Designer, Systems (Computer)

STARFIVE INTERNATIONAL PTE. LTD.Pasir Panjang, Negeri Sembilan, Malaysia

30+ days ago

Job description

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 – 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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Designer • Pasir Panjang, Negeri Sembilan, Malaysia