


Bits error versus a



Bits error versus b



Bits error versus c



Bits error versus d
Initial program 28.6
Initial simplification28.6
rmApplied flip--28.6
Applied associate-/l/28.6
Simplified0.6
rmApplied times-frac0.6
Simplified0.5
rmApplied pow10.5
Applied pow10.5
Applied pow-prod-down0.5
Simplified0.3
Taylor expanded around 0 0.3
Simplified0.3
Final simplification0.3
herbie shell --seed 2018365 +o rules:numerics
(FPCore (a b c d)
:name "Cubic critical, narrow range"
:pre (and (< 1.0536712127723509e-08 a 94906265.62425156) (< 1.0536712127723509e-08 b 94906265.62425156) (< 1.0536712127723509e-08 c 94906265.62425156))
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))
Time bar (total: 14.4s)Debug log
2 alts after pruning (2 fresh and 0 done)
Merged error: 30.0b
Found 4 expressions with local error:
| 29.8b | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 0.4b | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 0.3b | (fma -3 (* c a) (* b b)) |
| 0.1b | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 27.0ms | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 6.0ms | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 2.0ms | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 82.0ms | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 74.0ms | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 60.0ms | (sqrt (fma -3 (* c a) (* b b))) |
| 34.0ms | (fma -3 (* c a) (* b b)) |
34 calls. Slowest were:
| 769.0ms | (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b)) |
| 155.0ms | (- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3)) |
| 65.0ms | (- (log (- (sqrt (fma -3 (* c a) (* b b))) b)) (log (* 3 a))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.6b
Found 4 expressions with local error:
| 0.4b | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 0.4b | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 0.3b | (* (* a c) -3) |
| 0.3b | (fma -3 (* c a) (* b b)) |
4 calls. Slowest were:
| 11.0ms | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 10.0ms | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 3.0ms | (* (* a c) -3) |
4 calls. Slowest were:
| 143.0ms | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 122.0ms | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 33.0ms | (fma -3 (* c a) (* b b)) |
| 13.0ms | (* (* a c) -3) |
32 calls. Slowest were:
| 652.0ms | (/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* (* 3 a) (* 3 a)) (* 3 a)) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b)))) |
| 607.0ms | (/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))) |
| 581.0ms | (- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b)))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (* 1/3 c) |
| 0.3b | (* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 0.3b | (fma -3 (* c a) (* b b)) |
| 0.2b | (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
4 calls. Slowest were:
| 10.0ms | (* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 3.0ms | (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 0.0ms | (* 1/3 c) |
4 calls. Slowest were:
| 139.0ms | (* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 113.0ms | (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 29.0ms | (fma -3 (* c a) (* b b)) |
| 9.0ms | (* 1/3 c) |
27 calls. Slowest were:
| 598.0ms | (* (* (* (* 1/3 c) (* 1/3 c)) (* 1/3 c)) (* (* (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))) |
| 258.0ms | (+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b))) |
| 202.0ms | (+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (fma -3 (* c a) (* b b)) |
| 0.2b | (+ b (sqrt (fma -3 (* c a) (* b b)))) |
| 0.2b | (/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b))))) |
| 0.1b | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 12.0ms | (/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b))))) |
| 2.0ms | (+ b (sqrt (fma -3 (* c a) (* b b)))) |
| 2.0ms | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 131.0ms | (/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b))))) |
| 58.0ms | (sqrt (fma -3 (* c a) (* b b))) |
| 51.0ms | (+ b (sqrt (fma -3 (* c a) (* b b)))) |
| 50.0ms | (fma -3 (* c a) (* b b)) |
51 calls. Slowest were:
| 399.0ms | (/ (* (* (- c) (- c)) (- c)) (* (* (+ b (sqrt (fma -3 (* c a) (* b b)))) (+ b (sqrt (fma -3 (* c a) (* b b))))) (+ b (sqrt (fma -3 (* c a) (* b b)))))) |
| 157.0ms | (- (* 2 b) (* 3/2 (/ (* a c) b))) |
| 154.0ms | (+ (* b b) (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b (sqrt (fma -3 (* c a) (* b b)))))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0b
0% (0.3b remaining)
Error of 0.3b against oracle of 0.0b and baseline of 0.3b