


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus t



Bits error versus a



Bits error versus b
if y < -5030318244.573108 or 6.369805194853656e-15 < y Initial program 0.1
rmApplied associate-/l*0.1
if -5030318244.573108 < y < 6.369805194853656e-15Initial program 3.7
Taylor expanded around inf 3.7
Simplified2.7
rmApplied pow-neg2.7
Applied associate-*l/2.7
Applied associate-*l/2.6
Applied associate-*r/2.6
Final simplification1.4
herbie shell --seed 2019002 +o rules:numerics
(FPCore (x y z t a b)
:name "Numeric.SpecFunctions:incompleteBetaWorker from math-functions-0.1.5.2"
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y))
Time bar (total: 44.9s)Debug log
1 calls. Slowest were:
| 361.0ms | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 0.8b
Found 4 expressions with local error:
| 0.9b | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 0.6b | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
| 0.3b | (* y (log z)) |
| 0.1b | (* (- t 1.0) (log a)) |
4 calls. Slowest were:
| 23.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 23.0ms | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
| 8.0ms | (* (- t 1.0) (log a)) |
4 calls. Slowest were:
| 166.0ms | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
| 133.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 78.0ms | (* (- t 1.0) (log a)) |
| 54.0ms | (* y (log z)) |
34 calls. Slowest were:
| 338.0ms | (- (+ (* t (log -1)) (* 1.0 (log (/ -1 a)))) (+ (* t (log (/ -1 a))) (* 1.0 (log -1)))) |
| 299.0ms | (+ (* t (* (log a) (exp (- (* 1.0 (log a)))))) (+ (exp (- (* 1.0 (log a)))) (* (log z) (* (exp (- (* 1.0 (log a)))) y)))) |
| 245.0ms | (- (+ (* y (log z)) (* (- t 1.0) (log a))) b) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 1.3b | (/ x (/ y (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) |
| 0.9b | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 0.3b | (* y (log z)) |
| 0.1b | (* (- t 1.0) (log a)) |
4 calls. Slowest were:
| 22.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 8.0ms | (* (- t 1.0) (log a)) |
| 2.0ms | (/ x (/ y (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) |
4 calls. Slowest were:
| 220.0ms | (/ x (/ y (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) |
| 112.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 55.0ms | (* (- t 1.0) (log a)) |
| 43.0ms | (* y (log z)) |
39 calls. Slowest were:
| 383.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 316.0ms | (- (+ (* t (log -1)) (* 1.0 (log (/ -1 a)))) (+ (* t (log (/ -1 a))) (* 1.0 (log -1)))) |
| 289.0ms | (+ (* t (* (log a) (exp (- (* 1.0 (log a)))))) (+ (exp (- (* 1.0 (log a)))) (* (log z) (* (exp (- (* 1.0 (log a)))) y)))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.6b | (/ (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) y) |
| 0.2b | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 0.1b | (fma t (log a) (- b)) |
| 0.0b | (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) |
4 calls. Slowest were:
| 15.0ms | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 14.0ms | (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) |
| 13.0ms | (/ (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) y) |
4 calls. Slowest were:
| 424.0ms | (/ (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) y) |
| 341.0ms | (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) |
| 312.0ms | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 84.0ms | (fma t (log a) (- b)) |
32 calls. Slowest were:
| 720.0ms | (* (* (* (* (pow a (- 1.0)) (pow z y)) (* (pow a (- 1.0)) (pow z y))) (* (pow a (- 1.0)) (pow z y))) (* (* (exp (fma t (log a) (- b))) (exp (fma t (log a) (- b)))) (exp (fma t (log a) (- b))))) |
| 479.0ms | (+ (+ (* (log a) (- 1.0)) (log (pow z y))) (fma t (log a) (- b))) |
| 402.0ms | (+ (+ (log (pow a (- 1.0))) (log (pow z y))) (fma t (log a) (- b))) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.6b | (/ (/ (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) (pow a 1.0)) y) |
| 0.2b | (* (* 1 (pow z y)) (exp (fma t (log a) (- b)))) |
| 0.1b | (fma t (log a) (- b)) |
| 0.0b | (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) |
4 calls. Slowest were:
| 10.0ms | (* (* 1 (pow z y)) (exp (fma t (log a) (- b)))) |
| 7.0ms | (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) |
| 6.0ms | (/ (/ (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) (pow a 1.0)) y) |
4 calls. Slowest were:
| 574.0ms | (/ (/ (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) (pow a 1.0)) y) |
| 178.0ms | (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) |
| 153.0ms | (* (* 1 (pow z y)) (exp (fma t (log a) (- b)))) |
| 71.0ms | (fma t (log a) (- b)) |
27 calls. Slowest were:
| 478.0ms | (* (exp (* -1 (* (log (/ 1 z)) y))) (* x (exp (- (+ b (* t (log (/ 1 a)))))))) |
| 426.0ms | (/ (* (exp (* -1 (* (log (/ 1 z)) y))) (* x (exp (- (+ b (* t (log (/ 1 a)))))))) (* a y)) |
| 245.0ms | (sqrt (/ (* x (* (* 1 (pow z y)) (exp (fma t (log a) (- b))))) (pow a 1.0))) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 0b
29.9% (1.4b remaining)
Error of 1.4b against oracle of 0.0b and baseline of 2.0b