
(FPCore (x) :precision binary64 (sqrt (* (* 2.0 x) x)))
double code(double x) {
return sqrt(((2.0 * x) * x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = sqrt(((2.0d0 * x) * x))
end function
public static double code(double x) {
return Math.sqrt(((2.0 * x) * x));
}
def code(x): return math.sqrt(((2.0 * x) * x))
function code(x) return sqrt(Float64(Float64(2.0 * x) * x)) end
function tmp = code(x) tmp = sqrt(((2.0 * x) * x)); end
code[x_] := N[Sqrt[N[(N[(2.0 * x), $MachinePrecision] * x), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sqrt{\left(2 \cdot x\right) \cdot x}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 4 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (sqrt (* (* 2.0 x) x)))
double code(double x) {
return sqrt(((2.0 * x) * x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = sqrt(((2.0d0 * x) * x))
end function
public static double code(double x) {
return Math.sqrt(((2.0 * x) * x));
}
def code(x): return math.sqrt(((2.0 * x) * x))
function code(x) return sqrt(Float64(Float64(2.0 * x) * x)) end
function tmp = code(x) tmp = sqrt(((2.0 * x) * x)); end
code[x_] := N[Sqrt[N[(N[(2.0 * x), $MachinePrecision] * x), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sqrt{\left(2 \cdot x\right) \cdot x}
\end{array}
(FPCore (x) :precision binary64 (hypot x x))
double code(double x) {
return hypot(x, x);
}
public static double code(double x) {
return Math.hypot(x, x);
}
def code(x): return math.hypot(x, x)
function code(x) return hypot(x, x) end
function tmp = code(x) tmp = hypot(x, x); end
code[x_] := N[Sqrt[x ^ 2 + x ^ 2], $MachinePrecision]
\begin{array}{l}
\\
\mathsf{hypot}\left(x, x\right)
\end{array}
Initial program 51.9%
add-cbrt-cube38.3%
pow338.3%
pow1/238.3%
associate-*l*38.3%
*-commutative38.3%
unpow-prod-down38.2%
pow1/238.2%
sqrt-unprod17.6%
add-sqr-sqrt18.9%
pow1/218.9%
Applied egg-rr18.9%
rem-cbrt-cube48.0%
*-commutative48.0%
add-sqr-sqrt48.0%
associate-*l*48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
Applied egg-rr48.1%
Taylor expanded in x around 0 48.0%
rem-square-sqrt46.7%
fabs-sqr46.7%
rem-square-sqrt99.3%
rem-sqrt-square51.6%
swap-sqr51.5%
rem-square-sqrt51.9%
unpow251.9%
*-commutative51.9%
count-251.9%
unpow251.9%
unpow251.9%
hypot-define100.0%
Simplified100.0%
Final simplification100.0%
(FPCore (x) :precision binary64 (* x (* x 2.0)))
double code(double x) {
return x * (x * 2.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = x * (x * 2.0d0)
end function
public static double code(double x) {
return x * (x * 2.0);
}
def code(x): return x * (x * 2.0)
function code(x) return Float64(x * Float64(x * 2.0)) end
function tmp = code(x) tmp = x * (x * 2.0); end
code[x_] := N[(x * N[(x * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
x \cdot \left(x \cdot 2\right)
\end{array}
Initial program 51.9%
add-cbrt-cube38.3%
pow338.3%
pow1/238.3%
associate-*l*38.3%
*-commutative38.3%
unpow-prod-down38.2%
pow1/238.2%
sqrt-unprod17.6%
add-sqr-sqrt18.9%
pow1/218.9%
Applied egg-rr18.9%
rem-cbrt-cube48.0%
*-commutative48.0%
add-sqr-sqrt48.0%
associate-*l*48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
Applied egg-rr48.1%
Taylor expanded in x around 0 48.0%
rem-square-sqrt46.7%
fabs-sqr46.7%
rem-square-sqrt99.3%
rem-sqrt-square51.6%
swap-sqr51.5%
rem-square-sqrt51.9%
unpow251.9%
*-commutative51.9%
count-251.9%
unpow251.9%
unpow251.9%
hypot-define100.0%
Simplified100.0%
hypot-undefine51.9%
flip-+0.0%
difference-of-squares0.0%
+-inverses0.0%
metadata-eval0.0%
+-inverses0.0%
metadata-eval0.0%
associate-*r/0.0%
metadata-eval0.0%
+-inverses0.0%
metadata-eval0.0%
+-inverses0.0%
flip-+6.8%
sqrt-unprod7.1%
add-sqr-sqrt7.1%
distribute-lft-out7.1%
*-commutative7.1%
*-un-lft-identity7.1%
distribute-rgt-out7.1%
distribute-lft-out7.1%
metadata-eval7.1%
Applied egg-rr7.1%
Final simplification7.1%
(FPCore (x) :precision binary64 32.0)
double code(double x) {
return 32.0;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 32.0d0
end function
public static double code(double x) {
return 32.0;
}
def code(x): return 32.0
function code(x) return 32.0 end
function tmp = code(x) tmp = 32.0; end
code[x_] := 32.0
\begin{array}{l}
\\
32
\end{array}
Initial program 51.9%
add-cbrt-cube38.3%
pow338.3%
pow1/238.3%
associate-*l*38.3%
*-commutative38.3%
unpow-prod-down38.2%
pow1/238.2%
sqrt-unprod17.6%
add-sqr-sqrt18.9%
pow1/218.9%
Applied egg-rr18.9%
rem-cbrt-cube48.0%
*-commutative48.0%
add-sqr-sqrt48.0%
associate-*l*48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
Applied egg-rr48.1%
Taylor expanded in x around 0 48.0%
rem-square-sqrt46.7%
fabs-sqr46.7%
rem-square-sqrt99.3%
rem-sqrt-square51.6%
swap-sqr51.5%
rem-square-sqrt51.9%
unpow251.9%
*-commutative51.9%
count-251.9%
unpow251.9%
unpow251.9%
hypot-define100.0%
Simplified100.0%
Applied egg-rr0.0%
Simplified5.4%
Final simplification5.4%
(FPCore (x) :precision binary64 512.0)
double code(double x) {
return 512.0;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 512.0d0
end function
public static double code(double x) {
return 512.0;
}
def code(x): return 512.0
function code(x) return 512.0 end
function tmp = code(x) tmp = 512.0; end
code[x_] := 512.0
\begin{array}{l}
\\
512
\end{array}
Initial program 51.9%
add-cbrt-cube38.3%
pow338.3%
pow1/238.3%
associate-*l*38.3%
*-commutative38.3%
unpow-prod-down38.2%
pow1/238.2%
sqrt-unprod17.6%
add-sqr-sqrt18.9%
pow1/218.9%
Applied egg-rr18.9%
rem-cbrt-cube48.0%
*-commutative48.0%
add-sqr-sqrt48.0%
associate-*l*48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
pow1/248.1%
sqrt-pow148.1%
metadata-eval48.1%
Applied egg-rr48.1%
Taylor expanded in x around 0 48.0%
rem-square-sqrt46.7%
fabs-sqr46.7%
rem-square-sqrt99.3%
rem-sqrt-square51.6%
swap-sqr51.5%
rem-square-sqrt51.9%
unpow251.9%
*-commutative51.9%
count-251.9%
unpow251.9%
unpow251.9%
hypot-define100.0%
Simplified100.0%
Applied egg-rr0.0%
Simplified5.4%
Final simplification5.4%
herbie shell --seed 2024089
(FPCore (x)
:name "sqrt B (should all be same)"
:precision binary64
(sqrt (* (* 2.0 x) x)))