STARFIVE INTERNATIONAL PTE LTD
GPGPU/AI Accelerator Designer
Permanent / 1 to 3 Years experience
> $5000
Posted 31 Jan, 2023
- 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
- 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
StarFive – Leading the revolution of RISC-V technology and ecosystem. StarFive was founded in August 2018, with its headquarter located in Shanghai with various offices in Beijing, Chengdu, Shunde of Guangdong, Shenzhen, Taiwan and Silicon Valley. StarFive started Southeast Asia expansion in early 2021 with successful launch of Malaysia Design Centre and StarFive Singapore office. To date, StarFive employed 200+ employees globally with most of its employees currently based in Shanghai, Beijing & Chengdu. StarFive has an experienced international management team in R&D and semiconductor operations. StarFive is the leader of RISC-V technology and ecosystem development in China with complete and silicon proven portfolio of RISC-V CPU IP series and platform-based software and hardware full stack chip solution. StarFive products are widely used in smart home appliances, smart monitoring, industrial robots, traffic management, intelligent logistics, wearable devices, solid state storage, network communications and edge computing, etc. StarFive Singapore will be focusing on analog and mix signal design platform, software and hardware architecture design, algorithm and protocol development, and end-to-end solutions for international market.