Average Error: 43.0 → 19.3
Time: 29.2s
Precision: 64
Internal Precision: 128
\[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
\[\begin{array}{l} \mathbf{if}\;i \le -9.11800110956222 \cdot 10^{-12}:\\ \;\;\;\;\left({\left(\frac{i}{n}\right)}^{n} + -1\right) \cdot \frac{100}{\frac{i}{n}}\\ \mathbf{elif}\;i \le 20.06814573380243:\\ \;\;\;\;\left(100 \cdot e^{\log \left(\frac{\left(i \cdot \frac{1}{6} + \frac{1}{2}\right) \cdot \left(i \cdot i\right) + i}{i}\right)}\right) \cdot n\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]

Error

Bits error versus i

Bits error versus n

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original43.0
Target42.5
Herbie19.3
\[100 \cdot \frac{e^{n \cdot \begin{array}{l} \mathbf{if}\;1 + \frac{i}{n} = 1:\\ \;\;\;\;\frac{i}{n}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{i}{n} \cdot \log \left(1 + \frac{i}{n}\right)}{\left(\frac{i}{n} + 1\right) - 1}\\ \end{array}} - 1}{\frac{i}{n}}\]

Derivation

  1. Split input into 3 regimes
  2. if i < -9.11800110956222e-12

    1. Initial program 28.7

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied associate-/r/29.2

      \[\leadsto 100 \cdot \color{blue}{\left(\frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{i} \cdot n\right)}\]
    4. Applied associate-*r*29.2

      \[\leadsto \color{blue}{\left(100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{i}\right) \cdot n}\]
    5. Taylor expanded around inf 62.9

      \[\leadsto \color{blue}{100 \cdot \frac{\left(e^{\left(\log \left(\frac{1}{n}\right) - \log \left(\frac{1}{i}\right)\right) \cdot n} - 1\right) \cdot n}{i}}\]
    6. Simplified19.9

      \[\leadsto \color{blue}{\frac{100}{\frac{i}{n}} \cdot \left({\left(\frac{i}{n}\right)}^{n} + -1\right)}\]

    if -9.11800110956222e-12 < i < 20.06814573380243

    1. Initial program 50.6

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied associate-/r/50.8

      \[\leadsto 100 \cdot \color{blue}{\left(\frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{i} \cdot n\right)}\]
    4. Applied associate-*r*50.8

      \[\leadsto \color{blue}{\left(100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{i}\right) \cdot n}\]
    5. Taylor expanded around 0 16.5

      \[\leadsto \left(100 \cdot \frac{\color{blue}{i + \left(\frac{1}{2} \cdot {i}^{2} + \frac{1}{6} \cdot {i}^{3}\right)}}{i}\right) \cdot n\]
    6. Simplified16.5

      \[\leadsto \left(100 \cdot \frac{\color{blue}{i + \left(i \cdot i\right) \cdot \left(\frac{1}{6} \cdot i + \frac{1}{2}\right)}}{i}\right) \cdot n\]
    7. Using strategy rm
    8. Applied add-exp-log16.5

      \[\leadsto \left(100 \cdot \color{blue}{e^{\log \left(\frac{i + \left(i \cdot i\right) \cdot \left(\frac{1}{6} \cdot i + \frac{1}{2}\right)}{i}\right)}}\right) \cdot n\]

    if 20.06814573380243 < i

    1. Initial program 33.3

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Taylor expanded around 0 31.1

      \[\leadsto \color{blue}{0}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification19.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;i \le -9.11800110956222 \cdot 10^{-12}:\\ \;\;\;\;\left({\left(\frac{i}{n}\right)}^{n} + -1\right) \cdot \frac{100}{\frac{i}{n}}\\ \mathbf{elif}\;i \le 20.06814573380243:\\ \;\;\;\;\left(100 \cdot e^{\log \left(\frac{\left(i \cdot \frac{1}{6} + \frac{1}{2}\right) \cdot \left(i \cdot i\right) + i}{i}\right)}\right) \cdot n\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]

Reproduce

herbie shell --seed 2019016 
(FPCore (i n)
  :name "Compound Interest"

  :herbie-target
  (* 100 (/ (- (exp (* n (if (== (+ 1 (/ i n)) 1) (/ i n) (/ (* (/ i n) (log (+ 1 (/ i n)))) (- (+ (/ i n) 1) 1))))) 1) (/ i n)))

  (* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))))

Details

Time bar (total: 28.0s)Debug log

sample352.0ms

Algorithm
intervals
Results
391×(pre true 80)
94×(body real 80)
89×(body nan 80)
80×(body real 1280)
62×(body real 640)
36×(body real 2560)
18×(body real 320)
12×(body real 160)

simplify195.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
195.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 42.9b

localize19.0ms

Local error

Found 4 expressions with local error:

10.9b
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
5.8b
(pow (+ 1 (/ i n)) n)
2.0b
(- (pow (+ 1 (/ i n)) n) 1)
0.1b
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

rewrite45.0ms

Algorithm
rewrite-expression-head
Rules
46×add-sqr-sqrt
40×times-frac
26×add-cube-cbrt
26×*-un-lft-identity
25×associate-*r*
20×difference-of-sqr-1
13×div-inv
13×unpow-prod-down
add-exp-log
add-cbrt-cube
associate-/l*
pow1
add-log-exp
associate-/r*
associate-/l/
flip--
associate-/r/
flip3--
*-commutative
associate-*r/
pow-exp
div-exp
div-sub
frac-2neg
pow-pow
sub-neg
clear-num
cbrt-undiv
pow-to-exp
Counts
4 → 105
Calls
4 calls:
Slowest
18.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
16.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
8.0ms
(- (pow (+ 1 (/ i n)) n) 1)
1.0ms
(pow (+ 1 (/ i n)) n)

series682.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
194.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
184.0ms
(- (pow (+ 1 (/ i n)) n) 1)
179.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
126.0ms
(pow (+ 1 (/ i n)) n)

simplify3.2s

Counts
97 → 117
Calls
97 calls:
Slowest
283.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
240.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))
234.0ms
(/ (* (* (- (pow (+ 1 (/ i n)) n) 1) (- (pow (+ 1 (/ i n)) n) 1)) (- (pow (+ 1 (/ i n)) n) 1)) (* (* (/ i n) (/ i n)) (/ i n)))
217.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
179.0ms
(- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1)

prune1.2s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 21.1b

localize11.0ms

Local error

Found 4 expressions with local error:

10.9b
(/ (log (exp (- (pow (+ 1 (/ i n)) n) 1))) (/ i n))
5.8b
(pow (+ 1 (/ i n)) n)
2.0b
(- (pow (+ 1 (/ i n)) n) 1)
2.0b
(log (exp (- (pow (+ 1 (/ i n)) n) 1)))

rewrite119.0ms

Algorithm
rewrite-expression-head
Rules
41×add-sqr-sqrt
36×log-pow
36×times-frac
30×exp-prod
27×add-cube-cbrt
27×*-un-lft-identity
14×difference-of-sqr-1
11×div-inv
11×pow1
10×unpow-prod-down
associate-/l*
add-exp-log
add-cbrt-cube
log-prod
add-log-exp
associate-/r*
exp-sum
exp-diff
sub-neg
log-div
flip--
associate-/r/
pow-exp
rem-log-exp
div-exp
div-sub
flip3--
frac-2neg
pow-pow
clear-num
cbrt-undiv
pow-to-exp
Counts
4 → 109
Calls
4 calls:
Slowest
71.0ms
(/ (log (exp (- (pow (+ 1 (/ i n)) n) 1))) (/ i n))
32.0ms
(log (exp (- (pow (+ 1 (/ i n)) n) 1)))
12.0ms
(- (pow (+ 1 (/ i n)) n) 1)
1.0ms
(pow (+ 1 (/ i n)) n)

series545.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
178.0ms
(/ (log (exp (- (pow (+ 1 (/ i n)) n) 1))) (/ i n))
127.0ms
(pow (+ 1 (/ i n)) n)
120.0ms
(log (exp (- (pow (+ 1 (/ i n)) n) 1)))
119.0ms
(- (pow (+ 1 (/ i n)) n) 1)

simplify3.9s

Counts
117 → 121
Calls
117 calls:
Slowest
408.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
391.0ms
(/ (* (* (log (exp (- (pow (+ 1 (/ i n)) n) 1))) (log (exp (- (pow (+ 1 (/ i n)) n) 1)))) (log (exp (- (pow (+ 1 (/ i n)) n) 1)))) (* (* (/ i n) (/ i n)) (/ i n)))
177.0ms
(- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1)
164.0ms
(- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)
153.0ms
(- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1)

prune1.3s

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 21.1b

localize12.0ms

Local error

Found 4 expressions with local error:

5.8b
(pow (+ 1 (/ i n)) n)
2.0b
(- (pow (+ 1 (/ i n)) n) 1)
0.0b
(* (* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) i)) n)
0.0b
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) i))

rewrite38.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt
add-cube-cbrt
*-un-lft-identity
add-exp-log
pow1
add-log-exp
associate-*r*
add-cbrt-cube
unpow-prod-down
*-commutative
associate-*r/
difference-of-sqr-1
flip--
div-inv
pow-exp
associate-*l/
associate-*l*
flip3--
pow-pow
sub-neg
pow-to-exp
Counts
4 → 49
Calls
4 calls:
Slowest
16.0ms
(* (* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) i)) n)
11.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) i))
9.0ms
(- (pow (+ 1 (/ i n)) n) 1)
1.0ms
(pow (+ 1 (/ i n)) n)

series560.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
221.0ms
(* (* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) i)) n)
141.0ms
(- (pow (+ 1 (/ i n)) n) 1)
101.0ms
(pow (+ 1 (/ i n)) n)
97.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) i))

simplify1.8s

Counts
24 → 61
Calls
24 calls:
Slowest
296.0ms
(* -1 (/ (- 100 (* 100 (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))))) i))
285.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
267.0ms
(/ (- (* 100 (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n))) 100) i)
231.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))
169.0ms
(- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1)

prune604.0ms

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 10.4b

localize22.0ms

Local error

Found 4 expressions with local error:

4.2b
(/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i)
2.6b
(* (* 100 (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i)) n)
0.3b
(* 1/6 i)
0.1b
(* 100 (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i))

rewrite21.0ms

Algorithm
rewrite-expression-head
Rules
add-cube-cbrt
*-un-lft-identity
add-sqr-sqrt
add-log-exp
add-exp-log
associate-*r*
add-cbrt-cube
pow1
associate-/l*
*-commutative
associate-/l/
div-inv
associate-*r/
flip-+
associate-*l/
associate-*l*
flip3-+
frac-2neg
clear-num
Counts
4 → 46
Calls
4 calls:
Slowest
10.0ms
(/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i)
7.0ms
(* (* 100 (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i)) n)
2.0ms
(* 100 (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i))
0.0ms
(* 1/6 i)

series111.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
48.0ms
(* (* 100 (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i)) n)
29.0ms
(/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i)
21.0ms
(* 100 (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i))
12.0ms
(* 1/6 i)

simplify1.4s

Counts
21 → 58
Calls
21 calls:
Slowest
234.0ms
(* (* 100 (+ i (* (* i i) (+ (* 1/6 i) 1/2)))) n)
140.0ms
(sqrt (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i))
125.0ms
(* (cbrt (+ i (* (* i i) (+ (* 1/6 i) 1/2)))) (cbrt (+ i (* (* i i) (+ (* 1/6 i) 1/2)))))
114.0ms
(cbrt (/ (+ i (* (* i i) (+ (* 1/6 i) 1/2))) i))
111.0ms
(+ (* 50/3 (* (pow i 2) n)) (+ (* 100 n) (* 50 (* i n))))

prune544.0ms

Pruning

14 alts after pruning (13 fresh and 1 done)

Merged error: 10.4b

regimes215.0ms

Accuracy

57.7% (10.3b remaining)

Error of 19.3b against oracle of 9.0b and baseline of 33.3b

bsearch513.0ms

end0.0ms

sample10.5s

Algorithm
intervals
Results
11576×(pre true 80)
3005×(body real 80)
2527×(body real 1280)
2159×(body nan 80)
1632×(body real 640)
910×(body real 2560)
877×(body real 320)
458×(body real 160)
(body real 5120)