Designer, Systems

4 weeks ago


Singapore Starfive International Pte. Ltd. Full time

Who are we

We are the System Architecture Group at StarFive in Singapore. We focus on micro-architectural design, modeling, exploration and benchmarking. We help leadership and different stakeholders to make a data driven design decisions.

Job scope:

  • Understand the mainstream GPGPU architecture and their design choice
  • Using existing ML or HPC background to propose the possible architecture improvements and exploration possibilities
  • Can deeply understand the programming model of each architecture and its impacts and influence on eco-system
  • Maintain and build the confidence model for both verifying with software tools and profiling the performance so at to understand different architecture design choices

What are we looking for

  • BS/MS/PhD with relevant experience in Domain Specific Accelerators/Machine Learning
  • Knowledge of different machine learning algorithms (eg: CNN, LSTM, DNN, GNN etc) and their execution model in GPU/CPU understanding of parallel execution models like SIMD, SIMT etc
  • Familiarity with GPGPU (eg: CUDA/OpenCL) programming models is preferred but not mandatory
  • Any prior experience in developing simulation-based performance models for domain specific accelerators
  • Proficient in C/C++ and scripting languages (Perl/Python)
  • Knowledge in one or more AI programming frameworks â€' Tensorflow, Pytorch etc
  • Knowledge of RISC-V ISA is valuable but not mandatory
  • Ability to deliver high quality analysis/results and independently drive modeling tasks is preferred
  • Curiosity and Enthusiasm to explore advance state of the art technologies with calculated risks
  • Strong interpersonal skills, written and oral good team player

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