


Bits error versus alpha



Bits error versus beta



Bits error versus i
Initial program 23.6
Simplified12.3
rmApplied div-inv12.3
rmApplied add-cbrt-cube12.3
rmApplied add-log-exp12.3
Final simplification12.3
herbie shell --seed 2019008 +o rules:numerics
(FPCore (alpha beta i)
:name "Octave 3.8, jcobi/2"
:pre (and (> alpha -1) (> beta -1) (> i 0))
(/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2 i))) (+ (+ (+ alpha beta) (* 2 i)) 2.0)) 1.0) 2.0))
Time bar (total: 38.1s)Debug log
1 calls. Slowest were:
| 572.0ms | (/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2 i))) (+ (+ (+ alpha beta) (* 2 i)) 2.0)) 1.0) 2.0) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 13.4b
Found 3 expressions with local error:
| 1.6b | (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 0.0b | (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) |
| 0.0b | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
3 calls. Slowest were:
| 8.0ms | (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) |
| 6.0ms | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
| 0.0ms | (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
3 calls. Slowest were:
| 114.0ms | (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 67.0ms | (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) |
| 61.0ms | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
75 calls. Slowest were:
| 389.0ms | (+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha)))) |
| 223.0ms | (- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta))) |
| 206.0ms | (/ (* (* (- beta alpha) (- beta alpha)) (- beta alpha)) (* (* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (+ beta 2.0) (fma 2 i alpha))) (+ (+ beta 2.0) (fma 2 i alpha)))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 13.2b
Found 4 expressions with local error:
| 2.5b | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 0.1b | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
| 0.0b | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
| 0.0b | (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))) |
4 calls. Slowest were:
| 11.0ms | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
| 10.0ms | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
| 6.0ms | (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))) |
4 calls. Slowest were:
| 145.0ms | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 81.0ms | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
| 60.0ms | (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))) |
| 44.0ms | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
68 calls. Slowest were:
| 401.0ms | (+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha)))) |
| 383.0ms | (+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha)))) |
| 318.0ms | (* (- (pow beta 3) (pow alpha 3)) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 13.2b
Found 4 expressions with local error:
| 2.5b | (+ (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0) |
| 0.1b | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
| 0.1b | (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) |
| 0.0b | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
4 calls. Slowest were:
| 27.0ms | (+ (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0) |
| 15.0ms | (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) |
| 5.0ms | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
4 calls. Slowest were:
| 180.0ms | (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) |
| 156.0ms | (+ (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0) |
| 59.0ms | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
| 38.0ms | (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) |
109 calls. Slowest were:
| 664.0ms | (* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta)) |
| 632.0ms | (* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta)) |
| 612.0ms | (* (* (- (* beta beta) (* alpha alpha)) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (+ beta alpha)) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 13.2b
Found 4 expressions with local error:
| 2.5b | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 2.5b | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 2.5b | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 0.1b | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
4 calls. Slowest were:
| 7.0ms | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
| 0.0ms | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 0.0ms | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
4 calls. Slowest were:
| 142.0ms | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 123.0ms | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 108.0ms | (fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) |
| 83.0ms | (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
32 calls. Slowest were:
| 475.0ms | (* (* (* (- beta alpha) (- beta alpha)) (- beta alpha)) (* (* (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))) |
| 443.0ms | (+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha)))) |
| 305.0ms | (* (- (pow beta 3) (pow alpha 3)) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) |
12 alts after pruning (11 fresh and 1 done)
Merged error: 13.1b
0% (0.3b remaining)
Error of 12.3b against oracle of 12.0b and baseline of 12.3b