Triton Matmul

Key Insight

Implementing a tile-based matrix multiplication in Triton shows how the language automatically handles memory layouts and shared memory scheduling while allowing the user to control tiling logic. By structuring the algorithm as a sequence of block-level dot products, we optimize register reuse and data transfer. Sweeping over different block sizes and configuring autotuning yields execution performance that approaches optimized cuBLAS throughput.