AI Model Optimization Architect - Cork, Ireland
Tasks
- Architect distributed inference strategies with sharding and parallelism
- Architect model optimization strategies for efficient inference
- Debug performance and stability issues
- Drive graph capture and deployment with PyTorch ONNX and torch compile
- Enable continuous batching and dynamic scheduling
- Implement fusion kernels with Triton based DSL
- Implement transformer optimizations including KV cache management
- Profile and optimize inference throughput and latency
- Scale model optimization patterns to new hardware
- Transform PyTorch models for Qualcomm accelerators
Perks/Benefits
- Bicycle Purchase Scheme
- Education assistance
- Employee Run Clubs
- Employee stock purchase scheme
- Income insurance
- Life insurance
- Matching pension scheme
- Maternity & paternity leave
- Medical insurance
- Relocation and immigration support
- Subsidised memberships
- Travel insurance
Skills/Tech-stack
Attention | CUDA | Computer Architecture | Continuous batching | Distributed Systems | Fusion kernels | Graph Capture | Graph rewriting | KV cache | Kernel Fusion | Mixture of Experts | Model Optimization | ONNX | Parallelism | PyTorch | Python | Scheduling | Sharding | Torch compile | TorchDynamo | Transformer | Triton
Education
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