


Bits error versus a



Bits error versus b



Bits error versus c



Bits error versus d
Initial program 28.6
Simplified28.6
rmApplied flip--28.6
Applied associate-/l/28.6
Simplified0.6
rmApplied associate-/r*0.5
Taylor expanded around -inf 0.3
Simplified0.3
rmApplied add-sqr-sqrt0.3
Applied sqrt-prod0.4
Applied fma-def0.3
Final simplification0.3
herbie shell --seed 2019008 +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: 16.2s)Debug log
1 calls. Slowest were:
| 71.0ms | (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 30.7b
Found 4 expressions with local error:
| 30.6b | (- (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:
| 18.0ms | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 9.0ms | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 1.0ms | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 48.0ms | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 47.0ms | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 47.0ms | (sqrt (fma -3 (* c a) (* b b))) |
| 28.0ms | (fma -3 (* c a) (* b b)) |
34 calls. Slowest were:
| 655.0ms | (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b)) |
| 150.0ms | (- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3)) |
| 89.0ms | (/ (* (* (- (sqrt (fma -3 (* c a) (* b b))) b) (- (sqrt (fma -3 (* c a) (* b b))) b)) (- (sqrt (fma -3 (* c a) (* b b))) b)) (* (* (* 3 a) (* 3 a)) (* 3 a))) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 0.5b
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:
| 18.0ms | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 13.0ms | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 2.0ms | (* (* a c) -3) |
4 calls. Slowest were:
| 114.0ms | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 96.0ms | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 45.0ms | (fma -3 (* c a) (* b b)) |
| 18.0ms | (* (* a c) -3) |
32 calls. Slowest were:
| 671.0ms | (/ (* (* (* (* 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)))) |
| 575.0ms | (/ (* (* (* (* 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)))) |
| 530.0ms | (- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b)))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (* (* a c) -3) |
| 0.3b | (fma -3 (* c a) (* b b)) |
| 0.2b | (/ (* (* a c) -3) (* 3 a)) |
| 0.2b | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
4 calls. Slowest were:
| 5.0ms | (/ (* (* a c) -3) (* 3 a)) |
| 4.0ms | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 2.0ms | (* (* a c) -3) |
4 calls. Slowest were:
| 68.0ms | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 31.0ms | (fma -3 (* c a) (* b b)) |
| 12.0ms | (* (* a c) -3) |
| 11.0ms | (/ (* (* a c) -3) (* 3 a)) |
22 calls. Slowest were:
| 444.0ms | (- (log (* (* a c) -3)) (log (* 3 a))) |
| 438.0ms | (/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* 3 a) (* 3 a)) (* 3 a))) |
| 29.0ms | (- (pow b 2) (* 3 (* a c))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (fma -3 (* c a) (* b b)) |
| 0.2b | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 0.2b | (/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 0.1b | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 13.0ms | (/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 7.0ms | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 2.0ms | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 164.0ms | (/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 68.0ms | (sqrt (fma -3 (* c a) (* b b))) |
| 57.0ms | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 51.0ms | (fma -3 (* c a) (* b b)) |
56 calls. Slowest were:
| 301.0ms | (/ (* (* (- c) (- c)) (- c)) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 182.0ms | (+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b))) |
| 36.0ms | (- (pow b 2) (* 3 (* a c))) |
7 alts after pruning (7 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