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[CINN] Use approx tanh for fp16/bf16 by lshpku · Pull Request #72871 · PaddlePaddle/Paddle · GitHub
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[CINN] Use approx tanh for fp16/bf16 #72871
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你的PR提交成功,感谢你对开源项目的贡献! |
zyfncg
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May 22, 2025
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PR Category
CINN
PR Types
Performance
Description
在fp16/bf16场景使用
tanh.approx.f32
汇编替换原有的tanh()
函数,可节省30%计算带宽原理:原有的tanh在SASS层面是拆成几条EXP+RCP实现的,新的tanh.approx则就是一条TANH
精度对比:遍历所有float16和bfloat16取值,无任何精度差别,因为中间过程是用float32算的,cast回去就把精度误差都消除了;float32下则最高有2e-6的误差,所以fp32的场景仍然用原来的tanh
另外,CUDA还有
tanh.approx.f16/bf16
的版本,省了cast的成本,但是我测了下误差高达5e-4,还是用fp32的版本好了Pcard-85711