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Senior Performance Engineer – LLM Inference Frameworks

NVIDIA·Израиль·en
В офисеПолная занятостьAI EngineeringElectronics ManufacturingArtificial Intelligence Software

Join an AI infrastructure team developing and optimizing high-performance inference frameworks for large language models running on GPUs.

Обязанности

  • Design, implement, and optimize GPU-based LLM inference pipelines
  • Profile and tune model execution across schedulers, kernels, and runtime components
  • Develop memory management strategies to improve bandwidth use and cache efficiency
  • Implement techniques including speculative decoding, context caching, and FP8/INT4 quantization
  • Build and maintain benchmarking and testing systems for latency, utilization, and efficiency

Требования

  • Bachelor’s, master’s, or higher degree in computer engineering, computer science, applied mathematics, or a related computing field, or equivalent experience
  • At least 5 years of relevant software development experience
  • Excellent Python, software design, and software engineering skills
  • Experience with deep learning frameworks such as PyTorch and Hugging Face
  • Experience profiling and debugging Python runtimes, PyTorch internals, and GPU utilization
  • Awareness of current LLM architectures and inference techniques
  • Fluent written and spoken English

Будет плюсом

  • Contributions to TensorRT-LLM, vLLM, SGLang, or similar inference frameworks
  • Expertise in performance modeling, memory optimization, distributed model execution, or GPU execution workflows
  • Experience with NVIDIA Nsight Systems, PyTorch Profiler, or custom benchmarking tools
  • Strong understanding of compute-versus-memory, scheduling-versus-batching, and latency-versus-throughput trade-offs

Условия и преимущества

  • Competitive salary
  • Comprehensive benefits package

Соответствие

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