Performance Modeling Engineer
Sunnyvale, CA
Meta
Giving people the power to build community and bring the world closer together
We are currently seeking a machine learning performance modeling engineer to support the development of a custom machine learning software/hardware verticals and use cases optimized for AR/VR systems. As part of the machine learning performance modeling team, you will help build performance modeling and analysis toolchains for machine learning workloads. You will work in close collaboration with the groups developing the hardware, system software and SoCs for AR/VR devices.Performance Modeling Engineer Responsibilities
$142,000/year to $203,000/year + bonus + equity + benefits
Individual compensation is determined by skills, qualifications, experience, and location. Compensation details listed in this posting reflect the base hourly rate, monthly rate, or annual salary only, and do not include bonus, equity or sales incentives, if applicable. In addition to base compensation, Meta offers benefits. Learn more about benefits at Meta.
Equal Employment Opportunity and Affirmative Action Meta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, reproductive health decisions, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, genetic information, political views or activity, or other applicable legally protected characteristics. You may view our Equal Employment Opportunity notice here.
Meta is committed to providing reasonable support (called accommodations) in our recruiting processes for candidates with disabilities, long term conditions, mental health conditions or sincerely held religious beliefs, or who are neurodivergent or require pregnancy-related support. If you need support, please reach out to accommodations-ext@fb.com.
- Lead power and performance modeling of IP components and use cases for SoC chips.
- Extract system-usage behavior of workloads and design micro-benchmarks.
- Lead thermal measurement, performance bottleneck analysis and power characterization.
- Perform modeling at the right level of abstraction given model purpose.
- Partner across disciplines to problem solve, build new methodologies and coordinate multiple initiatives.
- Ability to operate in a cross-functional environment.
- Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.
- Experience with programming (C++, SystemC-TLM), scripting (Python).
- Experience with power concepts, trade-offs and low power design principles.
- Experience with performance profilers and power measurement tools.
- Familiarity with Instruction Set Simulators (ISS), optimized assembly-level kernels (e.g., ARM, Tensilica).
- Experience with SoC Architecture, NoCs, memory subsystems, and heterogeneous compute principles.
- Experience creating and optimizing machine learning workloads.
- Bachelors degree in EE, CS or equivalent experience.
- 3+ years of experience with C++ programming.
- 2+ years of experience with SystemC/TLM2 programming.
- Experience with CV/ML algorithms.
- Computer architecture experience, including CPU and domain-specific/ML accelerators.
- Familiarity with power management principles, thermal and di/dt analysis, multi-voltage designs, DVFS and UPF concepts.
- Experience with thermally constrained power/performance optimization on embedded devices.
- Experience with bare-metal programming, micro-benchmarking, etc.
- Experience with gathering and interpreting performance counters using tools like perf, VTune, etc.
- Experience in building performance models for custom accelerator and SOC pipelines.
$142,000/year to $203,000/year + bonus + equity + benefits
Individual compensation is determined by skills, qualifications, experience, and location. Compensation details listed in this posting reflect the base hourly rate, monthly rate, or annual salary only, and do not include bonus, equity or sales incentives, if applicable. In addition to base compensation, Meta offers benefits. Learn more about benefits at Meta.
Equal Employment Opportunity and Affirmative Action Meta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, reproductive health decisions, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, genetic information, political views or activity, or other applicable legally protected characteristics. You may view our Equal Employment Opportunity notice here.
Meta is committed to providing reasonable support (called accommodations) in our recruiting processes for candidates with disabilities, long term conditions, mental health conditions or sincerely held religious beliefs, or who are neurodivergent or require pregnancy-related support. If you need support, please reach out to accommodations-ext@fb.com.
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Category:
Engineering Jobs
Tags: Architecture Computer Science Engineering Machine Learning Physics Pipelines Python VR
Perks/benefits: Career development Equity / stock options Health care Salary bonus
Region:
North America
Country:
United States
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