Winter-4079's invoke-ai/InvokeAI#540. this is a coll…
…aboration incorporating a lot of people's contributions -- including for example @Doggettx and the original code from @neonsecret on which the Doggetx optimizations were based (see invoke-ai/InvokeAI#431, https://github.com/sd-webui/stable-diffusion-webui/pull/771\#issuecomment-1239716055). Takes exactly the same amount of time to run 8 steps as original CompVis code does (10.4 secs, ~1.25s/it). (#1177) Co-authored-by: Alex Birch <birch-san@users.noreply.github.com>
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