fix: DDIM clamp opt-in, negative prompt wiring, EMA bug, latent_dir, memory_format flag#2
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…efault, memory_format flag - DDIMScheduler: make pred_x0 clamp opt-in via clamp_pred_x0 param (default False) - inference.py: wire --negative prompt through to uncond embedding - SD_ImageGen.py: pass model.unet to ema.apply_shadow() - SD_Train.py/train.py/SD_Train_v2.py: fix latent_dir default (remove double nesting) - SD_Train.py/train.py: add --memory_format CLI flag to gate channels_last (use 'contiguous' for AMD/Apple Silicon)
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Five bug fixes from the engineering audit.