Triton Softmax

Key Insight

Writing a softmax kernel in Triton demonstrates how block-level programming simplifies custom GPU acceleration compared to raw CUDA. Softmax is fundamentally memory-bound, meaning performance depends entirely on optimizing memory access and maximizing memory bandwidth utilization. Implementing it also highlights the need for numerical techniques to prevent underflow or overflow during exponentiation.