Average Error: 42.1 → 19.3
Time: 30.1s
Precision: 64
Internal Precision: 128
\[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
\[\begin{array}{l} \mathbf{if}\;n \le -1.5274599045984505 \cdot 10^{-107}:\\ \;\;\;\;\left((e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^* \cdot n\right) \cdot \left(100 \cdot \frac{1}{i}\right)\\ \mathbf{elif}\;n \le 2.195458028809774 \cdot 10^{-180}:\\ \;\;\;\;0\\ \mathbf{else}:\\ \;\;\;\;100 \cdot \frac{(e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*}{\frac{i}{n}}\\ \end{array}\]

Error

Bits error versus i

Bits error versus n

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original42.1
Target41.9
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 n < -1.5274599045984505e-107

    1. Initial program 39.4

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied pow-to-exp45.4

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left(1 + \frac{i}{n}\right) \cdot n}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def41.1

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left(1 + \frac{i}{n}\right) \cdot n} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified26.1

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{n \cdot \log_* (1 + \frac{i}{n})}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied div-inv26.1

      \[\leadsto 100 \cdot \frac{(e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\color{blue}{i \cdot \frac{1}{n}}}\]
    8. Applied *-un-lft-identity26.1

      \[\leadsto 100 \cdot \frac{\color{blue}{1 \cdot (e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}}{i \cdot \frac{1}{n}}\]
    9. Applied times-frac25.4

      \[\leadsto 100 \cdot \color{blue}{\left(\frac{1}{i} \cdot \frac{(e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\frac{1}{n}}\right)}\]
    10. Applied associate-*r*25.4

      \[\leadsto \color{blue}{\left(100 \cdot \frac{1}{i}\right) \cdot \frac{(e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\frac{1}{n}}}\]
    11. Simplified25.4

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

    if -1.5274599045984505e-107 < n < 2.195458028809774e-180

    1. Initial program 22.8

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied pow-to-exp22.8

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left(1 + \frac{i}{n}\right) \cdot n}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def13.4

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left(1 + \frac{i}{n}\right) \cdot n} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified17.5

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{n \cdot \log_* (1 + \frac{i}{n})}} - 1)^*}{\frac{i}{n}}\]
    6. Taylor expanded around 0 14.4

      \[\leadsto \color{blue}{0}\]

    if 2.195458028809774e-180 < n

    1. Initial program 57.5

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied pow-to-exp57.5

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left(1 + \frac{i}{n}\right) \cdot n}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def51.1

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left(1 + \frac{i}{n}\right) \cdot n} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified15.6

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{n \cdot \log_* (1 + \frac{i}{n})}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied *-commutative15.6

      \[\leadsto \color{blue}{\frac{(e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\frac{i}{n}} \cdot 100}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification19.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;n \le -1.5274599045984505 \cdot 10^{-107}:\\ \;\;\;\;\left((e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^* \cdot n\right) \cdot \left(100 \cdot \frac{1}{i}\right)\\ \mathbf{elif}\;n \le 2.195458028809774 \cdot 10^{-180}:\\ \;\;\;\;0\\ \mathbf{else}:\\ \;\;\;\;100 \cdot \frac{(e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*}{\frac{i}{n}}\\ \end{array}\]

Reproduce

herbie shell --seed 2019004 +o rules:numerics
(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: 28.8s)Debug log

sample384.0ms

Algorithm
intervals

simplify264.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

264.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

prune7.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 41.4b

localize24.0ms

Local error

Found 4 expressions with local error:

13.3b
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
7.5b
(pow (+ 1 (/ i n)) n)
1.8b
(- (pow (+ 1 (/ i n)) n) 1)
0.0b
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

rewrite72.0ms

Algorithm
rewrite-expression-head
Counts
4 → 122
Calls

4 calls. Slowest were:

28.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
20.0ms
(- (pow (+ 1 (/ i n)) n) 1)
18.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

series713.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

220.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
215.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
169.0ms
(- (pow (+ 1 (/ i n)) n) 1)
108.0ms
(pow (+ 1 (/ i n)) n)

simplify3.6s

Counts
105 → 134
Calls

105 calls. Slowest were:

317.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
303.0ms
(/ (* (* (- (pow (+ 1 (/ i n)) n) 1) (- (pow (+ 1 (/ i n)) n) 1)) (- (pow (+ 1 (/ i n)) n) 1)) (* (* (/ i n) (/ i n)) (/ i n)))
223.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))

prune1.3s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 12.7b

localize13.0ms

Local error

Found 4 expressions with local error:

13.1b
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
13.1b
(* n (log1p (/ i n)))
6.6b
(log1p (/ i n))
0.1b
(* 100 (/ (expm1 (* n (log1p (/ i n)))) (/ i n)))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
4 → 87
Calls

4 calls. Slowest were:

3.0ms
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
1.0ms
(* 100 (/ (expm1 (* n (log1p (/ i n)))) (/ i n)))
1.0ms
(* n (log1p (/ i n)))

series663.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

309.0ms
(* 100 (/ (expm1 (* n (log1p (/ i n)))) (/ i n)))
279.0ms
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
39.0ms
(log1p (/ i n))
36.0ms
(* n (log1p (/ i n)))

simplify1.0s

Counts
66 → 99
Calls

66 calls. Slowest were:

189.0ms
(/ (* (* (expm1 (* n (log1p (/ i n)))) (expm1 (* n (log1p (/ i n))))) (expm1 (* n (log1p (/ i n))))) (* (* (/ i n) (/ i n)) (/ i n)))
81.0ms
(- (log (/ -1 n)) (log (/ -1 i)))
57.0ms
(/ (* (- (exp i) 1) n) i)

prune953.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 12.6b

localize3.0ms

Local error

Found 4 expressions with local error:

13.1b
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
13.1b
(* n (log1p (/ i n)))
6.6b
(log1p (/ i n))
0.1b
(* (/ (expm1 (* n (log1p (/ i n)))) (/ i n)) 100)

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 87
Calls

4 calls. Slowest were:

6.0ms
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
6.0ms
(* (/ (expm1 (* n (log1p (/ i n)))) (/ i n)) 100)
2.0ms
(* n (log1p (/ i n)))

series672.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

304.0ms
(* (/ (expm1 (* n (log1p (/ i n)))) (/ i n)) 100)
285.0ms
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
48.0ms
(* n (log1p (/ i n)))
35.0ms
(log1p (/ i n))

simplify862.0ms

Counts
66 → 99
Calls

66 calls. Slowest were:

181.0ms
(/ (* (* (expm1 (* n (log1p (/ i n)))) (expm1 (* n (log1p (/ i n))))) (expm1 (* n (log1p (/ i n))))) (* (* (/ i n) (/ i n)) (/ i n)))
58.0ms
(/ (* (- (* 100 (exp i)) 100) n) i)
56.0ms
(/ (* (- (exp i) 1) n) i)

prune1.0s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 12.6b

localize36.0ms

Local error

Found 4 expressions with local error:

13.1b
(* (log1p (/ i n)) n)
13.1b
(* (log1p (/ i n)) n)
13.1b
(* n (log1p (/ i n)))
10.2b
(* (* (cbrt (expm1 (* (log1p (/ i n)) n))) (cbrt (expm1 (* (log1p (/ i n)) n)))) (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n)))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 90
Calls

4 calls. Slowest were:

13.0ms
(* (* (cbrt (expm1 (* (log1p (/ i n)) n))) (cbrt (expm1 (* (log1p (/ i n)) n)))) (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n)))
2.0ms
(* (log1p (/ i n)) n)
2.0ms
(* (log1p (/ i n)) n)

series394.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

218.0ms
(* (* (cbrt (expm1 (* (log1p (/ i n)) n))) (cbrt (expm1 (* (log1p (/ i n)) n)))) (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n)))
68.0ms
(* (log1p (/ i n)) n)
55.0ms
(* (log1p (/ i n)) n)
53.0ms
(* n (log1p (/ i n)))

simplify3.8s

Counts
59 → 102
Calls

59 calls. Slowest were:

676.0ms
(+ (log (* (cbrt (expm1 (* (log1p (/ i n)) n))) (cbrt (expm1 (* (log1p (/ i n)) n))))) (log (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n))))
511.0ms
(+ (log (* (cbrt (expm1 (* (log1p (/ i n)) n))) (cbrt (expm1 (* (log1p (/ i n)) n))))) (- (log (cbrt (expm1 (* n (log1p (/ i n)))))) (log (/ i n))))
491.0ms
(* (* (expm1 (* (log1p (/ i n)) n)) (expm1 (* (log1p (/ i n)) n))) (* (* (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n)) (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n))) (/ (cbrt (expm1 (* n (log1p (/ i n))))) (/ i n))))

prune1.6s

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 12.6b

regimes284.0ms

Accuracy

9.3% (9.7b remaining)

Error of 19.3b against oracle of 9.5b and baseline of 20.3b

bsearch284.0ms

end0.0ms

sample10.8s

Algorithm
intervals