Difference between Cloud GPU & Consumer GPU

Benefits of Cloud GPU over Consumer GPUCloud GPUConsumer GPU24/7 UptimeGuaranteed quality in a serverServer-Grade Engineering> Lower operating voltage for longer reliability> Zero-error testing at aggressive clocks > Error Correction Code (ECC) for data integrityPC-Grade EngineeringReduced thermal stress for uncompromised reliabilityForced Air Cooling Design> Designed for maximum airflow in a server> Lower GPU temperature for reliability> Lower power consumptionActive Fan Design > Fan works against server airflow> GPU runs up to 30-40% hotter, increasing failure rate> Higher power consumptionHigher data center availability and serviceabilityDynamic Page Retirement> Monitors and removes bad memory with simple rebootN/A: Need to physically remove GPU with bad memoryScalable PerformanceScalable Application performance across nodesGPU Direct RDMA> Direct transfers between GPUs> 67% lower latency> 5X higher GPU-to-GPU MPI bandwidthN/AStrong scaling performance in a nodeNVIDIA NVLink™> 5X higher GPU-to-GPU bandwidth> Linear strong scaling for lots of GPUsN/ADeploy large models> Up to 32 GB HBM2 for Tesla V1004 GB to 12 GB