
(FPCore (t) :precision binary64 (let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))) (t_2 (* t_1 t_1))) (/ (+ 1.0 t_2) (+ 2.0 t_2))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double t_2 = t_1 * t_1;
return (1.0 + t_2) / (2.0 + t_2);
}
real(8) function code(t)
real(8), intent (in) :: t
real(8) :: t_1
real(8) :: t_2
t_1 = (2.0d0 * t) / (1.0d0 + t)
t_2 = t_1 * t_1
code = (1.0d0 + t_2) / (2.0d0 + t_2)
end function
public static double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double t_2 = t_1 * t_1;
return (1.0 + t_2) / (2.0 + t_2);
}
def code(t): t_1 = (2.0 * t) / (1.0 + t) t_2 = t_1 * t_1 return (1.0 + t_2) / (2.0 + t_2)
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) t_2 = Float64(t_1 * t_1) return Float64(Float64(1.0 + t_2) / Float64(2.0 + t_2)) end
function tmp = code(t) t_1 = (2.0 * t) / (1.0 + t); t_2 = t_1 * t_1; tmp = (1.0 + t_2) / (2.0 + t_2); end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$1), $MachinePrecision]}, N[(N[(1.0 + t$95$2), $MachinePrecision] / N[(2.0 + t$95$2), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
t_2 := t\_1 \cdot t\_1\\
\frac{1 + t\_2}{2 + t\_2}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (t) :precision binary64 (let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))) (t_2 (* t_1 t_1))) (/ (+ 1.0 t_2) (+ 2.0 t_2))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double t_2 = t_1 * t_1;
return (1.0 + t_2) / (2.0 + t_2);
}
real(8) function code(t)
real(8), intent (in) :: t
real(8) :: t_1
real(8) :: t_2
t_1 = (2.0d0 * t) / (1.0d0 + t)
t_2 = t_1 * t_1
code = (1.0d0 + t_2) / (2.0d0 + t_2)
end function
public static double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double t_2 = t_1 * t_1;
return (1.0 + t_2) / (2.0 + t_2);
}
def code(t): t_1 = (2.0 * t) / (1.0 + t) t_2 = t_1 * t_1 return (1.0 + t_2) / (2.0 + t_2)
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) t_2 = Float64(t_1 * t_1) return Float64(Float64(1.0 + t_2) / Float64(2.0 + t_2)) end
function tmp = code(t) t_1 = (2.0 * t) / (1.0 + t); t_2 = t_1 * t_1; tmp = (1.0 + t_2) / (2.0 + t_2); end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$1), $MachinePrecision]}, N[(N[(1.0 + t$95$2), $MachinePrecision] / N[(2.0 + t$95$2), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
t_2 := t\_1 \cdot t\_1\\
\frac{1 + t\_2}{2 + t\_2}
\end{array}
\end{array}
(FPCore (t) :precision binary64 (let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))) (t_2 (* t_1 t_1))) (/ (+ 1.0 t_2) (+ 2.0 t_2))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double t_2 = t_1 * t_1;
return (1.0 + t_2) / (2.0 + t_2);
}
real(8) function code(t)
real(8), intent (in) :: t
real(8) :: t_1
real(8) :: t_2
t_1 = (2.0d0 * t) / (1.0d0 + t)
t_2 = t_1 * t_1
code = (1.0d0 + t_2) / (2.0d0 + t_2)
end function
public static double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double t_2 = t_1 * t_1;
return (1.0 + t_2) / (2.0 + t_2);
}
def code(t): t_1 = (2.0 * t) / (1.0 + t) t_2 = t_1 * t_1 return (1.0 + t_2) / (2.0 + t_2)
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) t_2 = Float64(t_1 * t_1) return Float64(Float64(1.0 + t_2) / Float64(2.0 + t_2)) end
function tmp = code(t) t_1 = (2.0 * t) / (1.0 + t); t_2 = t_1 * t_1; tmp = (1.0 + t_2) / (2.0 + t_2); end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$1 * t$95$1), $MachinePrecision]}, N[(N[(1.0 + t$95$2), $MachinePrecision] / N[(2.0 + t$95$2), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
t_2 := t\_1 \cdot t\_1\\
\frac{1 + t\_2}{2 + t\_2}
\end{array}
\end{array}
Initial program 100.0%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(/
(fma t (/ (* t 4.0) (fma t (+ 2.0 t) 1.0)) 1.0)
(fma t (* t (fma t (fma t (fma t -16.0 12.0) -8.0) 4.0)) 2.0))
(+
(/ -0.2222222222222222 t)
(-
0.8333333333333334
(/ (+ -0.037037037037037035 (/ -0.04938271604938271 t)) (* t t)))))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma(t, ((t * 4.0) / fma(t, (2.0 + t), 1.0)), 1.0) / fma(t, (t * fma(t, fma(t, fma(t, -16.0, 12.0), -8.0), 4.0)), 2.0);
} else {
tmp = (-0.2222222222222222 / t) + (0.8333333333333334 - ((-0.037037037037037035 + (-0.04938271604938271 / t)) / (t * t)));
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = Float64(fma(t, Float64(Float64(t * 4.0) / fma(t, Float64(2.0 + t), 1.0)), 1.0) / fma(t, Float64(t * fma(t, fma(t, fma(t, -16.0, 12.0), -8.0), 4.0)), 2.0)); else tmp = Float64(Float64(-0.2222222222222222 / t) + Float64(0.8333333333333334 - Float64(Float64(-0.037037037037037035 + Float64(-0.04938271604938271 / t)) / Float64(t * t)))); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(N[(t * N[(N[(t * 4.0), $MachinePrecision] / N[(t * N[(2.0 + t), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / N[(t * N[(t * N[(t * N[(t * N[(t * -16.0 + 12.0), $MachinePrecision] + -8.0), $MachinePrecision] + 4.0), $MachinePrecision]), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.2222222222222222 / t), $MachinePrecision] + N[(0.8333333333333334 - N[(N[(-0.037037037037037035 + N[(-0.04938271604938271 / t), $MachinePrecision]), $MachinePrecision] / N[(t * t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\frac{\mathsf{fma}\left(t, \frac{t \cdot 4}{\mathsf{fma}\left(t, 2 + t, 1\right)}, 1\right)}{\mathsf{fma}\left(t, t \cdot \mathsf{fma}\left(t, \mathsf{fma}\left(t, \mathsf{fma}\left(t, -16, 12\right), -8\right), 4\right), 2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2222222222222222}{t} + \left(0.8333333333333334 - \frac{-0.037037037037037035 + \frac{-0.04938271604938271}{t}}{t \cdot t}\right)\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
Applied rewrites100.0%
Taylor expanded in t around 0
+-commutativeN/A
distribute-rgt-inN/A
unpow2N/A
*-rgt-identityN/A
*-inversesN/A
*-rgt-identityN/A
associate-/l*N/A
associate-*l*N/A
unpow2N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
*-lft-identityN/A
distribute-rgt-inN/A
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in t around 0
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6499.1
Applied rewrites99.1%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
Applied rewrites54.2%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
Applied rewrites63.2%
Taylor expanded in t around -inf
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites99.1%
lift-/.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-/.f64N/A
+-commutativeN/A
lift-/.f64N/A
lift--.f64N/A
div-subN/A
associate-+l-N/A
lower--.f64N/A
lower-/.f64N/A
lower--.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
lower-/.f6499.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* t 4.0) (fma t (+ 2.0 t) 1.0))))
(if (<= (/ (* 2.0 t) (+ 1.0 t)) 1.95)
(/ (fma t t_1 1.0) (fma t t_1 2.0))
(+
(/ -0.2222222222222222 t)
(-
0.8333333333333334
(/ (+ -0.037037037037037035 (/ -0.04938271604938271 t)) (* t t)))))))
double code(double t) {
double t_1 = (t * 4.0) / fma(t, (2.0 + t), 1.0);
double tmp;
if (((2.0 * t) / (1.0 + t)) <= 1.95) {
tmp = fma(t, t_1, 1.0) / fma(t, t_1, 2.0);
} else {
tmp = (-0.2222222222222222 / t) + (0.8333333333333334 - ((-0.037037037037037035 + (-0.04938271604938271 / t)) / (t * t)));
}
return tmp;
}
function code(t) t_1 = Float64(Float64(t * 4.0) / fma(t, Float64(2.0 + t), 1.0)) tmp = 0.0 if (Float64(Float64(2.0 * t) / Float64(1.0 + t)) <= 1.95) tmp = Float64(fma(t, t_1, 1.0) / fma(t, t_1, 2.0)); else tmp = Float64(Float64(-0.2222222222222222 / t) + Float64(0.8333333333333334 - Float64(Float64(-0.037037037037037035 + Float64(-0.04938271604938271 / t)) / Float64(t * t)))); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(t * 4.0), $MachinePrecision] / N[(t * N[(2.0 + t), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision], 1.95], N[(N[(t * t$95$1 + 1.0), $MachinePrecision] / N[(t * t$95$1 + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.2222222222222222 / t), $MachinePrecision] + N[(0.8333333333333334 - N[(N[(-0.037037037037037035 + N[(-0.04938271604938271 / t), $MachinePrecision]), $MachinePrecision] / N[(t * t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{t \cdot 4}{\mathsf{fma}\left(t, 2 + t, 1\right)}\\
\mathbf{if}\;\frac{2 \cdot t}{1 + t} \leq 1.95:\\
\;\;\;\;\frac{\mathsf{fma}\left(t, t\_1, 1\right)}{\mathsf{fma}\left(t, t\_1, 2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2222222222222222}{t} + \left(0.8333333333333334 - \frac{-0.037037037037037035 + \frac{-0.04938271604938271}{t}}{t \cdot t}\right)\\
\end{array}
\end{array}
if (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) < 1.94999999999999996Initial program 100.0%
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
Applied rewrites100.0%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
Applied rewrites100.0%
Taylor expanded in t around 0
+-commutativeN/A
distribute-rgt-inN/A
unpow2N/A
*-rgt-identityN/A
*-inversesN/A
*-rgt-identityN/A
associate-/l*N/A
associate-*l*N/A
unpow2N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
*-lft-identityN/A
distribute-rgt-inN/A
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in t around 0
+-commutativeN/A
distribute-rgt-inN/A
metadata-evalN/A
lft-mult-inverseN/A
associate-*l*N/A
associate-*r*N/A
unpow2N/A
unpow2N/A
*-lft-identityN/A
distribute-rgt-inN/A
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
associate-*l*N/A
lft-mult-inverseN/A
metadata-evalN/A
*-lft-identityN/A
lower-+.f64100.0
Applied rewrites100.0%
if 1.94999999999999996 < (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) Initial program 100.0%
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
Applied rewrites53.5%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
Applied rewrites62.6%
Taylor expanded in t around -inf
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites100.0%
lift-/.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-/.f64N/A
+-commutativeN/A
lift-/.f64N/A
lift--.f64N/A
div-subN/A
associate-+l-N/A
lower--.f64N/A
lower-/.f64N/A
lower--.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
Final simplification100.0%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(fma t (fma (* t t) (+ t -2.0) t) 0.5)
(+
(/ -0.2222222222222222 t)
(-
0.8333333333333334
(/ (+ -0.037037037037037035 (/ -0.04938271604938271 t)) (* t t)))))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma(t, fma((t * t), (t + -2.0), t), 0.5);
} else {
tmp = (-0.2222222222222222 / t) + (0.8333333333333334 - ((-0.037037037037037035 + (-0.04938271604938271 / t)) / (t * t)));
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = fma(t, fma(Float64(t * t), Float64(t + -2.0), t), 0.5); else tmp = Float64(Float64(-0.2222222222222222 / t) + Float64(0.8333333333333334 - Float64(Float64(-0.037037037037037035 + Float64(-0.04938271604938271 / t)) / Float64(t * t)))); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(t * N[(N[(t * t), $MachinePrecision] * N[(t + -2.0), $MachinePrecision] + t), $MachinePrecision] + 0.5), $MachinePrecision], N[(N[(-0.2222222222222222 / t), $MachinePrecision] + N[(0.8333333333333334 - N[(N[(-0.037037037037037035 + N[(-0.04938271604938271 / t), $MachinePrecision]), $MachinePrecision] / N[(t * t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(t, \mathsf{fma}\left(t \cdot t, t + -2, t\right), 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2222222222222222}{t} + \left(0.8333333333333334 - \frac{-0.037037037037037035 + \frac{-0.04938271604938271}{t}}{t \cdot t}\right)\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
*-rgt-identityN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
sub-negN/A
metadata-evalN/A
lower-+.f6499.1
Applied rewrites99.1%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
Applied rewrites54.2%
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-/.f64N/A
lift-+.f64N/A
Applied rewrites63.2%
Taylor expanded in t around -inf
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
Applied rewrites99.1%
lift-/.f64N/A
lift-+.f64N/A
lift-/.f64N/A
lift--.f64N/A
lift-/.f64N/A
+-commutativeN/A
lift-/.f64N/A
lift--.f64N/A
div-subN/A
associate-+l-N/A
lower--.f64N/A
lower-/.f64N/A
lower--.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
lower-/.f6499.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(fma t (fma (* t t) (+ t -2.0) t) 0.5)
(+
0.8333333333333334
(/
(+
-0.2222222222222222
(/ (+ 0.037037037037037035 (/ 0.04938271604938271 t)) t))
t)))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma(t, fma((t * t), (t + -2.0), t), 0.5);
} else {
tmp = 0.8333333333333334 + ((-0.2222222222222222 + ((0.037037037037037035 + (0.04938271604938271 / t)) / t)) / t);
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = fma(t, fma(Float64(t * t), Float64(t + -2.0), t), 0.5); else tmp = Float64(0.8333333333333334 + Float64(Float64(-0.2222222222222222 + Float64(Float64(0.037037037037037035 + Float64(0.04938271604938271 / t)) / t)) / t)); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(t * N[(N[(t * t), $MachinePrecision] * N[(t + -2.0), $MachinePrecision] + t), $MachinePrecision] + 0.5), $MachinePrecision], N[(0.8333333333333334 + N[(N[(-0.2222222222222222 + N[(N[(0.037037037037037035 + N[(0.04938271604938271 / t), $MachinePrecision]), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(t, \mathsf{fma}\left(t \cdot t, t + -2, t\right), 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;0.8333333333333334 + \frac{-0.2222222222222222 + \frac{0.037037037037037035 + \frac{0.04938271604938271}{t}}{t}}{t}\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
*-rgt-identityN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
sub-negN/A
metadata-evalN/A
lower-+.f6499.1
Applied rewrites99.1%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
Taylor expanded in t around inf
Applied rewrites99.1%
Final simplification99.1%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(fma t (fma (* t t) (+ t -2.0) t) 0.5)
(-
0.8333333333333334
(/ (fma t 0.2222222222222222 -0.037037037037037035) (* t t))))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma(t, fma((t * t), (t + -2.0), t), 0.5);
} else {
tmp = 0.8333333333333334 - (fma(t, 0.2222222222222222, -0.037037037037037035) / (t * t));
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = fma(t, fma(Float64(t * t), Float64(t + -2.0), t), 0.5); else tmp = Float64(0.8333333333333334 - Float64(fma(t, 0.2222222222222222, -0.037037037037037035) / Float64(t * t))); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(t * N[(N[(t * t), $MachinePrecision] * N[(t + -2.0), $MachinePrecision] + t), $MachinePrecision] + 0.5), $MachinePrecision], N[(0.8333333333333334 - N[(N[(t * 0.2222222222222222 + -0.037037037037037035), $MachinePrecision] / N[(t * t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(t, \mathsf{fma}\left(t \cdot t, t + -2, t\right), 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;0.8333333333333334 - \frac{\mathsf{fma}\left(t, 0.2222222222222222, -0.037037037037037035\right)}{t \cdot t}\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
*-rgt-identityN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
sub-negN/A
metadata-evalN/A
lower-+.f6499.1
Applied rewrites99.1%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
lift-/.f64N/A
lift-/.f64N/A
lift-*.f64N/A
lift-+.f64N/A
lift-+.f64N/A
lift-*.f64N/A
frac-2negN/A
Applied rewrites54.2%
Taylor expanded in t around inf
+-commutativeN/A
associate--l+N/A
+-commutativeN/A
associate--r-N/A
associate-*r/N/A
metadata-evalN/A
unpow2N/A
associate-/r*N/A
metadata-evalN/A
associate-*r/N/A
div-subN/A
lower--.f64N/A
metadata-evalN/A
*-inversesN/A
associate-/l*N/A
associate-*r/N/A
metadata-evalN/A
div-subN/A
associate-/r*N/A
unpow2N/A
Applied rewrites98.9%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(fma t (fma (* t t) (+ t -2.0) t) 0.5)
(+ (/ -0.2222222222222222 t) 0.8333333333333334))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma(t, fma((t * t), (t + -2.0), t), 0.5);
} else {
tmp = (-0.2222222222222222 / t) + 0.8333333333333334;
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = fma(t, fma(Float64(t * t), Float64(t + -2.0), t), 0.5); else tmp = Float64(Float64(-0.2222222222222222 / t) + 0.8333333333333334); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(t * N[(N[(t * t), $MachinePrecision] * N[(t + -2.0), $MachinePrecision] + t), $MachinePrecision] + 0.5), $MachinePrecision], N[(N[(-0.2222222222222222 / t), $MachinePrecision] + 0.8333333333333334), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(t, \mathsf{fma}\left(t \cdot t, t + -2, t\right), 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2222222222222222}{t} + 0.8333333333333334\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
*-rgt-identityN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
sub-negN/A
metadata-evalN/A
lower-+.f6499.1
Applied rewrites99.1%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
Taylor expanded in t around inf
sub-negN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
lower-/.f64N/A
metadata-eval98.4
Applied rewrites98.4%
Final simplification98.7%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(fma (* t t) (fma t -2.0 1.0) 0.5)
(+ (/ -0.2222222222222222 t) 0.8333333333333334))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma((t * t), fma(t, -2.0, 1.0), 0.5);
} else {
tmp = (-0.2222222222222222 / t) + 0.8333333333333334;
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = fma(Float64(t * t), fma(t, -2.0, 1.0), 0.5); else tmp = Float64(Float64(-0.2222222222222222 / t) + 0.8333333333333334); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(N[(t * t), $MachinePrecision] * N[(t * -2.0 + 1.0), $MachinePrecision] + 0.5), $MachinePrecision], N[(N[(-0.2222222222222222 / t), $MachinePrecision] + 0.8333333333333334), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(t \cdot t, \mathsf{fma}\left(t, -2, 1\right), 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2222222222222222}{t} + 0.8333333333333334\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6498.8
Applied rewrites98.8%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
Taylor expanded in t around inf
sub-negN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
lower-/.f64N/A
metadata-eval98.4
Applied rewrites98.4%
Final simplification98.6%
(FPCore (t)
:precision binary64
(let* ((t_1 (/ (* 2.0 t) (+ 1.0 t))))
(if (<= (* t_1 t_1) 0.5)
(fma t t 0.5)
(+ (/ -0.2222222222222222 t) 0.8333333333333334))))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 0.5) {
tmp = fma(t, t, 0.5);
} else {
tmp = (-0.2222222222222222 / t) + 0.8333333333333334;
}
return tmp;
}
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 0.5) tmp = fma(t, t, 0.5); else tmp = Float64(Float64(-0.2222222222222222 / t) + 0.8333333333333334); end return tmp end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 0.5], N[(t * t + 0.5), $MachinePrecision], N[(N[(-0.2222222222222222 / t), $MachinePrecision] + 0.8333333333333334), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 0.5:\\
\;\;\;\;\mathsf{fma}\left(t, t, 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{-0.2222222222222222}{t} + 0.8333333333333334\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 0.5Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6498.2
Applied rewrites98.2%
if 0.5 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
Taylor expanded in t around inf
sub-negN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
lower-/.f64N/A
metadata-eval98.4
Applied rewrites98.4%
Final simplification98.3%
(FPCore (t) :precision binary64 (let* ((t_1 (/ (* 2.0 t) (+ 1.0 t)))) (if (<= (* t_1 t_1) 1.0) 0.5 0.8333333333333334)))
double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 1.0) {
tmp = 0.5;
} else {
tmp = 0.8333333333333334;
}
return tmp;
}
real(8) function code(t)
real(8), intent (in) :: t
real(8) :: t_1
real(8) :: tmp
t_1 = (2.0d0 * t) / (1.0d0 + t)
if ((t_1 * t_1) <= 1.0d0) then
tmp = 0.5d0
else
tmp = 0.8333333333333334d0
end if
code = tmp
end function
public static double code(double t) {
double t_1 = (2.0 * t) / (1.0 + t);
double tmp;
if ((t_1 * t_1) <= 1.0) {
tmp = 0.5;
} else {
tmp = 0.8333333333333334;
}
return tmp;
}
def code(t): t_1 = (2.0 * t) / (1.0 + t) tmp = 0 if (t_1 * t_1) <= 1.0: tmp = 0.5 else: tmp = 0.8333333333333334 return tmp
function code(t) t_1 = Float64(Float64(2.0 * t) / Float64(1.0 + t)) tmp = 0.0 if (Float64(t_1 * t_1) <= 1.0) tmp = 0.5; else tmp = 0.8333333333333334; end return tmp end
function tmp_2 = code(t) t_1 = (2.0 * t) / (1.0 + t); tmp = 0.0; if ((t_1 * t_1) <= 1.0) tmp = 0.5; else tmp = 0.8333333333333334; end tmp_2 = tmp; end
code[t_] := Block[{t$95$1 = N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * t$95$1), $MachinePrecision], 1.0], 0.5, 0.8333333333333334]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{2 \cdot t}{1 + t}\\
\mathbf{if}\;t\_1 \cdot t\_1 \leq 1:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;0.8333333333333334\\
\end{array}
\end{array}
if (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) < 1Initial program 100.0%
Taylor expanded in t around 0
Applied rewrites97.4%
if 1 < (*.f64 (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t))) Initial program 100.0%
Taylor expanded in t around inf
Applied rewrites97.2%
(FPCore (t) :precision binary64 (if (<= (/ (* 2.0 t) (+ 1.0 t)) 1.0) (fma t t 0.5) 0.8333333333333334))
double code(double t) {
double tmp;
if (((2.0 * t) / (1.0 + t)) <= 1.0) {
tmp = fma(t, t, 0.5);
} else {
tmp = 0.8333333333333334;
}
return tmp;
}
function code(t) tmp = 0.0 if (Float64(Float64(2.0 * t) / Float64(1.0 + t)) <= 1.0) tmp = fma(t, t, 0.5); else tmp = 0.8333333333333334; end return tmp end
code[t_] := If[LessEqual[N[(N[(2.0 * t), $MachinePrecision] / N[(1.0 + t), $MachinePrecision]), $MachinePrecision], 1.0], N[(t * t + 0.5), $MachinePrecision], 0.8333333333333334]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{2 \cdot t}{1 + t} \leq 1:\\
\;\;\;\;\mathsf{fma}\left(t, t, 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;0.8333333333333334\\
\end{array}
\end{array}
if (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) < 1Initial program 100.0%
Taylor expanded in t around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6497.6
Applied rewrites97.6%
if 1 < (/.f64 (*.f64 #s(literal 2 binary64) t) (+.f64 #s(literal 1 binary64) t)) Initial program 100.0%
Taylor expanded in t around inf
Applied rewrites97.8%
(FPCore (t) :precision binary64 0.5)
double code(double t) {
return 0.5;
}
real(8) function code(t)
real(8), intent (in) :: t
code = 0.5d0
end function
public static double code(double t) {
return 0.5;
}
def code(t): return 0.5
function code(t) return 0.5 end
function tmp = code(t) tmp = 0.5; end
code[t_] := 0.5
\begin{array}{l}
\\
0.5
\end{array}
Initial program 100.0%
Taylor expanded in t around 0
Applied rewrites57.6%
herbie shell --seed 2024214
(FPCore (t)
:name "Kahan p13 Example 1"
:precision binary64
(/ (+ 1.0 (* (/ (* 2.0 t) (+ 1.0 t)) (/ (* 2.0 t) (+ 1.0 t)))) (+ 2.0 (* (/ (* 2.0 t) (+ 1.0 t)) (/ (* 2.0 t) (+ 1.0 t))))))