


Bits error versus x



Bits error versus eps
if x < 354.78477434902067Initial program 39.1
Taylor expanded around 0 1.5
rmApplied add-sqr-sqrt1.5
Applied *-un-lft-identity1.5
Applied prod-diff1.5
Simplified1.5
Simplified1.5
rmApplied add-exp-log1.5
Taylor expanded around inf 1.5
Simplified1.5
if 354.78477434902067 < x Initial program 0.0
rmApplied prod-diff0.0
Simplified0.0
Simplified0.0
Final simplification1.1
herbie shell --seed 2019005 +o rules:numerics
(FPCore (x eps)
:name "NMSE Section 6.1 mentioned, A"
(/ (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) 2))
Time bar (total: 1.4m)Debug log
1 calls. Slowest were:
| 144.0ms | (/ (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) 2) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 32.7b
Found 4 expressions with local error:
| 3.9b | (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) |
| 0.0b | (* (- 1 eps) x) |
| 0.0b | (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) |
| 0.0b | (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))) |
4 calls. Slowest were:
| 21.0ms | (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))) |
| 13.0ms | (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) |
| 11.0ms | (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) |
4 calls. Slowest were:
| 110.0ms | (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) |
| 25.0ms | (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) |
| 23.0ms | (* (- 1 eps) x) |
| 23.0ms | (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))) |
225 calls. Slowest were:
| 1.2s | (- (* (* (+ (pow 1 3) (pow (/ 1 eps) 3)) (exp 0)) (* (+ (/ 1 eps) 1) (exp (* (+ 1 eps) x)))) (* (* (+ (* 1 1) (- (* (/ 1 eps) (/ 1 eps)) (* 1 (/ 1 eps)))) (exp (* (- 1 eps) x))) (* (- (* (/ 1 eps) (/ 1 eps)) (* 1 1)) (exp 0)))) |
| 980.0ms | (cbrt (exp (- (* (+ 1 eps) x)))) |
| 967.0ms | (- (* (* (- (* 1 1) (* (/ 1 eps) (/ 1 eps))) 1) (* (+ (/ 1 eps) 1) (exp (* (+ 1 eps) x)))) (* (* (- 1 (/ 1 eps)) (exp (* (- 1 eps) x))) (* (- (* (/ 1 eps) (/ 1 eps)) (* 1 1)) (exp 0)))) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 0.5b
Found 2 expressions with local error:
| 6.6b | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 0.1b | (* 2/3 (pow x 3)) |
2 calls. Slowest were:
| 34.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 2.0ms | (* 2/3 (pow x 3)) |
2 calls. Slowest were:
| 28.0ms | (* 2/3 (pow x 3)) |
| 27.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
43 calls. Slowest were:
| 218.0ms | (fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* (sqrt (pow x 2)) (sqrt (pow x 2))))) |
| 183.0ms | (fma (sqrt (+ (* 2/3 (pow x 3)) 2)) (sqrt (+ (* 2/3 (pow x 3)) 2)) (- (* (pow x 2) 1))) |
| 158.0ms | (fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* (pow x 2) 1))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.5b
Found 2 expressions with local error:
| 0.1b | (fma 2/3 x -1) |
| 0.0b | (fma (* x x) (fma 2/3 x -1) 2) |
2 calls. Slowest were:
| 0.0ms | (fma 2/3 x -1) |
| 0.0ms | (fma (* x x) (fma 2/3 x -1) 2) |
2 calls. Slowest were:
| 26.0ms | (fma 2/3 x -1) |
| 19.0ms | (fma (* x x) (fma 2/3 x -1) 2) |
6 calls. Slowest were:
| 105.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 69.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 58.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.5b
Found 4 expressions with local error:
| 9.4b | (log (fma (* x x) (fma 2/3 x -1) 2)) |
| 0.4b | (exp (log (fma (* x x) (fma 2/3 x -1) 2))) |
| 0.1b | (fma 2/3 x -1) |
| 0.0b | (fma (* x x) (fma 2/3 x -1) 2) |
4 calls. Slowest were:
| 2.0ms | (exp (log (fma (* x x) (fma 2/3 x -1) 2))) |
| 1.0ms | (log (fma (* x x) (fma 2/3 x -1) 2)) |
| 0.0ms | (fma 2/3 x -1) |
4 calls. Slowest were:
| 32.0ms | (log (fma (* x x) (fma 2/3 x -1) 2)) |
| 21.0ms | (exp (log (fma (* x x) (fma 2/3 x -1) 2))) |
| 17.0ms | (fma (* x x) (fma 2/3 x -1) 2) |
| 14.0ms | (fma 2/3 x -1) |
24 calls. Slowest were:
| 468.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 349.0ms | (- (log -2/3) (+ (* 3 (log (/ -1 x))) (+ (* 9/8 (/ 1 (pow x 2))) (* 3/2 (/ 1 x))))) |
| 240.0ms | (- (log 2/3) (+ (* 3 (log (/ 1 x))) (+ (* 9/8 (/ 1 (pow x 2))) (* 3/2 (/ 1 x))))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.5b
95.8% (0.7b remaining)
Error of 1.1b against oracle of 0.5b and baseline of 16.5b