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Focused movie decoders for each MIG instance produce safe, large-throughput intelligent online video analytics (IVA) on shared infrastructure. With Hopper's concurrent MIG profiling directors can watch appropriate-sized GPU acceleration and optimize source allocation for consumers. For researchers with smaller workloads, rather than renting an enti