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Jobs/Test Engineer Role/Performance Modelling Engineer

Performance Modelling Engineer

OLIXLondon, England, United Kingdom$224k – $274k+ Equity1mo ago
In OfficeSeniorEMEAArtificial IntelligenceTest EngineerTeam LeadershipC++PythonJAXE-learning Development

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Requirements

• 7+ years building performance or power models for CPUs, GPUs, ASICs, or accelerators. • Proven track record providing technical leadership to a team of 5~10 engineers, resulting in significant business impact. • Strong coding ability in C++ and Python; experience with discrete-event or cycle-accurate simulators (e.g., gem5, SystemC, custom in-house). • Strong grasp of computer-architecture fundamentals: memory systems, interconnects, queuing theory, Amdahl/Gustafson analysis. • Familiarity with machine-learning workloads and common frameworks (PyTorch, TensorFlow, JAX). • Comfort reading RTL or schematics and discussing micro-architectural trade-offs with hardware designers. • Excellent data-visualisation and communication skills: able to turn millions of simulation samples into one decisive slide. • Bachelor’s in EE, CS, Physics, Applied Maths or related; advanced degree preferred but not required. • Personal or open-source projects in simulators, ML kernels, or performance analysis are a significant plus.

Responsibilities

• Ownership: Define and deliver the technical vision and roadmap for your team that unlocks key strategic technical and business goals essential to the success of Olix. • Collaboration: Partner closely with all engineering teams to help shape our overall system architecture and delivery while ensuring models reflect reality and performance meets goals. • Champion Modelling: Educate peers on modelling methodology and champion data-driven design culture within the organization. • Functional Simulator: Design, build, and maintain a functional simulator of the OPTU subsystem and full pipeline to replicate system behavior for testing purposes. • Performance Simulator: Develop architectural & cycle-accurate models of the OPTU subsystems and pipeline; identify throughput, latency, and utilization hotspots; propose fixes based on findings from simulations. • Workload Analysis & Bottleneck Hunting: Instrument benchmark workloads to collect detailed traces for analysis in order to pinpoint performance bottlenecks within the system. • Design-Space Exploration: Execute extensive parameter sweeps using functional and cycle-accurate models; analyze tradeoffs between different design choices, guiding software, hardware, and optical teams towards optimal solutions. • Tooling & Automation: Create Python/C++ tooling for parsing traces collected from benchmarks, performing statistical analysis on the data, visualizing results to aid in decision making processes within Olix's engineering team. Integrate models into continuous integration (CI) pipelines so that every change commit triggers a performance smoke test of OPTU subsystems and pipeline ensuring immediate feedback for developers.

Benefits

• Competitive Salary: £174,000+, commensurate with your experience, skills, and location. • Equity & Ownership: Meaningful stock options. You’re not just joining the mission; you’re owning a piece of it. • Proximity Bonus: We value your time. To minimise your commute and maximise your life, we offer a £24k annual Living-Local Bonus if your residence is within 20 minutes of the office. • Health & Wellbeing • Premium Healthcare: Comprehensive BUPA medical and dental cover, including Medical History Disregarded (MHD), for complete peace of mind. • Time Off: 25 days of annual leave, plus all UK bank holidays. • The Workspace & Tech • Elite Hardware: M4 Macs come as standard, with M4 Pro upgrades for our engineering team. We will provide whatever you need to do your best work. • Optimal Environment: High-spec noise-cancelling headphones and a fully ergonomic workstation designed for deep focus. • Rapid Prototyping: Access to our high-performance 3D printing lab for work, experimentation, and personal creative projects. • Life at the Office • Chef-prepared meals: if you need to work late. • Caffeine on Us: We’ve got you covered with a tab at our favourite local coffee shop. • Relocation & Global Mobility • Visa Sponsorship: We hire the best in the world. We offer full UK and international visa sponsorship. • Seamless Relocation: Whether you’re moving across the country or across the globe, our dedicated relocation partner provides funding and concierge support to get you settled. • Due to U.S. export control regulations, candidates’ eligibility to work at OLIX depends on their most recent citizenship or permanent residency status. We are generally unable to consider applicants whose most recent citizenship or permanent residence is in certain restricted countries (currently including Iran, North Korea, Syria, Cuba, Russia, Belarus, China, Hong Kong, Macau, and Venezuela). Applicants who have subsequently obtained citizenship or permanent residency in another country not subject to these restrictions may still be eligible.

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