in src/main/scala/com/spotify/bdrc/pipeline/PageRank.scala [34:54]
def scalding(input: TypedPipe[(String, String)]): TypedPipe[(String, Double)] = {
val links = input.group.toList // (src URL, list of dst URL)
var ranks = input.keys.distinct.map((_, 1.0)) // (src URL, 1.0)
for (i <- 1 to 10) {
val contribs = links
.join(ranks)
.toTypedPipe
.values
// re-distribute rank of src URL among collection of dst URLs
.flatMap { case (urls, rank) =>
val size = urls.size
urls.map((_, rank / size))
}
ranks = contribs.group.sum
.mapValues((1 - dampingFactor) + dampingFactor * _)
.toTypedPipe
}
ranks
}