


Bits error versus x



Bits error versus eps
Results
if x < 310.8796801255867Initial program 39.4
Taylor expanded around 0 1.4
rmApplied associate--l+1.4
rmApplied add-cube-cbrt1.4
rmApplied expm1-log1p-u1.4
if 310.8796801255867 < x Initial program 0.2
rmApplied add-sqr-sqrt0.2
Final simplification1.1
herbie shell --seed 2019008 +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: 1.2m)Debug log
1 calls. Slowest were:
| 620.0ms | (/ (- (* (+ 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: 30.8b
Found 4 expressions with local error:
| 1.7b | (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) |
| 0.1b | (exp (- (* (+ 1 eps) x))) |
| 0.1b | (exp (- (* (- 1 eps) x))) |
| 0.0b | (* (- 1 eps) x) |
4 calls. Slowest were:
| 13.0ms | (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) |
| 3.0ms | (exp (- (* (+ 1 eps) x))) |
| 3.0ms | (exp (- (* (- 1 eps) x))) |
4 calls. Slowest were:
| 134.0ms | (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) |
| 23.0ms | (exp (- (* (+ 1 eps) x))) |
| 23.0ms | (* (- 1 eps) x) |
| 21.0ms | (exp (- (* (- 1 eps) x))) |
198 calls. Slowest were:
| 1.0s | (- (* (* (+ (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)))) |
| 932.0ms | (- (* (* (- (* 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)))) |
| 840.0ms | (- (* (* (- (* 1 1) (* (/ 1 eps) (/ 1 eps))) (exp 0)) (* (+ (/ 1 eps) 1) (exp (* (+ 1 eps) x)))) (* (* (- 1 (/ 1 eps)) (exp (* (- 1 eps) x))) (* (- (* (/ 1 eps) (/ 1 eps)) (* 1 1)) (exp 0)))) |
4 alts after pruning (4 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:
| 15.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 1.0ms | (* 2/3 (pow x 3)) |
2 calls. Slowest were:
| 16.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 16.0ms | (* 2/3 (pow x 3)) |
43 calls. Slowest were:
| 250.0ms | (fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* (sqrt (pow x 2)) (sqrt (pow x 2))))) |
| 200.0ms | (fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* (pow x 2) 1))) |
| 195.0ms | (fma (sqrt (+ (* 2/3 (pow x 3)) 2)) (sqrt (+ (* 2/3 (pow x 3)) 2)) (- (* (pow x 2) 1))) |
6 alts after pruning (6 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:
| 6.0ms | (+ (* 2/3 (pow x 3)) (- 2 (pow x 2))) |
| 2.0ms | (* 2/3 (pow x 3)) |
2 calls. Slowest were:
| 19.0ms | (+ (* 2/3 (pow x 3)) (- 2 (pow x 2))) |
| 15.0ms | (* 2/3 (pow x 3)) |
14 calls. Slowest were:
| 114.0ms | (* (exp (* 2/3 (pow x 3))) (exp (- 2 (pow x 2)))) |
| 81.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 75.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 0.5b
Found 4 expressions with local error:
| 42.9b | (cbrt (* 2/3 (pow x 3))) |
| 42.9b | (cbrt (* 2/3 (pow x 3))) |
| 42.9b | (cbrt (* 2/3 (pow x 3))) |
| 6.6b | (+ (* (* (cbrt (* 2/3 (pow x 3))) (cbrt (* 2/3 (pow x 3)))) (cbrt (* 2/3 (pow x 3)))) (- 2 (pow x 2))) |
4 calls. Slowest were:
| 29.0ms | (+ (* (* (cbrt (* 2/3 (pow x 3))) (cbrt (* 2/3 (pow x 3)))) (cbrt (* 2/3 (pow x 3)))) (- 2 (pow x 2))) |
| 2.0ms | (cbrt (* 2/3 (pow x 3))) |
| 2.0ms | (cbrt (* 2/3 (pow x 3))) |
4 calls. Slowest were:
| 64.0ms | (cbrt (* 2/3 (pow x 3))) |
| 62.0ms | (cbrt (* 2/3 (pow x 3))) |
| 59.0ms | (+ (* (* (cbrt (* 2/3 (pow x 3))) (cbrt (* 2/3 (pow x 3)))) (cbrt (* 2/3 (pow x 3)))) (- 2 (pow x 2))) |
| 55.0ms | (cbrt (* 2/3 (pow x 3))) |
20 calls. Slowest were:
| 130.0ms | (* (exp (* (* (cbrt (* 2/3 (pow x 3))) (cbrt (* 2/3 (pow x 3)))) (cbrt (* 2/3 (pow x 3))))) (exp (- 2 (pow x 2)))) |
| 106.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
| 105.0ms | (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 0.5b
96.2% (0.6b remaining)
Error of 1.1b against oracle of 0.5b and baseline of 16.3b