Complexity of transformations in Spark

[Vijayasarathy Kannan]

What is the complexity of transformations and actions in Spark, such as
groupBy(), flatMap(), collect(), etc.?

What attributes do we need to factor (such as number of partitions) in
while analyzing codes using these operations?