At a Glance
- Tasks: Optimise AI model performance using advanced compiler technologies and profiling techniques.
- Company: Join a leading tech firm in Edinburgh focused on AI innovation.
- Benefits: Competitive salary, flexible working options, and opportunities for professional growth.
- Other info: Dynamic team environment with a focus on cutting-edge research and development.
- Why this job: Make a real impact in AI by enhancing performance and driving innovation.
- Qualifications: Experience with compiler technologies and AI frameworks like TensorFlow or PyTorch.
The predicted salary is between 63000 - 77000 Β£ per year.
We are seeking a skilled AI Compiler Optimization Engineer to optimize AI model inference performance through advanced compiler technologies. You will focus on performance tuning for CPU or hybrid CPU/XPU heterogeneous architectures, profiling AI frameworks to discover new optimization opportunities, and delivering cutting-edge insights from industry research.
Key Responsibilities:
- Compiler-Based Performance Optimization: Implement compiler techniques (e.g., MLIR level optimizations, LLVM backend optimizations) to enhance inference performance on CPU and CPU/XPU hybrid systems. Optimize JIT level compute graphs with operator fusion, memory allocation and etc. for latency/throughput improvements.
- AI Model Profiling & Framework Optimization: Profile end-to-end inference workflows on frameworks like TensorFlow, PyTorch, ONNX, and llama.cpp to identify hotspots and bottlenecks. Propose and implement optimization strategies (e.g., kernel tuning, graph-level optimizations).
- Research & Insight Development: Track and analyze the latest advancements in AI & compiler research (academic papers, open-source projects). Produce actionable insight reports summarizing trends, benchmarks, and potential optimizations.
AI Compiler Optimization Engineer - Edinburgh in Midlothian employer: microTECH Global LTD
Microtech Global Ltd is an exceptional employer, offering a vibrant work culture in the heart of Cambridge, UK, where innovation thrives. Employees benefit from engaging in pioneering projects like OpenTitan and Ibex RISC-V CPU, alongside opportunities for professional growth and collaboration with industry leaders. With a focus on cutting-edge technology and a supportive environment, this role is perfect for those seeking meaningful and rewarding employment in digital design verification.