


Bits error versus x



Bits error versus y



Bits error versus z
Results
if x < -1.5293515526480282e+26 or 6.149818727891566e+21 < x Initial program 0.1
rmApplied div-inv0.3
Applied prod-diff0.3
Simplified0.1
Simplified0.1
if -1.5293515526480282e+26 < x < 6.149818727891566e+21Initial program 2.3
rmApplied associate-*l/0.1
Applied sub-div0.1
Final simplification0.1
herbie shell --seed 2019002 +o rules:numerics
(FPCore (x y z)
:name "fabs fraction 1"
(fabs (- (/ (+ x 4) y) (* (/ x y) z))))
Time bar (total: 11.2s)Debug log
1 calls. Slowest were:
| 50.0ms | (fabs (- (/ (+ x 4) y) (* (/ x y) z))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 1.5b
Found 3 expressions with local error:
| 3.2b | (* (/ x y) z) |
| 0.0b | (/ (+ x 4) y) |
| 0.0b | (- (/ (+ x 4) y) (* (/ x y) z)) |
3 calls. Slowest were:
| 7.0ms | (- (/ (+ x 4) y) (* (/ x y) z)) |
| 2.0ms | (/ (+ x 4) y) |
| 2.0ms | (* (/ x y) z) |
3 calls. Slowest were:
| 41.0ms | (- (/ (+ x 4) y) (* (/ x y) z)) |
| 25.0ms | (/ (+ x 4) y) |
| 19.0ms | (* (/ x y) z) |
31 calls. Slowest were:
| 250.0ms | (fma (+ x 4) (/ 1 y) (- (* z (/ x y)))) |
| 154.0ms | (- (* (+ x 4) y) (* y (* x z))) |
| 123.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0b
Found 3 expressions with local error:
| 3.2b | (* (/ x y) z) |
| 0.0b | (+ (/ x y) (/ 4 y)) |
| 0.0b | (- (+ (/ x y) (/ 4 y)) (* (/ x y) z)) |
3 calls. Slowest were:
| 52.0ms | (- (+ (/ x y) (/ 4 y)) (* (/ x y) z)) |
| 6.0ms | (+ (/ x y) (/ 4 y)) |
| 4.0ms | (* (/ x y) z) |
3 calls. Slowest were:
| 44.0ms | (- (+ (/ x y) (/ 4 y)) (* (/ x y) z)) |
| 22.0ms | (* (/ x y) z) |
| 21.0ms | (+ (/ x y) (/ 4 y)) |
42 calls. Slowest were:
| 448.0ms | (fma (/ 1 y) (+ x 4) (- (* z (/ x y)))) |
| 318.0ms | (* (+ (* (/ x y) (/ x y)) (- (* (/ 4 y) (/ 4 y)) (* (/ x y) (/ 4 y)))) y) |
| 307.0ms | (fma 1 (+ (/ x y) (/ 4 y)) (- (* z (/ x y)))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 1 expressions with local error:
| 3.4b | (/ (- (+ x 4) (* x z)) y) |
1 calls. Slowest were:
| 8.0ms | (/ (- (+ x 4) (* x z)) y) |
1 calls. Slowest were:
| 47.0ms | (/ (- (+ x 4) (* x z)) y) |
8 calls. Slowest were:
| 276.0ms | (- (pow (+ x 4) 3) (pow (* x z) 3)) |
| 161.0ms | (- (* (+ x 4) (+ x 4)) (* (* x z) (* x z))) |
| 114.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
Found 3 expressions with local error:
| 7.2b | (* (/ z y) x) |
| 0.0b | (- (/ (+ 4 x) y) (* (/ z y) x)) |
| 0.0b | (/ (+ 4 x) y) |
3 calls. Slowest were:
| 6.0ms | (- (/ (+ 4 x) y) (* (/ z y) x)) |
| 2.0ms | (* (/ z y) x) |
| 2.0ms | (/ (+ 4 x) y) |
3 calls. Slowest were:
| 27.0ms | (- (/ (+ 4 x) y) (* (/ z y) x)) |
| 22.0ms | (/ (+ 4 x) y) |
| 13.0ms | (* (/ z y) x) |
31 calls. Slowest were:
| 186.0ms | (fma (+ 4 x) (/ 1 y) (- (* x (/ z y)))) |
| 147.0ms | (- (* (+ 4 x) y) (* y (* z x))) |
| 97.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
4 alts after pruning (1 fresh and 3 done)
Merged error: 0b
92.8% (0.1b remaining)
Error of 0.1b against oracle of 0.0b and baseline of 1.5b