PERF: force fp32 for FFT, JIT scan, fix RMSNorm, cache Manhattan

v2: Use pre-trained SD-VAE, fix all bugs, pre-cache everything, massive speedup

Perf fix: cache Manhattan dist, optimize scan, pre-cache CLIP, fix deprecated AMP API

Add iris_model.py