


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
Final simplification0.7
herbie shell --seed 2019007 +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: 16.5s)Debug log
1 calls. Slowest were:
| 80.0ms | (+ (+ (+ (* x y) (* z t)) (* a b)) (* c i)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 0.0b
Found 3 expressions with local error:
| 0.0b | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 0.0b | (fma b a (* z t)) |
| 0.0b | (fma i c (* x y)) |
3 calls. Slowest were:
| 8.0ms | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 0.0ms | (fma b a (* z t)) |
| 0.0ms | (fma i c (* x y)) |
3 calls. Slowest were:
| 258.0ms | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 45.0ms | (fma b a (* z t)) |
| 44.0ms | (fma i c (* x y)) |
15 calls. Slowest were:
| 110.0ms | (* (exp (fma b a (* z t))) (exp (fma i c (* x y)))) |
| 54.0ms | (+ (fma b a (* z t)) (fma i c (* x y))) |
| 29.0ms | (+ (* i c) (+ (* t z) (* x y))) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 1.8b | (cbrt (fma i c (* x y))) |
| 1.8b | (cbrt (fma i c (* x y))) |
| 1.8b | (cbrt (fma i c (* x y))) |
| 0.6b | (* (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:
| 184.0ms | (* (cbrt (fma i c (* x y))) (cbrt (fma i c (* x y)))) |
| 154.0ms | (cbrt (fma i c (* x y))) |
| 148.0ms | (cbrt (fma i c (* x y))) |
| 144.0ms | (cbrt (fma i c (* x y))) |
41 calls. Slowest were:
| 382.0ms | (exp (* -1/3 (+ (log (/ 1 c)) (log (/ 1 i))))) |
| 376.0ms | (exp (* -1/3 (+ (log (/ 1 c)) (log (/ 1 i))))) |
| 359.0ms | (exp (* -1/3 (+ (* 2 (log (/ -1 i))) (* 2 (log (/ -1 c)))))) |
2 alts after pruning (1 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 1.9b | (cbrt (fma b a (* z t))) |
| 1.9b | (cbrt (fma b a (* z t))) |
| 1.9b | (cbrt (fma b a (* z t))) |
| 0.5b | (* (cbrt (fma b a (* z t))) (cbrt (fma b a (* z t)))) |
4 calls. Slowest were:
| 6.0ms | (* (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:
| 148.0ms | (cbrt (fma b a (* z t))) |
| 140.0ms | (* (cbrt (fma b a (* z t))) (cbrt (fma b a (* z t)))) |
| 134.0ms | (cbrt (fma b a (* z t))) |
| 118.0ms | (cbrt (fma b a (* z t))) |
41 calls. Slowest were:
| 433.0ms | (exp (* -1/3 (+ (log (/ 1 b)) (log (/ 1 a))))) |
| 366.0ms | (exp (* -1/3 (+ (log (/ 1 b)) (log (/ 1 a))))) |
| 330.0ms | (exp (* -1/3 (+ (* 2 (log (/ -1 a))) (* 2 (log (/ -1 b)))))) |
2 alts after pruning (0 fresh and 2 done)
Merged error: 0.0b
0% (0.6b remaining)
Error of 0.7b against oracle of 0.0b and baseline of 0.7b