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ASIC Architect

Architect new AI chip features by translating specs into micro-architecture requirements, building performance/power models, and conducting PPA trade-offs. Requires 10+ years in performance modeling for GPUs/CPUs/accelerators and a Master's or PhD.

About the job

Responsibilities

  • Translate high level architecture spec to micro-architecture feature requirements
  • Bring up new features in the performance/power model
  • Perform comprehensive PPA trade-offs for new architectural features
  • Extract insights for new features and micro-architecture power efficiency
  • Profile workloads, identify bottlenecks and project competition performance for benchmarking
  • Engage with SW teams for end-end application level modeling at cluster level
  • Identify kernel level HW acceleration level opportunities

Qualifications

  • Masters/PhD in Electrical/Computer Engineering
  • 10+ years of experience across performance analysis and modeling across GPUs, CPUs or accelerator products
  • Strong background in computer architecture and key high level architectural trade-offs
  • Comfortable standing up new performance models from scratch in Python or similar analytical environments
  • Exposure to micro-code (kernel) performance bottlenecks and optimization techniques
  • Good understanding of how high-level workloads map to underlying micro-architecture is desired
  • Understanding of basic ML workload profiling techniques and model network architecture is preferred

Skills

Python, Computer Architecture, Performance Modeling, Gpu Architecture, Cpu Architecture, Ppa Analysis, Workload Profiling, Micro-Architecture, Ml Workload Analysis, Performance Analysis

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