Average Error: 42.9 → 15.3
Time: 25.5s
Precision: 64
Internal Precision: 128
\[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
\[\begin{array}{l} \mathbf{if}\;\frac{{\left(\frac{i}{n} + 1\right)}^{n} - 1}{\frac{i}{n}} \le 4.599814456066394 \cdot 10^{-286}:\\ \;\;\;\;100 \cdot \frac{(e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\frac{i}{n}}\\ \mathbf{elif}\;\frac{{\left(\frac{i}{n} + 1\right)}^{n} - 1}{\frac{i}{n}} \le 515595789703.47595:\\ \;\;\;\;\frac{(\left({\left(\frac{i}{n}\right)}^{n}\right) \cdot 100 + -100)_*}{\frac{i}{n}}\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]

Error

Bits error versus i

Bits error versus n

Target

Original42.9
Target41.9
Herbie15.3
\[100 \cdot \frac{e^{n \cdot \begin{array}{l} \mathbf{if}\;1 + \frac{i}{n} = 1:\\ \;\;\;\;\frac{i}{n}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{i}{n} \cdot \log \left(1 + \frac{i}{n}\right)}{\left(\frac{i}{n} + 1\right) - 1}\\ \end{array}} - 1}{\frac{i}{n}}\]

Derivation

  1. Split input into 3 regimes
  2. if (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)) < 4.599814456066394e-286

    1. Initial program 40.2

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied add-exp-log40.2

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def40.2

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified6.8

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{\log_* (1 + \frac{i}{n}) \cdot n}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied *-commutative6.8

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

    if 4.599814456066394e-286 < (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)) < 515595789703.47595

    1. Initial program 3.1

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied add-exp-log3.1

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def3.1

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified51.2

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{\log_* (1 + \frac{i}{n}) \cdot n}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied *-commutative51.2

      \[\leadsto \color{blue}{\frac{(e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^*}{\frac{i}{n}} \cdot 100}\]
    8. Taylor expanded around inf 58.4

      \[\leadsto \color{blue}{100 \cdot \frac{\left(e^{\left(\log \left(\frac{1}{n}\right) - \log \left(\frac{1}{i}\right)\right) \cdot n} - 1\right) \cdot n}{i}}\]
    9. Simplified3.9

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

    if 515595789703.47595 < (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))

    1. Initial program 61.8

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied add-exp-log61.8

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def61.8

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left({\left(1 + \frac{i}{n}\right)}^{n}\right)} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified61.8

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{\log_* (1 + \frac{i}{n}) \cdot n}} - 1)^*}{\frac{i}{n}}\]
    6. Taylor expanded around 0 48.1

      \[\leadsto \color{blue}{0}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification15.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{{\left(\frac{i}{n} + 1\right)}^{n} - 1}{\frac{i}{n}} \le 4.599814456066394 \cdot 10^{-286}:\\ \;\;\;\;100 \cdot \frac{(e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\frac{i}{n}}\\ \mathbf{elif}\;\frac{{\left(\frac{i}{n} + 1\right)}^{n} - 1}{\frac{i}{n}} \le 515595789703.47595:\\ \;\;\;\;\frac{(\left({\left(\frac{i}{n}\right)}^{n}\right) \cdot 100 + -100)_*}{\frac{i}{n}}\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]

Reproduce

herbie shell --seed 2019008 +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: 24.2s)Debug log

sample303.0ms

Algorithm
intervals

simplify288.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

288.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 40.1b

localize18.0ms

Local error

Found 4 expressions with local error:

10.3b
(pow (+ 1 (/ i n)) n)
8.9b
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
0.8b
(- (pow (+ 1 (/ i n)) n) 1)
0.0b
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

rewrite61.0ms

Algorithm
rewrite-expression-head
Counts
4 → 122
Calls

4 calls. Slowest were:

35.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
12.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
10.0ms
(- (pow (+ 1 (/ i n)) n) 1)

series579.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

174.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
164.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
144.0ms
(- (pow (+ 1 (/ i n)) n) 1)
98.0ms
(pow (+ 1 (/ i n)) n)

simplify3.7s

Counts
105 → 134
Calls

105 calls. Slowest were:

426.0ms
(- (* (pow (+ 1 (/ i n)) n) (pow (+ 1 (/ i n)) n)) (* 1 1))
306.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
227.0ms
(/ (* (* (- (pow (+ 1 (/ i n)) n) 1) (- (pow (+ 1 (/ i n)) n) 1)) (- (pow (+ 1 (/ i n)) n) 1)) (* (* (/ i n) (/ i n)) (/ i n)))

prune1.3s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 8.6b

localize14.0ms

Local error

Found 4 expressions with local error:

9.5b
(log1p (/ i n))
8.8b
(* (log1p (/ i n)) n)
8.7b
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
0.1b
(* 100 (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)))

rewrite12.0ms

Algorithm
rewrite-expression-head
Counts
4 → 87
Calls

4 calls. Slowest were:

5.0ms
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
3.0ms
(* 100 (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)))
2.0ms
(* (log1p (/ i n)) n)

series606.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

235.0ms
(* 100 (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)))
214.0ms
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
98.0ms
(* (log1p (/ i n)) n)
59.0ms
(log1p (/ i n))

simplify1.2s

Counts
65 → 99
Calls

65 calls. Slowest were:

207.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
171.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
148.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))

prune887.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 8.4b

localize4.0ms

Local error

Found 4 expressions with local error:

9.5b
(log1p (/ i n))
8.8b
(* (log1p (/ i n)) n)
8.7b
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
0.1b
(* (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)) 100)

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
4 → 87
Calls

4 calls. Slowest were:

4.0ms
(* (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)) 100)
3.0ms
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
2.0ms
(* (log1p (/ i n)) n)

series419.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

167.0ms
(* (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)) 100)
158.0ms
(/ (expm1 (* (log1p (/ i n)) n)) (/ i n))
55.0ms
(* (log1p (/ i n)) n)
39.0ms
(log1p (/ i n))

simplify1.3s

Counts
65 → 99
Calls

65 calls. Slowest were:

258.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
173.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
171.0ms
(/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i)

prune788.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 8.4b

localize6.0ms

Local error

Found 4 expressions with local error:

9.5b
(log1p (/ i n))
8.8b
(* (log1p (/ i n)) n)
8.8b
(/ (* (expm1 (* (log1p (/ i n)) n)) 100) (/ i n))
0.1b
(* (expm1 (* (log1p (/ i n)) n)) 100)

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
4 → 61
Calls

4 calls. Slowest were:

5.0ms
(/ (* (expm1 (* (log1p (/ i n)) n)) 100) (/ i n))
3.0ms
(* (log1p (/ i n)) n)
2.0ms
(* (expm1 (* (log1p (/ i n)) n)) 100)

series464.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

211.0ms
(/ (* (expm1 (* (log1p (/ i n)) n)) 100) (/ i n))
147.0ms
(* (expm1 (* (log1p (/ i n)) n)) 100)
66.0ms
(* (log1p (/ i n)) n)
40.0ms
(log1p (/ i n))

simplify1.2s

Counts
32 → 73
Calls

32 calls. Slowest were:

232.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
188.0ms
(+ (* 100 i) (+ (* 50 (pow i 2)) (* 50/3 (pow i 3))))
165.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))

prune690.0ms

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 8.4b

regimes456.0ms

Accuracy

48.2% (5.7b remaining)

Error of 15.3b against oracle of 9.6b and baseline of 20.6b

bsearch6.0ms

end0.0ms

sample9.9s

Algorithm
intervals