- Load Visual Chronometer model with device selection (auto/cpu/cuda) - Predict PhyFPS from video frames using sliding window analysis - Batch prediction with per-segment FPS breakdown - SDPA-optimized attention for better speed and memory efficiency - Auto-downloads model checkpoint from HuggingFace on first use - Progress bar and detailed terminal logging - Input tooltips and node descriptions