41 hours on one H100: 3-step distill LoRA beats Krea 2 Turbo's own fine detail

TimeTruth2490 · reddit · 2026-10-29

An independent developer released a third step-distillation LoRA for Krea 2 Turbo, cutting image generation from 8 steps to 3 with 2.6x faster denoising (65.4s to 24.9s at 1024×1024).

Quality: fine texture hits 1.15× the 8-step teacher on 22 test prompts, above the 4-step LoRA's 1.04× (stock Turbo at 3 steps: 0.58×), with color at teacher level. Trained from 30k recorded teacher trajectories and 12k samples on a single cloud H100 in 41 hours, starting from the 4-step adapter's weights.

Method notes: distribution matching rather than trajectory imitation to avoid averaging into blur; eight critic heads (artifacts, real photos, layout, prompt agreement, lettering, large faces, etc.) on the frozen base's mid-network features; 11 training resolutions from 512×768 to 1822×1024. Rank-64 LoRA, drop-in for diffusers / ComfyUI / MLX with provided workflows including an MLX one for Apple Silicon.

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