Average Error: 30.1 → 1.0
Time: 1.3m
Precision: 64
Internal Precision: 128
\[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
\[\begin{array}{l} \mathbf{if}\;x \le 312.0400027731433:\\ \;\;\;\;\frac{e^{\log \left(\left(2 + \frac{2}{3} \cdot {x}^{3}\right) - {x}^{2}\right)}}{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\frac{1}{\varepsilon} + 1\right) \cdot {\left(e^{-1}\right)}^{\left(x \cdot \left(1 - \varepsilon\right)\right)} - e^{\left(-x\right) \cdot \left(1 + \varepsilon\right)} \cdot \left(\frac{1}{\varepsilon} - 1\right)}{2}\\ \end{array}\]

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. Using strategy rm
    3. Applied neg-mul-10.0

      \[\leadsto \frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{\color{blue}{-1 \cdot \left(\left(1 - \varepsilon\right) \cdot x\right)}} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
    4. Applied exp-prod0.0

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

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

Reproduce

herbie shell --seed 2019002 
(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: 1.3m)Debug log

sample383.0ms

Algorithm
intervals

simplify155.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

155.0ms
(/ (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) 2)

prune10.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 29.1b

localize36.0ms

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)

rewrite39.0ms

Algorithm
rewrite-expression-head
Counts
4 → 140
Calls

4 calls. Slowest were:

22.0ms
(- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
7.0ms
(* (- 1 eps) x)
3.0ms
(exp (- (* (- 1 eps) x)))

series201.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

128.0ms
(- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
27.0ms
(exp (- (* (+ 1 eps) x)))
23.0ms
(* (- 1 eps) x)
22.0ms
(exp (- (* (- 1 eps) x)))

simplify46.2s

Counts
195 → 152
Calls

195 calls. Slowest were:

851.0ms
(* (+ (* 1 1) (- (* (/ 1 eps) (/ 1 eps)) (* 1 (/ 1 eps)))) (+ (* (/ 1 eps) (/ 1 eps)) (+ (* 1 1) (* (/ 1 eps) 1))))
599.0ms
(- (* (* (- (* 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))))
599.0ms
(- (* (* (- (* 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)) 1)))

prune2.4s

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.5b

localize32.0ms

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))

rewrite23.0ms

Algorithm
rewrite-expression-head
Counts
2 → 29
Calls

2 calls. Slowest were:

21.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
2.0ms
(* 2/3 (pow x 3))

series43.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

27.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
16.0ms
(* 2/3 (pow x 3))

simplify388.0ms

Counts
17 → 35
Calls

17 calls. Slowest were:

70.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
65.0ms
(/ (exp (+ (* 2/3 (pow x 3)) 2)) (exp (pow x 2)))
65.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))

prune310.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.5b

localize18.0ms

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))

rewrite56.0ms

Algorithm
rewrite-expression-head
Counts
4 → 66
Calls

4 calls. Slowest were:

26.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
16.0ms
(log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)))
12.0ms
(exp (log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2))))

series93.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

36.0ms
(log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2)))
27.0ms
(* 2/3 (pow x 3))
16.0ms
(exp (log (- (+ (* 2/3 (pow x 3)) 2) (pow x 2))))
15.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))

simplify2.7s

Counts
45 → 78
Calls

45 calls. Slowest were:

285.0ms
(- (log 2/3) (+ (* 3 (log (/ 1 x))) (+ (* 9/8 (/ 1 (pow x 2))) (* 3/2 (/ 1 x)))))
230.0ms
(- (log -2/3) (+ (* 3 (log (/ -1 x))) (+ (* 9/8 (/ 1 (pow x 2))) (* 3/2 (/ 1 x)))))
218.0ms
(log (- (* (+ (* 2/3 (pow x 3)) 2) (+ (* 2/3 (pow x 3)) 2)) (* (pow x 2) (pow x 2))))

prune897.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.5b

localize34.0ms

Local error

Found 4 expressions with local error:

2.9b
(- (* (+ 1 (/ 1 eps)) (pow (exp -1) (* (- 1 eps) x))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
0.1b
(pow (exp -1) (* (- 1 eps) x))
0.0b
(exp (- (* (+ 1 eps) x)))
0.0b
(* (- 1 eps) x)

rewrite45.0ms

Algorithm
rewrite-expression-head
Counts
4 → 74
Calls

4 calls. Slowest were:

29.0ms
(- (* (+ 1 (/ 1 eps)) (pow (exp -1) (* (- 1 eps) x))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
6.0ms
(exp (- (* (+ 1 eps) x)))
5.0ms
(* (- 1 eps) x)

series304.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

234.0ms
(- (* (+ 1 (/ 1 eps)) (pow (exp -1) (* (- 1 eps) x))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x)))))
40.0ms
(pow (exp -1) (* (- 1 eps) x))
16.0ms
(exp (- (* (+ 1 eps) x)))
14.0ms
(* (- 1 eps) x)

simplify12.1s

Counts
66 → 86
Calls

66 calls. Slowest were:

604.0ms
(exp (* -1 (* (- 1 eps) x)))
596.0ms
(* (- 1 (/ 1 eps)) (+ (* (/ 1 eps) (/ 1 eps)) (+ (* 1 1) (* (/ 1 eps) 1))))
596.0ms
(exp (* -1 (* (- 1 eps) x)))

prune1.5s

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.5b

regimes133.0ms

Accuracy

96.6% (0.5b remaining)

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

bsearch431.0ms

end0.0ms

sample11.6s

Algorithm
intervals