AI platform / Infrastructure2026
LLM Fine-Tuning, Compiling and Serving Optimization Benchmarks
Qwen2.5-3B-Instruct benchmarked end to end — distributed DPO training, hand-written CUDA kernels, a three-way inference-engine comparison, Triton serving and Kubernetes autoscaling.
- Fused CUDA kernel speedup
- 2.43x
- Throughput gap vs. ONNX Runtime GenAI
- 7.2x