



Bits error versus x




Bits error versus y
Results
| Original | 20.0 |
|---|---|
| Target | 0.1 |
| Herbie | 0.0 |
Initial program 20.0
Initial simplification20.0
rmApplied add-sqr-sqrt20.0
Applied times-frac20.0
Simplified20.0
Simplified0.0
rmApplied associate-*l/0.0
Final simplification0.0
herbie shell --seed 2018365 +o rules:numerics
(FPCore (x y)
:name "Kahan p9 Example"
:pre (and (< 0 x 1) (< y 1))
:herbie-target
(if (< 0.5 (fabs (/ x y)) 2) (/ (* (- x y) (+ x y)) (+ (* x x) (* y y))) (- 1 (/ 2 (+ 1 (* (/ x y) (/ x y))))))
(/ (* (- x y) (+ x y)) (+ (* x x) (* y y))))
Time bar (total: 22.2s)Debug log
1 alts after pruning (1 fresh and 0 done)
Merged error: 23.9b
Found 2 expressions with local error:
| 23.9b | (/ (* (- x y) (+ y x)) (fma x x (* y y))) |
| 0.0b | (fma x x (* y y)) |
2 calls. Slowest were:
| 7.0ms | (/ (* (- x y) (+ y x)) (fma x x (* y y))) |
| 0.0ms | (fma x x (* y y)) |
2 calls. Slowest were:
| 54.0ms | (/ (* (- x y) (+ y x)) (fma x x (* y y))) |
| 24.0ms | (fma x x (* y y)) |
28 calls. Slowest were:
| 443.0ms | (* (- (* x x) (* y y)) (+ y x)) |
| 394.0ms | (* (- (* x x) (* y y)) (+ (pow y 3) (pow x 3))) |
| 391.0ms | (* (- (pow x 3) (pow y 3)) (+ y x)) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.0b | (/ (+ x y) (hypot x y)) |
| 0.0b | (* (/ (- x y) (hypot x y)) (/ (+ x y) (hypot x y))) |
| 0.0b | (/ (- x y) (hypot x y)) |
| 0.0b | (hypot x y) |
4 calls. Slowest were:
| 15.0ms | (* (/ (- x y) (hypot x y)) (/ (+ x y) (hypot x y))) |
| 6.0ms | (/ (+ x y) (hypot x y)) |
| 6.0ms | (/ (- x y) (hypot x y)) |
4 calls. Slowest were:
| 77.0ms | (* (/ (- x y) (hypot x y)) (/ (+ x y) (hypot x y))) |
| 57.0ms | (/ (+ x y) (hypot x y)) |
| 54.0ms | (/ (- x y) (hypot x y)) |
| 41.0ms | (hypot x y) |
105 calls. Slowest were:
| 408.0ms | (* (/ (- x y) (hypot x y)) (/ (+ x y) (hypot x y))) |
| 313.0ms | (+ (- (log (- x y)) (log (hypot x y))) (- (log (+ x y)) (log (hypot x y)))) |
| 313.0ms | (/ (* (* (+ x y) (+ x y)) (+ x y)) (* (* (hypot x y) (hypot x y)) (hypot x y))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.0b | (/ (+ x y) (hypot x y)) |
| 0.0b | (* (- x y) (/ (+ x y) (hypot x y))) |
| 0.0b | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 0.0b | (hypot x y) |
4 calls. Slowest were:
| 17.0ms | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 13.0ms | (* (- x y) (/ (+ x y) (hypot x y))) |
| 8.0ms | (/ (+ x y) (hypot x y)) |
4 calls. Slowest were:
| 80.0ms | (* (- x y) (/ (+ x y) (hypot x y))) |
| 79.0ms | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 73.0ms | (/ (+ x y) (hypot x y)) |
| 41.0ms | (hypot x y) |
87 calls. Slowest were:
| 337.0ms | (/ (* (* (+ x y) (+ x y)) (+ x y)) (* (* (hypot x y) (hypot x y)) (hypot x y))) |
| 333.0ms | (* (- (pow x 3) (pow y 3)) (+ x y)) |
| 328.0ms | (* (- (pow x 3) (pow y 3)) (+ x y)) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.0b | (/ (+ x y) (hypot x y)) |
| 0.0b | (* (- x y) (/ (+ x y) (hypot x y))) |
| 0.0b | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 0.0b | (log (exp (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)))) |
4 calls. Slowest were:
| 13.0ms | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 9.0ms | (log (exp (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)))) |
| 6.0ms | (* (- x y) (/ (+ x y) (hypot x y))) |
4 calls. Slowest were:
| 75.0ms | (* (- x y) (/ (+ x y) (hypot x y))) |
| 73.0ms | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 65.0ms | (/ (+ x y) (hypot x y)) |
| 53.0ms | (log (exp (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)))) |
98 calls. Slowest were:
| 331.0ms | (sqrt (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y))) |
| 330.0ms | (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)) |
| 321.0ms | (log (* (cbrt (exp (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)))) (cbrt (exp (/ (* (- x y) (/ (+ x y) (hypot x y))) (hypot x y)))))) |
4 alts after pruning (1 fresh and 3 done)
Merged error: 0b
0% (0.0b remaining)
Error of 0.0b against oracle of 0.0b and baseline of 0.0b