Fast by Default: Compile-Time Heuristics for Helion Kernels

Helion, a component of PyTorch, now employs compile-time heuristics to automatically select optimized kernel configurations during compilation. By analyzing the kernel's intermediate representation and dataflow, it classifies operations as matmul, reduction, or pointwise and applies performance-optimized settings without requiring time-consuming runtime autotuning.