



Bits error versus x
Results
| Original | 52.5 |
|---|---|
| Target | 44.8 |
| Herbie | 0.1 |
if x < -1.0817179295038961Initial program 61.9
Simplified61.1
rmApplied add-sqr-sqrt61.7
Taylor expanded around -inf 0.2
Simplified0.2
if -1.0817179295038961 < x < 0.008008469962328969Initial program 58.7
Simplified58.7
Taylor expanded around 0 0.1
if 0.008008469962328969 < x Initial program 30.9
Simplified0.1
rmApplied add-sqr-sqrt0.1
Final simplification0.1
herbie shell --seed 2019008 +o rules:numerics
(FPCore (x)
:name "Hyperbolic arcsine"
:herbie-target
(if (< x 0) (log (/ -1 (- x (sqrt (+ (* x x) 1))))) (log (+ x (sqrt (+ (* x x) 1)))))
(log (+ x (sqrt (+ (* x x) 1)))))
Time bar (total: 15.7s)Debug log
1 calls. Slowest were:
| 8.0ms | (log (+ x (sqrt (+ (* x x) 1)))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 46.7b
Found 3 expressions with local error:
| 3.3b | (log (+ x (hypot 1 x))) |
| 0.5b | (+ x (hypot 1 x)) |
| 0.0b | (hypot 1 x) |
3 calls. Slowest were:
| 2.0ms | (log (+ x (hypot 1 x))) |
| 1.0ms | (+ x (hypot 1 x)) |
| 0.0ms | (hypot 1 x) |
3 calls. Slowest were:
| 118.0ms | (log (+ x (hypot 1 x))) |
| 35.0ms | (hypot 1 x) |
| 35.0ms | (+ x (hypot 1 x)) |
15 calls. Slowest were:
| 402.0ms | (- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4))))) |
| 217.0ms | (- (* 1/8 (/ 1 (pow x 3))) (+ (* 1/16 (/ 1 (pow x 5))) (* 1/2 (/ 1 x)))) |
| 198.0ms | (- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2)))) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0b
Found 3 expressions with local error:
| 18.2b | (- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3))) |
| 0.3b | (* 1/6 (pow x 3)) |
| 0.0b | (* 3/40 (pow x 5)) |
3 calls. Slowest were:
| 7.0ms | (- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3))) |
| 1.0ms | (* 1/6 (pow x 3)) |
| 1.0ms | (* 3/40 (pow x 5)) |
3 calls. Slowest were:
| 30.0ms | (* 3/40 (pow x 5)) |
| 29.0ms | (- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3))) |
| 26.0ms | (* 1/6 (pow x 3)) |
25 calls. Slowest were:
| 146.0ms | (fma (sqrt (+ x (* 3/40 (pow x 5)))) (sqrt (+ x (* 3/40 (pow x 5)))) (- (* (pow x 3) 1/6))) |
| 143.0ms | (/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3)))) |
| 133.0ms | (- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3))) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0b
Found 4 expressions with local error:
| 5.9b | (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))) |
| 3.3b | (log (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))) |
| 0.2b | (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))) |
| 0.0b | (hypot 1 x) |
4 calls. Slowest were:
| 5.0ms | (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))) |
| 2.0ms | (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))) |
| 1.0ms | (log (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))) |
4 calls. Slowest were:
| 135.0ms | (log (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))) |
| 45.0ms | (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))) |
| 29.0ms | (hypot 1 x) |
| 26.0ms | (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))) |
39 calls. Slowest were:
| 371.0ms | (- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4))))) |
| 262.0ms | (- (* 1/8 (/ 1 (pow x 3))) (+ (* 1/16 (/ 1 (pow x 5))) (* 1/2 (/ 1 x)))) |
| 219.0ms | (- (+ x (* 1/2 (/ 1 x))) (* 1/8 (/ 1 (pow x 3)))) |
3 alts after pruning (1 fresh and 2 done)
Merged error: 0b
Found 4 expressions with local error:
| 19.8b | (+ (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x))) |
| 12.3b | (log (+ (/ -1/2 x) (+ (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x))))) |
| 0.2b | (/ -1/16 (pow x 5)) |
| 0.1b | (/ (/ 1/8 x) (* x x)) |
4 calls. Slowest were:
| 17.0ms | (log (+ (/ -1/2 x) (+ (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x))))) |
| 6.0ms | (/ (/ 1/8 x) (* x x)) |
| 6.0ms | (+ (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x))) |
4 calls. Slowest were:
| 97.0ms | (log (+ (/ -1/2 x) (+ (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x))))) |
| 67.0ms | (+ (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x))) |
| 28.0ms | (/ -1/16 (pow x 5)) |
| 17.0ms | (/ (/ 1/8 x) (* x x)) |
44 calls. Slowest were:
| 476.0ms | (/ (* (* (/ 1/8 x) (/ 1/8 x)) (/ 1/8 x)) (* (* (* x x) (* x x)) (* x x))) |
| 324.0ms | (- (+ (* 6 (pow x 4)) (log -1/16)) (+ (* 2 (pow x 2)) (* 5 (log x)))) |
| 322.0ms | (log (+ (* -1/2 (- (/ -1/16 (pow x 5)) (/ (/ 1/8 x) (* x x)))) (* x (- (* (/ -1/16 (pow x 5)) (/ -1/16 (pow x 5))) (* (/ (/ 1/8 x) (* x x)) (/ (/ 1/8 x) (* x x))))))) |
3 alts after pruning (0 fresh and 3 done)
Merged error: 0b
99.8% (0.1b remaining)
Error of 0.1b against oracle of 0.0b and baseline of 31.5b