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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.