


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 < -0.42156715725308463 or 0.0006797883881164825 < y Initial program 0.0
Taylor expanded around inf 0.0
Simplified0.0
if -0.42156715725308463 < y < 0.0006797883881164825Initial program 3.6
Taylor expanded around inf 3.6
Simplified3.6
Taylor expanded around inf 3.6
Simplified2.2
rmApplied clear-num2.2
rmApplied pow-neg2.2
Applied associate-*l/2.2
Applied associate-*l/2.2
Applied associate-*r/2.2
Applied associate-/r/2.4
Applied associate-/r*2.5
Final simplification1.3
herbie shell --seed 2019004 +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: 48.3s)Debug log
1 calls. Slowest were:
| 358.0ms | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 0.9b
Found 4 expressions with local error:
| 1.0b | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 1.0b | (/ (* 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:
| 46.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 12.0ms | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
| 4.0ms | (* (- t 1.0) (log a)) |
4 calls. Slowest were:
| 240.0ms | (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y) |
| 131.0ms | (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)) |
| 59.0ms | (* (- t 1.0) (log a)) |
| 47.0ms | (* y (log z)) |
34 calls. Slowest were:
| 344.0ms | (- (+ (* t (log -1)) (* 1.0 (log (/ -1 a)))) (+ (* t (log (/ -1 a))) (* 1.0 (log -1)))) |
| 255.0ms | (+ (* t (* (log a) (exp (- (* 1.0 (log a)))))) (+ (exp (- (* 1.0 (log a)))) (* (log z) (* (exp (- (* 1.0 (log a)))) y)))) |
| 227.0ms | (/ (* x (exp (- (* 1.0 (log (/ 1 a))) (+ (* (log (/ 1 z)) y) (+ b (* t (log (/ 1 a)))))))) y) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 1.0b | (exp (- (+ (* (log z) y) (* (- t 1.0) (log a))) b)) |
| 1.0b | (/ (* x (exp (- (+ (* (log z) y) (* (- t 1.0) (log a))) b))) y) |
| 0.3b | (* (log z) y) |
| 0.1b | (* (- t 1.0) (log a)) |
4 calls. Slowest were:
| 44.0ms | (exp (- (+ (* (log z) y) (* (- t 1.0) (log a))) b)) |
| 21.0ms | (/ (* x (exp (- (+ (* (log z) y) (* (- t 1.0) (log a))) b))) y) |
| 8.0ms | (* (- t 1.0) (log a)) |
4 calls. Slowest were:
| 249.0ms | (/ (* x (exp (- (+ (* (log z) y) (* (- t 1.0) (log a))) b))) y) |
| 192.0ms | (exp (- (+ (* (log z) y) (* (- t 1.0) (log a))) b)) |
| 89.0ms | (* (log z) y) |
| 63.0ms | (* (- t 1.0) (log a)) |
33 calls. Slowest were:
| 587.0ms | (+ (* t (* (log a) (exp (- (* 1.0 (log a)))))) (+ (exp (- (* 1.0 (log a)))) (* (log z) (* (exp (- (* 1.0 (log a)))) y)))) |
| 376.0ms | (- (+ (* t (log -1)) (* 1.0 (log (/ -1 a)))) (+ (* t (log (/ -1 a))) (* 1.0 (log -1)))) |
| 216.0ms | (/ (* x (exp (- (* 1.0 (log (/ 1 a))) (+ (* (log (/ 1 z)) y) (+ b (* t (log (/ 1 a)))))))) y) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 1.0b | (/ (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) y) |
| 0.3b | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 0.2b | (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:
| 28.0ms | (/ (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) y) |
| 25.0ms | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 15.0ms | (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) |
4 calls. Slowest were:
| 456.0ms | (/ (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) y) |
| 391.0ms | (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))) |
| 313.0ms | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 63.0ms | (fma t (log a) (- b)) |
32 calls. Slowest were:
| 416.0ms | (/ (* (exp (* -1 (* (log (/ 1 z)) y))) (* x (exp (- (+ b (* t (log (/ 1 a)))))))) (* a y)) |
| 380.0ms | (+ (+ (* (log a) (- 1.0)) (log (pow z y))) (fma t (log a) (- b))) |
| 365.0ms | (+ (+ (* (log a) (- 1.0)) (* (log z) y)) (fma t (log a) (- b))) |
7 alts after pruning (5 fresh and 2 done)
Merged error: 0b
Found 4 expressions with local error:
| 1.0b | (/ y (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))))) |
| 0.3b | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 0.2b | (fma t (log a) (- b)) |
| 0.0b | (/ 1 (/ y (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))))) |
4 calls. Slowest were:
| 25.0ms | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 20.0ms | (/ 1 (/ y (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))))) |
| 13.0ms | (/ y (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))))) |
4 calls. Slowest were:
| 462.0ms | (/ 1 (/ y (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b))))))) |
| 402.0ms | (/ y (* x (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))))) |
| 268.0ms | (* (* (pow a (- 1.0)) (pow z y)) (exp (fma t (log a) (- b)))) |
| 86.0ms | (fma t (log a) (- b)) |
38 calls. Slowest were:
| 400.0ms | (/ (* (exp (* -1 (* (log (/ 1 z)) y))) (* x (exp (- (+ b (* t (log (/ 1 a)))))))) (* a y)) |
| 398.0ms | (+ (+ (* (log a) (- 1.0)) (log (pow z y))) (fma t (log a) (- b))) |
| 374.0ms | (* (* (* (* (pow a (- 1.0)) (pow a (- 1.0))) (pow a (- 1.0))) (* (* (pow z y) (pow z y)) (pow z y))) (* (* (exp (fma t (log a) (- b))) (exp (fma t (log a) (- b)))) (exp (fma t (log a) (- b))))) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 0b
30.7% (1.3b remaining)
Error of 1.3b against oracle of 0.0b and baseline of 1.9b