Auto-tuning Parameter Choices in HPC Applications using Bayesian Optimization.
Harshitha MenonAbhinav BhateleTodd GamblinPublished in: IPDPS (2020)
Keyphrases
- parameter choices
- constrained optimization
- fine tuning
- optimization model
- global optimization
- maximum likelihood
- optimization algorithm
- optimization method
- data driven
- optimization problems
- fault tolerance
- monte carlo sampling
- genetic algorithm
- efficient optimization
- scientific computing
- high performance computing
- real time
- optimization process
- combinatorial optimization
- response time
- learning algorithm
- discrete optimization
- physical design
- gaussian processes
- tuning parameters
- bayesian decision