Senior AI Cluster Tools Developer

8 Months ago • 5 Years + • $148,000 PA - $287,500 PA
Research Development

Job Description

NVIDIA seeks a Senior AI Cluster Tools Developer to build and maintain internal performance/power profiling and analysis tools for AI workloads at a cluster scale. This role involves developing debugging tools for common GPU cluster problems, collaborating with users to build performance/power models for next-generation hardware, and partnering with architects to propose new hardware features. Responsibilities include working with various departments, creating intuitive tools for workload and system insight, and improving system stability. The ideal candidate possesses strong software design skills in Python/Go/C++, understands deep learning frameworks (PyTorch, TensorFlow), and has knowledge of AI cluster management (scheduling, storage, networking). Experience with Linux kernel and excellent problem-solving abilities are essential.
Good To Have:
  • GPU cluster profiling experience
  • Large AI job troubleshooting experience
  • Deep Learning application optimization
  • GPU/CPU architecture knowledge
Must Have:
  • 5+ years software development experience
  • Strong Python/Go/C++ skills
  • Deep Learning framework knowledge
  • AI cluster management knowledge
  • Linux kernel knowledge
  • Excellent problem-solving skills
Perks:
  • Competitive salary
  • Comprehensive benefits package
  • Equity

Add these skills to join the top 1% applicants for this job

tensorflow
deep-learning
python
pytorch
linux
networking
problem-solving
performance-analysis
team-management

A key part of NVIDIA's strength is our sophisticated analysis / debugging tools that empower NVIDIA engineers to improve perf and power efficiency of our products and the running applications. We are looking for forward-thinking, hard-working, and creative people to join a multifaceted software team with high standards! This software engineering role involves developing tools for GPU Cluster users and admins.

As a member of the software development team, we will work with users from different departments like Architecture teams, Software teams. Our work brings the users intuitive, rich and accurate insight in the workload and the system, and empower them to find opportunities in software and hardware, build high level models to propose and deliver the best hardware and software to our customers, or debugging tricky failures and issues to help improve the stability of the system.

What you’ll be doing:

  • Build internal perf/power profiling and analysis tools and platform for AI workloads at cluster scale

  • Build debugging tools for common encountered problems in GPU cluster

  • Work with our users to build / calibrate perf/power models for next generation HW or system

  • Partner with architects to propose new HW features or improve existing features with real world use cases

What we need to see:

  • BS+ in Computer Science or related (or equivalent experience) and 5+ years of software development

  • Strong software design and implementation ability with Python/Go/C++

  • Good understanding of Deep Learning and AI frameworks like Pytorch, TensorFlow and etc

  • Knowledge of AI cluster job scheduling, storage management and networking management

  • Knowledge of Linux kernel

  • Excellent problem solving skills and project management skills

  • Flexibility for working in an evolving environment with changing requirements

Ways to stand out from the crowd:

  • Proven experience in GPU cluster scale continuous profiling & analysis tools/platforms

  • Solid experience in large AI job troubleshooting and failure detection/recovery

  • Skillful in Deep Learning application performance analysis and optimization

  • Knowledgeable in GPU / CPU architecture and application performance or power efficiency analysis

NVIDIA offers highly competitive salaries and a comprehensive benefits package. We have some of the most brilliant and talented people in the world working for us and, due to unprecedented growth, our world-class engineering teams are growing fast. If you're a creative and autonomous engineer with real passion for technology, we want to hear from you.

#LI-Hybrid
 

The base salary range is 148,000 USD - 287,500 USD. Your base salary will be determined based on your location, experience, and the pay of employees in similar positions.

You will also be eligible for equity and benefits. NVIDIA accepts applications on an ongoing basis.

NVIDIA is committed to fostering a diverse work environment and proud to be an equal opportunity employer. As we highly value diversity in our current and future employees, we do not discriminate (including in our hiring and promotion practices) on the basis of race, religion, color, national origin, gender, gender expression, sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.

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