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[BIg tensor] fix acc error for forward addmm by hxzd5568 · Pull Request #73436 · PaddlePaddle/Paddle · GitHub
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[BIg tensor] fix acc error for forward addmm #73436
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你的PR提交成功,感谢你对开源项目的贡献! |
lshpku
approved these changes
Jun 19, 2025
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PR Category
Execute Infrastructure
PR Types
Bug fixes
Description
Pcard-67164
本pr修复了addmm前向精度不充足的错误
修复前,paddle遇到float16类型的addmm时,调用的是cublasHgemm 函数,也就是计算精度为float16,在大tensor中会出现精度问题。
而修复后使用cublasGemmEx函数,计算精度为float32, 不容易产生累加误差。
修复后性能下降1%左右;修复后与torch调用核函数一致
小tensor(m,n,k: 5, 800, 5) 降速仅 1% 。
大tensor(m,n,k: 5, 80000000, 5) 降速仅 2% 。
修复后前向kernel:1,912,515 ns
void cutlass::Kernel<cutlass_75_wmma_tensorop_ ** s ** 161616gemm_f16_16x16_128x1_nn_align1>

(图中展示torch 和修复后 paddle addmm前向调用函数名称相同,被nsys合并统计)
修复前前向kernel:1,874,851 ns
void cutlass::Kernel<cutlass_75_wmma_tensorop_** h **161616gemm_16x16_128x1_nn_align1>
torch 前向kernel:1,899,108 ns
void cutlass::Kernel<cutlass_75_wmma_tensorop_** s **161616gemm_f16_16x16_128x1_nn_align1>

(图中展示torch 和修复前 paddle addmm前向调用函数不同)