vllm/csrc/quantization/fp8
Cody Yu 5985e3427d
[Kernel] Vectorized FP8 quantize kernel (#5396)
Inspired by #5146, this PR improves FP8 quantize kernel by vectorizing data transfer to better utilize memory bandwidth. Microbenchmark shows that this improved kernel can achieve 1.0x-1.5x speedup (especially when hidden size is large).

In details, we applied 3 optimizations:

- Use inverted scale so that most divisions are changed to multiplications.
- Unroll the loop by 4 times to improve ILP.
- Use vectorized 4 to transfer data between HBM and SRAM.
2024-06-12 14:07:26 -07:00
..
amd [CI/Build] Enforce style for C++ and CUDA code with clang-format (#4722) 2024-05-22 07:18:41 +00:00
nvidia [CI/Build] Enforce style for C++ and CUDA code with clang-format (#4722) 2024-05-22 07:18:41 +00:00
common.cu [Kernel] Vectorized FP8 quantize kernel (#5396) 2024-06-12 14:07:26 -07:00