Average Error: 43.0 → 18.1
Time: 27.1s
Precision: 64
Internal Precision: 128
\[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
\[\begin{array}{l} \mathbf{if}\;i \le 2.2020524446628963 \cdot 10^{+106}:\\ \;\;\;\;\frac{(e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^* \cdot 100}{\frac{i}{n}}\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]

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
Herbie18.1
\[100 \cdot \frac{e^{n \cdot \begin{array}{l} \mathbf{if}\;1 + \frac{i}{n} = 1:\\ \;\;\;\;\frac{i}{n}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{i}{n} \cdot \log \left(1 + \frac{i}{n}\right)}{\left(\frac{i}{n} + 1\right) - 1}\\ \end{array}} - 1}{\frac{i}{n}}\]

Derivation

  1. Split input into 2 regimes
  2. if i < 2.2020524446628963e+106

    1. Initial program 44.1

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied pow-to-exp44.3

      \[\leadsto 100 \cdot \frac{\color{blue}{e^{\log \left(1 + \frac{i}{n}\right) \cdot n}} - 1}{\frac{i}{n}}\]
    4. Applied expm1-def37.8

      \[\leadsto 100 \cdot \frac{\color{blue}{(e^{\log \left(1 + \frac{i}{n}\right) \cdot n} - 1)^*}}{\frac{i}{n}}\]
    5. Simplified16.7

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{n \cdot \log_* (1 + \frac{i}{n})}} - 1)^*}{\frac{i}{n}}\]
    6. Using strategy rm
    7. Applied associate-*r/16.7

      \[\leadsto \color{blue}{\frac{100 \cdot (e^{n \cdot \log_* (1 + \frac{i}{n})} - 1)^*}{\frac{i}{n}}}\]
    8. Using strategy rm
    9. Applied *-commutative16.7

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

    if 2.2020524446628963e+106 < i

    1. Initial program 33.0

      \[100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\]
    2. Using strategy rm
    3. Applied pow-to-exp56.6

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

      \[\leadsto 100 \cdot \frac{(e^{\color{blue}{n \cdot \log_* (1 + \frac{i}{n})}} - 1)^*}{\frac{i}{n}}\]
    6. Taylor expanded around 0 30.6

      \[\leadsto \color{blue}{0}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification18.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;i \le 2.2020524446628963 \cdot 10^{+106}:\\ \;\;\;\;\frac{(e^{\log_* (1 + \frac{i}{n}) \cdot n} - 1)^* \cdot 100}{\frac{i}{n}}\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]

Reproduce

herbie shell --seed 2019016 +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: 26.1s)Debug log

sample332.0ms

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)

simplify272.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
272.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 42.9b

localize35.0ms

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)))

rewrite56.0ms

Algorithm
rewrite-expression-head
Rules
48×add-sqr-sqrt
40×times-frac
28×add-cube-cbrt
28×*-un-lft-identity
25×associate-*r*
20×difference-of-sqr-1
16×unpow-prod-down
13×div-inv
add-exp-log
fma-neg
add-cbrt-cube
associate-/l*
pow1
add-log-exp
log1p-expm1-u
associate-/r*
expm1-log1p-u
expm1-def
associate-/l/
flip--
associate-/r/
pow-exp
flip3--
pow-to-exp
*-commutative
associate-*r/
div-exp
div-sub
frac-2neg
pow-pow
sub-neg
clear-num
cbrt-undiv
Counts
4 → 122
Calls
4 calls:
Slowest
29.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
13.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
11.0ms
(- (pow (+ 1 (/ i n)) n) 1)
1.0ms
(pow (+ 1 (/ i n)) n)

series683.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
223.0ms
(* 100 (/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n)))
191.0ms
(/ (- (pow (+ 1 (/ i n)) n) 1) (/ i n))
152.0ms
(- (pow (+ 1 (/ i n)) n) 1)
117.0ms
(pow (+ 1 (/ i n)) n)

simplify4.0s

Counts
105 → 134
Calls
105 calls:
Slowest
349.0ms
(/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i)
324.0ms
(/ (* (* (- (pow (+ 1 (/ i n)) n) 1) (- (pow (+ 1 (/ i n)) n) 1)) (- (pow (+ 1 (/ i n)) n) 1)) (* (* (/ i n) (/ i n)) (/ i n)))
275.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
224.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))
220.0ms
(- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1)

prune1.5s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 10.5b

localize27.0ms

Local error

Found 4 expressions with local error:

10.8b
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
10.7b
(* n (log1p (/ i n)))
4.9b
(log1p (/ i n))
0.2b
(* 100 (/ (expm1 (* n (log1p (/ i n)))) (/ i n)))

rewrite14.0ms

Algorithm
rewrite-expression-head
Rules
24×times-frac
22×add-cube-cbrt
22×*-un-lft-identity
22×add-sqr-sqrt
20×associate-*r*
div-inv
add-exp-log
add-cbrt-cube
expm1-log1p-u
add-log-exp
log1p-expm1-u
associate-/r*
pow1
associate-/l*
*-commutative
associate-/r/
expm1-udef
associate-*r/
log1p-expm1
div-exp
div-sub
frac-2neg
clear-num
log1p-udef
cbrt-undiv
Counts
4 → 87
Calls
4 calls:
Slowest
6.0ms
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
3.0ms
(* 100 (/ (expm1 (* n (log1p (/ i n)))) (/ i n)))
2.0ms
(* n (log1p (/ i n)))
1.0ms
(log1p (/ i n))

series737.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
321.0ms
(/ (expm1 (* n (log1p (/ i n)))) (/ i n))
313.0ms
(* 100 (/ (expm1 (* n (log1p (/ i n)))) (/ i n)))
63.0ms
(* n (log1p (/ i n)))
40.0ms
(log1p (/ i n))

simplify1.1s

Counts
66 → 99
Calls
66 calls:
Slowest
270.0ms
(/ (* (* (expm1 (* n (log1p (/ i n)))) (expm1 (* n (log1p (/ i n))))) (expm1 (* n (log1p (/ i n))))) (* (* (/ i n) (/ i n)) (/ i n)))
77.0ms
(- (log (/ -1 n)) (log (/ -1 i)))
75.0ms
(/ (* (- (* 100 (exp i)) 100) n) i)
53.0ms
(/ (* (- (exp i) 1) n) i)
48.0ms
(/ (* (- (* 100 (exp i)) 100) n) i)

prune951.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 10.3b

localize12.0ms

Local error

Found 4 expressions with local error:

10.9b
(/ (* 100 (expm1 (* n (log1p (/ i n))))) (/ i n))
10.7b
(* n (log1p (/ i n)))
4.9b
(log1p (/ i n))
0.1b
(* 100 (expm1 (* n (log1p (/ i n)))))

rewrite15.0ms

Algorithm
rewrite-expression-head
Rules
add-cube-cbrt
*-un-lft-identity
add-sqr-sqrt
add-exp-log
associate-*r*
add-cbrt-cube
expm1-log1p-u
add-log-exp
log1p-expm1-u
times-frac
associate-/r*
pow1
div-inv
*-commutative
associate-/l*
associate-/r/
log1p-expm1
div-exp
frac-2neg
clear-num
log1p-udef
cbrt-undiv
Counts
4 → 61
Calls
4 calls:
Slowest
8.0ms
(/ (* 100 (expm1 (* n (log1p (/ i n))))) (/ i n))
2.0ms
(* n (log1p (/ i n)))
2.0ms
(* 100 (expm1 (* n (log1p (/ i n)))))
1.0ms
(log1p (/ i n))

series580.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
339.0ms
(/ (* 100 (expm1 (* n (log1p (/ i n))))) (/ i n))
145.0ms
(* 100 (expm1 (* n (log1p (/ i n)))))
59.0ms
(log1p (/ i n))
37.0ms
(* n (log1p (/ i n)))

simplify1.0s

Counts
33 → 73
Calls
33 calls:
Slowest
452.0ms
(/ (* (* (* 100 (expm1 (* n (log1p (/ i n))))) (* 100 (expm1 (* n (log1p (/ i n)))))) (* 100 (expm1 (* n (log1p (/ i n)))))) (* (* (/ i n) (/ i n)) (/ i n)))
138.0ms
(- (log (* 100 (expm1 (* n (log1p (/ i n)))))) (log (/ i n)))
97.0ms
(- (+ (* 50 (* (pow n 2) (pow (log n) 2))) (+ (* 50/3 (* (pow n 3) (pow (log i) 3))) (+ (* 100 (* n (log i))) (+ (* 100/3 (* (pow n 3) (* (pow (log n) 2) (log i)))) (+ (* 50/3 (* (pow n 3) (* (log i) (pow (log n) 2)))) (* 50 (* (pow n 2) (pow (log i) 2)))))))) (+ (* 100/3 (* (pow n 3) (* (pow (log i) 2) (log n)))) (+ (* 50 (* (pow n 2) (* (log n) (log i)))) (+ (* 50 (* (pow n 2) (* (log i) (log n)))) (+ (* 50/3 (* (pow n 3) (pow (log n) 3))) (+ (* 50/3 (* (pow n 3) (* (log n) (pow (log i) 2)))) (* 100 (* n (log n)))))))))
78.0ms
(/ (* (- (* 100 (exp i)) 100) n) i)
54.0ms
(/ (* (- (* 100 (exp i)) 100) n) i)

prune901.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 10.3b

localize19.0ms

Local error

Found 4 expressions with local error:

10.9b
(/ (* 100 (expm1 (* (log1p (/ i n)) n))) (/ i n))
10.7b
(* (log1p (/ i n)) n)
4.9b
(log1p (/ i n))
0.1b
(* 100 (expm1 (* (log1p (/ i n)) n)))

rewrite9.0ms

Algorithm
rewrite-expression-head
Rules
add-cube-cbrt
*-un-lft-identity
add-sqr-sqrt
add-exp-log
add-cbrt-cube
expm1-log1p-u
add-log-exp
log1p-expm1-u
times-frac
associate-/r*
pow1
div-inv
associate-*l*
associate-*r*
*-commutative
associate-/l*
associate-/r/
log1p-expm1
div-exp
frac-2neg
clear-num
log1p-udef
cbrt-undiv
Counts
4 → 61
Calls
4 calls:
Slowest
4.0ms
(/ (* 100 (expm1 (* (log1p (/ i n)) n))) (/ i n))
2.0ms
(* (log1p (/ i n)) n)
1.0ms
(* 100 (expm1 (* (log1p (/ i n)) n)))
0.0ms
(log1p (/ i n))

series486.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
219.0ms
(/ (* 100 (expm1 (* (log1p (/ i n)) n))) (/ i n))
149.0ms
(* 100 (expm1 (* (log1p (/ i n)) n)))
63.0ms
(* (log1p (/ i n)) n)
55.0ms
(log1p (/ i n))

simplify1.6s

Counts
32 → 73
Calls
32 calls:
Slowest
284.0ms
(* 100 (/ (* n (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1)) i))
243.0ms
(* 100 (/ (* (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1) n) i))
235.0ms
(* 100 (- (exp (* (- (log (/ 1 n)) (log (/ 1 i))) n)) 1))
216.0ms
(+ (* 100 i) (+ (* 50 (pow i 2)) (* 50/3 (pow i 3))))
191.0ms
(* 100 (- (exp (* n (- (log (/ -1 n)) (log (/ -1 i))))) 1))

prune843.0ms

Pruning

10 alts after pruning (8 fresh and 2 done)

Merged error: 10.3b

regimes180.0ms

Accuracy

18.7% (8.6b remaining)

Error of 18.1b against oracle of 9.4b and baseline of 20.0b

bsearch219.0ms

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)