


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus t



Bits error versus a



Bits error versus b



Bits error versus c



Bits error versus i
Initial program 0.0
Simplified0.0
rmApplied add-cube-cbrt0.7
Applied fma-def0.7
Final simplification0.7
herbie shell --seed 2019008 +o rules:numerics
(FPCore (x y z t a b c i)
:name "Linear.V4:$cdot from linear-1.19.1.3"
(+ (+ (+ (* x y) (* z t)) (* a b)) (* c i)))
Time bar (total: 17.6s)Debug log
1 calls. Slowest were:
| 131.0ms | (+ (+ (+ (* x y) (* z t)) (* a b)) (* c i)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 0.0b
Found 2 expressions with local error:
| 0.0b | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 0.0b | (fma i c (* x y)) |
2 calls. Slowest were:
| 7.0ms | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 0.0ms | (fma i c (* x y)) |
2 calls. Slowest were:
| 230.0ms | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 38.0ms | (fma i c (* x y)) |
12 calls. Slowest were:
| 155.0ms | (* (exp (fma b a (* z t))) (exp (fma i c (* x y)))) |
| 62.0ms | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 30.0ms | (+ (* i c) (+ (* t z) (* x y))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0b
Found 4 expressions with local error:
| 1.5b | (cbrt (fma b a (* z t))) |
| 1.5b | (cbrt (fma b a (* z t))) |
| 1.5b | (cbrt (fma b a (* z t))) |
| 0.5b | (* (cbrt (fma b a (* z t))) (cbrt (fma b a (* z t)))) |
4 calls. Slowest were:
| 10.0ms | (* (cbrt (fma b a (* z t))) (cbrt (fma b a (* z t)))) |
| 1.0ms | (cbrt (fma b a (* z t))) |
| 1.0ms | (cbrt (fma b a (* z t))) |
4 calls. Slowest were:
| 171.0ms | (cbrt (fma b a (* z t))) |
| 167.0ms | (* (cbrt (fma b a (* z t))) (cbrt (fma b a (* z t)))) |
| 154.0ms | (cbrt (fma b a (* z t))) |
| 116.0ms | (cbrt (fma b a (* z t))) |
41 calls. Slowest were:
| 484.0ms | (exp (* -1/3 (+ (* 2 (log (/ -1 a))) (* 2 (log (/ -1 b)))))) |
| 416.0ms | (exp (* -1/3 (+ (log (/ 1 b)) (log (/ 1 a))))) |
| 412.0ms | (exp (* -1/3 (+ (log (/ 1 b)) (log (/ 1 a))))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 4 expressions with local error:
| 1.7b | (cbrt (fma i c (* x y))) |
| 1.7b | (cbrt (fma i c (* x y))) |
| 1.7b | (cbrt (fma i c (* x y))) |
| 0.5b | (* (cbrt (fma i c (* x y))) (cbrt (fma i c (* x y)))) |
4 calls. Slowest were:
| 10.0ms | (* (cbrt (fma i c (* x y))) (cbrt (fma i c (* x y)))) |
| 1.0ms | (cbrt (fma i c (* x y))) |
| 1.0ms | (cbrt (fma i c (* x y))) |
4 calls. Slowest were:
| 153.0ms | (* (cbrt (fma i c (* x y))) (cbrt (fma i c (* x y)))) |
| 153.0ms | (cbrt (fma i c (* x y))) |
| 138.0ms | (cbrt (fma i c (* x y))) |
| 133.0ms | (cbrt (fma i c (* x y))) |
41 calls. Slowest were:
| 457.0ms | (exp (* -1/3 (+ (* 2 (log (/ -1 i))) (* 2 (log (/ -1 c)))))) |
| 351.0ms | (exp (* -1/3 (+ (log (/ 1 c)) (log (/ 1 i))))) |
| 350.0ms | (exp (* -1/3 (+ (log (/ 1 c)) (log (/ 1 i))))) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
Found 2 expressions with local error:
| 0.0b | (fma i c (* t z)) |
| 0.0b | (fma x y (fma i c (* t z))) |
2 calls. Slowest were:
| 0.0ms | (fma i c (* t z)) |
| 0.0ms | (fma x y (fma i c (* t z))) |
2 calls. Slowest were:
| 61.0ms | (fma i c (* t z)) |
| 48.0ms | (fma x y (fma i c (* t z))) |
6 calls. Slowest were:
| 30.0ms | (+ (* i c) (+ (* t z) (* x y))) |
| 24.0ms | (+ (* i c) (+ (* t z) (* x y))) |
| 5.0ms | (+ (* t z) (* i c)) |
4 alts after pruning (1 fresh and 3 done)
Merged error: 0b
0% (0.6b remaining)
Error of 0.7b against oracle of 0.0b and baseline of 0.7b