Comment by LogTrim
8 hours ago
Likely much worse write endurance than DRAM, since it’s still flash underneath. The saving grace is that model weights are mostly read-heavy, so endurance may matter less than it sounds.
8 hours ago
Likely much worse write endurance than DRAM, since it’s still flash underneath. The saving grace is that model weights are mostly read-heavy, so endurance may matter less than it sounds.
True, but every time you load a new set of model weights, you are spending writes.
Yeah, but how often is this? Certainly there are weird hobbyist edge cases that don't do well with this, that's true of anything, but a provider is loading weights once every few months
It all depends how many models you are serving from that flash and whether they all fit in there together. If you need to evict and load models, the flash will die a horrible death. This is one resource you should NEVER underprovision.