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Tutorial for triton kernel

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Triton gym

Outline

  • 1_vector_addition : [tutorial] 1D kernel
  • 2_softmax : [tutorial] 2D kernel
  • 3_add : 1D adder module
  • 4_quantize_fp8 : 2D module (tensorwise & square-blockwise quantization)
  • 5_matmul : [tutorial] matrix multiplication
  • 6_gemm_fp8 : PyTorch Linear module with block-wise FP8 quantization

where

  • tutorial : not wrapped into PyTorch layer
  • others : wrapped into PyTorch layer, with forward and backward

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