Reduction Op Perf Model

[ipotkonjak-tt]

Goal

We aim to provide a model of the reduction op performance based on the possible combinations of input parameters. Because of the complexity of the op in question we will focus on modelling a simple control flow path (that excludes other op calls within reduction). First goal is to provide modelling PoC.

We will attempt to model the perf with simpler functions, like Linear Regression, and move on to more complex ones if there is a need. Training data will be split into logical segments and for each of them a different model will be created. For each of the models accuracy error will be provided, to give Optimizer information about the quality of the estimate.

Additional information and results will be provided in the comment section and sub-issues.
Op Perf Model - Parent Issue