
(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 4 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 (if (<= x -8.8e-35) (* eps (sqrt (* (pow x 8.0) 25.0))) (if (<= x 1.85e-54) (pow eps 5.0) (* 5.0 (* eps (pow x 4.0))))))
double code(double x, double eps) {
double tmp;
if (x <= -8.8e-35) {
tmp = eps * sqrt((pow(x, 8.0) * 25.0));
} else if (x <= 1.85e-54) {
tmp = pow(eps, 5.0);
} else {
tmp = 5.0 * (eps * pow(x, 4.0));
}
return tmp;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: tmp
if (x <= (-8.8d-35)) then
tmp = eps * sqrt(((x ** 8.0d0) * 25.0d0))
else if (x <= 1.85d-54) then
tmp = eps ** 5.0d0
else
tmp = 5.0d0 * (eps * (x ** 4.0d0))
end if
code = tmp
end function
public static double code(double x, double eps) {
double tmp;
if (x <= -8.8e-35) {
tmp = eps * Math.sqrt((Math.pow(x, 8.0) * 25.0));
} else if (x <= 1.85e-54) {
tmp = Math.pow(eps, 5.0);
} else {
tmp = 5.0 * (eps * Math.pow(x, 4.0));
}
return tmp;
}
def code(x, eps): tmp = 0 if x <= -8.8e-35: tmp = eps * math.sqrt((math.pow(x, 8.0) * 25.0)) elif x <= 1.85e-54: tmp = math.pow(eps, 5.0) else: tmp = 5.0 * (eps * math.pow(x, 4.0)) return tmp
function code(x, eps) tmp = 0.0 if (x <= -8.8e-35) tmp = Float64(eps * sqrt(Float64((x ^ 8.0) * 25.0))); elseif (x <= 1.85e-54) tmp = eps ^ 5.0; else tmp = Float64(5.0 * Float64(eps * (x ^ 4.0))); end return tmp end
function tmp_2 = code(x, eps) tmp = 0.0; if (x <= -8.8e-35) tmp = eps * sqrt(((x ^ 8.0) * 25.0)); elseif (x <= 1.85e-54) tmp = eps ^ 5.0; else tmp = 5.0 * (eps * (x ^ 4.0)); end tmp_2 = tmp; end
code[x_, eps_] := If[LessEqual[x, -8.8e-35], N[(eps * N[Sqrt[N[(N[Power[x, 8.0], $MachinePrecision] * 25.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], If[LessEqual[x, 1.85e-54], N[Power[eps, 5.0], $MachinePrecision], N[(5.0 * N[(eps * N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.8 \cdot 10^{-35}:\\
\;\;\;\;\varepsilon \cdot \sqrt{{x}^{8} \cdot 25}\\
\mathbf{elif}\;x \leq 1.85 \cdot 10^{-54}:\\
\;\;\;\;{\varepsilon}^{5}\\
\mathbf{else}:\\
\;\;\;\;5 \cdot \left(\varepsilon \cdot {x}^{4}\right)\\
\end{array}
\end{array}
if x < -8.79999999999999975e-35Initial program 23.9%
Taylor expanded in x around inf 99.6%
*-commutative99.6%
distribute-rgt1-in99.6%
metadata-eval99.6%
*-commutative99.6%
associate-*r*99.7%
Simplified99.7%
add-sqr-sqrt99.1%
sqrt-unprod99.7%
*-commutative99.7%
*-commutative99.7%
swap-sqr99.5%
pow-prod-up99.8%
metadata-eval99.8%
metadata-eval99.8%
Applied egg-rr99.8%
if -8.79999999999999975e-35 < x < 1.8500000000000001e-54Initial program 100.0%
Taylor expanded in x around 0 100.0%
if 1.8500000000000001e-54 < x Initial program 50.6%
Taylor expanded in x around inf 99.7%
*-commutative99.7%
distribute-rgt1-in99.7%
metadata-eval99.7%
*-commutative99.7%
associate-*r*99.7%
Simplified99.7%
Taylor expanded in eps around 0 99.7%
(FPCore (x eps) :precision binary64 (if (or (<= x -8.8e-35) (not (<= x 4.6e-55))) (* 5.0 (* eps (pow x 4.0))) (pow eps 5.0)))
double code(double x, double eps) {
double tmp;
if ((x <= -8.8e-35) || !(x <= 4.6e-55)) {
tmp = 5.0 * (eps * pow(x, 4.0));
} else {
tmp = pow(eps, 5.0);
}
return tmp;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: tmp
if ((x <= (-8.8d-35)) .or. (.not. (x <= 4.6d-55))) then
tmp = 5.0d0 * (eps * (x ** 4.0d0))
else
tmp = eps ** 5.0d0
end if
code = tmp
end function
public static double code(double x, double eps) {
double tmp;
if ((x <= -8.8e-35) || !(x <= 4.6e-55)) {
tmp = 5.0 * (eps * Math.pow(x, 4.0));
} else {
tmp = Math.pow(eps, 5.0);
}
return tmp;
}
def code(x, eps): tmp = 0 if (x <= -8.8e-35) or not (x <= 4.6e-55): tmp = 5.0 * (eps * math.pow(x, 4.0)) else: tmp = math.pow(eps, 5.0) return tmp
function code(x, eps) tmp = 0.0 if ((x <= -8.8e-35) || !(x <= 4.6e-55)) tmp = Float64(5.0 * Float64(eps * (x ^ 4.0))); else tmp = eps ^ 5.0; end return tmp end
function tmp_2 = code(x, eps) tmp = 0.0; if ((x <= -8.8e-35) || ~((x <= 4.6e-55))) tmp = 5.0 * (eps * (x ^ 4.0)); else tmp = eps ^ 5.0; end tmp_2 = tmp; end
code[x_, eps_] := If[Or[LessEqual[x, -8.8e-35], N[Not[LessEqual[x, 4.6e-55]], $MachinePrecision]], N[(5.0 * N[(eps * N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[Power[eps, 5.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.8 \cdot 10^{-35} \lor \neg \left(x \leq 4.6 \cdot 10^{-55}\right):\\
\;\;\;\;5 \cdot \left(\varepsilon \cdot {x}^{4}\right)\\
\mathbf{else}:\\
\;\;\;\;{\varepsilon}^{5}\\
\end{array}
\end{array}
if x < -8.79999999999999975e-35 or 4.60000000000000023e-55 < x Initial program 36.8%
Taylor expanded in x around inf 99.6%
*-commutative99.6%
distribute-rgt1-in99.6%
metadata-eval99.6%
*-commutative99.6%
associate-*r*99.7%
Simplified99.7%
Taylor expanded in eps around 0 99.6%
if -8.79999999999999975e-35 < x < 4.60000000000000023e-55Initial program 100.0%
Taylor expanded in x around 0 100.0%
Final simplification99.9%
(FPCore (x eps) :precision binary64 (if (<= x -8.8e-35) (* eps (* 5.0 (pow x 4.0))) (if (<= x 2.5e-54) (pow eps 5.0) (* 5.0 (* eps (pow x 4.0))))))
double code(double x, double eps) {
double tmp;
if (x <= -8.8e-35) {
tmp = eps * (5.0 * pow(x, 4.0));
} else if (x <= 2.5e-54) {
tmp = pow(eps, 5.0);
} else {
tmp = 5.0 * (eps * pow(x, 4.0));
}
return tmp;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
real(8) :: tmp
if (x <= (-8.8d-35)) then
tmp = eps * (5.0d0 * (x ** 4.0d0))
else if (x <= 2.5d-54) then
tmp = eps ** 5.0d0
else
tmp = 5.0d0 * (eps * (x ** 4.0d0))
end if
code = tmp
end function
public static double code(double x, double eps) {
double tmp;
if (x <= -8.8e-35) {
tmp = eps * (5.0 * Math.pow(x, 4.0));
} else if (x <= 2.5e-54) {
tmp = Math.pow(eps, 5.0);
} else {
tmp = 5.0 * (eps * Math.pow(x, 4.0));
}
return tmp;
}
def code(x, eps): tmp = 0 if x <= -8.8e-35: tmp = eps * (5.0 * math.pow(x, 4.0)) elif x <= 2.5e-54: tmp = math.pow(eps, 5.0) else: tmp = 5.0 * (eps * math.pow(x, 4.0)) return tmp
function code(x, eps) tmp = 0.0 if (x <= -8.8e-35) tmp = Float64(eps * Float64(5.0 * (x ^ 4.0))); elseif (x <= 2.5e-54) tmp = eps ^ 5.0; else tmp = Float64(5.0 * Float64(eps * (x ^ 4.0))); end return tmp end
function tmp_2 = code(x, eps) tmp = 0.0; if (x <= -8.8e-35) tmp = eps * (5.0 * (x ^ 4.0)); elseif (x <= 2.5e-54) tmp = eps ^ 5.0; else tmp = 5.0 * (eps * (x ^ 4.0)); end tmp_2 = tmp; end
code[x_, eps_] := If[LessEqual[x, -8.8e-35], N[(eps * N[(5.0 * N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[x, 2.5e-54], N[Power[eps, 5.0], $MachinePrecision], N[(5.0 * N[(eps * N[Power[x, 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -8.8 \cdot 10^{-35}:\\
\;\;\;\;\varepsilon \cdot \left(5 \cdot {x}^{4}\right)\\
\mathbf{elif}\;x \leq 2.5 \cdot 10^{-54}:\\
\;\;\;\;{\varepsilon}^{5}\\
\mathbf{else}:\\
\;\;\;\;5 \cdot \left(\varepsilon \cdot {x}^{4}\right)\\
\end{array}
\end{array}
if x < -8.79999999999999975e-35Initial program 23.9%
Taylor expanded in x around inf 99.6%
*-commutative99.6%
distribute-rgt1-in99.6%
metadata-eval99.6%
*-commutative99.6%
associate-*r*99.7%
Simplified99.7%
if -8.79999999999999975e-35 < x < 2.50000000000000008e-54Initial program 100.0%
Taylor expanded in x around 0 100.0%
if 2.50000000000000008e-54 < x Initial program 50.6%
Taylor expanded in x around inf 99.7%
*-commutative99.7%
distribute-rgt1-in99.7%
metadata-eval99.7%
*-commutative99.7%
associate-*r*99.7%
Simplified99.7%
Taylor expanded in eps around 0 99.7%
(FPCore (x eps) :precision binary64 (pow eps 5.0))
double code(double x, double eps) {
return pow(eps, 5.0);
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = eps ** 5.0d0
end function
public static double code(double x, double eps) {
return Math.pow(eps, 5.0);
}
def code(x, eps): return math.pow(eps, 5.0)
function code(x, eps) return eps ^ 5.0 end
function tmp = code(x, eps) tmp = eps ^ 5.0; end
code[x_, eps_] := N[Power[eps, 5.0], $MachinePrecision]
\begin{array}{l}
\\
{\varepsilon}^{5}
\end{array}
Initial program 91.4%
Taylor expanded in x around 0 91.4%
herbie shell --seed 2024149
(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)))