


Bits error versus a



Bits error versus b



Bits error versus c
if b < 4.873574385931286e+105Initial program 14.8
Simplified14.8
rmApplied add-sqr-sqrt14.9
Applied fma-neg14.8
if 4.873574385931286e+105 < b Initial program 46.5
Simplified46.4
Taylor expanded around 0 4.1
Final simplification13.3
herbie shell --seed 2019002 +o rules:numerics
(FPCore (a b c)
:name "jeff quadratic root 1"
(if (>= b 0) (/ (- (- b) (sqrt (- (* b b) (* (* 4 a) c)))) (* 2 a)) (/ (* 2 c) (+ (- b) (sqrt (- (* b b) (* (* 4 a) c)))))))
Time bar (total: 16.7s)Debug log
1 calls. Slowest were:
| 114.0ms | (if (>= b 0) (/ (- (- b) (sqrt (- (* b b) (* (* 4 a) c)))) (* 2 a)) (/ (* 2 c) (+ (- b) (sqrt (- (* b b) (* (* 4 a) c)))))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 18.4b
Found 4 expressions with local error:
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 1.9b | (- (- b) (sqrt (fma c (* a -4) (* b b)))) |
| 1.3b | (- (sqrt (fma c (* a -4) (* b b))) b) |
4 calls. Slowest were:
| 5.0ms | (- (sqrt (fma c (* a -4) (* b b))) b) |
| 4.0ms | (- (- b) (sqrt (fma c (* a -4) (* b b)))) |
| 1.0ms | (sqrt (fma c (* a -4) (* b b))) |
4 calls. Slowest were:
| 70.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 58.0ms | (- (- b) (sqrt (fma c (* a -4) (* b b)))) |
| 46.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 45.0ms | (- (sqrt (fma c (* a -4) (* b b))) b) |
81 calls. Slowest were:
| 75.0ms | (fma 1 (- b) (- (* (sqrt (cbrt (fma c (* a -4) (* b b)))) (sqrt (* (cbrt (fma c (* a -4) (* b b))) (cbrt (fma c (* a -4) (* b b)))))))) |
| 74.0ms | (fma 1 (- b) (- (* (sqrt (fma c (* a -4) (* b b))) (sqrt 1)))) |
| 74.0ms | (- (* 2 (/ (* a c) b)) (* 2 b)) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 11.0b
Found 4 expressions with local error:
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 20.4b | (fma (sqrt (sqrt (fma c (* a -4) (* b b)))) (sqrt (sqrt (fma c (* a -4) (* b b)))) (- b)) |
4 calls. Slowest were:
| 2.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 2.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 2.0ms | (sqrt (fma c (* a -4) (* b b))) |
4 calls. Slowest were:
| 334.0ms | (fma (sqrt (sqrt (fma c (* a -4) (* b b)))) (sqrt (sqrt (fma c (* a -4) (* b b)))) (- b)) |
| 60.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 56.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 43.0ms | (sqrt (fma c (* a -4) (* b b))) |
24 calls. Slowest were:
| 290.0ms | (- (pow (exp (* 1/4 (- (log -4) (+ (log (/ 1 a)) (log (/ 1 c)))))) 2) b) |
| 109.0ms | (- (pow (exp (* 1/4 (- (log -4) (+ (log (/ -1 c)) (log (/ -1 a)))))) 2) b) |
| 18.0ms | (sqrt (sqrt (fma c (* a -4) (* b b)))) |
7 alts after pruning (6 fresh and 1 done)
Merged error: 11.0b
Found 4 expressions with local error:
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 9.5b | (- (- b) (* (sqrt (sqrt (fma c (* a -4) (* b b)))) (sqrt (sqrt (fma c (* a -4) (* b b)))))) |
4 calls. Slowest were:
| 4.0ms | (- (- b) (* (sqrt (sqrt (fma c (* a -4) (* b b)))) (sqrt (sqrt (fma c (* a -4) (* b b)))))) |
| 1.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 1.0ms | (sqrt (fma c (* a -4) (* b b))) |
4 calls. Slowest were:
| 68.0ms | (- (- b) (* (sqrt (sqrt (fma c (* a -4) (* b b)))) (sqrt (sqrt (fma c (* a -4) (* b b)))))) |
| 67.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 49.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 46.0ms | (sqrt (fma c (* a -4) (* b b))) |
37 calls. Slowest were:
| 379.0ms | (sqrt (* (cbrt (fma c (* a -4) (* b b))) (cbrt (fma c (* a -4) (* b b))))) |
| 61.0ms | (- (* 2 (/ (* a c) b)) (* 2 b)) |
| 46.0ms | (fma (sqrt (- b)) (sqrt (- b)) (- (* (sqrt (sqrt (fma c (* a -4) (* b b)))) (sqrt (sqrt (fma c (* a -4) (* b b))))))) |
7 alts after pruning (6 fresh and 1 done)
Merged error: 11.0b
Found 4 expressions with local error:
| 23.0b | (cbrt (fma (* a -4) c (* b b))) |
| 23.0b | (cbrt (fma (* a -4) c (* b b))) |
| 22.2b | (sqrt (fma c (* a -4) (* b b))) |
| 21.0b | (fma (sqrt (cbrt (fma (* a -4) c (* b b)))) (fabs (cbrt (fma (* a -4) c (* b b)))) b) |
4 calls. Slowest were:
| 1.0ms | (sqrt (fma c (* a -4) (* b b))) |
| 1.0ms | (cbrt (fma (* a -4) c (* b b))) |
| 0.0ms | (cbrt (fma (* a -4) c (* b b))) |
4 calls. Slowest were:
| 287.0ms | (fma (sqrt (cbrt (fma (* a -4) c (* b b)))) (fabs (cbrt (fma (* a -4) c (* b b)))) b) |
| 176.0ms | (cbrt (fma (* a -4) c (* b b))) |
| 162.0ms | (cbrt (fma (* a -4) c (* b b))) |
| 67.0ms | (sqrt (fma c (* a -4) (* b b))) |
22 calls. Slowest were:
| 206.0ms | (- (pow b 2/3) (* 4/3 (* (* a c) (pow (/ 1 (pow b 4)) 1/3)))) |
| 203.0ms | (exp (* 1/3 (- (log -4) (+ (log (/ 1 a)) (log (/ 1 c)))))) |
| 196.0ms | (+ (* (exp (* 1/6 (- (log -4) (+ (log (/ 1 a)) (log (/ 1 c)))))) (fabs (pow (fma (* -4 a) c (pow b 2)) 1/3))) b) |
8 alts after pruning (7 fresh and 1 done)
Merged error: 11.0b
91.6% (0.6b remaining)
Error of 13.3b against oracle of 12.8b and baseline of 19.3b