(FPCore (i n) :precision binary64 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n))))
(FPCore (i n)
:precision binary64
(let* ((t_0 (/ (pow n 3.0) i))
(t_1 (pow (log n) 2.0))
(t_2 (pow (log n) 3.0))
(t_3 (/ (pow n 4.0) (* i i)))
(t_4 (* (pow n 4.0) (log n)))
(t_5 (pow (log i) 2.0))
(t_6 (pow (log i) 3.0)))
(if (<= i -1.12e-28)
(/ (fma (exp i) 100.0 -100.0) (/ i n))
(if (<= i 0.0076)
(fma
n
100.0
(fma
-50.0
(fma i i i)
(fma
33.333333333333336
(* i (/ i n))
(* (* i n) (+ (* i 16.666666666666668) 50.0)))))
(*
n
(/
(-
(fma
50.0
(* (* n n) t_5)
(fma
50.0
(* t_3 (log n))
(fma
25.0
(* t_5 (* (pow n 4.0) t_1))
(fma
50.0
t_3
(fma
33.333333333333336
(/ (pow n 4.0) (pow i 3.0))
(fma
100.0
(* n (log i))
(fma
50.0
(* t_1 (* (log i) (pow n 3.0)))
(fma
4.166666666666667
(* (pow n 4.0) (pow (log n) 4.0))
(fma
16.666666666666668
(* (pow n 3.0) t_6)
(fma
50.0
(* (* n n) t_1)
(fma
4.166666666666667
(* (pow n 4.0) (pow (log i) 4.0))
(fma
100.0
(/ (* n n) i)
(fma
50.0
(/ t_5 (/ i (pow n 4.0)))
(fma
100.0
(* (log i) t_0)
(* 50.0 (* t_1 (/ (pow n 4.0) i)))))))))))))))))
(fma
16.666666666666668
(* (pow n 3.0) t_2)
(fma
50.0
(* (pow n 3.0) (* t_5 (log n)))
(fma
16.666666666666668
(* t_6 t_4)
(fma
100.0
(* (* n n) (* (log i) (log n)))
(fma
50.0
(/ (pow n 3.0) (* i i))
(fma
100.0
(* n (log n))
(fma
50.0
(* (log i) t_3)
(fma
16.666666666666668
(* (log i) (* (pow n 4.0) t_2))
(* 100.0 (+ (* t_4 (/ (log i) i)) (* (log n) t_0))))))))))))
i))))))double code(double i, double n) {
return 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
}
double code(double i, double n) {
double t_0 = pow(n, 3.0) / i;
double t_1 = pow(log(n), 2.0);
double t_2 = pow(log(n), 3.0);
double t_3 = pow(n, 4.0) / (i * i);
double t_4 = pow(n, 4.0) * log(n);
double t_5 = pow(log(i), 2.0);
double t_6 = pow(log(i), 3.0);
double tmp;
if (i <= -1.12e-28) {
tmp = fma(exp(i), 100.0, -100.0) / (i / n);
} else if (i <= 0.0076) {
tmp = fma(n, 100.0, fma(-50.0, fma(i, i, i), fma(33.333333333333336, (i * (i / n)), ((i * n) * ((i * 16.666666666666668) + 50.0)))));
} else {
tmp = n * ((fma(50.0, ((n * n) * t_5), fma(50.0, (t_3 * log(n)), fma(25.0, (t_5 * (pow(n, 4.0) * t_1)), fma(50.0, t_3, fma(33.333333333333336, (pow(n, 4.0) / pow(i, 3.0)), fma(100.0, (n * log(i)), fma(50.0, (t_1 * (log(i) * pow(n, 3.0))), fma(4.166666666666667, (pow(n, 4.0) * pow(log(n), 4.0)), fma(16.666666666666668, (pow(n, 3.0) * t_6), fma(50.0, ((n * n) * t_1), fma(4.166666666666667, (pow(n, 4.0) * pow(log(i), 4.0)), fma(100.0, ((n * n) / i), fma(50.0, (t_5 / (i / pow(n, 4.0))), fma(100.0, (log(i) * t_0), (50.0 * (t_1 * (pow(n, 4.0) / i))))))))))))))))) - fma(16.666666666666668, (pow(n, 3.0) * t_2), fma(50.0, (pow(n, 3.0) * (t_5 * log(n))), fma(16.666666666666668, (t_6 * t_4), fma(100.0, ((n * n) * (log(i) * log(n))), fma(50.0, (pow(n, 3.0) / (i * i)), fma(100.0, (n * log(n)), fma(50.0, (log(i) * t_3), fma(16.666666666666668, (log(i) * (pow(n, 4.0) * t_2)), (100.0 * ((t_4 * (log(i) / i)) + (log(n) * t_0)))))))))))) / i);
}
return tmp;
}
function code(i, n) return Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) end
function code(i, n) t_0 = Float64((n ^ 3.0) / i) t_1 = log(n) ^ 2.0 t_2 = log(n) ^ 3.0 t_3 = Float64((n ^ 4.0) / Float64(i * i)) t_4 = Float64((n ^ 4.0) * log(n)) t_5 = log(i) ^ 2.0 t_6 = log(i) ^ 3.0 tmp = 0.0 if (i <= -1.12e-28) tmp = Float64(fma(exp(i), 100.0, -100.0) / Float64(i / n)); elseif (i <= 0.0076) tmp = fma(n, 100.0, fma(-50.0, fma(i, i, i), fma(33.333333333333336, Float64(i * Float64(i / n)), Float64(Float64(i * n) * Float64(Float64(i * 16.666666666666668) + 50.0))))); else tmp = Float64(n * Float64(Float64(fma(50.0, Float64(Float64(n * n) * t_5), fma(50.0, Float64(t_3 * log(n)), fma(25.0, Float64(t_5 * Float64((n ^ 4.0) * t_1)), fma(50.0, t_3, fma(33.333333333333336, Float64((n ^ 4.0) / (i ^ 3.0)), fma(100.0, Float64(n * log(i)), fma(50.0, Float64(t_1 * Float64(log(i) * (n ^ 3.0))), fma(4.166666666666667, Float64((n ^ 4.0) * (log(n) ^ 4.0)), fma(16.666666666666668, Float64((n ^ 3.0) * t_6), fma(50.0, Float64(Float64(n * n) * t_1), fma(4.166666666666667, Float64((n ^ 4.0) * (log(i) ^ 4.0)), fma(100.0, Float64(Float64(n * n) / i), fma(50.0, Float64(t_5 / Float64(i / (n ^ 4.0))), fma(100.0, Float64(log(i) * t_0), Float64(50.0 * Float64(t_1 * Float64((n ^ 4.0) / i))))))))))))))))) - fma(16.666666666666668, Float64((n ^ 3.0) * t_2), fma(50.0, Float64((n ^ 3.0) * Float64(t_5 * log(n))), fma(16.666666666666668, Float64(t_6 * t_4), fma(100.0, Float64(Float64(n * n) * Float64(log(i) * log(n))), fma(50.0, Float64((n ^ 3.0) / Float64(i * i)), fma(100.0, Float64(n * log(n)), fma(50.0, Float64(log(i) * t_3), fma(16.666666666666668, Float64(log(i) * Float64((n ^ 4.0) * t_2)), Float64(100.0 * Float64(Float64(t_4 * Float64(log(i) / i)) + Float64(log(n) * t_0)))))))))))) / i)); end return tmp end
code[i_, n_] := N[(100.0 * N[(N[(N[Power[N[(1.0 + N[(i / n), $MachinePrecision]), $MachinePrecision], n], $MachinePrecision] - 1.0), $MachinePrecision] / N[(i / n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[i_, n_] := Block[{t$95$0 = N[(N[Power[n, 3.0], $MachinePrecision] / i), $MachinePrecision]}, Block[{t$95$1 = N[Power[N[Log[n], $MachinePrecision], 2.0], $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Log[n], $MachinePrecision], 3.0], $MachinePrecision]}, Block[{t$95$3 = N[(N[Power[n, 4.0], $MachinePrecision] / N[(i * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[Power[n, 4.0], $MachinePrecision] * N[Log[n], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$5 = N[Power[N[Log[i], $MachinePrecision], 2.0], $MachinePrecision]}, Block[{t$95$6 = N[Power[N[Log[i], $MachinePrecision], 3.0], $MachinePrecision]}, If[LessEqual[i, -1.12e-28], N[(N[(N[Exp[i], $MachinePrecision] * 100.0 + -100.0), $MachinePrecision] / N[(i / n), $MachinePrecision]), $MachinePrecision], If[LessEqual[i, 0.0076], N[(n * 100.0 + N[(-50.0 * N[(i * i + i), $MachinePrecision] + N[(33.333333333333336 * N[(i * N[(i / n), $MachinePrecision]), $MachinePrecision] + N[(N[(i * n), $MachinePrecision] * N[(N[(i * 16.666666666666668), $MachinePrecision] + 50.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(n * N[(N[(N[(50.0 * N[(N[(n * n), $MachinePrecision] * t$95$5), $MachinePrecision] + N[(50.0 * N[(t$95$3 * N[Log[n], $MachinePrecision]), $MachinePrecision] + N[(25.0 * N[(t$95$5 * N[(N[Power[n, 4.0], $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(50.0 * t$95$3 + N[(33.333333333333336 * N[(N[Power[n, 4.0], $MachinePrecision] / N[Power[i, 3.0], $MachinePrecision]), $MachinePrecision] + N[(100.0 * N[(n * N[Log[i], $MachinePrecision]), $MachinePrecision] + N[(50.0 * N[(t$95$1 * N[(N[Log[i], $MachinePrecision] * N[Power[n, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(4.166666666666667 * N[(N[Power[n, 4.0], $MachinePrecision] * N[Power[N[Log[n], $MachinePrecision], 4.0], $MachinePrecision]), $MachinePrecision] + N[(16.666666666666668 * N[(N[Power[n, 3.0], $MachinePrecision] * t$95$6), $MachinePrecision] + N[(50.0 * N[(N[(n * n), $MachinePrecision] * t$95$1), $MachinePrecision] + N[(4.166666666666667 * N[(N[Power[n, 4.0], $MachinePrecision] * N[Power[N[Log[i], $MachinePrecision], 4.0], $MachinePrecision]), $MachinePrecision] + N[(100.0 * N[(N[(n * n), $MachinePrecision] / i), $MachinePrecision] + N[(50.0 * N[(t$95$5 / N[(i / N[Power[n, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(100.0 * N[(N[Log[i], $MachinePrecision] * t$95$0), $MachinePrecision] + N[(50.0 * N[(t$95$1 * N[(N[Power[n, 4.0], $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(16.666666666666668 * N[(N[Power[n, 3.0], $MachinePrecision] * t$95$2), $MachinePrecision] + N[(50.0 * N[(N[Power[n, 3.0], $MachinePrecision] * N[(t$95$5 * N[Log[n], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(16.666666666666668 * N[(t$95$6 * t$95$4), $MachinePrecision] + N[(100.0 * N[(N[(n * n), $MachinePrecision] * N[(N[Log[i], $MachinePrecision] * N[Log[n], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(50.0 * N[(N[Power[n, 3.0], $MachinePrecision] / N[(i * i), $MachinePrecision]), $MachinePrecision] + N[(100.0 * N[(n * N[Log[n], $MachinePrecision]), $MachinePrecision] + N[(50.0 * N[(N[Log[i], $MachinePrecision] * t$95$3), $MachinePrecision] + N[(16.666666666666668 * N[(N[Log[i], $MachinePrecision] * N[(N[Power[n, 4.0], $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(100.0 * N[(N[(t$95$4 * N[(N[Log[i], $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision] + N[(N[Log[n], $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision]]]]]]]]]]
100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}
\begin{array}{l}
t_0 := \frac{{n}^{3}}{i}\\
t_1 := {\log n}^{2}\\
t_2 := {\log n}^{3}\\
t_3 := \frac{{n}^{4}}{i \cdot i}\\
t_4 := {n}^{4} \cdot \log n\\
t_5 := {\log i}^{2}\\
t_6 := {\log i}^{3}\\
\mathbf{if}\;i \leq -1.12 \cdot 10^{-28}:\\
\;\;\;\;\frac{\mathsf{fma}\left(e^{i}, 100, -100\right)}{\frac{i}{n}}\\
\mathbf{elif}\;i \leq 0.0076:\\
\;\;\;\;\mathsf{fma}\left(n, 100, \mathsf{fma}\left(-50, \mathsf{fma}\left(i, i, i\right), \mathsf{fma}\left(33.333333333333336, i \cdot \frac{i}{n}, \left(i \cdot n\right) \cdot \left(i \cdot 16.666666666666668 + 50\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;n \cdot \frac{\mathsf{fma}\left(50, \left(n \cdot n\right) \cdot t_5, \mathsf{fma}\left(50, t_3 \cdot \log n, \mathsf{fma}\left(25, t_5 \cdot \left({n}^{4} \cdot t_1\right), \mathsf{fma}\left(50, t_3, \mathsf{fma}\left(33.333333333333336, \frac{{n}^{4}}{{i}^{3}}, \mathsf{fma}\left(100, n \cdot \log i, \mathsf{fma}\left(50, t_1 \cdot \left(\log i \cdot {n}^{3}\right), \mathsf{fma}\left(4.166666666666667, {n}^{4} \cdot {\log n}^{4}, \mathsf{fma}\left(16.666666666666668, {n}^{3} \cdot t_6, \mathsf{fma}\left(50, \left(n \cdot n\right) \cdot t_1, \mathsf{fma}\left(4.166666666666667, {n}^{4} \cdot {\log i}^{4}, \mathsf{fma}\left(100, \frac{n \cdot n}{i}, \mathsf{fma}\left(50, \frac{t_5}{\frac{i}{{n}^{4}}}, \mathsf{fma}\left(100, \log i \cdot t_0, 50 \cdot \left(t_1 \cdot \frac{{n}^{4}}{i}\right)\right)\right)\right)\right)\right)\right)\right)\right)\right)\right)\right)\right)\right)\right) - \mathsf{fma}\left(16.666666666666668, {n}^{3} \cdot t_2, \mathsf{fma}\left(50, {n}^{3} \cdot \left(t_5 \cdot \log n\right), \mathsf{fma}\left(16.666666666666668, t_6 \cdot t_4, \mathsf{fma}\left(100, \left(n \cdot n\right) \cdot \left(\log i \cdot \log n\right), \mathsf{fma}\left(50, \frac{{n}^{3}}{i \cdot i}, \mathsf{fma}\left(100, n \cdot \log n, \mathsf{fma}\left(50, \log i \cdot t_3, \mathsf{fma}\left(16.666666666666668, \log i \cdot \left({n}^{4} \cdot t_2\right), 100 \cdot \left(t_4 \cdot \frac{\log i}{i} + \log n \cdot t_0\right)\right)\right)\right)\right)\right)\right)\right)\right)}{i}\\
\end{array}




Bits error versus i




Bits error versus n
| Original | 47.9 |
|---|---|
| Target | 47.5 |
| Herbie | 12.1 |
if i < -1.1200000000000001e-28Initial program 31.1
Simplified31.4
Taylor expanded in n around inf 16.1
Simplified15.4
if -1.1200000000000001e-28 < i < 0.00759999999999999998Initial program 58.4
Simplified58.0
Taylor expanded in i around 0 13.5
Simplified8.7
Applied egg-rr8.7
Taylor expanded in n around 0 8.8
Simplified8.7
if 0.00759999999999999998 < i Initial program 32.5
Simplified32.5
Taylor expanded in n around 0 20.7
Simplified20.7
Final simplification12.1
herbie shell --seed 2022160
(FPCore (i n)
:name "Compound Interest"
:precision binary64
:herbie-target
(* 100.0 (/ (- (exp (* n (if (== (+ 1.0 (/ i n)) 1.0) (/ i n) (/ (* (/ i n) (log (+ 1.0 (/ i n)))) (- (+ (/ i n) 1.0) 1.0))))) 1.0) (/ i n)))
(* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n))))