Inference Performance Engineer, AI Inference Configuration Optimization
Tasks
- Analyze kernel traces using performance tools
- Benchmark and profile GPU inference workloads
- Collaborate with inference framework and GPU teams
- Create upstream serving framework patches and deployment recipes
- Develop autonomous AI inference optimization workflows
- Handle KV cache and quantization settings
- Improve throughput per GPU and latency
- Measure and optimize serving architectures
- Optimize inference server configurations and batching
- Tune speculative decoding and parallelism
Perks/Benefits
- N/A
Skills/Tech-stack
C++ | CUDA | CUPTI | Continuous batching | KV cache | MOE | NCCL | NVSHMEM | Nsight Compute | Nsight Systems | Parallel processing | PyTorch | Python | Quantization | SGLang | Speculative decoding | Tensor cores | TensorRT-LLM | VLLM
Education
Regions
Countries
States
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