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Only in non-North American datacenters. In NA, Nvidia can enforce their driver license, which prohibits use of consumer GPUs in datacenters. A nice advantage o
by ovi256 8y ago
Only in non-North American datacenters. In NA, Nvidia can enforce their driver license, which prohibits use of consumer GPUs in datacenters.
A nice advantage of non-consumer GPUs is their bigger RAM size. Consumer GPUs, even the newest 2080 Ti, has only 11 GB. Datacenter GPUs have 16GB or 32 GB (V100). This is important for very big models. Even if the model itself fits, small memory size forces you to reduce batch size. Small batch size forces you to use a smaller learning rate and acts as a regularizer.
- tyingq 8y ago"Only in non-North American datacenters" OVH offers these in their Canadian data center.