Fellow, AI Performance Software Engineer
仕事内容
Line 1: You will work with a team to enable deep learning models, libraries, and applications for Instinct GPUs in on-prem and cloud environments.
Line 2: Analyze, profile, and optimize AI software to understand and overcome hardware bottlenecks, pushing performance toward roofline.
Line 3: Collaborate on Python and C++ components, ensuring integration with leading frameworks such as PyTorch or TensorFlow in inference, fine-tuning, and training.
Line 4: Experience with performance-driven software development and architecture understanding of GPUs is a plus; contribute to open-source development when possible.
Line 5: Work with profiling tools across the AI stack (TorchProfiler, ROCm profiler, VTune, Nsight) and GPU acceleration methods (NCCL/RCCL, OpenMP, MPI).
Line 6: Communicate progress clearly to leadership and stakeholders, and continuously learn tools and methods to improve software products.
Line 2: Analyze, profile, and optimize AI software to understand and overcome hardware bottlenecks, pushing performance toward roofline.
Line 3: Collaborate on Python and C++ components, ensuring integration with leading frameworks such as PyTorch or TensorFlow in inference, fine-tuning, and training.
Line 4: Experience with performance-driven software development and architecture understanding of GPUs is a plus; contribute to open-source development when possible.
Line 5: Work with profiling tools across the AI stack (TorchProfiler, ROCm profiler, VTune, Nsight) and GPU acceleration methods (NCCL/RCCL, OpenMP, MPI).
Line 6: Communicate progress clearly to leadership and stakeholders, and continuously learn tools and methods to improve software products.
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