



Bits error versus x.re




Bits error versus x.im
Results
| Original | 7.0 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
Initial program 7.0
Simplified7.1
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
(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: 12.8s)Debug log
1 calls. Slowest were:
| 146.0ms | (+ (* (- (* 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:
| 6.5b | (* x.im (+ (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re)))) |
| 0.1b | (+ (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re))) |
| 0.0b | (- (* x.re x.re) (* x.im x.im)) |
3 calls. Slowest were:
| 13.0ms | (* x.im (+ (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re)))) |
| 9.0ms | (+ (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re))) |
| 2.0ms | (- (* x.re x.re) (* x.im x.im)) |
3 calls. Slowest were:
| 47.0ms | (* x.im (+ (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re)))) |
| 23.0ms | (+ (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re))) |
| 17.0ms | (- (* x.re x.re) (* x.im x.im)) |
38 calls. Slowest were:
| 789.0ms | (+ (* (- (* (* x.re x.re) (* x.re x.re)) (* (* x.im x.im) (* x.im x.im))) (+ (* x.re x.re) (- (* x.re x.re) (* x.re x.re)))) (* (+ (* x.re x.re) (* x.im x.im)) (* x.re (+ (pow x.re 3) (pow x.re 3))))) |
| 620.0ms | (- (- (* x.re x.re) (* x.im x.im)) (* x.re (+ x.re x.re))) |
| 541.0ms | (* (+ (* (* x.re x.re) (* x.re x.re)) (+ (* (* x.im x.im) (* x.im x.im)) (* (* x.re x.re) (* x.im x.im)))) (+ (* x.re x.re) (- (* x.re x.re) (* x.re x.re)))) |
7 alts after pruning (6 fresh and 1 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:
| 10.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 4.0ms | (* 3 (* x.im (pow x.re 2))) |
| 2.0ms | (* x.im (pow x.re 2)) |
3 calls. Slowest were:
| 28.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 27.0ms | (* x.im (pow x.re 2)) |
| 19.0ms | (* 3 (* x.im (pow x.re 2))) |
14 calls. Slowest were:
| 91.0ms | (/ (exp (* 3 (* x.im (pow x.re 2)))) (exp (pow x.im 3))) |
| 80.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 76.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
6 alts after pruning (4 fresh and 2 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:
| 11.0ms | (- (* 3 (* (* x.im x.re) x.re)) (pow x.im 3)) |
| 6.0ms | (* 3 (* (* x.im x.re) x.re)) |
| 4.0ms | (* (* x.im x.re) x.re) |
3 calls. Slowest were:
| 36.0ms | (- (* 3 (* (* x.im x.re) x.re)) (pow x.im 3)) |
| 30.0ms | (* (* x.im x.re) x.re) |
| 30.0ms | (* 3 (* (* x.im x.re) x.re)) |
10 calls. Slowest were:
| 108.0ms | (/ (exp (* 3 (* (* x.im x.re) x.re))) (exp (pow x.im 3))) |
| 56.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 42.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
7 alts after pruning (5 fresh and 2 done)
Merged error: 0.0b
Found 3 expressions with local error:
| 0.2b | (* 3 (* x.im x.re)) |
| 0.2b | (* (* 3 (* x.im x.re)) x.re) |
| 0.0b | (- (* (* 3 (* x.im x.re)) x.re) (pow x.im 3)) |
3 calls. Slowest were:
| 6.0ms | (- (* (* 3 (* x.im x.re)) x.re) (pow x.im 3)) |
| 3.0ms | (* (* 3 (* x.im x.re)) x.re) |
| 1.0ms | (* 3 (* x.im x.re)) |
3 calls. Slowest were:
| 39.0ms | (- (* (* 3 (* x.im x.re)) x.re) (pow x.im 3)) |
| 18.0ms | (* (* 3 (* x.im x.re)) x.re) |
| 12.0ms | (* 3 (* x.im x.re)) |
10 calls. Slowest were:
| 107.0ms | (/ (exp (* (* 3 (* x.im x.re)) x.re)) (exp (pow x.im 3))) |
| 80.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 80.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
8 alts after pruning (5 fresh and 3 done)
Merged error: 0b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.0b and baseline of 0.2b