Clockwork eliminates the need for specialized hardware using a breakthrough software-based clock synchronization technology developed by the founders at Stanford. This enables sub-microsecond congestion measurement on each data path at scale, without specialized hardware or network support. Now hosts can accurately detect and resolve congestion and contention, transforming GPU cluster with greater reliability, monitoring and fabric acceleration.