In practice, this runs into a fundamental problem: GPUs are physically distant from system memory. Even with DMA and high-bandwidth transfers, the round-trip latency often makes hybrid decoding slower than just doing the parallel steps on the CPU — especially given how capable modern SIMD-enabled CPUs have become.
One downside of both local and hybrid systems is that local processing of footage to generate smart alerts for packages, people, etc., isn’t as effective as cloud-based solutions, which can leverage their servers’ greater computational power to analyze footage. But that may change.
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Iran is bombing Gulf datacenters to blow up symbols of alliance with the US – bringing the war directly into the lives of millions of people
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