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Software Architect - Deep Learning and HPC Communications

NVIDIA

 

Santa Clara, CA, USA

Posted On: 30+ days ago
Experience: 15+ years
Availability: Hybrid
Openings: 1
Category: Software Architect
Tenure: No Preference/Any
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Description

What you will be doing:

Research new communication technologies (e.g. expand the GPUDirect technology portfolio) and design new features for our communication libraries

Propose innovative solutions in HW and SW for our next-gen platforms. You will co-design these solutions with the GPU, Networking, and SW architects and ensure seamless integration with the software stacks

Inspire changes based on quantitative data coming from proof-of-concepts or detailed technical analysis/modeling

Drive the adoption of new communication technologies across application verticals

Keep up with the latest DL research and collaborate with diverse teams (internal and external), including DL researchers, and customers

 

What we need to see:

PHD in Computer Science, Computer Engineering or related field or strong equivalent experience; 15+ years of relevant experience in academia or the industry

Expert in following areas: HPC, parallel programming models (MPI, SHMEM), at least one communication runtime (MPI, NCCL, NVSHMEM, OpenSHMEM, UCX, UCC), computer and system architecture, GPU architecture and CUDA

Deep understanding of various aspects of high performance networking from prior work experience: network technologies (Infiniband, Ethernet), network design, network topologies, network debug and performance analysis

Strong in at least a few of these areas: ML/DL fundamentals and how they tie to communications, parallel algorithms, fault tolerance and resiliency, competitive assessments, performance analysis and optimizations for parallel applications on large clusters, developing applications using DL Frameworks (PyTorch, TensorFlow)

Programming fluency with C or C++ for systems software development

Flexibility to work and communicate effectively across different HW/SW teams and timezones

 

Ways to stand out from the crowd:

Industry recognized leader in HPC/DL communications with history of patents, publications and conference talks and keynotes in areas relevant to this role

Influential role in industry standards (e.g. MPI, OpenSHMEM) and open source software (e.g. PyTorch, UCX, Open MPI)

Education

Any Graduate

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