Advanced Micro Devices, Inc

Power Management Architecture and Performance Modeling Engineer

Advanced Micro Devices, Inc$110K — $130K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Background in Computer Architecture, Processor/Accelerator development, or Power Management Architecture
  • Experience or interest in firmware-based power management and AVFS technologies
  • Knowledge of power/performance projections and modeling at the SoC or system level
  • Familiarity with micro-architecture and macro-architecture power features
  • Good communication skills and ability to collaborate with engineering teams
  • Familiarity with Machine Learning fundamentals and model building is a plus
  • Knowledge of DL/ML/LLM/MoE workloads is advantageous

Responsibilities

  • Support power-constrained performance modeling and attainment tracking for AMD Instinct AI/ML/HPC accelerators
  • Contribute to the definition of power management architecture across multiple levels
  • Develop and maintain power and performance models for trade-off analysis
  • Create ML-based modeling solutions to improve power and performance predictions
  • Apply advanced ML techniques to model power/performance behavior and automate correlation
  • Collaborate with teams to define product configurations and P&P targets
  • Assist with power/performance roll-ups and increase awareness of efficiency improvements

Benefits

  • Comprehensive health and wellness programs
  • Paid time off and vacation
  • Retirement savings plan options
  • Employee discounts and perks
  • Professional development opportunities
Full Job Description

THE ROLE:

 

 

AMD's Datacenter Performance Group is seeking an Engineer for Power Management Architecture and Power and Performance Modeling to support the Power Constrained Performance of our industry-leading AI/ML/HPC GPUs. The role will involve contributing to the Perf@Power attainment of a leading generation of our Instinct accelerators, working closely with a cross-functional team that drives key aspects of Perf@Power attainment, including pre-Si modeling, post-Si correlation, workload analysis, PPA target setting and attainment tracking, power/perf roll-ups and reporting, and methodology development. Being passionate about performance and power efficiency, strong analytical skills, and effective communication are key ingredients for success in this role.

KEY RESPONSIBILITIES:

  • Support power-constrained performance modeling, projections, target setting, and attainment tracking from Concept-exit (pre-Si) to Product launch (post-Si) for AMD Instinct AI/ML/HPC accelerators
  • Contribute to power management architecture definition across multiple levels, including:
    • Firmware-based power management features (e.g., SMU-driven power/thermal control, power state management)
    • AVFS (Adaptive Voltage and Frequency Scaling) technologies, including RTAVFS, to reduce voltage/frequency margin based on real-time feedback
    • Micro-architecture level power features (e.g., clock gating, power gating, dynamic voltage/frequency scaling, p-states)
    • Macro-architecture level power features (e.g., power domains, power delivery partitioning, on-die voltage regulation)
    • SoC-level power management and power capping features
    • Rack-level and Datacenter-level power management and orchestration features
  • Develop and maintain power and performance models to support Cdyn/Leakage/STA/Area trade-off analysis and attainment
  • Create state-of-the-art ML-based modeling solutions to improve accuracy, speed, and scalability of power and performance predictions across pre-Si and post-Si stages
  • Explore and apply advanced ML techniques (e.g., regression, gradient boosting, neural networks) to model power/performance behavior, automate correlation between pre-Si projections and post-Si silicon data, and accelerate workload power analysis
  • Collaborate with product architecture and business unit teams to help define product configurations, capabilities, and P&P targets
  • Work cross-functionally with SOC architecture, System Design, IP Design, Circuit Design, Foundry team, CAD, Physical Design, Software, Firmware, Power Management, and Post-Si validation teams to support P&P attainment
  • Assist with power/performance roll-ups and readouts, and help drive awareness of power efficiency improvements across teams
  • Support post-Si power/performance debug and calibration of pre-Si models against silicon data
  • Contribute to workload power analysis and help evolve methodologies for key PPA domains

KEY QUALIFICATIONS:

  • Background in Computer Architecture, Processor/Accelerator development, or Power Management Architecture
  • Experience or strong interest in firmware-based power management, AVFS technologies, and power features spanning micro-architecture, macro-architecture, SoC, Rack, and Datacenter levels
  • Experience or strong interest in power/performance projections, modeling, and optimization at the SoC or system level
  • Familiarity with digital logic physical design and power management techniques (clock gating, power gating, V-F curves, p-states, on-die voltage regulation, clock integrity, etc.)
  • Familiarity with post-silicon power/performance debug and model correlation is a plus
  • Good communication skills and ability to collaborate effectively with various engineering teams
  • Familiarity with fundamentals of Machine Learning and hands-on experience with model building is a bonus, with interest in developing new, state-of-the-art ML-based modeling solutions for power and performance prediction
  • Knowledge of DL/ML/LLM/MoE workloads will be a bonus

EDUCATION:

  • Bachelor's or Master's degree in Computer Science, Computer Engineering, Electrical Engineering, or related field

This role is not eligible for visa sponsorship.

#LI-RL1

Benefits offered are described:  AMD benefits at a glance.

 

About Advanced Micro Devices, Inc

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Learn more about Advanced Micro Devices, Inc
Size
15,500 employees
Market Cap
$100.9 billion
Industry
Net Income
$2.4 billion
Founded
1969
5 Year Trend
+30.9%
Revenue
$9.7 billion
NASDAQ

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