


Bits error versus a



Bits error versus b



Bits error versus c
Initial program 52.3
Simplified52.3
rmApplied flip--52.3
Applied associate-/l/52.3
Simplified0.4
rmApplied times-frac0.1
Simplified0.1
Final simplification0.1
herbie shell --seed 2019002 +o rules:numerics
(FPCore (a b c)
:name "Quadratic roots, 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) (* (* 4 a) c)))) (* 2 a)))
Time bar (total: 20.0s)Debug log
1 calls. Slowest were:
| 102.0ms | (/ (+ (- b) (sqrt (- (* b b) (* (* 4 a) c)))) (* 2 a)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 55.4b
Found 4 expressions with local error:
| 29.8b | (- (sqrt (fma (* a -4) c (* b b))) b) |
| 0.1b | (/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a)) |
| 0.1b | (fma (* a -4) c (* b b)) |
| 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)) |
| 7.0ms | (- (sqrt (fma (* a -4) c (* b b))) b) |
| 1.0ms | (sqrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 81.0ms | (- (sqrt (fma (* a -4) c (* b b))) b) |
| 79.0ms | (/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a)) |
| 66.0ms | (sqrt (fma (* a -4) c (* b b))) |
| 45.0ms | (fma (* a -4) c (* b b)) |
34 calls. Slowest were:
| 664.0ms | (- (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (* b b)) |
| 146.0ms | (- (pow (sqrt (fma (* a -4) c (* b b))) 3) (pow b 3)) |
| 107.0ms | (/ (* (* (- (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))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 0.4b
Found 4 expressions with local error:
| 0.4b | (/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 0.1b | (fma (* a -4) c (* b b)) |
| 0.1b | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 0.1b | (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) |
4 calls. Slowest were:
| 17.0ms | (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 10.0ms | (/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 7.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
4 calls. Slowest were:
| 117.0ms | (/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) |
| 99.0ms | (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 56.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 38.0ms | (fma (* a -4) c (* b b)) |
37 calls. Slowest were:
| 827.0ms | (/ (* (* (* (* 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)))) |
| 740.0ms | (- (log (* (* a -4) c)) (+ (log (* 2 a)) (log (+ (sqrt (fma (* a -4) c (* b b))) b)))) |
| 710.0ms | (/ (* (* (* (* 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)))) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.1b | (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:
| 8.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 5.0ms | (/ c (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 2.0ms | (sqrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 160.0ms | (/ c (+ (sqrt (fma (* a -4) c (* b b))) b)) |
| 65.0ms | (sqrt (fma (* a -4) c (* b b))) |
| 62.0ms | (+ (sqrt (fma (* a -4) c (* b b))) b) |
| 31.0ms | (fma (* a -4) c (* b b)) |
26 calls. Slowest were:
| 209.0ms | (+ (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (- (* b b) (* (sqrt (fma (* a -4) c (* b b))) b))) |
| 29.0ms | (* (cbrt (sqrt (fma (* a -4) c (* b b)))) (cbrt (sqrt (fma (* a -4) c (* b b))))) |
| 28.0ms | (sqrt (* (cbrt (fma (* a -4) c (* b b))) (cbrt (fma (* a -4) c (* b b))))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.6b | (cbrt (fma a (* c -4) (* b b))) |
| 0.6b | (cbrt (fma (* a -4) c (* b b))) |
| 0.1b | (sqrt (cbrt (fma (* a -4) c (* b b)))) |
| 0.1b | (fma (* a -4) c (* b b)) |
4 calls. Slowest were:
| 2.0ms | (sqrt (cbrt (fma (* a -4) c (* b b)))) |
| 1.0ms | (cbrt (fma a (* c -4) (* b b))) |
| 1.0ms | (cbrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 225.0ms | (sqrt (cbrt (fma (* a -4) c (* b b)))) |
| 187.0ms | (cbrt (fma (* a -4) c (* b b))) |
| 182.0ms | (cbrt (fma a (* c -4) (* b b))) |
| 49.0ms | (fma (* a -4) c (* b b)) |
26 calls. Slowest were:
| 260.0ms | (exp (* 1/3 (- (log -4) (+ (log (/ 1 a)) (log (/ 1 c)))))) |
| 238.0ms | (exp (* 1/3 (- (log -4) (+ (log (/ 1 a)) (log (/ 1 c)))))) |
| 218.0ms | (- (pow b 2/3) (* 4/3 (* (* a c) (pow (/ 1 (pow b 4)) 1/3)))) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
0% (0.1b remaining)
Error of 0.1b against oracle of 0.0b and baseline of 0.1b