Design and develop NPU microarchitectures from system requirements, including RTL coding in Verilog/SystemVerilog, performance modeling, and PPA optimization. Collaborate with verification, software, compiler, and toolchain teams; resolve lint, timing, CDC, and integration issues; support testing and debugging; and produce design documentation. The role requires completed NPU design experience, substantial digital and SoC design expertise, and may involve leading a small engineering team.
Responsibilities:
- Develop design requirements for an NPU based on system level specifications.
- Being part of modelling the performance of the NPU module and its data transaction throughput.
- Microarchitecture design and RTL coding using Verilog / System Verilog HDL for various sub-blocks of the NPU.
- Understanding the mathematics of different convolution operators including different arithmetic formats (fixed point and floating point)
- Estimate, measure and optimize PPA (Performance / Power / Area) to meet key objectives and results.
- Optimizing micro-architecture design for low power and area is required.
- Work closely with verification engineers to ensure comprehensive testing and debug any issues.
- Support integration into the overall system, conducting design checks, and addressing lint/timing/CDC issues.
- Collaborate with software teams to assist in compiler and toolchain development and their debugging.
- Produce clear and concise design documentation.
Requirements:
- 8+ years of digital design with at least 2 to 3 years of SoC design experience is preferred.
- At least one cycle of NPU design completion experience is required.
- Hands on experience in digital design is a must.
- Preferably has led a team of at least 3 to 4 people in the past at the capacity of a design lead.
- Experience in microarchitecture design, and RTL coding with Verilog/ System-Verilog.
- Experience in synthesis, with analysis of power, timing and area.
- Disciplined, quality-minded, and highly driven for excellence.
- Excellent team player and good communication skills.
- MSEE/BSEE in Electrical Engineering or Computer Engineering.
- Understanding of convolution operator and number system is required.
- Candidates with relevant experience would be offered as Senior, taking on higher responsibilities.
- Experience in UVM verification methodology is a plus.
- A plus to have SoC design experience.
- Experience with optimizing micro-architectures for low-power and low-area is a plus.
- Knowledge in deep learning algorithms such as CNN / Transformer is a plus.
- Experience with past design experience with NPU / GPU / DSP design is a plus.
- Experience with ARM or RISC-V processor systems is a plus.
- Being passionate and proficient at general programming is a plus.
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