BitOoda | GPU Optimization Engineer
1 day ago
Location: Remote
Job Type: Full-Time
About Us
We are an innovative company at the forefront of high-performance computing (HPC) and AI, building cutting-edge solutions powered by GPUs and specialized accelerators. We’re looking for a highly skilled GPU Optimization Engineer to design, develop, and optimize software running directly on bare-metal systems, leveraging the full potential of NVIDIA GPUs, AMD GPUs, and other accelerators.
Responsibilities
Architect, develop, and optimize high-performance software for GPU-accelerated systems.
Design and implement software that directly interacts with GPU hardware, including NVIDIA CUDA, AMD ROCm, or OpenCL.
Optimize existing ML/DL frameworks (e.g., PyTorch, TensorFlow) for maximum performance on NVIDIA and AMD GPUs.
Work with heterogeneous systems, integrating specialized accelerators like AMD GPUs or custom chips (e.g., SambaNova, Cerebras).
Conduct profiling and tuning to maximize GPU utilization, minimize bottlenecks, and achieve peak system performance.
Collaborate with hardware engineers to exploit features like NVLink, NVSwitch, and RDMA for seamless GPU interconnectivity.
Develop scalable compute pipelines and contribute to performance benchmarking.
Requirements
Education:
Bachelor’s or Master’s degree in Computer Science, Engineering, or a related field (or equivalent experience).
Experience:
5+ years in GPU-accelerated software development, HPC, or related domains.
Technical Skills:
GPU Programming
Proficiency in CUDA for NVIDIA GPUs.
Experience with AMD ROCm, HIP, or OpenCL for AMD GPUs.
Frameworks
In-depth knowledge of PyTorch or TensorFlow with GPU optimization.
Familiarity with ONNX and hardware-agnostic ML frameworks.
Languages
Proficient in Python, C++, and/or C for performance-critical applications.
Profiling & Optimization
Hands-on experience with GPU profilers such as NVIDIA Nsight, nvprof, and rocprof.
Ability to identify and mitigate bottlenecks in GPU pipelines.
System Knowledge
Strong understanding of bare-metal systems, GPU drivers, and OS-level configuration.
Experience with containerized GPU environments (NVIDIA Docker, AMD ROCm containers).
Preferred Skills
Experience with multiple accelerator platforms, such as SambaNova or Graphcore.
Familiarity with distributed computing and interconnects like NVLink, InfiniBand, or PCIe.
Knowledge of compiler optimization (LLVM, TVM, XLA).
Familiarity with Kubernetes for GPU cluster management.
What We Offer
Competitive salary and benefits package.
Work with a talented and collaborative team of engineers.
Opportunities to work on cutting-edge GPU and HPC projects.
A flexible and dynamic startup environment where you can grow and innovate.
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