Ai智算平台工程师(Dmc)
Tasks
- Build Prometheus based end to end monitoring
- Deploy large language models with vLLM and Triton
- Design deploy and tune InfiniBand RoCE and distributed storage
- Ensure low latency high availability for online inference
- Implement FinOps cost modeling and elastic scaling
- Implement circuit breaker degradation and rate limiting
- Manage hybrid cloud architecture and ensure data consistency
- Optimize inference using TensorRT quantization and dynamic batching
- Optimize resource scheduling for GPU utilization
- Plan and build GPU cluster infrastructure
- Use AIOps for fault prediction and automated operations
Perks/Benefits
- N/A
Skills/Tech-stack
AIOps | Circuit Breaker | DCGM | Dynamic batching | Elastic scaling | FP8 | FinOps | GPU | Go | Grafana | Hybrid Cloud | INT8 | Infiniband | K8s | Kubernetes | Linux | NCCL | NVIDIA CUDA | Prometheus | Python | Quantization | Rate Limiting | RoCE | Slurm | TensorRT | TensorRT-LLM | Triton | VLLM | Volcano
Education
N/A
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