Only a Diffusers folder is expected to carry scheduler/, so single files of any format no longer warn.
The GGUF forward test compared all-zero outputs (diffusers zero-inits adaLN and the final layer); it now fills
those in and also covers Q4_K, the starters' type, on a 256-wide geometry.