Baseten
Software Engineer - Model Performance Systems
San Francisco, Remote. Posted 10 months ago
The role
You will build an automated benchmarking and diagnostic suite for next-generation AI infrastructure. This role involves defining roadmaps, driving technical decisions, and developing tools for model evaluation and system profiling.
What you will do
- Evaluate, run and automate standard LLM quality benchmarks and custom performance suites
- Develop and maintain internal GPU-enabled development environments
- Build and contribute to open-source tools to automate model evaluation and analysis
- Use profilers to collect performance profiles, identify bottlenecks, and debug the compute/networking stack
- Develop real-time dashboards and alerts to monitor system health and performance
- Automate performance testing via CI/CD pipelines
- Build tools to identify the best configuration for latency, cost, and quality
Required qualifications
- Technical depth
- Strong communication skills
- Ability to navigate vague requirements
- Ability to mentor other engineers
- Understanding of GPU memory subsystems, InfiniBand, and data movement across a cluster
- Automation mindset including passion for stress-testing and fuzzy testing
- Desire to understand the underlying math of Transformers and how it translates into FLOPs and memory requirements
- Familiarity with Python
- Eagerness to master the NVIDIA software stack
Nice to have
- C++ familiarity
Benefits
- Competitive compensation, including meaningful equity
- 100% coverage of medical, dental, and vision insurance for employee and dependents (U.S. only)
- Flexible PTO policy including company wide Winter Break
- Paid parental leave
- Fertility and family-building stipend through Carrot
- Company-facilitated 401(k) (U.S. only)
- Exposure to a variety of ML startups
About the company
Baseten powers mission-critical inference for AI companies by uniting applied AI research, flexible infrastructure, and seamless developer tooling. The company recently raised a $1.5B Series F.