Average Error: 42.2 → 8.5
Time: 25.8s
Precision: 64
Internal Precision: 128
\[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
\[\begin{array}{l} \mathbf{if}\;n \le -1.8564747933458696:\\ \;\;\;\;100 \cdot \left(n \cdot \frac{(e^{i} - 1)^*}{i}\right)\\ \mathbf{elif}\;n \le 2.7268656769834012 \cdot 10^{-222}:\\ \;\;\;\;0\\ \mathbf{elif}\;n \le 7.104375322685901 \cdot 10^{-09}:\\ \;\;\;\;\left(100 \cdot (e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*\right) \cdot \frac{n}{i}\\ \mathbf{else}:\\ \;\;\;\;100 \cdot \left(n \cdot \frac{(e^{i} - 1)^*}{i}\right)\\ \end{array}\]

Error

Bits error versus i

Bits error versus n

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original42.2
Target41.6
Herbie8.5
\[100 \cdot \frac{e^{n \cdot \begin{array}{l} \mathbf{if}\;1 + \frac{i}{n} = 1:\\ \;\;\;\;\frac{i}{n}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{i}{n} \cdot \log \left(1 + \frac{i}{n}\right)}{\left(\frac{i}{n} + 1\right) - 1}\\ \end{array}} - 1}{\frac{i}{n}}\]

Derivation

  1. Split input into 3 regimes
  2. if n < -1.8564747933458696 or 7.104375322685901e-09 < n

    1. Initial program 51.0

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied add-exp-log51.0

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def51.0

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified22.9

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{\log_* (1 + \frac{i}{n}) \cdot n}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied associate-/r/24.0

      \[\leadsto 100 \cdot \color{blue}{\left(\frac{(e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*}{i} \cdot n\right)}\]
    8. Taylor expanded around 0 4.9

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

    if -1.8564747933458696 < n < 2.7268656769834012e-222

    1. Initial program 18.6

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied add-exp-log18.6

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def18.6

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified22.9

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{\log_* (1 + \frac{i}{n}) \cdot n}} - 1)^*}{\frac{i}{n}}\]
    6. Taylor expanded around 0 14.8

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

    if 2.7268656769834012e-222 < n < 7.104375322685901e-09

    1. Initial program 53.0

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied add-exp-log53.0

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def53.0

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified9.4

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{\log_* (1 + \frac{i}{n}) \cdot n}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied div-inv9.5

      \[\leadsto 100 \cdot \color{blue}{\left((e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^* \cdot \frac{1}{\frac{i}{n}}\right)}\]
    8. Applied associate-*r*9.4

      \[\leadsto \color{blue}{\left(100 \cdot (e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*\right) \cdot \frac{1}{\frac{i}{n}}}\]
    9. Simplified9.4

      \[\leadsto \left(100 \cdot (e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*\right) \cdot \color{blue}{\frac{n}{i}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification8.5

    \[\leadsto \begin{array}{l} \mathbf{if}\;n \le -1.8564747933458696:\\ \;\;\;\;100 \cdot \left(n \cdot \frac{(e^{i} - 1)^*}{i}\right)\\ \mathbf{elif}\;n \le 2.7268656769834012 \cdot 10^{-222}:\\ \;\;\;\;0\\ \mathbf{elif}\;n \le 7.104375322685901 \cdot 10^{-09}:\\ \;\;\;\;\left(100 \cdot (e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*\right) \cdot \frac{n}{i}\\ \mathbf{else}:\\ \;\;\;\;100 \cdot \left(n \cdot \frac{(e^{i} - 1)^*}{i}\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019007 +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: 25.1s)Debug log

sample322.0ms

Algorithm
intervals

simplify343.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

343.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 41.2b

localize34.0ms

Local error

Found 4 expressions with local error:

11.8b
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
7.3b
(pow (+ 1 (/ i n)) n)
1.0b
(- (pow (+ 1 (/ i n)) n) 1)
0.1b
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

rewrite52.0ms

Algorithm
rewrite-expression-head
Counts
4 → 122
Calls

4 calls. Slowest were:

18.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
16.0ms
(- (pow (+ 1 (/ i n)) n) 1)
15.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

series761.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

228.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
227.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
155.0ms
(pow (+ 1 (/ i n)) n)
150.0ms
(- (pow (+ 1 (/ i n)) n) 1)

simplify3.7s

Counts
105 → 134
Calls

105 calls. Slowest were:

350.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
346.0ms
(/ (* (* (- (pow (+ 1 (/ i n)) n) 1) (- (pow (+ 1 (/ i n)) n) 1)) (- (pow (+ 1 (/ i n)) n) 1)) (* (* (/ i n) (/ i n)) (/ i n)))
237.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))

prune1.4s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 11.3b

localize25.0ms

Local error

Found 4 expressions with local error:

11.6b
(* (log1p (/ i n)) n)
11.5b
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
6.5b
(log1p (/ i n))
0.1b
(* 100 (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
4 → 87
Calls

4 calls. Slowest were:

3.0ms
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
2.0ms
(* (log1p (/ i n)) n)
2.0ms
(* 100 (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)))

series481.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

188.0ms
(* 100 (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)))
187.0ms
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
65.0ms
(* (log1p (/ i n)) n)
41.0ms
(log1p (/ i n))

simplify1.7s

Counts
65 → 99
Calls

65 calls. Slowest were:

289.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
244.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
243.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))

prune979.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 11.1b

localize28.0ms

Local error

Found 4 expressions with local error:

18.6b
(cbrt (/ i n))
18.6b
(cbrt (/ i n))
18.6b
(cbrt (/ i n))
11.6b
(* (log1p (/ i n)) n)

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
4 → 58
Calls

4 calls. Slowest were:

5.0ms
(* (log1p (/ i n)) n)
1.0ms
(cbrt (/ i n))
1.0ms
(cbrt (/ i n))

series310.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

90.0ms
(cbrt (/ i n))
83.0ms
(cbrt (/ i n))
68.0ms
(cbrt (/ i n))
68.0ms
(* (log1p (/ i n)) n)

simplify1.2s

Counts
29 → 70
Calls

29 calls. Slowest were:

210.0ms
(exp (* 1/3 (- (log (/ 1 n)) (log (/ 1 i)))))
185.0ms
(exp (* 1/3 (- (log (/ 1 n)) (log (/ 1 i)))))
163.0ms
(exp (* 1/3 (- (log (/ 1 n)) (log (/ 1 i)))))

prune687.0ms

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 11.1b

localize15.0ms

Local error

Found 4 expressions with local error:

11.6b
(* (log1p (/ i n)) n)
6.5b
(log1p (/ i n))
0.1b
(* 100 (* (/ (expm1 (* (log1p (/ i n)) n)) i) n))
0.1b
(* (/ (expm1 (* (log1p (/ i n)) n)) i) n)

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
4 → 51
Calls

4 calls. Slowest were:

4.0ms
(* (/ (expm1 (* (log1p (/ i n)) n)) i) n)
3.0ms
(* (log1p (/ i n)) n)
3.0ms
(* 100 (* (/ (expm1 (* (log1p (/ i n)) n)) i) n))

series542.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

206.0ms
(* 100 (* (/ (expm1 (* (log1p (/ i n)) n)) i) n))
199.0ms
(* (/ (expm1 (* (log1p (/ i n)) n)) i) n)
89.0ms
(* (log1p (/ i n)) n)
48.0ms
(log1p (/ i n))

simplify1.3s

Counts
19 → 63
Calls

19 calls. Slowest were:

554.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))
289.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
236.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))

prune564.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 0.0b

regimes193.0ms

Accuracy

61.4% (8.4b remaining)

Error of 8.5b against oracle of 0.0b and baseline of 21.9b

bsearch528.0ms

end0.0ms

sample9.9s

Algorithm
intervals