Tune OpenMP Performance on a Memory-Bound Genomics Pipeline
Overview
What this challenge is about.
Tune OpenMP Performance on a Memory-Bound Genomics Pipeline. Advanced challenge in analysis. Analyzing real datasets and building models that drive decisions...
The Brief
What you'll do, and what you'll demonstrate.
Tune an OpenMP variant-calling pipeline from poor 16-thread scaling to at least 48-thread useful scaling on a dual-socket NUMA node.
This is not a data exercise. It is the work an analyst does when stakeholders need answers from messy data. That distinction matters to every hiring manager who has seen candidates describe statistical methods and none who have extracted insight from messy, real-world data.
When you finish, you will have something most graduates do not: a real-world deliverable, verified by Ewance, that you can show to a hiring manager and say "I did this. Here is the proof."
Earning criteria — what you'll demonstrate
- Profile OpenMP code with Intel VTune to identify memory bottlenecks
- Apply NUMA-aware allocation on a multi-socket node
- Identify and eliminate false sharing through padding + restructuring
- Validate optimizations with before/after measurement, not intuition
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
High-Performance and Scientific Computing
Master · Systems
Strong alignment
This challenge maps to High-Performance and Scientific Computing at the Master level. It sharpens the same practical skills your coursework expects — but in a real industry context with actual constraints and deliverables.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Openmp
Apply openmp to solve real industry problems and demonstrate production-level capability.
- Numa Awareness
Apply numa awareness to solve real industry problems and demonstrate production-level capability.
- False Sharing
Apply false sharing to solve real industry problems and demonstrate production-level capability.
- Cache Optimization
Apply cache optimization to solve real industry problems and demonstrate production-level capability.
- Intel Vtune
Apply intel vtune to solve real industry problems and demonstrate production-level capability.
- Performance Analysis
Apply performance analysis to solve real industry problems and demonstrate production-level capability.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles: