#Triton

'A 300M-parameter Regression Language Model reads code and IR as text and directly predicts numeric metrics like kernel latency, program memory usage, and model accuracy with strong rank correlations.'

'Explore how CUDA, ROCm, Triton and TensorRT map tensor programs to GPU hardware and which compiler-level optimizations yield the biggest performance gains.'