
(FPCore (x eps) :precision binary64 (- (pow (+ x eps) 5.0) (pow x 5.0)))
double code(double x, double eps) {
return pow((x + eps), 5.0) - pow(x, 5.0);
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
end function
public static double code(double x, double eps) {
return Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
}
def code(x, eps): return math.pow((x + eps), 5.0) - math.pow(x, 5.0)
function code(x, eps) return Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) end
function tmp = code(x, eps) tmp = ((x + eps) ^ 5.0) - (x ^ 5.0); end
code[x_, eps_] := N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(x + \varepsilon\right)}^{5} - {x}^{5}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 14 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x eps) :precision binary64 (- (pow (+ x eps) 5.0) (pow x 5.0)))
double code(double x, double eps) {
return pow((x + eps), 5.0) - pow(x, 5.0);
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = ((x + eps) ** 5.0d0) - (x ** 5.0d0)
end function
public static double code(double x, double eps) {
return Math.pow((x + eps), 5.0) - Math.pow(x, 5.0);
}
def code(x, eps): return math.pow((x + eps), 5.0) - math.pow(x, 5.0)
function code(x, eps) return Float64((Float64(x + eps) ^ 5.0) - (x ^ 5.0)) end
function tmp = code(x, eps) tmp = ((x + eps) ^ 5.0) - (x ^ 5.0); end
code[x_, eps_] := N[(N[Power[N[(x + eps), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(x + \varepsilon\right)}^{5} - {x}^{5}
\end{array}
(FPCore (x eps)
:precision binary64
(let* ((t_0 (pow (+ eps x) 5.0)) (t_1 (- t_0 (pow x 5.0))))
(if (<= t_1 -1e-321)
(fma (* (- x) (pow x 3.0)) x t_0)
(if (<= t_1 0.0)
(fma
(fma 10.0 (/ (* eps eps) x) (* 4.0 eps))
(pow x 4.0)
(* (pow x 4.0) eps))
(- t_0 (* (* x x) (pow x 3.0)))))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0);
double t_1 = t_0 - pow(x, 5.0);
double tmp;
if (t_1 <= -1e-321) {
tmp = fma((-x * pow(x, 3.0)), x, t_0);
} else if (t_1 <= 0.0) {
tmp = fma(fma(10.0, ((eps * eps) / x), (4.0 * eps)), pow(x, 4.0), (pow(x, 4.0) * eps));
} else {
tmp = t_0 - ((x * x) * pow(x, 3.0));
}
return tmp;
}
function code(x, eps) t_0 = Float64(eps + x) ^ 5.0 t_1 = Float64(t_0 - (x ^ 5.0)) tmp = 0.0 if (t_1 <= -1e-321) tmp = fma(Float64(Float64(-x) * (x ^ 3.0)), x, t_0); elseif (t_1 <= 0.0) tmp = fma(fma(10.0, Float64(Float64(eps * eps) / x), Float64(4.0 * eps)), (x ^ 4.0), Float64((x ^ 4.0) * eps)); else tmp = Float64(t_0 - Float64(Float64(x * x) * (x ^ 3.0))); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], N[(N[((-x) * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] * x + t$95$0), $MachinePrecision], If[LessEqual[t$95$1, 0.0], N[(N[(10.0 * N[(N[(eps * eps), $MachinePrecision] / x), $MachinePrecision] + N[(4.0 * eps), $MachinePrecision]), $MachinePrecision] * N[Power[x, 4.0], $MachinePrecision] + N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision], N[(t$95$0 - N[(N[(x * x), $MachinePrecision] * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5}\\
t_1 := t\_0 - {x}^{5}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;\mathsf{fma}\left(\left(-x\right) \cdot {x}^{3}, x, t\_0\right)\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(10, \frac{\varepsilon \cdot \varepsilon}{x}, 4 \cdot \varepsilon\right), {x}^{4}, {x}^{4} \cdot \varepsilon\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0 - \left(x \cdot x\right) \cdot {x}^{3}\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322Initial program 96.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6496.2
Applied rewrites96.2%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6496.3
lift-+.f64N/A
+-commutativeN/A
lower-+.f6496.3
Applied rewrites96.3%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
+-commutativeN/A
associate-+r+N/A
distribute-rgt-outN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 94.3%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6494.5
Applied rewrites94.5%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (pow (+ eps x) 5.0)) (t_1 (- t_0 (pow x 5.0))))
(if (<= t_1 -1e-321)
(fma (* (- x) (pow x 3.0)) x t_0)
(if (<= t_1 0.0)
(* (* (pow x 4.0) eps) 5.0)
(- t_0 (* (* x x) (pow x 3.0)))))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0);
double t_1 = t_0 - pow(x, 5.0);
double tmp;
if (t_1 <= -1e-321) {
tmp = fma((-x * pow(x, 3.0)), x, t_0);
} else if (t_1 <= 0.0) {
tmp = (pow(x, 4.0) * eps) * 5.0;
} else {
tmp = t_0 - ((x * x) * pow(x, 3.0));
}
return tmp;
}
function code(x, eps) t_0 = Float64(eps + x) ^ 5.0 t_1 = Float64(t_0 - (x ^ 5.0)) tmp = 0.0 if (t_1 <= -1e-321) tmp = fma(Float64(Float64(-x) * (x ^ 3.0)), x, t_0); elseif (t_1 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * eps) * 5.0); else tmp = Float64(t_0 - Float64(Float64(x * x) * (x ^ 3.0))); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], N[(N[((-x) * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] * x + t$95$0), $MachinePrecision], If[LessEqual[t$95$1, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision] * 5.0), $MachinePrecision], N[(t$95$0 - N[(N[(x * x), $MachinePrecision] * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5}\\
t_1 := t\_0 - {x}^{5}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;\mathsf{fma}\left(\left(-x\right) \cdot {x}^{3}, x, t\_0\right)\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot \varepsilon\right) \cdot 5\\
\mathbf{else}:\\
\;\;\;\;t\_0 - \left(x \cdot x\right) \cdot {x}^{3}\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322Initial program 96.2%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6496.2
Applied rewrites96.2%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6496.3
lift-+.f64N/A
+-commutativeN/A
lower-+.f6496.3
Applied rewrites96.3%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 94.3%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6494.5
Applied rewrites94.5%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (pow (+ eps x) 5.0))
(t_1 (- t_0 (pow x 5.0)))
(t_2 (- t_0 (* (* x x) (pow x 3.0)))))
(if (<= t_1 -1e-321)
t_2
(if (<= t_1 0.0) (* (* (pow x 4.0) eps) 5.0) t_2))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0);
double t_1 = t_0 - pow(x, 5.0);
double t_2 = t_0 - ((x * x) * pow(x, 3.0));
double tmp;
if (t_1 <= -1e-321) {
tmp = t_2;
} else if (t_1 <= 0.0) {
tmp = (pow(x, 4.0) * eps) * 5.0;
} else {
tmp = t_2;
}
return tmp;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: tmp
t_0 = (eps + x) ** 5.0d0
t_1 = t_0 - (x ** 5.0d0)
t_2 = t_0 - ((x * x) * (x ** 3.0d0))
if (t_1 <= (-1d-321)) then
tmp = t_2
else if (t_1 <= 0.0d0) then
tmp = ((x ** 4.0d0) * eps) * 5.0d0
else
tmp = t_2
end if
code = tmp
end function
public static double code(double x, double eps) {
double t_0 = Math.pow((eps + x), 5.0);
double t_1 = t_0 - Math.pow(x, 5.0);
double t_2 = t_0 - ((x * x) * Math.pow(x, 3.0));
double tmp;
if (t_1 <= -1e-321) {
tmp = t_2;
} else if (t_1 <= 0.0) {
tmp = (Math.pow(x, 4.0) * eps) * 5.0;
} else {
tmp = t_2;
}
return tmp;
}
def code(x, eps): t_0 = math.pow((eps + x), 5.0) t_1 = t_0 - math.pow(x, 5.0) t_2 = t_0 - ((x * x) * math.pow(x, 3.0)) tmp = 0 if t_1 <= -1e-321: tmp = t_2 elif t_1 <= 0.0: tmp = (math.pow(x, 4.0) * eps) * 5.0 else: tmp = t_2 return tmp
function code(x, eps) t_0 = Float64(eps + x) ^ 5.0 t_1 = Float64(t_0 - (x ^ 5.0)) t_2 = Float64(t_0 - Float64(Float64(x * x) * (x ^ 3.0))) tmp = 0.0 if (t_1 <= -1e-321) tmp = t_2; elseif (t_1 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * eps) * 5.0); else tmp = t_2; end return tmp end
function tmp_2 = code(x, eps) t_0 = (eps + x) ^ 5.0; t_1 = t_0 - (x ^ 5.0); t_2 = t_0 - ((x * x) * (x ^ 3.0)); tmp = 0.0; if (t_1 <= -1e-321) tmp = t_2; elseif (t_1 <= 0.0) tmp = ((x ^ 4.0) * eps) * 5.0; else tmp = t_2; end tmp_2 = tmp; end
code[x_, eps_] := Block[{t$95$0 = N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$0 - N[(N[(x * x), $MachinePrecision] * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], t$95$2, If[LessEqual[t$95$1, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision] * 5.0), $MachinePrecision], t$95$2]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5}\\
t_1 := t\_0 - {x}^{5}\\
t_2 := t\_0 - \left(x \cdot x\right) \cdot {x}^{3}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot \varepsilon\right) \cdot 5\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 95.3%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6495.4
Applied rewrites95.4%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (pow (+ eps x) 5.0)) (t_1 (- t_0 (pow x 5.0))))
(if (<= t_1 -1e-321)
t_1
(if (<= t_1 0.0)
(* (* (pow x 4.0) eps) 5.0)
(fma (pow x 4.0) (- x) t_0)))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0);
double t_1 = t_0 - pow(x, 5.0);
double tmp;
if (t_1 <= -1e-321) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (pow(x, 4.0) * eps) * 5.0;
} else {
tmp = fma(pow(x, 4.0), -x, t_0);
}
return tmp;
}
function code(x, eps) t_0 = Float64(eps + x) ^ 5.0 t_1 = Float64(t_0 - (x ^ 5.0)) tmp = 0.0 if (t_1 <= -1e-321) tmp = t_1; elseif (t_1 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * eps) * 5.0); else tmp = fma((x ^ 4.0), Float64(-x), t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], t$95$1, If[LessEqual[t$95$1, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision] * 5.0), $MachinePrecision], N[(N[Power[x, 4.0], $MachinePrecision] * (-x) + t$95$0), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5}\\
t_1 := t\_0 - {x}^{5}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot \varepsilon\right) \cdot 5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left({x}^{4}, -x, t\_0\right)\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322Initial program 96.2%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 94.3%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6494.5
Applied rewrites94.5%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lift-pow.f64N/A
pow-plusN/A
metadata-evalN/A
lift-pow.f64N/A
distribute-rgt-neg-inN/A
lower-fma.f64N/A
lower-neg.f6494.4
lift-+.f64N/A
+-commutativeN/A
lower-+.f6494.4
Applied rewrites94.4%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (pow (+ eps x) 5.0)) (t_1 (- t_0 (pow x 5.0))))
(if (<= t_1 -1e-321)
t_1
(if (<= t_1 0.0)
(* (* (pow x 4.0) eps) 5.0)
(fma (* (* (* x x) x) (- x)) x t_0)))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0);
double t_1 = t_0 - pow(x, 5.0);
double tmp;
if (t_1 <= -1e-321) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (pow(x, 4.0) * eps) * 5.0;
} else {
tmp = fma((((x * x) * x) * -x), x, t_0);
}
return tmp;
}
function code(x, eps) t_0 = Float64(eps + x) ^ 5.0 t_1 = Float64(t_0 - (x ^ 5.0)) tmp = 0.0 if (t_1 <= -1e-321) tmp = t_1; elseif (t_1 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * eps) * 5.0); else tmp = fma(Float64(Float64(Float64(x * x) * x) * Float64(-x)), x, t_0); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], t$95$1, If[LessEqual[t$95$1, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision] * 5.0), $MachinePrecision], N[(N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * (-x)), $MachinePrecision] * x + t$95$0), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5}\\
t_1 := t\_0 - {x}^{5}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot \varepsilon\right) \cdot 5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot \left(-x\right), x, t\_0\right)\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322Initial program 96.2%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 94.3%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6494.5
Applied rewrites94.5%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6494.3
lift-+.f64N/A
+-commutativeN/A
lower-+.f6494.3
Applied rewrites94.3%
lift-neg.f64N/A
lift-pow.f64N/A
unpow3N/A
lift-*.f64N/A
distribute-rgt-neg-inN/A
lower-*.f64N/A
lower-neg.f6494.3
Applied rewrites94.3%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (pow (+ eps x) 5.0))
(t_1 (- t_0 (pow x 5.0)))
(t_2 (fma (* (* (* x x) x) (- x)) x t_0)))
(if (<= t_1 -1e-321)
t_2
(if (<= t_1 0.0) (* (* (pow x 4.0) eps) 5.0) t_2))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0);
double t_1 = t_0 - pow(x, 5.0);
double t_2 = fma((((x * x) * x) * -x), x, t_0);
double tmp;
if (t_1 <= -1e-321) {
tmp = t_2;
} else if (t_1 <= 0.0) {
tmp = (pow(x, 4.0) * eps) * 5.0;
} else {
tmp = t_2;
}
return tmp;
}
function code(x, eps) t_0 = Float64(eps + x) ^ 5.0 t_1 = Float64(t_0 - (x ^ 5.0)) t_2 = fma(Float64(Float64(Float64(x * x) * x) * Float64(-x)), x, t_0) tmp = 0.0 if (t_1 <= -1e-321) tmp = t_2; elseif (t_1 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * eps) * 5.0); else tmp = t_2; end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * (-x)), $MachinePrecision] * x + t$95$0), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], t$95$2, If[LessEqual[t$95$1, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision] * 5.0), $MachinePrecision], t$95$2]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5}\\
t_1 := t\_0 - {x}^{5}\\
t_2 := \mathsf{fma}\left(\left(\left(x \cdot x\right) \cdot x\right) \cdot \left(-x\right), x, t\_0\right)\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot \varepsilon\right) \cdot 5\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 95.3%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6495.4
Applied rewrites95.4%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6495.3
lift-+.f64N/A
+-commutativeN/A
lower-+.f6495.3
Applied rewrites95.3%
lift-neg.f64N/A
lift-pow.f64N/A
unpow3N/A
lift-*.f64N/A
distribute-rgt-neg-inN/A
lower-*.f64N/A
lower-neg.f6495.3
Applied rewrites95.3%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
Final simplification99.1%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) 10.0)) (t_1 (- (pow (+ eps x) 5.0) (pow x 5.0))))
(if (<= t_1 -1e-321)
(* (* (fma (fma 5.0 x eps) eps t_0) eps) (* eps eps))
(if (<= t_1 0.0)
(* (* (pow x 4.0) eps) 5.0)
(* (* (fma t_0 (+ eps x) (* (* (fma 5.0 x eps) eps) eps)) eps) eps)))))
double code(double x, double eps) {
double t_0 = (x * x) * 10.0;
double t_1 = pow((eps + x), 5.0) - pow(x, 5.0);
double tmp;
if (t_1 <= -1e-321) {
tmp = (fma(fma(5.0, x, eps), eps, t_0) * eps) * (eps * eps);
} else if (t_1 <= 0.0) {
tmp = (pow(x, 4.0) * eps) * 5.0;
} else {
tmp = (fma(t_0, (eps + x), ((fma(5.0, x, eps) * eps) * eps)) * eps) * eps;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * 10.0) t_1 = Float64((Float64(eps + x) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_1 <= -1e-321) tmp = Float64(Float64(fma(fma(5.0, x, eps), eps, t_0) * eps) * Float64(eps * eps)); elseif (t_1 <= 0.0) tmp = Float64(Float64((x ^ 4.0) * eps) * 5.0); else tmp = Float64(Float64(fma(t_0, Float64(eps + x), Float64(Float64(fma(5.0, x, eps) * eps) * eps)) * eps) * eps); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], N[(N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + t$95$0), $MachinePrecision] * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0], N[(N[(N[Power[x, 4.0], $MachinePrecision] * eps), $MachinePrecision] * 5.0), $MachinePrecision], N[(N[(N[(t$95$0 * N[(eps + x), $MachinePrecision] + N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot 10\\
t_1 := {\left(\varepsilon + x\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, t\_0\right) \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left({x}^{4} \cdot \varepsilon\right) \cdot 5\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(t\_0, \varepsilon + x, \left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322Initial program 96.2%
Taylor expanded in eps around -inf
Applied rewrites88.7%
Taylor expanded in eps around 0
Applied rewrites88.1%
Applied rewrites88.2%
Taylor expanded in x around 0
Applied rewrites89.0%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 94.3%
Taylor expanded in eps around -inf
Applied rewrites90.9%
Taylor expanded in eps around 0
Applied rewrites90.3%
Final simplification98.0%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (* (* x x) 10.0)) (t_1 (- (pow (+ eps x) 5.0) (pow x 5.0))))
(if (<= t_1 -1e-321)
(* (* (fma (fma 5.0 x eps) eps t_0) eps) (* eps eps))
(if (<= t_1 0.0)
(* (* (* (* eps x) 5.0) (* x x)) x)
(* (* (fma t_0 (+ eps x) (* (* (fma 5.0 x eps) eps) eps)) eps) eps)))))
double code(double x, double eps) {
double t_0 = (x * x) * 10.0;
double t_1 = pow((eps + x), 5.0) - pow(x, 5.0);
double tmp;
if (t_1 <= -1e-321) {
tmp = (fma(fma(5.0, x, eps), eps, t_0) * eps) * (eps * eps);
} else if (t_1 <= 0.0) {
tmp = (((eps * x) * 5.0) * (x * x)) * x;
} else {
tmp = (fma(t_0, (eps + x), ((fma(5.0, x, eps) * eps) * eps)) * eps) * eps;
}
return tmp;
}
function code(x, eps) t_0 = Float64(Float64(x * x) * 10.0) t_1 = Float64((Float64(eps + x) ^ 5.0) - (x ^ 5.0)) tmp = 0.0 if (t_1 <= -1e-321) tmp = Float64(Float64(fma(fma(5.0, x, eps), eps, t_0) * eps) * Float64(eps * eps)); elseif (t_1 <= 0.0) tmp = Float64(Float64(Float64(Float64(eps * x) * 5.0) * Float64(x * x)) * x); else tmp = Float64(Float64(fma(t_0, Float64(eps + x), Float64(Float64(fma(5.0, x, eps) * eps) * eps)) * eps) * eps); end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e-321], N[(N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + t$95$0), $MachinePrecision] * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0], N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision], N[(N[(N[(t$95$0 * N[(eps + x), $MachinePrecision] + N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot 10\\
t_1 := {\left(\varepsilon + x\right)}^{5} - {x}^{5}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, t\_0\right) \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\mathbf{elif}\;t\_1 \leq 0:\\
\;\;\;\;\left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot \left(x \cdot x\right)\right) \cdot x\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(t\_0, \varepsilon + x, \left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322Initial program 96.2%
Taylor expanded in eps around -inf
Applied rewrites88.7%
Taylor expanded in eps around 0
Applied rewrites88.1%
Applied rewrites88.2%
Taylor expanded in x around 0
Applied rewrites89.0%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6488.5
Applied rewrites88.5%
Taylor expanded in eps around 0
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in eps around 0
Applied rewrites99.9%
if 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 94.3%
Taylor expanded in eps around -inf
Applied rewrites90.9%
Taylor expanded in eps around 0
Applied rewrites90.3%
Final simplification98.0%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ eps x) 5.0) (pow x 5.0)))
(t_1
(* (* (fma (fma 5.0 x eps) eps (* (* x x) 10.0)) eps) (* eps eps))))
(if (<= t_0 -1e-321)
t_1
(if (<= t_0 0.0) (* (* (* (* eps x) 5.0) (* x x)) x) t_1))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0) - pow(x, 5.0);
double t_1 = (fma(fma(5.0, x, eps), eps, ((x * x) * 10.0)) * eps) * (eps * eps);
double tmp;
if (t_0 <= -1e-321) {
tmp = t_1;
} else if (t_0 <= 0.0) {
tmp = (((eps * x) * 5.0) * (x * x)) * x;
} else {
tmp = t_1;
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(eps + x) ^ 5.0) - (x ^ 5.0)) t_1 = Float64(Float64(fma(fma(5.0, x, eps), eps, Float64(Float64(x * x) * 10.0)) * eps) * Float64(eps * eps)) tmp = 0.0 if (t_0 <= -1e-321) tmp = t_1; elseif (t_0 <= 0.0) tmp = Float64(Float64(Float64(Float64(eps * x) * 5.0) * Float64(x * x)) * x); else tmp = t_1; end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps + N[(N[(x * x), $MachinePrecision] * 10.0), $MachinePrecision]), $MachinePrecision] * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -1e-321], t$95$1, If[LessEqual[t$95$0, 0.0], N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision], t$95$1]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5} - {x}^{5}\\
t_1 := \left(\mathsf{fma}\left(\mathsf{fma}\left(5, x, \varepsilon\right), \varepsilon, \left(x \cdot x\right) \cdot 10\right) \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\mathbf{if}\;t\_0 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot \left(x \cdot x\right)\right) \cdot x\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 95.3%
Taylor expanded in eps around -inf
Applied rewrites89.8%
Taylor expanded in eps around 0
Applied rewrites89.2%
Applied rewrites89.1%
Taylor expanded in x around 0
Applied rewrites89.2%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6488.5
Applied rewrites88.5%
Taylor expanded in eps around 0
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in eps around 0
Applied rewrites99.9%
Final simplification97.9%
(FPCore (x eps)
:precision binary64
(let* ((t_0 (- (pow (+ eps x) 5.0) (pow x 5.0)))
(t_1 (* (* (* (fma 5.0 x eps) eps) eps) (* eps eps))))
(if (<= t_0 -1e-321)
t_1
(if (<= t_0 0.0) (* (* (* (* eps x) 5.0) (* x x)) x) t_1))))
double code(double x, double eps) {
double t_0 = pow((eps + x), 5.0) - pow(x, 5.0);
double t_1 = ((fma(5.0, x, eps) * eps) * eps) * (eps * eps);
double tmp;
if (t_0 <= -1e-321) {
tmp = t_1;
} else if (t_0 <= 0.0) {
tmp = (((eps * x) * 5.0) * (x * x)) * x;
} else {
tmp = t_1;
}
return tmp;
}
function code(x, eps) t_0 = Float64((Float64(eps + x) ^ 5.0) - (x ^ 5.0)) t_1 = Float64(Float64(Float64(fma(5.0, x, eps) * eps) * eps) * Float64(eps * eps)) tmp = 0.0 if (t_0 <= -1e-321) tmp = t_1; elseif (t_0 <= 0.0) tmp = Float64(Float64(Float64(Float64(eps * x) * 5.0) * Float64(x * x)) * x); else tmp = t_1; end return tmp end
code[x_, eps_] := Block[{t$95$0 = N[(N[Power[N[(eps + x), $MachinePrecision], 5.0], $MachinePrecision] - N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(5.0 * x + eps), $MachinePrecision] * eps), $MachinePrecision] * eps), $MachinePrecision] * N[(eps * eps), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -1e-321], t$95$1, If[LessEqual[t$95$0, 0.0], N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision], t$95$1]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\varepsilon + x\right)}^{5} - {x}^{5}\\
t_1 := \left(\left(\mathsf{fma}\left(5, x, \varepsilon\right) \cdot \varepsilon\right) \cdot \varepsilon\right) \cdot \left(\varepsilon \cdot \varepsilon\right)\\
\mathbf{if}\;t\_0 \leq -1 \cdot 10^{-321}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;\left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot \left(x \cdot x\right)\right) \cdot x\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < -9.98013e-322 or 0.0 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) Initial program 95.3%
Taylor expanded in eps around -inf
Applied rewrites89.8%
Taylor expanded in eps around 0
Applied rewrites89.2%
Applied rewrites89.1%
Taylor expanded in x around 0
Applied rewrites87.5%
if -9.98013e-322 < (-.f64 (pow.f64 (+.f64 x eps) #s(literal 5 binary64)) (pow.f64 x #s(literal 5 binary64))) < 0.0Initial program 88.4%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6488.5
Applied rewrites88.5%
Taylor expanded in eps around 0
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in eps around 0
Applied rewrites99.9%
Final simplification97.6%
(FPCore (x eps) :precision binary64 (* (* (* (* eps x) 5.0) (* x x)) x))
double code(double x, double eps) {
return (((eps * x) * 5.0) * (x * x)) * x;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = (((eps * x) * 5.0d0) * (x * x)) * x
end function
public static double code(double x, double eps) {
return (((eps * x) * 5.0) * (x * x)) * x;
}
def code(x, eps): return (((eps * x) * 5.0) * (x * x)) * x
function code(x, eps) return Float64(Float64(Float64(Float64(eps * x) * 5.0) * Float64(x * x)) * x) end
function tmp = code(x, eps) tmp = (((eps * x) * 5.0) * (x * x)) * x; end
code[x_, eps_] := N[(N[(N[(N[(eps * x), $MachinePrecision] * 5.0), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\left(\varepsilon \cdot x\right) \cdot 5\right) \cdot \left(x \cdot x\right)\right) \cdot x
\end{array}
Initial program 89.8%
Taylor expanded in eps around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft1-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-pow.f6488.4
Applied rewrites88.4%
Taylor expanded in eps around 0
Applied rewrites83.7%
Applied rewrites83.7%
Taylor expanded in eps around 0
Applied rewrites83.6%
Final simplification83.6%
(FPCore (x eps) :precision binary64 (* (* (* (* x x) (* x x)) 5.0) eps))
double code(double x, double eps) {
return (((x * x) * (x * x)) * 5.0) * eps;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = (((x * x) * (x * x)) * 5.0d0) * eps
end function
public static double code(double x, double eps) {
return (((x * x) * (x * x)) * 5.0) * eps;
}
def code(x, eps): return (((x * x) * (x * x)) * 5.0) * eps
function code(x, eps) return Float64(Float64(Float64(Float64(x * x) * Float64(x * x)) * 5.0) * eps) end
function tmp = code(x, eps) tmp = (((x * x) * (x * x)) * 5.0) * eps; end
code[x_, eps_] := N[(N[(N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision] * 5.0), $MachinePrecision] * eps), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\left(x \cdot x\right) \cdot \left(x \cdot x\right)\right) \cdot 5\right) \cdot \varepsilon
\end{array}
Initial program 89.8%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
distribute-lft1-inN/A
metadata-evalN/A
lower-*.f64N/A
lower-pow.f6483.6
Applied rewrites83.6%
Applied rewrites83.5%
Final simplification83.5%
(FPCore (x eps) :precision binary64 (* (* (* (* (* eps x) 10.0) x) eps) x))
double code(double x, double eps) {
return ((((eps * x) * 10.0) * x) * eps) * x;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = ((((eps * x) * 10.0d0) * x) * eps) * x
end function
public static double code(double x, double eps) {
return ((((eps * x) * 10.0) * x) * eps) * x;
}
def code(x, eps): return ((((eps * x) * 10.0) * x) * eps) * x
function code(x, eps) return Float64(Float64(Float64(Float64(Float64(eps * x) * 10.0) * x) * eps) * x) end
function tmp = code(x, eps) tmp = ((((eps * x) * 10.0) * x) * eps) * x; end
code[x_, eps_] := N[(N[(N[(N[(N[(eps * x), $MachinePrecision] * 10.0), $MachinePrecision] * x), $MachinePrecision] * eps), $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\left(\left(\varepsilon \cdot x\right) \cdot 10\right) \cdot x\right) \cdot \varepsilon\right) \cdot x
\end{array}
Initial program 89.8%
Taylor expanded in eps around -inf
Applied rewrites71.6%
Taylor expanded in eps around 0
Applied rewrites73.3%
Taylor expanded in eps around 0
Applied rewrites73.1%
Final simplification73.1%
(FPCore (x eps) :precision binary64 0.0)
double code(double x, double eps) {
return 0.0;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = 0.0d0
end function
public static double code(double x, double eps) {
return 0.0;
}
def code(x, eps): return 0.0
function code(x, eps) return 0.0 end
function tmp = code(x, eps) tmp = 0.0; end
code[x_, eps_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 89.8%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
pow2N/A
lower-*.f64N/A
lower-pow.f64N/A
lower-*.f6487.5
Applied rewrites87.5%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f6482.7
lift-+.f64N/A
+-commutativeN/A
lower-+.f6482.7
Applied rewrites82.7%
Taylor expanded in eps around 0
distribute-lft1-inN/A
metadata-evalN/A
mul0-lft73.0
Applied rewrites73.0%
herbie shell --seed 2024277
(FPCore (x eps)
:name "ENA, Section 1.4, Exercise 4b, n=5"
:precision binary64
:pre (and (and (<= -1000000000.0 x) (<= x 1000000000.0)) (and (<= -1.0 eps) (<= eps 1.0)))
(- (pow (+ x eps) 5.0) (pow x 5.0)))