ML SILICON PERFORMANCE ARCHITECT

Company: Facebook
Location: Sunnyvale
Posted on: November 15, 2024

Job Description:

We are looking for a Silicon Performance Architect who will work with a group of researchers and engineers. This ideal candidate will understand the full spectrum of silicon performance, analysis, and projections from algorithms on generic compute units to custom silicon IP blocks, traditional compute benchmarking, and SOC and System level implications.

The following information aims to provide potential candidates with a better understanding of the requirements for this role.
ML Silicon Performance Architect Responsibilities:

• Define performance architecture that includes functions such as ML compute, CPU/DSP/Accelerator benchmarking, throughput and QoS analysis, performance architectures and detailed modeling and analysis.
• Surpass state-of-the-art for metrics such as compute, bandwidth and power consumption.
• Work across disciplines, brainstorm big ideas, build new methodologies, juggle/coordinate multiple initiatives, drive a concept into a prototype and ultimately guide the transition into a high-volume consumer product.
• Understand the tradeoffs between general purpose and custom compute mechanisms, be able to model data-flows, and create detailed cost/benefit analysis.
• Work with other Architects in undertaking performance analysis, modeling, and projections. Produce detailed documents and SystemC models matching the proposed ASIC implementation, and perform detailed tradeoff analyses for executive review and product roadmap decisions.
• Plan and document the Performance test plan for silicon.
  Minimum Qualifications:
  
  • 7+ years of experience with production silicon.
  • 2+ years of experience with methods for partitioning a solution across hardware and software, digital, and other multi-disciplinary boundaries in a system solution.
  • 2+ years of experience evaluating architectural trade-offs of performance, power, and area.
  • Experience employing scientific methods to debug, diagnose and drive the resolution of cross-disciplinary system issues.
  • MS EE/CS or equivalent experience.
  • Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.
    Preferred Qualifications:
    
    • Experience in top down high-level-model to HW mapping.
    • Experience in SystemC/TLM2 performance modeling.
    • Experience with cycle-accurate full-system SoC performance model environments.
    • Experience with state-of-the-art pre-silicon power estimation methodologies.
    • Experience in custom IP block performance estimates.
    • Experience programming in C/C++.
    • Experience working effectively as an individual and in a multidisciplinary team.
    • Experience with ambiguity with a fast changing consumer electronics field.
    • Experience collaborating and/or lead in a team environment.
      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, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereotypes, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.
      Meta is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at accommodations-ext@fb.com.
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Keywords: Facebook, South San Francisco , ML SILICON PERFORMANCE ARCHITECT, Professions , Sunnyvale, California