Мэтч & Сопровод
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Описание вакансии
TL;DR
Staff Software Engineer (AI): Responsible for designing, implementing, and optimizing high-performance GPU kernels to power GenAI inference stack, leading the development of low-level compute paths and managing trade-offs between hardware efficiency and generality. Focus on kernel-level improvements, performance investigations, and root-cause analysis on inference bottlenecks to push the state-of-the-art in inference performance at scale.
Location: United States
Salary: $190,900—$232,800 USD
Company
Databricks is the data and AI company that unifies and democratizes data, analytics, and AI.
What you will do
- Lead the design, implementation, benchmarking, and maintenance of core compute kernels optimized for various hardware backends.
- Drive the performance roadmap for kernel-level improvements and integrate kernel optimizations with higher-level ML systems.
- Build and maintain profiling, instrumentation, and verification tooling to detect correctness and performance regressions.
- Lead performance investigations and root-cause analysis on inference bottlenecks.
- Establish coding patterns, abstractions, and frameworks to modularize kernels for reuse and maintainability.
- Collaborate with infrastructure, tooling, and ML teams to roll out kernel-level optimizations into production and monitor their impact.
Requirements
- BS/MS/PhD in Computer Science or a related field.
- Deep hands-on experience writing and tuning compute kernels (CUDA, Triton, OpenCL, LLVM IR, assembly or similar sort) for ML workloads.
- Strong knowledge of GPU/accelerator architecture.
- Experience with advanced optimization techniques.
- Strong debugging and profiling skills.
- Excellent communication and leadership skills.
Nice to have
- Published in systems/ML performance venues.
- Experience with custom accelerators or FPGA.
- Experience with sparsity or model compression techniques.
Culture & Benefits
- Committed to fostering a diverse and inclusive culture where everyone can excel.
- Hiring practices are inclusive and meet equal employment opportunity standards.
- Employees are considered without regard to protected characteristics.
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