NPU Design Engineer

7 days ago

Singapore Omnivision Full time $120,000 - $180,000 per year

Description

Responsibilities:

  1. Develop design requirements for an NPU based on system level specifications.
  2. Being part of modelling the performance of the NPU module and its data transaction throughput.
  3. Microarchitecture design and RTL coding using Verilog / System Verilog HDL for various sub-blocks of the NPU.
  4. Understanding the mathematics of different convolution operators including different arithmetic formats (fixed point and floating point)
  5. Estimate, measure and optimize PPA (Performance / Power / Area) to meet key objectives and results.
  6. Optimizing micro-architecture design for low power and area is required.
  7. Work closely with verification engineers to ensure comprehensive testing and debug any issues.
  8. Support integration into the overall system, conducting design checks, and addressing lint/timing/CDC issues.
  9. Collaborate with software teams to assist in compiler and toolchain development and their debugging.
  10. Produce clear and concise design documentation.

Requirements:

  1. 8+ years of digital design with at least 2 to 3 years of SoC design experience is preferred.
  2. At least one cycle of NPU design completion experience is required.
  3. Hands on experience in digital design is a must.
  4. Preferably has led a team of at least 3 to 4 people in the past at the capacity of a design lead.
  5. Experience in microarchitecture design, and RTL coding with Verilog/ System-Verilog.
  6. Experience in synthesis, with analysis of power, timing and area.
  7. Disciplined, quality-minded, and highly driven for excellence.
  8. Excellent team player and good communication skills.
  9. MSEE/BSEE in Electrical Engineering or Computer Engineering.
  10. Understanding of convolution operator and number system is required.
  11. Candidates with relevant experience would be offered as Senior, taking on higher responsibilities.
  12. Experience in UVM verification methodology is a plus.
  13. A plus to have SoC design experience.
  14. Experience with optimizing micro-architectures for low-power and low-area is a plus.
  15. Knowledge in deep learning algorithms such as CNN / Transformer is a plus.
  16. Experience with past design experience with NPU / GPU / DSP design is a plus.
  17. Experience with ARM or RISC-V processor systems is a plus.
  18. Being passionate and proficient at general programming is a plus.

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