
GPU Kernel Optimization Specialist
2 days ago
Job Description:
We are seeking an experienced GPU kernel developer to join our team. As a key member of our core team, you will be responsible for developing high-performance kernels for state-of-the-art and upcoming GPU hardware.
Responsibilities:
- Develop high-performance GPU kernels for key AI operators on AMD GPUs
- Optimize GPU code using structured and disciplined methodology - profiling to identify gaps, roofline-analysis on hardware, identify key set of optimizations, establish uplift and line-of-sight, prototype and develop optimizations
- Support mission-critical workloads in NLP/LLM, Recommendation, Vision and Audio
- Collaborate and interact with system level performance architects, GPU hardware specialists, power/clock tuning teams, performance validation teams, and performance marketing teams to analyze and optimize training and inference for AI
- Work with open-source framework maintainers to understand their requirements and have your code changes integrated upstream
- Debug, maintain and optimize GPU kernels, understand and drive AI operator performance (GEMM, Attention, Distributed scale-up/out communication, etc.)
- Apply your knowledge of software engineering best practices
Required Skills and Qualifications:
- Experience in GPU computing (HIP, CUDA, OpenCL, Triton)
- Knowledge and experience in optimizing GPU kernels
- Expertise in using profiling, debugging tools
- Core understanding of GPU hardware
- Excellent C/C++/Python programming and software design skills, including debugging, performance analysis, and test design.
Preferred Experience:
- Knowledge of GPU computing (HIP, CUDA, OpenCL, Triton)
- Knowledge and experience in optimizing GPU kernels
- Expertise in using profiling, debugging tools
- Core understanding of GPU hardware
- Excellent C/C++/Python programming and software design skills, including debugging, performance analysis, and test design.
Academic Credentials:
- Masters or PhD or equivalent experience in Computer Science, Computer Engineering, or related field
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