
(FPCore (c0 w h D d M) :precision binary64 (let* ((t_0 (/ (* c0 (* d d)) (* (* w h) (* D D))))) (* (/ c0 (* 2.0 w)) (+ t_0 (sqrt (- (* t_0 t_0) (* M M)))))))
double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = (c0 * (d * d)) / ((w * h) * (D * D));
return (c0 / (2.0 * w)) * (t_0 + sqrt(((t_0 * t_0) - (M * M))));
}
real(8) function code(c0, w, h, d, d_1, m)
real(8), intent (in) :: c0
real(8), intent (in) :: w
real(8), intent (in) :: h
real(8), intent (in) :: d
real(8), intent (in) :: d_1
real(8), intent (in) :: m
real(8) :: t_0
t_0 = (c0 * (d_1 * d_1)) / ((w * h) * (d * d))
code = (c0 / (2.0d0 * w)) * (t_0 + sqrt(((t_0 * t_0) - (m * m))))
end function
public static double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = (c0 * (d * d)) / ((w * h) * (D * D));
return (c0 / (2.0 * w)) * (t_0 + Math.sqrt(((t_0 * t_0) - (M * M))));
}
def code(c0, w, h, D, d, M): t_0 = (c0 * (d * d)) / ((w * h) * (D * D)) return (c0 / (2.0 * w)) * (t_0 + math.sqrt(((t_0 * t_0) - (M * M))))
function code(c0, w, h, D, d, M) t_0 = Float64(Float64(c0 * Float64(d * d)) / Float64(Float64(w * h) * Float64(D * D))) return Float64(Float64(c0 / Float64(2.0 * w)) * Float64(t_0 + sqrt(Float64(Float64(t_0 * t_0) - Float64(M * M))))) end
function tmp = code(c0, w, h, D, d, M) t_0 = (c0 * (d * d)) / ((w * h) * (D * D)); tmp = (c0 / (2.0 * w)) * (t_0 + sqrt(((t_0 * t_0) - (M * M)))); end
code[c0_, w_, h_, D_, d_, M_] := Block[{t$95$0 = N[(N[(c0 * N[(d * d), $MachinePrecision]), $MachinePrecision] / N[(N[(w * h), $MachinePrecision] * N[(D * D), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision] * N[(t$95$0 + N[Sqrt[N[(N[(t$95$0 * t$95$0), $MachinePrecision] - N[(M * M), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c0 \cdot \left(d \cdot d\right)}{\left(w \cdot h\right) \cdot \left(D \cdot D\right)}\\
\frac{c0}{2 \cdot w} \cdot \left(t\_0 + \sqrt{t\_0 \cdot t\_0 - M \cdot M}\right)
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (c0 w h D d M) :precision binary64 (let* ((t_0 (/ (* c0 (* d d)) (* (* w h) (* D D))))) (* (/ c0 (* 2.0 w)) (+ t_0 (sqrt (- (* t_0 t_0) (* M M)))))))
double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = (c0 * (d * d)) / ((w * h) * (D * D));
return (c0 / (2.0 * w)) * (t_0 + sqrt(((t_0 * t_0) - (M * M))));
}
real(8) function code(c0, w, h, d, d_1, m)
real(8), intent (in) :: c0
real(8), intent (in) :: w
real(8), intent (in) :: h
real(8), intent (in) :: d
real(8), intent (in) :: d_1
real(8), intent (in) :: m
real(8) :: t_0
t_0 = (c0 * (d_1 * d_1)) / ((w * h) * (d * d))
code = (c0 / (2.0d0 * w)) * (t_0 + sqrt(((t_0 * t_0) - (m * m))))
end function
public static double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = (c0 * (d * d)) / ((w * h) * (D * D));
return (c0 / (2.0 * w)) * (t_0 + Math.sqrt(((t_0 * t_0) - (M * M))));
}
def code(c0, w, h, D, d, M): t_0 = (c0 * (d * d)) / ((w * h) * (D * D)) return (c0 / (2.0 * w)) * (t_0 + math.sqrt(((t_0 * t_0) - (M * M))))
function code(c0, w, h, D, d, M) t_0 = Float64(Float64(c0 * Float64(d * d)) / Float64(Float64(w * h) * Float64(D * D))) return Float64(Float64(c0 / Float64(2.0 * w)) * Float64(t_0 + sqrt(Float64(Float64(t_0 * t_0) - Float64(M * M))))) end
function tmp = code(c0, w, h, D, d, M) t_0 = (c0 * (d * d)) / ((w * h) * (D * D)); tmp = (c0 / (2.0 * w)) * (t_0 + sqrt(((t_0 * t_0) - (M * M)))); end
code[c0_, w_, h_, D_, d_, M_] := Block[{t$95$0 = N[(N[(c0 * N[(d * d), $MachinePrecision]), $MachinePrecision] / N[(N[(w * h), $MachinePrecision] * N[(D * D), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision] * N[(t$95$0 + N[Sqrt[N[(N[(t$95$0 * t$95$0), $MachinePrecision] - N[(M * M), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c0 \cdot \left(d \cdot d\right)}{\left(w \cdot h\right) \cdot \left(D \cdot D\right)}\\
\frac{c0}{2 \cdot w} \cdot \left(t\_0 + \sqrt{t\_0 \cdot t\_0 - M \cdot M}\right)
\end{array}
\end{array}
(FPCore (c0 w h D d M)
:precision binary64
(let* ((t_0 (/ c0 (* 2.0 w))) (t_1 (/ (* c0 (* d d)) (* (* D D) (* w h)))))
(if (<= (* t_0 (+ t_1 (sqrt (- (* t_1 t_1) (* M M))))) INFINITY)
(* t_0 (/ (* (* 2.0 d) (/ (* c0 d) (* D (* w h)))) D))
(*
t_0
(*
(/ c0 (* c0 d))
(/ (* D (* -0.5 (* D (* (* h (* M M)) (- w))))) (* c0 d)))))))
double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = c0 / (2.0 * w);
double t_1 = (c0 * (d * d)) / ((D * D) * (w * h));
double tmp;
if ((t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))))) <= ((double) INFINITY)) {
tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D);
} else {
tmp = t_0 * ((c0 / (c0 * d)) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (c0 * d)));
}
return tmp;
}
public static double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = c0 / (2.0 * w);
double t_1 = (c0 * (d * d)) / ((D * D) * (w * h));
double tmp;
if ((t_0 * (t_1 + Math.sqrt(((t_1 * t_1) - (M * M))))) <= Double.POSITIVE_INFINITY) {
tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D);
} else {
tmp = t_0 * ((c0 / (c0 * d)) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (c0 * d)));
}
return tmp;
}
def code(c0, w, h, D, d, M): t_0 = c0 / (2.0 * w) t_1 = (c0 * (d * d)) / ((D * D) * (w * h)) tmp = 0 if (t_0 * (t_1 + math.sqrt(((t_1 * t_1) - (M * M))))) <= math.inf: tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D) else: tmp = t_0 * ((c0 / (c0 * d)) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (c0 * d))) return tmp
function code(c0, w, h, D, d, M) t_0 = Float64(c0 / Float64(2.0 * w)) t_1 = Float64(Float64(c0 * Float64(d * d)) / Float64(Float64(D * D) * Float64(w * h))) tmp = 0.0 if (Float64(t_0 * Float64(t_1 + sqrt(Float64(Float64(t_1 * t_1) - Float64(M * M))))) <= Inf) tmp = Float64(t_0 * Float64(Float64(Float64(2.0 * d) * Float64(Float64(c0 * d) / Float64(D * Float64(w * h)))) / D)); else tmp = Float64(t_0 * Float64(Float64(c0 / Float64(c0 * d)) * Float64(Float64(D * Float64(-0.5 * Float64(D * Float64(Float64(h * Float64(M * M)) * Float64(-w))))) / Float64(c0 * d)))); end return tmp end
function tmp_2 = code(c0, w, h, D, d, M) t_0 = c0 / (2.0 * w); t_1 = (c0 * (d * d)) / ((D * D) * (w * h)); tmp = 0.0; if ((t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))))) <= Inf) tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D); else tmp = t_0 * ((c0 / (c0 * d)) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (c0 * d))); end tmp_2 = tmp; end
code[c0_, w_, h_, D_, d_, M_] := Block[{t$95$0 = N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(c0 * N[(d * d), $MachinePrecision]), $MachinePrecision] / N[(N[(D * D), $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$0 * N[(t$95$1 + N[Sqrt[N[(N[(t$95$1 * t$95$1), $MachinePrecision] - N[(M * M), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], Infinity], N[(t$95$0 * N[(N[(N[(2.0 * d), $MachinePrecision] * N[(N[(c0 * d), $MachinePrecision] / N[(D * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / D), $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[(N[(c0 / N[(c0 * d), $MachinePrecision]), $MachinePrecision] * N[(N[(D * N[(-0.5 * N[(D * N[(N[(h * N[(M * M), $MachinePrecision]), $MachinePrecision] * (-w)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(c0 * d), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c0}{2 \cdot w}\\
t_1 := \frac{c0 \cdot \left(d \cdot d\right)}{\left(D \cdot D\right) \cdot \left(w \cdot h\right)}\\
\mathbf{if}\;t\_0 \cdot \left(t\_1 + \sqrt{t\_1 \cdot t\_1 - M \cdot M}\right) \leq \infty:\\
\;\;\;\;t\_0 \cdot \frac{\left(2 \cdot d\right) \cdot \frac{c0 \cdot d}{D \cdot \left(w \cdot h\right)}}{D}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \left(\frac{c0}{c0 \cdot d} \cdot \frac{D \cdot \left(-0.5 \cdot \left(D \cdot \left(\left(h \cdot \left(M \cdot M\right)\right) \cdot \left(-w\right)\right)\right)\right)}{c0 \cdot d}\right)\\
\end{array}
\end{array}
if (*.f64 (/.f64 c0 (*.f64 #s(literal 2 binary64) w)) (+.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (sqrt.f64 (-.f64 (*.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D)))) (*.f64 M M))))) < +inf.0Initial program 79.2%
Taylor expanded in c0 around inf
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6477.6
Applied rewrites77.6%
Applied rewrites79.8%
Applied rewrites84.8%
if +inf.0 < (*.f64 (/.f64 c0 (*.f64 #s(literal 2 binary64) w)) (+.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (sqrt.f64 (-.f64 (*.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D)))) (*.f64 M M))))) Initial program 0.0%
Taylor expanded in c0 around -inf
mul-1-negN/A
*-commutativeN/A
Applied rewrites22.8%
Applied rewrites45.2%
Final simplification57.6%
(FPCore (c0 w h D d M)
:precision binary64
(let* ((t_0 (/ c0 (* 2.0 w))) (t_1 (/ (* c0 (* d d)) (* (* D D) (* w h)))))
(if (<= (* t_0 (+ t_1 (sqrt (- (* t_1 t_1) (* M M))))) INFINITY)
(* t_0 (/ (* (* 2.0 d) (/ (* c0 d) (* D (* w h)))) D))
(*
t_0
(*
(/ c0 c0)
(/ (* D (* -0.5 (* D (* (* h (* M M)) (- w))))) (* d (* c0 d))))))))
double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = c0 / (2.0 * w);
double t_1 = (c0 * (d * d)) / ((D * D) * (w * h));
double tmp;
if ((t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))))) <= ((double) INFINITY)) {
tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D);
} else {
tmp = t_0 * ((c0 / c0) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (d * (c0 * d))));
}
return tmp;
}
public static double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = c0 / (2.0 * w);
double t_1 = (c0 * (d * d)) / ((D * D) * (w * h));
double tmp;
if ((t_0 * (t_1 + Math.sqrt(((t_1 * t_1) - (M * M))))) <= Double.POSITIVE_INFINITY) {
tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D);
} else {
tmp = t_0 * ((c0 / c0) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (d * (c0 * d))));
}
return tmp;
}
def code(c0, w, h, D, d, M): t_0 = c0 / (2.0 * w) t_1 = (c0 * (d * d)) / ((D * D) * (w * h)) tmp = 0 if (t_0 * (t_1 + math.sqrt(((t_1 * t_1) - (M * M))))) <= math.inf: tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D) else: tmp = t_0 * ((c0 / c0) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (d * (c0 * d)))) return tmp
function code(c0, w, h, D, d, M) t_0 = Float64(c0 / Float64(2.0 * w)) t_1 = Float64(Float64(c0 * Float64(d * d)) / Float64(Float64(D * D) * Float64(w * h))) tmp = 0.0 if (Float64(t_0 * Float64(t_1 + sqrt(Float64(Float64(t_1 * t_1) - Float64(M * M))))) <= Inf) tmp = Float64(t_0 * Float64(Float64(Float64(2.0 * d) * Float64(Float64(c0 * d) / Float64(D * Float64(w * h)))) / D)); else tmp = Float64(t_0 * Float64(Float64(c0 / c0) * Float64(Float64(D * Float64(-0.5 * Float64(D * Float64(Float64(h * Float64(M * M)) * Float64(-w))))) / Float64(d * Float64(c0 * d))))); end return tmp end
function tmp_2 = code(c0, w, h, D, d, M) t_0 = c0 / (2.0 * w); t_1 = (c0 * (d * d)) / ((D * D) * (w * h)); tmp = 0.0; if ((t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))))) <= Inf) tmp = t_0 * (((2.0 * d) * ((c0 * d) / (D * (w * h)))) / D); else tmp = t_0 * ((c0 / c0) * ((D * (-0.5 * (D * ((h * (M * M)) * -w)))) / (d * (c0 * d)))); end tmp_2 = tmp; end
code[c0_, w_, h_, D_, d_, M_] := Block[{t$95$0 = N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(c0 * N[(d * d), $MachinePrecision]), $MachinePrecision] / N[(N[(D * D), $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$0 * N[(t$95$1 + N[Sqrt[N[(N[(t$95$1 * t$95$1), $MachinePrecision] - N[(M * M), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], Infinity], N[(t$95$0 * N[(N[(N[(2.0 * d), $MachinePrecision] * N[(N[(c0 * d), $MachinePrecision] / N[(D * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / D), $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[(N[(c0 / c0), $MachinePrecision] * N[(N[(D * N[(-0.5 * N[(D * N[(N[(h * N[(M * M), $MachinePrecision]), $MachinePrecision] * (-w)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(d * N[(c0 * d), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c0}{2 \cdot w}\\
t_1 := \frac{c0 \cdot \left(d \cdot d\right)}{\left(D \cdot D\right) \cdot \left(w \cdot h\right)}\\
\mathbf{if}\;t\_0 \cdot \left(t\_1 + \sqrt{t\_1 \cdot t\_1 - M \cdot M}\right) \leq \infty:\\
\;\;\;\;t\_0 \cdot \frac{\left(2 \cdot d\right) \cdot \frac{c0 \cdot d}{D \cdot \left(w \cdot h\right)}}{D}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \left(\frac{c0}{c0} \cdot \frac{D \cdot \left(-0.5 \cdot \left(D \cdot \left(\left(h \cdot \left(M \cdot M\right)\right) \cdot \left(-w\right)\right)\right)\right)}{d \cdot \left(c0 \cdot d\right)}\right)\\
\end{array}
\end{array}
if (*.f64 (/.f64 c0 (*.f64 #s(literal 2 binary64) w)) (+.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (sqrt.f64 (-.f64 (*.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D)))) (*.f64 M M))))) < +inf.0Initial program 74.6%
Taylor expanded in c0 around inf
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f6474.0
Applied rewrites74.0%
Applied rewrites79.0%
Applied rewrites80.5%
if +inf.0 < (*.f64 (/.f64 c0 (*.f64 #s(literal 2 binary64) w)) (+.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (sqrt.f64 (-.f64 (*.f64 (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D))) (/.f64 (*.f64 c0 (*.f64 d d)) (*.f64 (*.f64 w h) (*.f64 D D)))) (*.f64 M M))))) Initial program 0.0%
Taylor expanded in c0 around -inf
mul-1-negN/A
*-commutativeN/A
Applied rewrites21.1%
Applied rewrites38.7%
Final simplification52.6%
herbie shell --seed 2024229
(FPCore (c0 w h D d M)
:name "Henrywood and Agarwal, Equation (13)"
:precision binary64
(* (/ c0 (* 2.0 w)) (+ (/ (* c0 (* d d)) (* (* w h) (* D D))) (sqrt (- (* (/ (* c0 (* d d)) (* (* w h) (* D D))) (/ (* c0 (* d d)) (* (* w h) (* D D)))) (* M M))))))