Resolution-aware ZeroGPU duration estimate + budget guard

Adaptive batch size + OOM guard, calibrated ZeroGPU duration, safer slider ceilings

RynnValue-8B demo: reference prefix-uniform pipeline, examples, gradio 5.50

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Cast value heads to bf16 (fixes mat1/mat2 dtype mismatch)

Prefix-sweep RynnValue demo (official inference.py path) with repo example clips

RynnValue-8B demo: remaining-time value curve + analysis

Tighten ZeroGPU duration to measured worst case (30s)

Plot predicted value and clip-end reference on separate axes (matches plot_utils.py)

Single-pass RynnValue demo: 5 real example clips + allocator fix for long videos

Restore verified prefix-uniform RynnValue-8B demo (measured 21s default / 72s max)

Fix allocator fragmentation on long clips (expandable_segments); coerce radio value

RynnValue-8B remaining-time value model demo

Tighten ZeroGPU duration to 100s (measured worst case 72s)

RynnValue-8B ZeroGPU demo

Add reference prefix-uniform scoring mode (default)

RynnValue-8B temporal-distance demo