In short Prunex is a CLI tool that helps make ai models smaller by pruning out and deleting model weights that are not contributing to the model.Hence the gpu does not need to compute for the so called "useless weights"
What it does
Point it at a trained PyTorch model and it:
Sanity-checks GPU idle power and aborting it on a bad reading Records baseline accuracy, parameters and FLOPs Measures baseline energy 256 images × 2,000 passes × 3 runs, median off the GPU's NVML energy counter Structurally prunes the weakest 50% of channels, then fine-tunes one epoch Runs the identical workload again and prints a before/after table
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