Demystifying ML Compilation: Inside AMD's GPU Pipeline

Understanding the compiler stages from Python to GPU execution is critical for optimizing ML workloads and debugging performance bottlenecks. AMD's detailed visualization of its complete ML compiler stack—from Triton through LLVM to AMDGCN—transforms the often-opaque transformation process into a traceable, predictable pipeline that developers can leverage for better code.