Average Error: 30.1 → 1.0
Time: 1.8m
Precision: 64
Internal Precision: 128
\[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
\[\begin{array}{l} \mathbf{if}\;x \le 312.0400027731433:\\ \;\;\;\;\frac{e^{\log \left(\left(2 + \frac{2}{3} \cdot {x}^{3}\right) - {x}^{2}\right)}}{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\frac{1}{\varepsilon} + 1\right) \cdot e^{\sqrt[3]{\varepsilon \cdot x - x} \cdot \left(\sqrt[3]{\varepsilon \cdot x - x} \cdot \sqrt[3]{\varepsilon \cdot x - x}\right)} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{\left(-x\right) \cdot \left(1 + \varepsilon\right)}}{2}\\ \end{array}\]

Error

Bits error versus x

Bits error versus eps

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if x < 312.0400027731433

    1. Initial program 39.3

      \[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
    2. Taylor expanded around 0 1.3

      \[\leadsto \frac{\color{blue}{\left(\frac{2}{3} \cdot {x}^{3} + 2\right) - {x}^{2}}}{2}\]
    3. Using strategy rm
    4. Applied add-exp-log1.3

      \[\leadsto \frac{\color{blue}{e^{\log \left(\left(\frac{2}{3} \cdot {x}^{3} + 2\right) - {x}^{2}\right)}}}{2}\]

    if 312.0400027731433 < x

    1. Initial program 0.0

      \[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
    2. Taylor expanded around inf 0.0

      \[\leadsto \frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot \color{blue}{e^{x \cdot \varepsilon - x}} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
    3. Using strategy rm
    4. Applied add-cube-cbrt0.0

      \[\leadsto \frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{\color{blue}{\left(\sqrt[3]{x \cdot \varepsilon - x} \cdot \sqrt[3]{x \cdot \varepsilon - x}\right) \cdot \sqrt[3]{x \cdot \varepsilon - x}}} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification1.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le 312.0400027731433:\\ \;\;\;\;\frac{e^{\log \left(\left(2 + \frac{2}{3} \cdot {x}^{3}\right) - {x}^{2}\right)}}{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\frac{1}{\varepsilon} + 1\right) \cdot e^{\sqrt[3]{\varepsilon \cdot x - x} \cdot \left(\sqrt[3]{\varepsilon \cdot x - x} \cdot \sqrt[3]{\varepsilon \cdot x - x}\right)} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{\left(-x\right) \cdot \left(1 + \varepsilon\right)}}{2}\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 +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))

Details

Time bar (total: 1.8m)Debug log

sample339.0ms

Algorithm
intervals

simplify252.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

252.0ms
(/ (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) 2)

prune15.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 29.1b

localize80.0ms

Local error

Found 4 expressions with local error:

2.4b
(- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
0.0b
(exp (- (* (- 1 eps) x)))
0.0b
(exp (- (* (+ 1 eps) x)))
0.0b
(* (- 1 eps) x)

rewrite54.0ms

Algorithm
rewrite-expression-head
Counts
4 → 150
Calls

4 calls. Slowest were:

29.0ms
(- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
7.0ms
(exp (- (* (- 1 eps) x)))
7.0ms
(exp (- (* (+ 1 eps) x)))

series173.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

110.0ms
(- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
24.0ms
(* (- 1 eps) x)
24.0ms
(exp (- (* (+ 1 eps) x)))
15.0ms
(exp (- (* (- 1 eps) x)))

simplify54.7s

Counts
198 → 162
Calls

198 calls. Slowest were:

1.4s
(- (* (* (+ (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))))
1.1s
(- (* (* (- (* 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))))
983.0ms
(- (* (* (- (* 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))))

prune2.6s

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.5b

localize26.0ms

Local error

Found 2 expressions with local error:

4.8b
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
0.1b
(* 2/3 (pow x 3))

rewrite34.0ms

Algorithm
rewrite-expression-head
Counts
2 → 48
Calls

2 calls. Slowest were:

31.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
3.0ms
(* 2/3 (pow x 3))

series55.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

28.0ms
(* 2/3 (pow x 3))
27.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))

simplify2.3s

Counts
43 → 54
Calls

43 calls. Slowest were:

245.0ms
(fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* (sqrt (pow x 2)) (sqrt (pow x 2)))))
205.0ms
(fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* (pow x 2) 1)))
200.0ms
(fma 1 (+ (* 2/3 (pow x 3)) 2) (- (* x x)))

prune537.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.5b

localize10.0ms

Local error

Found 4 expressions with local error:

9.2b
(log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)))
4.8b
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
0.5b
(exp (log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2))))
0.1b
(* 2/3 (pow x 3))

rewrite49.0ms

Algorithm
rewrite-expression-head
Counts
4 → 89
Calls

4 calls. Slowest were:

19.0ms
(exp (log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2))))
16.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
10.0ms
(log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)))

series101.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

43.0ms
(log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)))
26.0ms
(* 2/3 (pow x 3))
17.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
15.0ms
(exp (log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2))))

simplify5.0s

Counts
71 → 101
Calls

71 calls. Slowest were:

319.0ms
(log (- (* (+ (* 2/3 (pow x 3)) 2) (+ (* 2/3 (pow x 3)) 2)) (* (pow x 2) (pow x 2))))
298.0ms
(exp (log (- (pow (+ (* 2/3 (pow x 3)) 2) 3) (pow (pow x 2) 3))))
290.0ms
(exp (log (- (* (+ (* 2/3 (pow x 3)) 2) (+ (* 2/3 (pow x 3)) 2)) (* (pow x 2) (pow x 2)))))

prune1.2s

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.5b

localize19.0ms

Local error

Found 4 expressions with local error:

2.4b
(- (* (+ 1 (/ 1 eps)) (exp (- (* x eps) x))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
0.0b
(exp (- (* x eps) x))
0.0b
(exp (- (* (+ 1 eps) x)))
0.0b
(- (* x eps) x)

rewrite54.0ms

Algorithm
rewrite-expression-head
Counts
4 → 110
Calls

4 calls. Slowest were:

32.0ms
(- (* (+ 1 (/ 1 eps)) (exp (- (* x eps) x))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
9.0ms
(exp (- (* x eps) x))
6.0ms
(exp (- (* (+ 1 eps) x)))

series163.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

101.0ms
(- (* (+ 1 (/ 1 eps)) (exp (- (* x eps) x))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
29.0ms
(- (* x eps) x)
22.0ms
(exp (- (* (+ 1 eps) x)))
11.0ms
(exp (- (* x eps) x))

simplify27.7s

Counts
121 → 122
Calls

121 calls. Slowest were:

1.2s
(* (* (+ (* 1 1) (- (* (/ 1 eps) (/ 1 eps)) (* 1 (/ 1 eps)))) (exp x)) (* (+ (/ 1 eps) 1) (exp (* (+ 1 eps) x))))
845.0ms
(- (+ (/ (exp (- (* x eps) x)) eps) (+ (exp (- (* x eps) x)) (exp (- (+ (* x eps) x))))) (/ (exp (- (+ (* x eps) x))) eps))
731.0ms
(* (* (+ (* 1 1) (- (* (/ 1 eps) (/ 1 eps)) (* 1 (/ 1 eps)))) (exp x)) (* (+ (/ 1 eps) 1) (exp (* (+ 1 eps) x))))

prune1.8s

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.5b

regimes100.0ms

Accuracy

96.6% (0.5b remaining)

Error of 1.0b against oracle of 0.5b and baseline of 15.8b

bsearch395.0ms

end0.0ms

sample12.1s

Algorithm
intervals