33A node fails burn-in twice and passes on the third attempt. Do you accept it?▼hardNewCoreWeaveMetaMicrosoft4 replies◆ premiumTwo failures and a pass is not a passing node, it is a node with a demonstrated intermittent fault and a small sample. The arithmetic that shows how weak the evidence for acceptance is, what an intermittent fault costs once it is in a training job, and the policy that removes the argument.Open full answer →
29Design a kernel benchmarking setup that will not lie to you. What does it control for, and how do fake speedups get published?▼hardNewAnthropicFireworks4 replies◆ premiumSix things decide whether a kernel measurement means anything, and a script that ignores them can report a number that is wrong by a factor of two in either direction. What to control, which statistic to report, and the six ways a large speedup turns out to be a measurement artifact.Open full answer →