When I download models (using Starter Bundles), some of the largest ones sometimes reach 100% and then fail with the following error: PermissionError: [WinError 32 ...

(1) We released the 50 diffusion steps model (instead of 1000 steps) which runs 20X faster with comparable results. (2) Calling CLIP just once and caching the result runs 2X faster for all models.

New hotels are increasingly being built as part of larger, mixed-use projects – often redevelopments – and 60% of hotel construction is now happening outside London. Paul Davis, Ben Hooker and Tim ...