


Bits error versus a



Bits error versus b



Bits error versus c
Initial program 44.1
Simplified44.1
rmApplied flip--44.1
Applied associate-/l/44.1
Simplified0.4
rmApplied times-frac0.2
Simplified0.2
Final simplification0.2
herbie shell --seed 2019008 +o rules:numerics
(FPCore (a b c)
:name "Quadratic roots, medium range"
:pre (and (< 1.1102230246251565e-16 a 9007199254740992.0) (< 1.1102230246251565e-16 b 9007199254740992.0) (< 1.1102230246251565e-16 c 9007199254740992.0))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4 a) c)))) (* 2 a)))
Time bar (total: 17.1s)Debug log
1 calls. Slowest were:
| 63.0ms | (/ (+ (- b) (sqrt (- (* b b) (* (* 4 a) c)))) (* 2 a)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 45.5b
Found 4 expressions with local error:
| 38.6b | (- (sqrt (fma (* a -4) c (* b b))) b) |
| 0.2b | (fma (* a -4) c (* b b)) |
| 0.1b | (/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a)) |
| 0.0b | (sqrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 11.0ms | (/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a)) |
| 5.0ms | (- (sqrt (fma (* a -4) c (* b b))) b) |
| 2.0ms | (sqrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 87.0ms | (/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a)) |
| 56.0ms | (- (sqrt (fma (* a -4) c (* b b))) b) |
| 42.0ms | (sqrt (fma (* a -4) c (* b b))) |
| 29.0ms | (fma (* a -4) c (* b b)) |
34 calls. Slowest were:
| 681.0ms | (- (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (* b b)) |
| 92.0ms | (- (pow (sqrt (fma (* a -4) c (* b b))) 3) (pow b 3)) |
| 87.0ms | (/ (* (* (- (sqrt (fma (* a -4) c (* b b))) b) (- (sqrt (fma (* a -4) c (* b b))) b)) (- (sqrt (fma (* a -4) c (* b b))) b)) (* (* (* 2 a) (* 2 a)) (* 2 a))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.4b
Found 4 expressions with local error:
| 0.3b | (/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 0.2b | (fma (* a -4) c (* b b)) |
| 0.1b | (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 0.1b | (+ (sqrt (fma (* a -4) c (* b b))) b) |
4 calls. Slowest were:
| 20.0ms | (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 16.0ms | (/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 8.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
4 calls. Slowest were:
| 153.0ms | (/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 83.0ms | (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 70.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 31.0ms | (fma (* a -4) c (* b b)) |
37 calls. Slowest were:
| 654.0ms | (/ (* (* (* (* a -4) c) (* (* a -4) c)) (* (* a -4) c)) (* (* (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)))) |
| 595.0ms | (- (log (* (* a -4) c)) (+ (log (* 2 a)) (log (+ (sqrt (fma (* a -4) c (* b b))) b)))) |
| 567.0ms | (/ (* (* (* (* a -4) c) (* (* a -4) c)) (* (* a -4) c)) (* (* (* (* 2 a) (* 2 a)) (* 2 a)) (* (* (+ (sqrt (fma (* a -4) c (* b b))) b) (+ (sqrt (fma (* a -4) c (* b b))) b)) (+ (sqrt (fma (* a -4) c (* b b))) b)))) |
6 alts after pruning (6 fresh and 0 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.2b | (fma (* a -4) c (* b b)) |
| 0.1b | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 0.1b | (/ c (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 0.0b | (sqrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 4.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 2.0ms | (/ c (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 1.0ms | (sqrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 157.0ms | (/ c (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 80.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 51.0ms | (sqrt (fma (* a -4) c (* b b))) |
| 28.0ms | (fma (* a -4) c (* b b)) |
26 calls. Slowest were:
| 200.0ms | (+ (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (- (* b b) (* (sqrt (fma (* a -4) c (* b b))) b))) |
| 36.0ms | (- (pow b 2) (* 4 (* a c))) |
| 33.0ms | (- (pow b 2) (* 4 (* a c))) |
6 alts after pruning (5 fresh and 1 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.2b | (* c (/ 1 (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 0.2b | (fma (* a -4) c (* b b)) |
| 0.1b | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 0.1b | (/ 1 (+ (sqrt (fma (* a -4) c (* b b))) b)) |
4 calls. Slowest were:
| 4.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 3.0ms | (/ 1 (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 2.0ms | (* c (/ 1 (+ (sqrt (fma (* a -4) c (* b b))) b))) |
4 calls. Slowest were:
| 153.0ms | (* c (/ 1 (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 139.0ms | (/ 1 (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 79.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 49.0ms | (fma (* a -4) c (* b b)) |
31 calls. Slowest were:
| 256.0ms | (+ (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (- (* b b) (* (sqrt (fma (* a -4) c (* b b))) b))) |
| 205.0ms | (+ (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (- (* b b) (* (sqrt (fma (* a -4) c (* b b))) b))) |
| 39.0ms | (- (pow b 2) (* 4 (* a c))) |
6 alts after pruning (4 fresh and 2 done)
Merged error: 0b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.0b and baseline of 0.2b