


Bits error versus alpha



Bits error versus beta
if alpha < 31224578.285005733Initial program 0.1
rmApplied div-sub0.1
Applied associate-+l-0.1
rmApplied div-inv0.1
Applied fma-neg0.1
rmApplied add-log-exp0.1
if 31224578.285005733 < alpha Initial program 49.5
rmApplied div-sub49.5
Applied associate-+l-47.9
rmApplied div-inv47.9
Applied fma-neg47.9
Taylor expanded around inf 18.7
Simplified18.7
Final simplification6.1
herbie shell --seed 2019007 +o rules:numerics
(FPCore (alpha beta)
:name "Octave 3.8, jcobi/1"
:pre (and (> alpha -1) (> beta -1))
(/ (+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0) 2.0))
Time bar (total: 54.1s)Debug log
1 calls. Slowest were:
| 67.0ms | (/ (+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0) 2.0) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 14.9b
Found 2 expressions with local error:
| 1.8b | (+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0) |
| 0.0b | (/ (- beta alpha) (+ (+ alpha beta) 2.0)) |
2 calls. Slowest were:
| 31.0ms | (+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0) |
| 10.0ms | (/ (- beta alpha) (+ (+ alpha beta) 2.0)) |
2 calls. Slowest were:
| 53.0ms | (+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0) |
| 26.0ms | (/ (- beta alpha) (+ (+ alpha beta) 2.0)) |
51 calls. Slowest were:
| 498.0ms | (/ (- beta alpha) (+ (pow (+ alpha beta) 3) (pow 2.0 3))) |
| 235.0ms | (- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta))) |
| 209.0ms | (- (+ (* 4.0 (/ 1 (pow beta 2))) 1) (* 2.0 (/ 1 beta))) |
14 alts after pruning (14 fresh and 0 done)
Merged error: 14.1b
Found 4 expressions with local error:
| 1.8b | (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0) |
| 0.0b | (/ alpha (+ (+ alpha beta) 2.0)) |
| 0.0b | (/ beta (+ (+ alpha beta) 2.0)) |
| 0.0b | (- (/ beta (+ (+ alpha beta) 2.0)) (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)) |
4 calls. Slowest were:
| 23.0ms | (- (/ beta (+ (+ alpha beta) 2.0)) (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)) |
| 6.0ms | (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0) |
| 2.0ms | (/ alpha (+ (+ alpha beta) 2.0)) |
4 calls. Slowest were:
| 57.0ms | (- (/ beta (+ (+ alpha beta) 2.0)) (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)) |
| 49.0ms | (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0) |
| 40.0ms | (/ beta (+ (+ alpha beta) 2.0)) |
| 39.0ms | (/ alpha (+ (+ alpha beta) 2.0)) |
76 calls. Slowest were:
| 607.0ms | (- (* beta (+ (/ alpha (+ (+ alpha beta) 2.0)) 1.0)) (* (+ (+ alpha beta) 2.0) (- (* (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0))) (* 1.0 1.0)))) |
| 601.0ms | (fma (/ beta (- (* (+ alpha beta) (+ alpha beta)) (* 2.0 2.0))) (- (+ alpha beta) 2.0) (- (* (cbrt (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)) (* (cbrt (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)) (cbrt (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)))))) |
| 524.0ms | (/ alpha (+ (pow (+ alpha beta) 3) (pow 2.0 3))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 2.8b
Found 4 expressions with local error:
| 1.8b | (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0) |
| 0.0b | (fma beta (/ 1 (+ (+ alpha beta) 2.0)) (- (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) |
| 0.0b | (/ alpha (+ (+ alpha beta) 2.0)) |
| 0.0b | (/ 1 (+ (+ alpha beta) 2.0)) |
4 calls. Slowest were:
| 6.0ms | (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0) |
| 2.0ms | (/ 1 (+ (+ alpha beta) 2.0)) |
| 2.0ms | (/ alpha (+ (+ alpha beta) 2.0)) |
4 calls. Slowest were:
| 50.0ms | (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0) |
| 47.0ms | (fma beta (/ 1 (+ (+ alpha beta) 2.0)) (- (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) |
| 30.0ms | (/ 1 (+ (+ alpha beta) 2.0)) |
| 28.0ms | (/ alpha (+ (+ alpha beta) 2.0)) |
27 calls. Slowest were:
| 577.0ms | (/ alpha (+ (pow (+ alpha beta) 3) (pow 2.0 3))) |
| 280.0ms | (- (* 0.5 alpha) (+ (* 0.25 (pow alpha 2)) (* 0.25 (* beta alpha)))) |
| 224.0ms | (+ (* (+ alpha beta) (+ alpha beta)) (- (* 2.0 2.0) (* (+ alpha beta) 2.0))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 2.8b
Found 4 expressions with local error:
| 1.8b | (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)) |
| 0.1b | (* (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0))) |
| 0.1b | (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) |
| 0.0b | (fma beta (/ 1 (+ (+ alpha beta) 2.0)) (- (/ (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)) (+ (* (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0))) (+ (* 1.0 1.0) (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0)))))) |
4 calls. Slowest were:
| 30.0ms | (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)) |
| 8.0ms | (* (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0))) |
| 3.0ms | (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) |
4 calls. Slowest were:
| 269.0ms | (fma beta (/ 1 (+ (+ alpha beta) 2.0)) (- (/ (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)) (+ (* (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0))) (+ (* 1.0 1.0) (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0)))))) |
| 73.0ms | (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)) |
| 50.0ms | (* (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0))) |
| 46.0ms | (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) |
244 calls. Slowest were:
| 596.0ms | (- (* 24.0 (/ 1 (pow alpha 2))) (+ (* 6.0 (/ 1 alpha)) (* 80.0 (/ 1 (pow alpha 3))))) |
| 531.0ms | (fma (pow alpha 3) (pow (/ 1 (+ (+ alpha beta) 2.0)) 3) (- (* 1.0 (* 1.0 1.0)))) |
| 518.0ms | (pow (/ alpha (- (* (+ alpha beta) (+ alpha beta)) (* 2.0 2.0))) 3) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 2.8b
75.9% (3.0b remaining)
Error of 6.1b against oracle of 3.1b and baseline of 15.7b