Senior GPU Kernel Performance Lead
NVIDIAAbout the role
We're now looking for a Senior GPU Kernel Performance Lead. Do you enjoy analyzing and reporting on GPU kernel performance? If so, consider applying for the role of Senior GPU Kernel Performance Analysis Lead! Our team delivers high-performance GPU math kernels to NVIDIA’s cuDNN, cuBLAS, and TensorRT libraries to accelerate deep learning models. The team is proud to play an integral part in enabling breakthroughs in domains such as image classification, speech recognition, natural language processing,and large language models. We’re always striving for peak performance and energy efficiency on current and future-generation GPUs.
As a kernel performance analysis lead, you will oversee all efforts pertaining to the performance of our kernels. Join the team that is building the underlying software used across the world to power the revolution in artificial intelligence! To get a sense of the code we write, check out our CUTLASS open-source project showcasing performant matrix multiply on NVIDIA’s Tensor Cores with CUDA. While there will be the opportunity for hands-on development, this position specifically is to lead a team for validating the performance of the kernels.
What you’ll be doing:
Specify test cases, derived from Deep Learning workloads, to provide adequate directed and use-case coverage across all kernels on both simulation and silicon targets
Determine performance theory through the development and use of analytical models
Track and report on kernel performance throughout the development lifecycle by using and expanding upon current infrastructure
Provide feedback to the kernel developers by identifying performance regressions and opportunities to reach the achievable peak performance
What we need to see:
PhD degree in Computer Science, Computer Engineering, Applied Math, or related field (or equivalent experience) with 8+ years of relevant industry experience.
Demonstrated strong C++ programming and software design skills, including debugging, performance analysis, and test design
Experience leading or managing a team relating to the performance of CPUs, GPUs, or other DL accelerators
Ways to stand out from the crowd:
Experience with analytical models and cycle-accurate HW simulators
Knowledgeable about per
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