



Bits error versus x.re




Bits error versus x.im
Results
| Original | 7.0 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
Initial program 7.0
Simplified7.0
rmApplied associate-*l*7.0
Taylor expanded around 0 7.0
rmApplied unpow27.0
Applied associate-*r*0.2
rmApplied associate-*r*0.2
Final simplification0.2
herbie shell --seed 2019007 +o rules:numerics
(FPCore (x.re x.im)
:name "math.cube on complex, imaginary part"
:herbie-target
(+ (* (* x.re x.im) (* 2 x.re)) (* (* x.im (- x.re x.im)) (+ x.re x.im)))
(+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)))
Time bar (total: 10.0s)Debug log
1 calls. Slowest were:
| 162.0ms | (+ (* (- (* x.re x.re) (* x.im x.im)) x.im) (* (+ (* x.re x.im) (* x.im x.re)) x.re)) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 6.5b
Found 3 expressions with local error:
| 6.8b | (* (* x.re x.re) (+ x.im x.im)) |
| 6.5b | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* (* x.re x.re) (+ x.im x.im))) |
| 0.0b | (- (* x.re x.re) (* x.im x.im)) |
3 calls. Slowest were:
| 3.0ms | (* (* x.re x.re) (+ x.im x.im)) |
| 3.0ms | (- (* x.re x.re) (* x.im x.im)) |
| 0.0ms | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* (* x.re x.re) (+ x.im x.im))) |
3 calls. Slowest were:
| 39.0ms | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* (* x.re x.re) (+ x.im x.im))) |
| 23.0ms | (- (* x.re x.re) (* x.im x.im)) |
| 14.0ms | (* (* x.re x.re) (+ x.im x.im)) |
24 calls. Slowest were:
| 89.0ms | (* (* (* (* x.re x.re) (* x.re x.re)) (* x.re x.re)) (* (* (+ x.im x.im) (+ x.im x.im)) (+ x.im x.im))) |
| 68.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 59.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
6 alts after pruning (5 fresh and 1 done)
Merged error: 6.4b
Found 3 expressions with local error:
| 6.5b | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* x.re (* x.re (+ x.im x.im)))) |
| 0.2b | (* x.re (* x.re (+ x.im x.im))) |
| 0.0b | (- (* x.re x.re) (* x.im x.im)) |
3 calls. Slowest were:
| 3.0ms | (- (* x.re x.re) (* x.im x.im)) |
| 2.0ms | (* x.re (* x.re (+ x.im x.im))) |
| 0.0ms | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* x.re (* x.re (+ x.im x.im)))) |
3 calls. Slowest were:
| 56.0ms | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* x.re (* x.re (+ x.im x.im)))) |
| 26.0ms | (- (* x.re x.re) (* x.im x.im)) |
| 19.0ms | (* x.re (* x.re (+ x.im x.im))) |
21 calls. Slowest were:
| 82.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 74.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 68.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 6.4b
Found 3 expressions with local error:
| 6.8b | (* x.im (pow x.re 2)) |
| 0.2b | (* 3 (* x.im (pow x.re 2))) |
| 0.0b | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
3 calls. Slowest were:
| 9.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 4.0ms | (* 3 (* x.im (pow x.re 2))) |
| 3.0ms | (* x.im (pow x.re 2)) |
3 calls. Slowest were:
| 40.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 19.0ms | (* x.im (pow x.re 2)) |
| 18.0ms | (* 3 (* x.im (pow x.re 2))) |
24 calls. Slowest were:
| 293.0ms | (fma (- (cbrt (pow x.im 3))) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3))) (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3))))) |
| 237.0ms | (fma 3 (* x.im (pow x.re 2)) (- (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3)))))) |
| 169.0ms | (/ (exp (* 3 (* x.im (pow x.re 2)))) (exp (pow x.im 3))) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0.0b
Found 3 expressions with local error:
| 0.2b | (* 3 (* (* x.im x.re) x.re)) |
| 0.2b | (* (* x.im x.re) x.re) |
| 0.0b | (- (* 3 (* (* x.im x.re) x.re)) (pow x.im 3)) |
3 calls. Slowest were:
| 9.0ms | (- (* 3 (* (* x.im x.re) x.re)) (pow x.im 3)) |
| 3.0ms | (* 3 (* (* x.im x.re) x.re)) |
| 2.0ms | (* (* x.im x.re) x.re) |
3 calls. Slowest were:
| 44.0ms | (- (* 3 (* (* x.im x.re) x.re)) (pow x.im 3)) |
| 29.0ms | (* 3 (* (* x.im x.re) x.re)) |
| 25.0ms | (* (* x.im x.re) x.re) |
20 calls. Slowest were:
| 296.0ms | (fma (- (cbrt (pow x.im 3))) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3))) (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3))))) |
| 282.0ms | (fma 3 (* (* x.im x.re) x.re) (- (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3)))))) |
| 133.0ms | (fma 3 (* (* x.im x.re) x.re) (- (* (pow x.im 3) 1))) |
6 alts after pruning (4 fresh and 2 done)
Merged error: 0.0b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.0b and baseline of 0.2b