"""Production semantic segmentation: SAM3 text-prompted on all Group A images. Processes 8,474 training images → uint8 semantic label maps (PNG). Supports multi-GPU sharding for parallelism.

pd.set_option('display.max_columns', 500) # number of columns to be displayed pd.set_option('display.width', 1500) # max table width to display ...