tl.load and tl.store do in Triton: read/write tensors from/to GPU global memory

tl.dot does in Triton: block-level matrix multiply using tensor cores

tl.dot performs block-level matrix multiplication using tensor cores in Triton

to write a vector addition kernel in Triton: load blocks, add, store

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a Triton @triton.jit decorator does: compiles a Python function into a GPU kernel

@triton.jit decorator compiles Python function into a GPU kernel

CPU cache

L1/L2 cache hierarchy reduces global memory latency

a Triton kernel is

Can your phone run faster with a different brain?

Triton differs from CUDA

Why does a super-fast computer sometimes run slower than a regular one?