
(FPCore (i n) :precision binary64 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n))))
double code(double i, double n) {
return 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(i, n)
use fmin_fmax_functions
real(8), intent (in) :: i
real(8), intent (in) :: n
code = 100.0d0 * ((((1.0d0 + (i / n)) ** n) - 1.0d0) / (i / n))
end function
public static double code(double i, double n) {
return 100.0 * ((Math.pow((1.0 + (i / n)), n) - 1.0) / (i / n));
}
def code(i, n): return 100.0 * ((math.pow((1.0 + (i / n)), n) - 1.0) / (i / n))
function code(i, n) return Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) end
function tmp = code(i, n) tmp = 100.0 * ((((1.0 + (i / n)) ^ n) - 1.0) / (i / n)); 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]
\begin{array}{l}
\\
100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (i n) :precision binary64 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n))))
double code(double i, double n) {
return 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(i, n)
use fmin_fmax_functions
real(8), intent (in) :: i
real(8), intent (in) :: n
code = 100.0d0 * ((((1.0d0 + (i / n)) ** n) - 1.0d0) / (i / n))
end function
public static double code(double i, double n) {
return 100.0 * ((Math.pow((1.0 + (i / n)), n) - 1.0) / (i / n));
}
def code(i, n): return 100.0 * ((math.pow((1.0 + (i / n)), n) - 1.0) / (i / n))
function code(i, n) return Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) end
function tmp = code(i, n) tmp = 100.0 * ((((1.0 + (i / n)) ^ n) - 1.0) / (i / n)); 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]
\begin{array}{l}
\\
100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}
\end{array}
(FPCore (i n)
:precision binary64
(let* ((t_0 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n)))))
(if (<= t_0 -1e-11)
t_0
(if (<= t_0 0.0)
(/ (* 100.0 (expm1 (* (log1p (/ i n)) n))) (/ i n))
(if (<= t_0 INFINITY)
t_0
(fma 100.0 n (* 100.0 (* i (* n (- 0.5 (* 0.5 (pow n -1.0))))))))))))
double code(double i, double n) {
double t_0 = 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
double tmp;
if (t_0 <= -1e-11) {
tmp = t_0;
} else if (t_0 <= 0.0) {
tmp = (100.0 * expm1((log1p((i / n)) * n))) / (i / n);
} else if (t_0 <= ((double) INFINITY)) {
tmp = t_0;
} else {
tmp = fma(100.0, n, (100.0 * (i * (n * (0.5 - (0.5 * pow(n, -1.0)))))));
}
return tmp;
}
function code(i, n) t_0 = Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) tmp = 0.0 if (t_0 <= -1e-11) tmp = t_0; elseif (t_0 <= 0.0) tmp = Float64(Float64(100.0 * expm1(Float64(log1p(Float64(i / n)) * n))) / Float64(i / n)); elseif (t_0 <= Inf) tmp = t_0; else tmp = fma(100.0, n, Float64(100.0 * Float64(i * Float64(n * Float64(0.5 - Float64(0.5 * (n ^ -1.0))))))); end return tmp end
code[i_, n_] := Block[{t$95$0 = 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]}, If[LessEqual[t$95$0, -1e-11], t$95$0, If[LessEqual[t$95$0, 0.0], N[(N[(100.0 * N[(Exp[N[(N[Log[1 + N[(i / n), $MachinePrecision]], $MachinePrecision] * n), $MachinePrecision]] - 1), $MachinePrecision]), $MachinePrecision] / N[(i / n), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, Infinity], t$95$0, N[(100.0 * n + N[(100.0 * N[(i * N[(n * N[(0.5 - N[(0.5 * N[Power[n, -1.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\\
\mathbf{if}\;t\_0 \leq -1 \cdot 10^{-11}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\frac{100 \cdot \mathsf{expm1}\left(\mathsf{log1p}\left(\frac{i}{n}\right) \cdot n\right)}{\frac{i}{n}}\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(100, n, 100 \cdot \left(i \cdot \left(n \cdot \left(0.5 - 0.5 \cdot {n}^{-1}\right)\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -9.99999999999999939e-12 or -0.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < +inf.0Initial program 97.3%
if -9.99999999999999939e-12 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -0.0Initial program 26.6%
lift-*.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f64N/A
lift-/.f6499.6
Applied rewrites99.6%
if +inf.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) Initial program 0.0%
lift-*.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f64N/A
lift-/.f640.0
Applied rewrites0.0%
Taylor expanded in i around 0
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower--.f64N/A
lower-*.f64N/A
inv-powN/A
lower-pow.f6488.0
Applied rewrites88.0%
Final simplification97.5%
(FPCore (i n)
:precision binary64
(let* ((t_0 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n)))))
(if (<= t_0 (- INFINITY))
(fma
(fma
(*
100.0
(fma
(* n i)
(-
(fma 0.4583333333333333 (pow n -2.0) 0.041666666666666664)
(fma (pow n -3.0) 0.25 (/ 0.25 n)))
(*
(-
(fma (pow n -2.0) 0.3333333333333333 0.16666666666666666)
(/ 0.5 n))
n)))
i
(* (* (- 0.5 (/ 0.5 n)) n) 100.0))
i
(* n 100.0))
(if (<= t_0 0.0)
(* (/ (expm1 (* (log1p (/ i n)) n)) (/ i n)) 100.0)
(if (<= t_0 INFINITY)
t_0
(fma 100.0 n (* 100.0 (* i (* n (- 0.5 (* 0.5 (pow n -1.0))))))))))))
double code(double i, double n) {
double t_0 = 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma(fma((100.0 * fma((n * i), (fma(0.4583333333333333, pow(n, -2.0), 0.041666666666666664) - fma(pow(n, -3.0), 0.25, (0.25 / n))), ((fma(pow(n, -2.0), 0.3333333333333333, 0.16666666666666666) - (0.5 / n)) * n))), i, (((0.5 - (0.5 / n)) * n) * 100.0)), i, (n * 100.0));
} else if (t_0 <= 0.0) {
tmp = (expm1((log1p((i / n)) * n)) / (i / n)) * 100.0;
} else if (t_0 <= ((double) INFINITY)) {
tmp = t_0;
} else {
tmp = fma(100.0, n, (100.0 * (i * (n * (0.5 - (0.5 * pow(n, -1.0)))))));
}
return tmp;
}
function code(i, n) t_0 = Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = fma(fma(Float64(100.0 * fma(Float64(n * i), Float64(fma(0.4583333333333333, (n ^ -2.0), 0.041666666666666664) - fma((n ^ -3.0), 0.25, Float64(0.25 / n))), Float64(Float64(fma((n ^ -2.0), 0.3333333333333333, 0.16666666666666666) - Float64(0.5 / n)) * n))), i, Float64(Float64(Float64(0.5 - Float64(0.5 / n)) * n) * 100.0)), i, Float64(n * 100.0)); elseif (t_0 <= 0.0) tmp = Float64(Float64(expm1(Float64(log1p(Float64(i / n)) * n)) / Float64(i / n)) * 100.0); elseif (t_0 <= Inf) tmp = t_0; else tmp = fma(100.0, n, Float64(100.0 * Float64(i * Float64(n * Float64(0.5 - Float64(0.5 * (n ^ -1.0))))))); end return tmp end
code[i_, n_] := Block[{t$95$0 = 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]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(100.0 * N[(N[(n * i), $MachinePrecision] * N[(N[(0.4583333333333333 * N[Power[n, -2.0], $MachinePrecision] + 0.041666666666666664), $MachinePrecision] - N[(N[Power[n, -3.0], $MachinePrecision] * 0.25 + N[(0.25 / n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[Power[n, -2.0], $MachinePrecision] * 0.3333333333333333 + 0.16666666666666666), $MachinePrecision] - N[(0.5 / n), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * i + N[(N[(N[(0.5 - N[(0.5 / n), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision] * 100.0), $MachinePrecision]), $MachinePrecision] * i + N[(n * 100.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(N[(N[(Exp[N[(N[Log[1 + N[(i / n), $MachinePrecision]], $MachinePrecision] * n), $MachinePrecision]] - 1), $MachinePrecision] / N[(i / n), $MachinePrecision]), $MachinePrecision] * 100.0), $MachinePrecision], If[LessEqual[t$95$0, Infinity], t$95$0, N[(100.0 * n + N[(100.0 * N[(i * N[(n * N[(0.5 - N[(0.5 * N[Power[n, -1.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(100 \cdot \mathsf{fma}\left(n \cdot i, \mathsf{fma}\left(0.4583333333333333, {n}^{-2}, 0.041666666666666664\right) - \mathsf{fma}\left({n}^{-3}, 0.25, \frac{0.25}{n}\right), \left(\mathsf{fma}\left({n}^{-2}, 0.3333333333333333, 0.16666666666666666\right) - \frac{0.5}{n}\right) \cdot n\right), i, \left(\left(0.5 - \frac{0.5}{n}\right) \cdot n\right) \cdot 100\right), i, n \cdot 100\right)\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\frac{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{i}{n}\right) \cdot n\right)}{\frac{i}{n}} \cdot 100\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(100, n, 100 \cdot \left(i \cdot \left(n \cdot \left(0.5 - 0.5 \cdot {n}^{-1}\right)\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -inf.0Initial program 100.0%
Taylor expanded in i around 0
Applied rewrites100.0%
if -inf.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -0.0Initial program 27.8%
lift-*.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f64N/A
lift-/.f6499.6
Applied rewrites99.6%
if -0.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < +inf.0Initial program 96.2%
if +inf.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) Initial program 0.0%
lift-*.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f64N/A
lift-/.f640.0
Applied rewrites0.0%
Taylor expanded in i around 0
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower--.f64N/A
lower-*.f64N/A
inv-powN/A
lower-pow.f6488.0
Applied rewrites88.0%
Final simplification97.5%
(FPCore (i n)
:precision binary64
(let* ((t_0 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n)))))
(if (<= t_0 (- INFINITY))
(fma
(fma
(*
100.0
(fma
(* n i)
(-
(fma 0.4583333333333333 (pow n -2.0) 0.041666666666666664)
(fma (pow n -3.0) 0.25 (/ 0.25 n)))
(*
(-
(fma (pow n -2.0) 0.3333333333333333 0.16666666666666666)
(/ 0.5 n))
n)))
i
(* (* (- 0.5 (/ 0.5 n)) n) 100.0))
i
(* n 100.0))
(if (<= t_0 0.0)
(* 100.0 (* (/ (expm1 (* (log1p (/ i n)) n)) i) n))
(if (<= t_0 INFINITY)
t_0
(fma 100.0 n (* 100.0 (* i (* n (- 0.5 (* 0.5 (pow n -1.0))))))))))))
double code(double i, double n) {
double t_0 = 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma(fma((100.0 * fma((n * i), (fma(0.4583333333333333, pow(n, -2.0), 0.041666666666666664) - fma(pow(n, -3.0), 0.25, (0.25 / n))), ((fma(pow(n, -2.0), 0.3333333333333333, 0.16666666666666666) - (0.5 / n)) * n))), i, (((0.5 - (0.5 / n)) * n) * 100.0)), i, (n * 100.0));
} else if (t_0 <= 0.0) {
tmp = 100.0 * ((expm1((log1p((i / n)) * n)) / i) * n);
} else if (t_0 <= ((double) INFINITY)) {
tmp = t_0;
} else {
tmp = fma(100.0, n, (100.0 * (i * (n * (0.5 - (0.5 * pow(n, -1.0)))))));
}
return tmp;
}
function code(i, n) t_0 = Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = fma(fma(Float64(100.0 * fma(Float64(n * i), Float64(fma(0.4583333333333333, (n ^ -2.0), 0.041666666666666664) - fma((n ^ -3.0), 0.25, Float64(0.25 / n))), Float64(Float64(fma((n ^ -2.0), 0.3333333333333333, 0.16666666666666666) - Float64(0.5 / n)) * n))), i, Float64(Float64(Float64(0.5 - Float64(0.5 / n)) * n) * 100.0)), i, Float64(n * 100.0)); elseif (t_0 <= 0.0) tmp = Float64(100.0 * Float64(Float64(expm1(Float64(log1p(Float64(i / n)) * n)) / i) * n)); elseif (t_0 <= Inf) tmp = t_0; else tmp = fma(100.0, n, Float64(100.0 * Float64(i * Float64(n * Float64(0.5 - Float64(0.5 * (n ^ -1.0))))))); end return tmp end
code[i_, n_] := Block[{t$95$0 = 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]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(100.0 * N[(N[(n * i), $MachinePrecision] * N[(N[(0.4583333333333333 * N[Power[n, -2.0], $MachinePrecision] + 0.041666666666666664), $MachinePrecision] - N[(N[Power[n, -3.0], $MachinePrecision] * 0.25 + N[(0.25 / n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[Power[n, -2.0], $MachinePrecision] * 0.3333333333333333 + 0.16666666666666666), $MachinePrecision] - N[(0.5 / n), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * i + N[(N[(N[(0.5 - N[(0.5 / n), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision] * 100.0), $MachinePrecision]), $MachinePrecision] * i + N[(n * 100.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(100.0 * N[(N[(N[(Exp[N[(N[Log[1 + N[(i / n), $MachinePrecision]], $MachinePrecision] * n), $MachinePrecision]] - 1), $MachinePrecision] / i), $MachinePrecision] * n), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, Infinity], t$95$0, N[(100.0 * n + N[(100.0 * N[(i * N[(n * N[(0.5 - N[(0.5 * N[Power[n, -1.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(100 \cdot \mathsf{fma}\left(n \cdot i, \mathsf{fma}\left(0.4583333333333333, {n}^{-2}, 0.041666666666666664\right) - \mathsf{fma}\left({n}^{-3}, 0.25, \frac{0.25}{n}\right), \left(\mathsf{fma}\left({n}^{-2}, 0.3333333333333333, 0.16666666666666666\right) - \frac{0.5}{n}\right) \cdot n\right), i, \left(\left(0.5 - \frac{0.5}{n}\right) \cdot n\right) \cdot 100\right), i, n \cdot 100\right)\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;100 \cdot \left(\frac{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{i}{n}\right) \cdot n\right)}{i} \cdot n\right)\\
\mathbf{elif}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(100, n, 100 \cdot \left(i \cdot \left(n \cdot \left(0.5 - 0.5 \cdot {n}^{-1}\right)\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -inf.0Initial program 100.0%
Taylor expanded in i around 0
Applied rewrites100.0%
if -inf.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -0.0Initial program 27.8%
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lower-*.f64N/A
lower-/.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f6497.7
Applied rewrites97.7%
if -0.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < +inf.0Initial program 96.2%
if +inf.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) Initial program 0.0%
lift-*.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f64N/A
lift-/.f640.0
Applied rewrites0.0%
Taylor expanded in i around 0
lower-fma.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower--.f64N/A
lower-*.f64N/A
inv-powN/A
lower-pow.f6488.0
Applied rewrites88.0%
Final simplification96.1%
(FPCore (i n)
:precision binary64
(let* ((t_0
(fma
(fma
(*
100.0
(fma
(* n i)
(-
(fma 0.4583333333333333 (pow n -2.0) 0.041666666666666664)
(fma (pow n -3.0) 0.25 (/ 0.25 n)))
(*
(-
(fma (pow n -2.0) 0.3333333333333333 0.16666666666666666)
(/ 0.5 n))
n)))
i
(* (* (- 0.5 (/ 0.5 n)) n) 100.0))
i
(* n 100.0)))
(t_1 (* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n)))))
(if (<= t_1 (- INFINITY))
t_0
(if (<= t_1 0.0)
(* 100.0 (* (/ (expm1 (* (log1p (/ i n)) n)) i) n))
(if (<= t_1 1000.0)
(* 100.0 (/ (* n (expm1 (log (pow (/ i n) n)))) i))
t_0)))))
double code(double i, double n) {
double t_0 = fma(fma((100.0 * fma((n * i), (fma(0.4583333333333333, pow(n, -2.0), 0.041666666666666664) - fma(pow(n, -3.0), 0.25, (0.25 / n))), ((fma(pow(n, -2.0), 0.3333333333333333, 0.16666666666666666) - (0.5 / n)) * n))), i, (((0.5 - (0.5 / n)) * n) * 100.0)), i, (n * 100.0));
double t_1 = 100.0 * ((pow((1.0 + (i / n)), n) - 1.0) / (i / n));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = t_0;
} else if (t_1 <= 0.0) {
tmp = 100.0 * ((expm1((log1p((i / n)) * n)) / i) * n);
} else if (t_1 <= 1000.0) {
tmp = 100.0 * ((n * expm1(log(pow((i / n), n)))) / i);
} else {
tmp = t_0;
}
return tmp;
}
function code(i, n) t_0 = fma(fma(Float64(100.0 * fma(Float64(n * i), Float64(fma(0.4583333333333333, (n ^ -2.0), 0.041666666666666664) - fma((n ^ -3.0), 0.25, Float64(0.25 / n))), Float64(Float64(fma((n ^ -2.0), 0.3333333333333333, 0.16666666666666666) - Float64(0.5 / n)) * n))), i, Float64(Float64(Float64(0.5 - Float64(0.5 / n)) * n) * 100.0)), i, Float64(n * 100.0)) t_1 = Float64(100.0 * Float64(Float64((Float64(1.0 + Float64(i / n)) ^ n) - 1.0) / Float64(i / n))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = t_0; elseif (t_1 <= 0.0) tmp = Float64(100.0 * Float64(Float64(expm1(Float64(log1p(Float64(i / n)) * n)) / i) * n)); elseif (t_1 <= 1000.0) tmp = Float64(100.0 * Float64(Float64(n * expm1(log((Float64(i / n) ^ n)))) / i)); else tmp = t_0; end return tmp end
code[i_, n_] := Block[{t$95$0 = N[(N[(N[(100.0 * N[(N[(n * i), $MachinePrecision] * N[(N[(0.4583333333333333 * N[Power[n, -2.0], $MachinePrecision] + 0.041666666666666664), $MachinePrecision] - N[(N[Power[n, -3.0], $MachinePrecision] * 0.25 + N[(0.25 / n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[Power[n, -2.0], $MachinePrecision] * 0.3333333333333333 + 0.16666666666666666), $MachinePrecision] - N[(0.5 / n), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * i + N[(N[(N[(0.5 - N[(0.5 / n), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision] * 100.0), $MachinePrecision]), $MachinePrecision] * i + N[(n * 100.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = 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]}, If[LessEqual[t$95$1, (-Infinity)], t$95$0, If[LessEqual[t$95$1, 0.0], N[(100.0 * N[(N[(N[(Exp[N[(N[Log[1 + N[(i / n), $MachinePrecision]], $MachinePrecision] * n), $MachinePrecision]] - 1), $MachinePrecision] / i), $MachinePrecision] * n), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 1000.0], N[(100.0 * N[(N[(n * N[(Exp[N[Log[N[Power[N[(i / n), $MachinePrecision], n], $MachinePrecision]], $MachinePrecision]] - 1), $MachinePrecision]), $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision], t$95$0]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(100 \cdot \mathsf{fma}\left(n \cdot i, \mathsf{fma}\left(0.4583333333333333, {n}^{-2}, 0.041666666666666664\right) - \mathsf{fma}\left({n}^{-3}, 0.25, \frac{0.25}{n}\right), \left(\mathsf{fma}\left({n}^{-2}, 0.3333333333333333, 0.16666666666666666\right) - \frac{0.5}{n}\right) \cdot n\right), i, \left(\left(0.5 - \frac{0.5}{n}\right) \cdot n\right) \cdot 100\right), i, n \cdot 100\right)\\
t_1 := 100 \cdot \frac{{\left(1 + \frac{i}{n}\right)}^{n} - 1}{\frac{i}{n}}\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;100 \cdot \left(\frac{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{i}{n}\right) \cdot n\right)}{i} \cdot n\right)\\
\mathbf{elif}\;t\_1 \leq 1000:\\
\;\;\;\;100 \cdot \frac{n \cdot \mathsf{expm1}\left(\log \left({\left(\frac{i}{n}\right)}^{n}\right)\right)}{i}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -inf.0 or 1e3 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) Initial program 21.2%
Taylor expanded in i around 0
Applied rewrites88.5%
if -inf.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < -0.0Initial program 27.8%
lift-/.f64N/A
lift--.f64N/A
lift-pow.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift-/.f64N/A
associate-/r/N/A
lower-*.f64N/A
lower-/.f64N/A
pow-to-expN/A
lower-expm1.f64N/A
lower-*.f64N/A
lower-log1p.f64N/A
lift-/.f6497.7
Applied rewrites97.7%
if -0.0 < (*.f64 #s(literal 100 binary64) (/.f64 (-.f64 (pow.f64 (+.f64 #s(literal 1 binary64) (/.f64 i n)) n) #s(literal 1 binary64)) (/.f64 i n))) < 1e3Initial program 94.3%
Taylor expanded in i around inf
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
Applied rewrites15.8%
Taylor expanded in i around 0
lower-/.f64N/A
lower-*.f64N/A
lower-expm1.f64N/A
lower-*.f64N/A
diff-logN/A
lower-log.f64N/A
lift-/.f6415.8
Applied rewrites15.8%
Applied rewrites93.8%
(FPCore (i n) :precision binary64 (if (or (<= i -8.6e+229) (not (<= i 700.0))) (* 100.0 (/ (* n (expm1 (log (pow (/ i n) n)))) i)) (* (fma (/ (expm1 i) i) 100.0 (* (/ (* (exp i) i) n) -50.0)) n)))
double code(double i, double n) {
double tmp;
if ((i <= -8.6e+229) || !(i <= 700.0)) {
tmp = 100.0 * ((n * expm1(log(pow((i / n), n)))) / i);
} else {
tmp = fma((expm1(i) / i), 100.0, (((exp(i) * i) / n) * -50.0)) * n;
}
return tmp;
}
function code(i, n) tmp = 0.0 if ((i <= -8.6e+229) || !(i <= 700.0)) tmp = Float64(100.0 * Float64(Float64(n * expm1(log((Float64(i / n) ^ n)))) / i)); else tmp = Float64(fma(Float64(expm1(i) / i), 100.0, Float64(Float64(Float64(exp(i) * i) / n) * -50.0)) * n); end return tmp end
code[i_, n_] := If[Or[LessEqual[i, -8.6e+229], N[Not[LessEqual[i, 700.0]], $MachinePrecision]], N[(100.0 * N[(N[(n * N[(Exp[N[Log[N[Power[N[(i / n), $MachinePrecision], n], $MachinePrecision]], $MachinePrecision]] - 1), $MachinePrecision]), $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(Exp[i] - 1), $MachinePrecision] / i), $MachinePrecision] * 100.0 + N[(N[(N[(N[Exp[i], $MachinePrecision] * i), $MachinePrecision] / n), $MachinePrecision] * -50.0), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;i \leq -8.6 \cdot 10^{+229} \lor \neg \left(i \leq 700\right):\\
\;\;\;\;100 \cdot \frac{n \cdot \mathsf{expm1}\left(\log \left({\left(\frac{i}{n}\right)}^{n}\right)\right)}{i}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\mathsf{expm1}\left(i\right)}{i}, 100, \frac{e^{i} \cdot i}{n} \cdot -50\right) \cdot n\\
\end{array}
\end{array}
if i < -8.59999999999999982e229 or 700 < i Initial program 54.9%
Taylor expanded in i around inf
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
Applied rewrites30.2%
Taylor expanded in i around 0
lower-/.f64N/A
lower-*.f64N/A
lower-expm1.f64N/A
lower-*.f64N/A
diff-logN/A
lower-log.f64N/A
lift-/.f6439.2
Applied rewrites39.2%
Applied rewrites65.1%
if -8.59999999999999982e229 < i < 700Initial program 20.8%
Taylor expanded in n around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-expm1.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-exp.f6485.5
Applied rewrites85.5%
Final simplification80.2%
(FPCore (i n)
:precision binary64
(let* ((t_0 (log (/ i n))))
(if (<= i 1.05e+27)
(* (fma (/ (expm1 i) i) 100.0 (* (/ (* (exp i) i) n) -50.0)) n)
(*
(* 100.0 (fma (fma (/ (pow t_0 2.0) i) 0.5 (pow i -2.0)) n (/ t_0 i)))
(* n n)))))
double code(double i, double n) {
double t_0 = log((i / n));
double tmp;
if (i <= 1.05e+27) {
tmp = fma((expm1(i) / i), 100.0, (((exp(i) * i) / n) * -50.0)) * n;
} else {
tmp = (100.0 * fma(fma((pow(t_0, 2.0) / i), 0.5, pow(i, -2.0)), n, (t_0 / i))) * (n * n);
}
return tmp;
}
function code(i, n) t_0 = log(Float64(i / n)) tmp = 0.0 if (i <= 1.05e+27) tmp = Float64(fma(Float64(expm1(i) / i), 100.0, Float64(Float64(Float64(exp(i) * i) / n) * -50.0)) * n); else tmp = Float64(Float64(100.0 * fma(fma(Float64((t_0 ^ 2.0) / i), 0.5, (i ^ -2.0)), n, Float64(t_0 / i))) * Float64(n * n)); end return tmp end
code[i_, n_] := Block[{t$95$0 = N[Log[N[(i / n), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[i, 1.05e+27], N[(N[(N[(N[(Exp[i] - 1), $MachinePrecision] / i), $MachinePrecision] * 100.0 + N[(N[(N[(N[Exp[i], $MachinePrecision] * i), $MachinePrecision] / n), $MachinePrecision] * -50.0), $MachinePrecision]), $MachinePrecision] * n), $MachinePrecision], N[(N[(100.0 * N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] / i), $MachinePrecision] * 0.5 + N[Power[i, -2.0], $MachinePrecision]), $MachinePrecision] * n + N[(t$95$0 / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(n * n), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \log \left(\frac{i}{n}\right)\\
\mathbf{if}\;i \leq 1.05 \cdot 10^{+27}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\mathsf{expm1}\left(i\right)}{i}, 100, \frac{e^{i} \cdot i}{n} \cdot -50\right) \cdot n\\
\mathbf{else}:\\
\;\;\;\;\left(100 \cdot \mathsf{fma}\left(\mathsf{fma}\left(\frac{{t\_0}^{2}}{i}, 0.5, {i}^{-2}\right), n, \frac{t\_0}{i}\right)\right) \cdot \left(n \cdot n\right)\\
\end{array}
\end{array}
if i < 1.04999999999999997e27Initial program 25.9%
Taylor expanded in n around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-expm1.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-exp.f6482.9
Applied rewrites82.9%
if 1.04999999999999997e27 < i Initial program 47.5%
Taylor expanded in i around inf
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
Applied rewrites41.9%
Taylor expanded in i around 0
lower-/.f64N/A
lower-*.f64N/A
lower-expm1.f64N/A
lower-*.f64N/A
diff-logN/A
lower-log.f64N/A
lift-/.f6430.4
Applied rewrites30.4%
Applied rewrites54.4%
Taylor expanded in n around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites44.8%
(FPCore (i n)
:precision binary64
(let* ((t_0 (log (/ i n))) (t_1 (fma (log (/ -1.0 i)) -1.0 (log (/ -1.0 n)))))
(if (<= i -3.2e+36)
(/
(*
(- -100.0)
(fma (expm1 (* t_1 n)) n (* (pow n 3.0) (/ (pow (exp n) t_1) i))))
i)
(*
(* 100.0 (fma (fma (/ (pow t_0 2.0) i) 0.5 (pow i -2.0)) n (/ t_0 i)))
(* n n)))))
double code(double i, double n) {
double t_0 = log((i / n));
double t_1 = fma(log((-1.0 / i)), -1.0, log((-1.0 / n)));
double tmp;
if (i <= -3.2e+36) {
tmp = (-(-100.0) * fma(expm1((t_1 * n)), n, (pow(n, 3.0) * (pow(exp(n), t_1) / i)))) / i;
} else {
tmp = (100.0 * fma(fma((pow(t_0, 2.0) / i), 0.5, pow(i, -2.0)), n, (t_0 / i))) * (n * n);
}
return tmp;
}
function code(i, n) t_0 = log(Float64(i / n)) t_1 = fma(log(Float64(-1.0 / i)), -1.0, log(Float64(-1.0 / n))) tmp = 0.0 if (i <= -3.2e+36) tmp = Float64(Float64(Float64(-(-100.0)) * fma(expm1(Float64(t_1 * n)), n, Float64((n ^ 3.0) * Float64((exp(n) ^ t_1) / i)))) / i); else tmp = Float64(Float64(100.0 * fma(fma(Float64((t_0 ^ 2.0) / i), 0.5, (i ^ -2.0)), n, Float64(t_0 / i))) * Float64(n * n)); end return tmp end
code[i_, n_] := Block[{t$95$0 = N[Log[N[(i / n), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[Log[N[(-1.0 / i), $MachinePrecision]], $MachinePrecision] * -1.0 + N[Log[N[(-1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[i, -3.2e+36], N[(N[((--100.0) * N[(N[(Exp[N[(t$95$1 * n), $MachinePrecision]] - 1), $MachinePrecision] * n + N[(N[Power[n, 3.0], $MachinePrecision] * N[(N[Power[N[Exp[n], $MachinePrecision], t$95$1], $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / i), $MachinePrecision], N[(N[(100.0 * N[(N[(N[(N[Power[t$95$0, 2.0], $MachinePrecision] / i), $MachinePrecision] * 0.5 + N[Power[i, -2.0], $MachinePrecision]), $MachinePrecision] * n + N[(t$95$0 / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * N[(n * n), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \log \left(\frac{i}{n}\right)\\
t_1 := \mathsf{fma}\left(\log \left(\frac{-1}{i}\right), -1, \log \left(\frac{-1}{n}\right)\right)\\
\mathbf{if}\;i \leq -3.2 \cdot 10^{+36}:\\
\;\;\;\;\frac{\left(--100\right) \cdot \mathsf{fma}\left(\mathsf{expm1}\left(t\_1 \cdot n\right), n, {n}^{3} \cdot \frac{{\left(e^{n}\right)}^{t\_1}}{i}\right)}{i}\\
\mathbf{else}:\\
\;\;\;\;\left(100 \cdot \mathsf{fma}\left(\mathsf{fma}\left(\frac{{t\_0}^{2}}{i}, 0.5, {i}^{-2}\right), n, \frac{t\_0}{i}\right)\right) \cdot \left(n \cdot n\right)\\
\end{array}
\end{array}
if i < -3.1999999999999999e36Initial program 69.7%
Taylor expanded in i around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
Applied rewrites58.9%
if -3.1999999999999999e36 < i Initial program 17.0%
Taylor expanded in i around inf
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
Applied rewrites13.4%
Taylor expanded in i around 0
lower-/.f64N/A
lower-*.f64N/A
lower-expm1.f64N/A
lower-*.f64N/A
diff-logN/A
lower-log.f64N/A
lift-/.f6415.3
Applied rewrites15.3%
Applied rewrites22.1%
Taylor expanded in n around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites18.0%
Final simplification27.8%
(FPCore (i n)
:precision binary64
(let* ((t_0 (fma (log (/ -1.0 i)) -1.0 (log (/ -1.0 n)))))
(/
(*
(- -100.0)
(fma (expm1 (* t_0 n)) n (* (pow n 3.0) (/ (pow (exp n) t_0) i))))
i)))
double code(double i, double n) {
double t_0 = fma(log((-1.0 / i)), -1.0, log((-1.0 / n)));
return (-(-100.0) * fma(expm1((t_0 * n)), n, (pow(n, 3.0) * (pow(exp(n), t_0) / i)))) / i;
}
function code(i, n) t_0 = fma(log(Float64(-1.0 / i)), -1.0, log(Float64(-1.0 / n))) return Float64(Float64(Float64(-(-100.0)) * fma(expm1(Float64(t_0 * n)), n, Float64((n ^ 3.0) * Float64((exp(n) ^ t_0) / i)))) / i) end
code[i_, n_] := Block[{t$95$0 = N[(N[Log[N[(-1.0 / i), $MachinePrecision]], $MachinePrecision] * -1.0 + N[Log[N[(-1.0 / n), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, N[(N[((--100.0) * N[(N[(Exp[N[(t$95$0 * n), $MachinePrecision]] - 1), $MachinePrecision] * n + N[(N[Power[n, 3.0], $MachinePrecision] * N[(N[Power[N[Exp[n], $MachinePrecision], t$95$0], $MachinePrecision] / i), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / i), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\log \left(\frac{-1}{i}\right), -1, \log \left(\frac{-1}{n}\right)\right)\\
\frac{\left(--100\right) \cdot \mathsf{fma}\left(\mathsf{expm1}\left(t\_0 \cdot n\right), n, {n}^{3} \cdot \frac{{\left(e^{n}\right)}^{t\_0}}{i}\right)}{i}
\end{array}
\end{array}
Initial program 29.6%
Taylor expanded in i around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
Applied rewrites17.6%
Final simplification17.6%
herbie shell --seed 2025057
(FPCore (i n)
:name "Compound Interest"
:precision binary64
:alt
(! :herbie-platform default (let ((lnbase (if (== (+ 1 (/ i n)) 1) (/ i n) (/ (* (/ i n) (log (+ 1 (/ i n)))) (- (+ (/ i n) 1) 1))))) (* 100 (/ (- (exp (* n lnbase)) 1) (/ i n)))))
(* 100.0 (/ (- (pow (+ 1.0 (/ i n)) n) 1.0) (/ i n))))