



Bits error versus x.re




Bits error versus x.im
Results
| Original | 6.9 |
|---|---|
| Target | 0.3 |
| Herbie | 0.2 |
Initial program 6.9
Simplified6.9
Taylor expanded around inf 6.9
rmApplied unpow26.9
Applied associate-*r*0.2
rmApplied associate-*r*0.2
Final simplification0.2
herbie shell --seed 2019004 +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: 10.9s)Debug log
1 calls. Slowest were:
| 187.0ms | (+ (* (- (* 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: 8.1b
Found 3 expressions with local error:
| 8.9b | (* (* x.re x.re) (+ x.im x.im)) |
| 8.1b | (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:
| 7.0ms | (* (* x.re x.re) (+ x.im x.im)) |
| 4.0ms | (- (* 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:
| 51.0ms | (fma x.im (- (* x.re x.re) (* x.im x.im)) (* (* x.re x.re) (+ x.im x.im))) |
| 25.0ms | (- (* x.re x.re) (* x.im x.im)) |
| 14.0ms | (* (* x.re x.re) (+ x.im x.im)) |
24 calls. Slowest were:
| 98.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 84.0ms | (* (* (* (* x.re x.re) (* x.re x.re)) (* x.re x.re)) (* (* (+ x.im x.im) (+ x.im x.im)) (+ x.im x.im))) |
| 70.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 7.9b
Found 3 expressions with local error:
| 8.9b | (* 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)) |
| 5.0ms | (* 3 (* x.im (pow x.re 2))) |
| 3.0ms | (* x.im (pow x.re 2)) |
3 calls. Slowest were:
| 33.0ms | (* x.im (pow x.re 2)) |
| 32.0ms | (- (* 3 (* x.im (pow x.re 2))) (pow x.im 3)) |
| 25.0ms | (* 3 (* x.im (pow x.re 2))) |
24 calls. Slowest were:
| 247.0ms | (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))))) |
| 203.0ms | (fma 3 (* x.im (pow x.re 2)) (- (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3)))))) |
| 131.0ms | (/ (exp (* 3 (* x.im (pow x.re 2)))) (exp (pow x.im 3))) |
6 alts after pruning (6 fresh and 0 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:
| 12.0ms | (- (* 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:
| 42.0ms | (- (* 3 (* (* x.im x.re) x.re)) (pow x.im 3)) |
| 29.0ms | (* 3 (* (* x.im x.re) x.re)) |
| 27.0ms | (* (* x.im x.re) x.re) |
20 calls. Slowest were:
| 270.0ms | (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))))) |
| 209.0ms | (fma 3 (* (* x.im x.re) x.re) (- (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3)))))) |
| 153.0ms | (/ (exp (* 3 (* (* x.im x.re) x.re))) (exp (pow x.im 3))) |
9 alts after pruning (8 fresh and 1 done)
Merged error: 0.0b
Found 3 expressions with local error:
| 0.3b | (* 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:
| 9.0ms | (- (* (* 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:
| 30.0ms | (- (* (* 3 (* x.im x.re)) x.re) (pow x.im 3)) |
| 29.0ms | (* (* 3 (* x.im x.re)) x.re) |
| 23.0ms | (* 3 (* x.im x.re)) |
21 calls. Slowest were:
| 300.0ms | (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))))) |
| 203.0ms | (fma (* 3 (* x.im x.re)) x.re (- (* (cbrt (pow x.im 3)) (* (cbrt (pow x.im 3)) (cbrt (pow x.im 3)))))) |
| 136.0ms | (fma (* 3 (* x.im x.re)) x.re (- (* (pow x.im 3) 1))) |
9 alts after pruning (7 fresh and 2 done)
Merged error: 0.0b
0% (0.2b remaining)
Error of 0.2b against oracle of 0.0b and baseline of 0.2b