
(FPCore (x) :precision binary64 (- 1.0 (* x (+ 0.253 (* x 0.12)))))
double code(double x) {
return 1.0 - (x * (0.253 + (x * 0.12)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 - (x * (0.253d0 + (x * 0.12d0)))
end function
public static double code(double x) {
return 1.0 - (x * (0.253 + (x * 0.12)));
}
def code(x): return 1.0 - (x * (0.253 + (x * 0.12)))
function code(x) return Float64(1.0 - Float64(x * Float64(0.253 + Float64(x * 0.12)))) end
function tmp = code(x) tmp = 1.0 - (x * (0.253 + (x * 0.12))); end
code[x_] := N[(1.0 - N[(x * N[(0.253 + N[(x * 0.12), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - x \cdot \left(0.253 + x \cdot 0.12\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (- 1.0 (* x (+ 0.253 (* x 0.12)))))
double code(double x) {
return 1.0 - (x * (0.253 + (x * 0.12)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 - (x * (0.253d0 + (x * 0.12d0)))
end function
public static double code(double x) {
return 1.0 - (x * (0.253 + (x * 0.12)));
}
def code(x): return 1.0 - (x * (0.253 + (x * 0.12)))
function code(x) return Float64(1.0 - Float64(x * Float64(0.253 + Float64(x * 0.12)))) end
function tmp = code(x) tmp = 1.0 - (x * (0.253 + (x * 0.12))); end
code[x_] := N[(1.0 - N[(x * N[(0.253 + N[(x * 0.12), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - x \cdot \left(0.253 + x \cdot 0.12\right)
\end{array}
(FPCore (x) :precision binary64 (- 1.0 (* x (fma x 0.12 0.253))))
double code(double x) {
return 1.0 - (x * fma(x, 0.12, 0.253));
}
function code(x) return Float64(1.0 - Float64(x * fma(x, 0.12, 0.253))) end
code[x_] := N[(1.0 - N[(x * N[(x * 0.12 + 0.253), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - x \cdot \mathsf{fma}\left(x, 0.12, 0.253\right)
\end{array}
Initial program 99.9%
+-commutative99.9%
fma-def99.9%
Simplified99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (if (or (<= x -4.1) (not (<= x 2.1))) (* x (* x -0.12)) 1.0))
double code(double x) {
double tmp;
if ((x <= -4.1) || !(x <= 2.1)) {
tmp = x * (x * -0.12);
} else {
tmp = 1.0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if ((x <= (-4.1d0)) .or. (.not. (x <= 2.1d0))) then
tmp = x * (x * (-0.12d0))
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if ((x <= -4.1) || !(x <= 2.1)) {
tmp = x * (x * -0.12);
} else {
tmp = 1.0;
}
return tmp;
}
def code(x): tmp = 0 if (x <= -4.1) or not (x <= 2.1): tmp = x * (x * -0.12) else: tmp = 1.0 return tmp
function code(x) tmp = 0.0 if ((x <= -4.1) || !(x <= 2.1)) tmp = Float64(x * Float64(x * -0.12)); else tmp = 1.0; end return tmp end
function tmp_2 = code(x) tmp = 0.0; if ((x <= -4.1) || ~((x <= 2.1))) tmp = x * (x * -0.12); else tmp = 1.0; end tmp_2 = tmp; end
code[x_] := If[Or[LessEqual[x, -4.1], N[Not[LessEqual[x, 2.1]], $MachinePrecision]], N[(x * N[(x * -0.12), $MachinePrecision]), $MachinePrecision], 1.0]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -4.1 \lor \neg \left(x \leq 2.1\right):\\
\;\;\;\;x \cdot \left(x \cdot -0.12\right)\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if x < -4.0999999999999996 or 2.10000000000000009 < x Initial program 99.7%
Taylor expanded in x around inf 96.8%
unpow296.7%
Simplified96.7%
Taylor expanded in x around inf 96.8%
*-commutative96.8%
unpow296.7%
associate-*r*96.9%
Simplified96.9%
if -4.0999999999999996 < x < 2.10000000000000009Initial program 100.0%
Taylor expanded in x around 0 98.2%
*-commutative98.2%
Simplified98.2%
Taylor expanded in x around 0 97.1%
Final simplification97.0%
(FPCore (x) :precision binary64 (if (or (<= x -4.1) (not (<= x 2.1))) (* x (* x -0.12)) (- 1.0 (* x 0.253))))
double code(double x) {
double tmp;
if ((x <= -4.1) || !(x <= 2.1)) {
tmp = x * (x * -0.12);
} else {
tmp = 1.0 - (x * 0.253);
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if ((x <= (-4.1d0)) .or. (.not. (x <= 2.1d0))) then
tmp = x * (x * (-0.12d0))
else
tmp = 1.0d0 - (x * 0.253d0)
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if ((x <= -4.1) || !(x <= 2.1)) {
tmp = x * (x * -0.12);
} else {
tmp = 1.0 - (x * 0.253);
}
return tmp;
}
def code(x): tmp = 0 if (x <= -4.1) or not (x <= 2.1): tmp = x * (x * -0.12) else: tmp = 1.0 - (x * 0.253) return tmp
function code(x) tmp = 0.0 if ((x <= -4.1) || !(x <= 2.1)) tmp = Float64(x * Float64(x * -0.12)); else tmp = Float64(1.0 - Float64(x * 0.253)); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if ((x <= -4.1) || ~((x <= 2.1))) tmp = x * (x * -0.12); else tmp = 1.0 - (x * 0.253); end tmp_2 = tmp; end
code[x_] := If[Or[LessEqual[x, -4.1], N[Not[LessEqual[x, 2.1]], $MachinePrecision]], N[(x * N[(x * -0.12), $MachinePrecision]), $MachinePrecision], N[(1.0 - N[(x * 0.253), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -4.1 \lor \neg \left(x \leq 2.1\right):\\
\;\;\;\;x \cdot \left(x \cdot -0.12\right)\\
\mathbf{else}:\\
\;\;\;\;1 - x \cdot 0.253\\
\end{array}
\end{array}
if x < -4.0999999999999996 or 2.10000000000000009 < x Initial program 99.7%
Taylor expanded in x around inf 96.8%
unpow296.7%
Simplified96.7%
Taylor expanded in x around inf 96.8%
*-commutative96.8%
unpow296.7%
associate-*r*96.9%
Simplified96.9%
if -4.0999999999999996 < x < 2.10000000000000009Initial program 100.0%
Taylor expanded in x around 0 98.2%
*-commutative98.2%
Simplified98.2%
Final simplification97.5%
(FPCore (x) :precision binary64 (- 1.0 (* x (+ 0.253 (* x 0.12)))))
double code(double x) {
return 1.0 - (x * (0.253 + (x * 0.12)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 - (x * (0.253d0 + (x * 0.12d0)))
end function
public static double code(double x) {
return 1.0 - (x * (0.253 + (x * 0.12)));
}
def code(x): return 1.0 - (x * (0.253 + (x * 0.12)))
function code(x) return Float64(1.0 - Float64(x * Float64(0.253 + Float64(x * 0.12)))) end
function tmp = code(x) tmp = 1.0 - (x * (0.253 + (x * 0.12))); end
code[x_] := N[(1.0 - N[(x * N[(0.253 + N[(x * 0.12), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - x \cdot \left(0.253 + x \cdot 0.12\right)
\end{array}
Initial program 99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (- 1.0 (* 0.12 (* x x))))
double code(double x) {
return 1.0 - (0.12 * (x * x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 - (0.12d0 * (x * x))
end function
public static double code(double x) {
return 1.0 - (0.12 * (x * x));
}
def code(x): return 1.0 - (0.12 * (x * x))
function code(x) return Float64(1.0 - Float64(0.12 * Float64(x * x))) end
function tmp = code(x) tmp = 1.0 - (0.12 * (x * x)); end
code[x_] := N[(1.0 - N[(0.12 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - 0.12 \cdot \left(x \cdot x\right)
\end{array}
Initial program 99.9%
Taylor expanded in x around inf 96.9%
unpow296.9%
Simplified96.9%
Final simplification96.9%
(FPCore (x) :precision binary64 (- 1.0 (* x (* x 0.12))))
double code(double x) {
return 1.0 - (x * (x * 0.12));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0 - (x * (x * 0.12d0))
end function
public static double code(double x) {
return 1.0 - (x * (x * 0.12));
}
def code(x): return 1.0 - (x * (x * 0.12))
function code(x) return Float64(1.0 - Float64(x * Float64(x * 0.12))) end
function tmp = code(x) tmp = 1.0 - (x * (x * 0.12)); end
code[x_] := N[(1.0 - N[(x * N[(x * 0.12), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - x \cdot \left(x \cdot 0.12\right)
\end{array}
Initial program 99.9%
flip-+99.8%
metadata-eval99.8%
swap-sqr99.8%
metadata-eval99.8%
*-commutative99.8%
cancel-sign-sub-inv99.8%
metadata-eval99.8%
Applied egg-rr99.8%
Taylor expanded in x around inf 96.9%
Final simplification96.9%
(FPCore (x) :precision binary64 (if (<= x 2.1) 1.0 (* x -0.253)))
double code(double x) {
double tmp;
if (x <= 2.1) {
tmp = 1.0;
} else {
tmp = x * -0.253;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 2.1d0) then
tmp = 1.0d0
else
tmp = x * (-0.253d0)
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= 2.1) {
tmp = 1.0;
} else {
tmp = x * -0.253;
}
return tmp;
}
def code(x): tmp = 0 if x <= 2.1: tmp = 1.0 else: tmp = x * -0.253 return tmp
function code(x) tmp = 0.0 if (x <= 2.1) tmp = 1.0; else tmp = Float64(x * -0.253); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= 2.1) tmp = 1.0; else tmp = x * -0.253; end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, 2.1], 1.0, N[(x * -0.253), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.1:\\
\;\;\;\;1\\
\mathbf{else}:\\
\;\;\;\;x \cdot -0.253\\
\end{array}
\end{array}
if x < 2.10000000000000009Initial program 99.9%
Taylor expanded in x around 0 68.0%
*-commutative68.0%
Simplified68.0%
Taylor expanded in x around 0 67.3%
if 2.10000000000000009 < x Initial program 99.7%
Taylor expanded in x around 0 6.7%
*-commutative6.7%
Simplified6.7%
Taylor expanded in x around inf 6.7%
*-commutative6.7%
Simplified6.7%
Final simplification50.2%
(FPCore (x) :precision binary64 1.0)
double code(double x) {
return 1.0;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 1.0d0
end function
public static double code(double x) {
return 1.0;
}
def code(x): return 1.0
function code(x) return 1.0 end
function tmp = code(x) tmp = 1.0; end
code[x_] := 1.0
\begin{array}{l}
\\
1
\end{array}
Initial program 99.9%
Taylor expanded in x around 0 50.7%
*-commutative50.7%
Simplified50.7%
Taylor expanded in x around 0 48.6%
Final simplification48.6%
herbie shell --seed 2023196
(FPCore (x)
:name "Numeric.SpecFunctions:invIncompleteGamma from math-functions-0.1.5.2, A"
:precision binary64
(- 1.0 (* x (+ 0.253 (* x 0.12)))))