[all-commits] [llvm/llvm-project] 0edc4b: [mlir] Add polynomial approximation for math::ExpM1

[Emilio Cota via All-commits]

  Branch: refs/heads/main
  Home:   https://github.com/llvm/llvm-project
  Commit: 0edc4bc84aa246ee1f156982e19a1b8b5fbecf4c
      https://github.com/llvm/llvm-project/commit/0edc4bc84aa246ee1f156982e19a1b8b5fbecf4c
  Author: Emilio Cota <ecg at google.com>
  Date:   2021-05-05 (Wed, 05 May 2021)

  Changed paths:
    M mlir/lib/Dialect/Math/Transforms/PolynomialApproximation.cpp
    M mlir/test/Dialect/Math/polynomial-approximation.mlir
    M mlir/test/mlir-cpu-runner/math_polynomial_approx.mlir

  Log Message:
  -----------
  [mlir] Add polynomial approximation for math::ExpM1

This approximation matches the one in Eigen.

```
name                      old cpu/op  new cpu/op  delta
BM_mlir_Expm1_f32/10      90.9ns ± 4%  52.2ns ± 4%  -42.60%    (p=0.000 n=74+87)
BM_mlir_Expm1_f32/100      837ns ± 3%   231ns ± 4%  -72.43%    (p=0.000 n=79+69)
BM_mlir_Expm1_f32/1k      8.43µs ± 3%  1.58µs ± 5%  -81.30%    (p=0.000 n=77+83)
BM_mlir_Expm1_f32/10k     83.8µs ± 3%  15.4µs ± 5%  -81.65%    (p=0.000 n=83+69)
BM_eigen_s_Expm1_f32/10   68.8ns ±17%  72.5ns ±14%   +5.40%  (p=0.000 n=118+115)
BM_eigen_s_Expm1_f32/100   694ns ±11%   717ns ± 2%   +3.34%   (p=0.000 n=120+75)
BM_eigen_s_Expm1_f32/1k   7.69µs ± 2%  7.97µs ±11%   +3.56%   (p=0.000 n=95+117)
BM_eigen_s_Expm1_f32/10k  88.0µs ± 1%  89.3µs ± 6%   +1.45%   (p=0.000 n=74+106)
BM_eigen_v_Expm1_f32/10   44.3ns ± 6%  45.0ns ± 8%   +1.45%   (p=0.018 n=81+111)
BM_eigen_v_Expm1_f32/100   351ns ± 1%   360ns ± 9%   +2.58%    (p=0.000 n=73+99)
BM_eigen_v_Expm1_f32/1k   3.31µs ± 1%  3.42µs ± 9%   +3.37%   (p=0.000 n=71+100)
BM_eigen_v_Expm1_f32/10k  33.7µs ± 8%  34.1µs ± 9%   +1.04%    (p=0.007 n=99+98)
```

Reviewed By: ezhulenev

Differential Revision: https://reviews.llvm.org/D101852