7 месяцев назад
Software Engineer, Model Performance Tooling (AI)
130 000 - 200 000CAD
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Software Engineer, Model Performance Tooling (AI): Building automated speedometer and diagnostic suite for next-generation AI infrastructure with an accent on GPU FLOPS, InfiniBand clusters, and benchmarks. Focus on ensuring systems are production-ready and optimized for model experimentation.
Location: Must be based in Vancouver, BC, Canada
Salary: CA$130K - CA$200K
Company
Baseten powers mission-critical inference for the world's most dynamic AI companies by uniting applied AI research, flexible infrastructure, and seamless developer tooling.
What you will do
- Run and automate standard LLM quality benchmarks and custom performance suites for specific workloads.
- Create automated acceptance tests for new GPU clusters, measuring GPU memory bandwidth, networking throughput, and multi-node networking performance.
- Develop and maintain internal GPU-enabled development environments optimized for model experimentation.
- Build and contribute to tools to automate model evaluation and optimization.
- Use PyTorch Profiler and NVIDIA Nsight Systems to collect performance profiles and debug the NVIDIA compute/networking stack.
- Develop real-time dashboards and alerts to monitor system health, model startup times, and runtime performance.
Requirements
- A love for systems & hardware and an understanding of GPU memory subsystems and InfiniBand.
- An automation mindset with a passion for stress-testing and fuzzy testing.
- Mathematical curiosity and a desire to understand the math of Transformers.
- Interest in optimization, including quantization, speculative decoding, and kernel-level optimizations.
- Familiarity with Python and an eagerness to master the NVIDIA software stack.
- C++ familiarity is good to have.
Culture & Benefits
- Competitive compensation, including meaningful equity.
- 100% coverage of medical, dental, and vision insurance for employee and dependents.
- Generous PTO policy including company-wide Winter Break.
- Paid parental leave.
- Company-facilitated 401(k).
- Exposure to a variety of ML startups, offering unparalleled learning and networking opportunities.
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