


Bits error versus a



Bits error versus b



Bits error versus c



Bits error versus d
Initial program 52.7
Simplified52.7
rmApplied flip--52.7
Applied associate-/l/52.7
Simplified0.5
rmApplied associate-/r*0.4
Taylor expanded around inf 0.1
Simplified0.1
rmApplied add-sqr-sqrt0.1
Applied sqrt-prod0.3
Applied fma-def0.2
Final simplification0.2
herbie shell --seed 2019007 +o rules:numerics
(FPCore (a b c d)
:name "Cubic critical, wide range"
:pre (and (< 4.930380657631324e-32 a 2.028240960365167e+31) (< 4.930380657631324e-32 b 2.028240960365167e+31) (< 4.930380657631324e-32 c 2.028240960365167e+31))
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))
Time bar (total: 27.9s)Debug log
1 calls. Slowest were:
| 89.0ms | (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 54.0b
Found 4 expressions with local error:
| 23.6b | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 0.2b | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 0.1b | (fma -3 (* c a) (* b b)) |
| 0.0b | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 23.0ms | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 11.0ms | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 1.0ms | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 71.0ms | (/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a)) |
| 65.0ms | (- (sqrt (fma -3 (* c a) (* b b))) b) |
| 40.0ms | (sqrt (fma -3 (* c a) (* b b))) |
| 31.0ms | (fma -3 (* c a) (* b b)) |
34 calls. Slowest were:
| 1.0s | (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b)) |
| 101.0ms | (- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3)) |
| 74.0ms | (/ (* (* (- (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))) |
2 alts after pruning (2 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))) |
| 0.3b | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 0.3b | (* (* a c) -3) |
| 0.1b | (fma -3 (* c a) (* b b)) |
4 calls. Slowest were:
| 19.0ms | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 16.0ms | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 4.0ms | (* (* a c) -3) |
4 calls. Slowest were:
| 139.0ms | (/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
| 98.0ms | (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 32.0ms | (fma -3 (* c a) (* b b)) |
| 18.0ms | (* (* a c) -3) |
32 calls. Slowest were:
| 632.0ms | (/ (* (* (* (* 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)))) |
| 632.0ms | (/ (* (* (* (* 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)))) |
| 562.0ms | (- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b)))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.3b | (* (* a c) -3) |
| 0.3b | (/ (* (* a c) -3) (* 3 a)) |
| 0.1b | (/ (/ (* (* a c) -3) (* 3 a)) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 0.1b | (fma -3 (* c a) (* b b)) |
4 calls. Slowest were:
| 22.0ms | (/ (/ (* (* a c) -3) (* 3 a)) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 10.0ms | (/ (* (* a c) -3) (* 3 a)) |
| 5.0ms | (* (* a c) -3) |
4 calls. Slowest were:
| 127.0ms | (/ (/ (* (* a c) -3) (* 3 a)) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 46.0ms | (fma -3 (* c a) (* b b)) |
| 11.0ms | (* (* a c) -3) |
| 6.0ms | (/ (* (* a c) -3) (* 3 a)) |
61 calls. Slowest were:
| 721.0ms | (/ (/ (* (* (* (* 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))) |
| 548.0ms | (/ (* (* (/ (* (* a c) -3) (* 3 a)) (/ (* (* a c) -3) (* 3 a))) (/ (* (* a c) -3) (* 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))) |
| 461.0ms | (/ (sqrt (/ (* (* a c) -3) (* 3 a))) (sqrt (+ (sqrt (fma -3 (* c a) (* b b))) b))) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.1b | (/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 0.1b | (fma -3 (* c a) (* b b)) |
| 0.0b | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 0.0b | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 11.0ms | (/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 4.0ms | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 1.0ms | (sqrt (fma -3 (* c a) (* b b))) |
4 calls. Slowest were:
| 143.0ms | (/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b)) |
| 62.0ms | (+ (sqrt (fma -3 (* c a) (* b b))) b) |
| 45.0ms | (sqrt (fma -3 (* c a) (* b b))) |
| 30.0ms | (fma -3 (* c a) (* b b)) |
56 calls. Slowest were:
| 306.0ms | (/ (* (* (- 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))) |
| 248.0ms | (+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b))) |
| 47.0ms | (- (pow b 2) (* 3 (* a c))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.0b and baseline of 0.2b