  This article presents the PaSTiLa algorithm for automated labeling of large
time series on a cluster with GPUs. The method automatically selects snippet
length values based on the new proposed criterion and allows to search for
patterns with high performance. Experiments showed high accuracy of pattern
search and the advantage of the method compared to analogues.
