DevTech Engineer - Windows LLM and GenAI Open-Source Ecosystem
Company
NVIDIA
Location
Munich, Germany / Remote
Type
Full Time
Job Description
For more than two decades, NVIDIA has pioneered visual computing, the art and science of computer graphics. With our invention of the GPU - the engine of modern visual computing - the field has expanded to PC games, movie production, product design, medical diagnosis, research and AI.
Nowadays, Large Language Models (LLMs) and Generative AI change our world. They help us being productive and collaborative, they fuel our creativity and enable communication across language barriers. Being computationally tremendously demanding, NVIDIA's technology is a driving force behind the wider adoption of these AI models in datacenters and edge computing.
For our team in Wuerselen we are now looking for a Developer Technology Engineer to ...
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- contribute to the LLM & GenAI open-source ecosystem to enable Windows AI enthusiasts and developers with innovative models and functionality as well as speed-of-light performance on RTX.
- engage with our strategic partners and internal teams to overcome the challenges arising when deploying modern LLM & GenAI architectures on local workstations.
What you'll be doing:
- Improve Windows LLM & GenAI user experience on NVIDIA RTX by working on feature and performance enhancements of OSS software, including but not limited to projects like PyTorch, llama.cpp, ComfyUI.
- Engage with internal product teams and external OSS maintainers to align on and prioritize OSS enhancements.
- Work closely with internal engineering teams and external app developers on solving local end-to-end LLM & Generative AI GPU deployment challenges, using techniques like quantization or distillation.
- Apply powerful profiling and debugging tools for analyzing most demanding GPU-accelerated end-to-end AI applications to detect insufficient GPU utilization resulting in suboptimal runtime performance.
- Conduct hands-on trainings, develop sample code and host presentations to give good guidance on efficient end-to-end AI deployment targeting optimal runtime performance.
- Guide developers of AI applications applying methodologies for efficient adoption of DL frameworks targeting maximal utilization of GPU Tensor Cores for the best possible inference performance.
- Collaborate with GPU driver and architecture teams as well as NVIDIA research to influence next generation GPU features by providing real-world workflows and giving feedback on partner and customer needs.
What we need to see:
- 5+years of professional experience in local GPU deployment, profiling and optimization.
- BS or MS degree in Computer Science, Engineering, or related degree.
- Strong proficiency in C/C++, Python, software design, programming techniques.
- Familiarity with and development experience on the Windows operating system.
- Proven theoretical understanding of Transformer architectures - specifically LLMs and Generative AI - and convolutional neural networks.
- Experience working with open-source LLM and GenAI software, e.g. PyTorch or llama.cpp.
- Experience with CUDA and NVIDIA's Nsight GPU profiling and debugging suite.
- Strong verbal and written communication skills in English and organization skills, with a logical approach to problem solving, time management, and task prioritization skills.
- Excellent interpersonal skills.
- Some travel is required for conferences and for on-site visits with external partners.
Ways to stand out from the crowd:
- Experience with GPU-accelerated AI inference driven by NVIDIA APIs, specifically cuDNN, CUTLASS, TensorRT.
- Confirmed expert knowledge in Vulkan and / or DX12.
- Familiarity with WSL2, Docker.
- Detailed knowledge of the latest generation GPU architectures.
- Experience with AI deployment on NPUs and ARM architectures.
NVIDIA is at the forefront of breakthroughs in Artificial Intelligence, High-Performance Computing, and Visualization. Our teams are composed of driven, innovative professionals dedicated to pushing the boundaries of technology. We offer highly competitive salaries, an extensive benefits package, and a work environment that promotes diversity, inclusion, and flexibility. As an equal opportunity employer, we are committed to fostering a supportive and empowering workplace for all
Date Posted
12/03/2024
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