
(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 5 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 (* (pow D 2.0) (* w h)))
(t_1 (/ (pow d 2.0) t_0))
(t_2 (/ c0 (* 2.0 w)))
(t_3 (/ (* c0 (* d d)) (* (* D D) (* w h))))
(t_4 (* t_2 (+ t_3 (sqrt (- (* t_3 t_3) (* M M)))))))
(if (<= t_4 -1e-316)
(*
(/ (/ c0 w) 2.0)
(* 2.0 (/ (/ (* c0 (pow d 2.0)) (pow D 2.0)) (* w h))))
(if (<= t_4 0.0)
(* t_2 (/ (- (pow M 2.0)) (* c0 (- (+ t_1 t_1)))))
(if (<= t_4 INFINITY)
(* t_2 (* 2.0 (* (pow d 2.0) (/ c0 t_0))))
0.0)))))
double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = pow(D, 2.0) * (w * h);
double t_1 = pow(d, 2.0) / t_0;
double t_2 = c0 / (2.0 * w);
double t_3 = (c0 * (d * d)) / ((D * D) * (w * h));
double t_4 = t_2 * (t_3 + sqrt(((t_3 * t_3) - (M * M))));
double tmp;
if (t_4 <= -1e-316) {
tmp = ((c0 / w) / 2.0) * (2.0 * (((c0 * pow(d, 2.0)) / pow(D, 2.0)) / (w * h)));
} else if (t_4 <= 0.0) {
tmp = t_2 * (-pow(M, 2.0) / (c0 * -(t_1 + t_1)));
} else if (t_4 <= ((double) INFINITY)) {
tmp = t_2 * (2.0 * (pow(d, 2.0) * (c0 / t_0)));
} else {
tmp = 0.0;
}
return tmp;
}
public static double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = Math.pow(D, 2.0) * (w * h);
double t_1 = Math.pow(d, 2.0) / t_0;
double t_2 = c0 / (2.0 * w);
double t_3 = (c0 * (d * d)) / ((D * D) * (w * h));
double t_4 = t_2 * (t_3 + Math.sqrt(((t_3 * t_3) - (M * M))));
double tmp;
if (t_4 <= -1e-316) {
tmp = ((c0 / w) / 2.0) * (2.0 * (((c0 * Math.pow(d, 2.0)) / Math.pow(D, 2.0)) / (w * h)));
} else if (t_4 <= 0.0) {
tmp = t_2 * (-Math.pow(M, 2.0) / (c0 * -(t_1 + t_1)));
} else if (t_4 <= Double.POSITIVE_INFINITY) {
tmp = t_2 * (2.0 * (Math.pow(d, 2.0) * (c0 / t_0)));
} else {
tmp = 0.0;
}
return tmp;
}
def code(c0, w, h, D, d, M): t_0 = math.pow(D, 2.0) * (w * h) t_1 = math.pow(d, 2.0) / t_0 t_2 = c0 / (2.0 * w) t_3 = (c0 * (d * d)) / ((D * D) * (w * h)) t_4 = t_2 * (t_3 + math.sqrt(((t_3 * t_3) - (M * M)))) tmp = 0 if t_4 <= -1e-316: tmp = ((c0 / w) / 2.0) * (2.0 * (((c0 * math.pow(d, 2.0)) / math.pow(D, 2.0)) / (w * h))) elif t_4 <= 0.0: tmp = t_2 * (-math.pow(M, 2.0) / (c0 * -(t_1 + t_1))) elif t_4 <= math.inf: tmp = t_2 * (2.0 * (math.pow(d, 2.0) * (c0 / t_0))) else: tmp = 0.0 return tmp
function code(c0, w, h, D, d, M) t_0 = Float64((D ^ 2.0) * Float64(w * h)) t_1 = Float64((d ^ 2.0) / t_0) t_2 = Float64(c0 / Float64(2.0 * w)) t_3 = Float64(Float64(c0 * Float64(d * d)) / Float64(Float64(D * D) * Float64(w * h))) t_4 = Float64(t_2 * Float64(t_3 + sqrt(Float64(Float64(t_3 * t_3) - Float64(M * M))))) tmp = 0.0 if (t_4 <= -1e-316) tmp = Float64(Float64(Float64(c0 / w) / 2.0) * Float64(2.0 * Float64(Float64(Float64(c0 * (d ^ 2.0)) / (D ^ 2.0)) / Float64(w * h)))); elseif (t_4 <= 0.0) tmp = Float64(t_2 * Float64(Float64(-(M ^ 2.0)) / Float64(c0 * Float64(-Float64(t_1 + t_1))))); elseif (t_4 <= Inf) tmp = Float64(t_2 * Float64(2.0 * Float64((d ^ 2.0) * Float64(c0 / t_0)))); else tmp = 0.0; end return tmp end
function tmp_2 = code(c0, w, h, D, d, M) t_0 = (D ^ 2.0) * (w * h); t_1 = (d ^ 2.0) / t_0; t_2 = c0 / (2.0 * w); t_3 = (c0 * (d * d)) / ((D * D) * (w * h)); t_4 = t_2 * (t_3 + sqrt(((t_3 * t_3) - (M * M)))); tmp = 0.0; if (t_4 <= -1e-316) tmp = ((c0 / w) / 2.0) * (2.0 * (((c0 * (d ^ 2.0)) / (D ^ 2.0)) / (w * h))); elseif (t_4 <= 0.0) tmp = t_2 * (-(M ^ 2.0) / (c0 * -(t_1 + t_1))); elseif (t_4 <= Inf) tmp = t_2 * (2.0 * ((d ^ 2.0) * (c0 / t_0))); else tmp = 0.0; end tmp_2 = tmp; end
code[c0_, w_, h_, D_, d_, M_] := Block[{t$95$0 = N[(N[Power[D, 2.0], $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Power[d, 2.0], $MachinePrecision] / t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(c0 * N[(d * d), $MachinePrecision]), $MachinePrecision] / N[(N[(D * D), $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(t$95$2 * N[(t$95$3 + N[Sqrt[N[(N[(t$95$3 * t$95$3), $MachinePrecision] - N[(M * M), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$4, -1e-316], N[(N[(N[(c0 / w), $MachinePrecision] / 2.0), $MachinePrecision] * N[(2.0 * N[(N[(N[(c0 * N[Power[d, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[D, 2.0], $MachinePrecision]), $MachinePrecision] / N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$4, 0.0], N[(t$95$2 * N[((-N[Power[M, 2.0], $MachinePrecision]) / N[(c0 * (-N[(t$95$1 + t$95$1), $MachinePrecision])), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$4, Infinity], N[(t$95$2 * N[(2.0 * N[(N[Power[d, 2.0], $MachinePrecision] * N[(c0 / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0]]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {D}^{2} \cdot \left(w \cdot h\right)\\
t_1 := \frac{{d}^{2}}{t\_0}\\
t_2 := \frac{c0}{2 \cdot w}\\
t_3 := \frac{c0 \cdot \left(d \cdot d\right)}{\left(D \cdot D\right) \cdot \left(w \cdot h\right)}\\
t_4 := t\_2 \cdot \left(t\_3 + \sqrt{t\_3 \cdot t\_3 - M \cdot M}\right)\\
\mathbf{if}\;t\_4 \leq -1 \cdot 10^{-316}:\\
\;\;\;\;\frac{\frac{c0}{w}}{2} \cdot \left(2 \cdot \frac{\frac{c0 \cdot {d}^{2}}{{D}^{2}}}{w \cdot h}\right)\\
\mathbf{elif}\;t\_4 \leq 0:\\
\;\;\;\;t\_2 \cdot \frac{-{M}^{2}}{c0 \cdot \left(-\left(t\_1 + t\_1\right)\right)}\\
\mathbf{elif}\;t\_4 \leq \infty:\\
\;\;\;\;t\_2 \cdot \left(2 \cdot \left({d}^{2} \cdot \frac{c0}{t\_0}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if (*.f64 (/.f64 c0 (*.f64 2 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))))) < -9.999999837e-317Initial program 75.5%
Simplified72.0%
times-frac72.0%
Applied egg-rr72.0%
Taylor expanded in c0 around inf 84.6%
associate-/r*87.4%
Simplified87.4%
if -9.999999837e-317 < (*.f64 (/.f64 c0 (*.f64 2 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))))) < -0.0Initial program 63.9%
+-commutative63.9%
+-commutative63.9%
times-frac27.4%
fma-neg27.4%
Simplified63.6%
Applied egg-rr63.6%
associate--r-75.5%
+-inverses75.5%
*-commutative75.5%
Simplified75.5%
Taylor expanded in c0 around -inf 87.1%
associate-*r/87.1%
neg-mul-187.1%
sub-neg87.1%
mul-1-neg87.1%
distribute-neg-out87.1%
Simplified87.1%
if -0.0 < (*.f64 (/.f64 c0 (*.f64 2 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 80.8%
+-commutative80.8%
+-commutative80.8%
times-frac75.9%
fma-neg75.9%
Simplified78.0%
Taylor expanded in c0 around inf 88.0%
associate-/l*87.9%
associate-*r*85.7%
*-commutative85.7%
*-commutative85.7%
associate-/r/88.0%
*-commutative88.0%
*-commutative88.0%
associate-*r*90.1%
Simplified90.1%
if +inf.0 < (*.f64 (/.f64 c0 (*.f64 2 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%
+-commutative0.0%
+-commutative0.0%
times-frac0.6%
fma-neg0.6%
Simplified1.8%
Taylor expanded in c0 around -inf 2.4%
mul-1-neg2.4%
distribute-lft-in1.2%
Simplified39.3%
Taylor expanded in c0 around 0 48.4%
Final simplification61.7%
(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))))
(t_2 (* t_0 (+ t_1 (sqrt (- (* t_1 t_1) (* M M)))))))
(if (<= t_2 -1e-316)
(*
(/ (/ c0 w) 2.0)
(* 2.0 (/ (/ (* c0 (pow d 2.0)) (pow D 2.0)) (* w h))))
(if (<= t_2 0.0)
(*
t_0
(fma
0.5
(/ (* (/ (pow D 2.0) c0) (* (* w h) (pow M 2.0))) (pow d 2.0))
0.0))
(if (<= t_2 INFINITY)
(* t_0 (* 2.0 (* (pow d 2.0) (/ c0 (* (pow D 2.0) (* w h))))))
0.0)))))
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 t_2 = t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))));
double tmp;
if (t_2 <= -1e-316) {
tmp = ((c0 / w) / 2.0) * (2.0 * (((c0 * pow(d, 2.0)) / pow(D, 2.0)) / (w * h)));
} else if (t_2 <= 0.0) {
tmp = t_0 * fma(0.5, (((pow(D, 2.0) / c0) * ((w * h) * pow(M, 2.0))) / pow(d, 2.0)), 0.0);
} else if (t_2 <= ((double) INFINITY)) {
tmp = t_0 * (2.0 * (pow(d, 2.0) * (c0 / (pow(D, 2.0) * (w * h)))));
} else {
tmp = 0.0;
}
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))) t_2 = Float64(t_0 * Float64(t_1 + sqrt(Float64(Float64(t_1 * t_1) - Float64(M * M))))) tmp = 0.0 if (t_2 <= -1e-316) tmp = Float64(Float64(Float64(c0 / w) / 2.0) * Float64(2.0 * Float64(Float64(Float64(c0 * (d ^ 2.0)) / (D ^ 2.0)) / Float64(w * h)))); elseif (t_2 <= 0.0) tmp = Float64(t_0 * fma(0.5, Float64(Float64(Float64((D ^ 2.0) / c0) * Float64(Float64(w * h) * (M ^ 2.0))) / (d ^ 2.0)), 0.0)); elseif (t_2 <= Inf) tmp = Float64(t_0 * Float64(2.0 * Float64((d ^ 2.0) * Float64(c0 / Float64((D ^ 2.0) * Float64(w * h)))))); else tmp = 0.0; end return 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]}, Block[{t$95$2 = 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]}, If[LessEqual[t$95$2, -1e-316], N[(N[(N[(c0 / w), $MachinePrecision] / 2.0), $MachinePrecision] * N[(2.0 * N[(N[(N[(c0 * N[Power[d, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[D, 2.0], $MachinePrecision]), $MachinePrecision] / N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$2, 0.0], N[(t$95$0 * N[(0.5 * N[(N[(N[(N[Power[D, 2.0], $MachinePrecision] / c0), $MachinePrecision] * N[(N[(w * h), $MachinePrecision] * N[Power[M, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[d, 2.0], $MachinePrecision]), $MachinePrecision] + 0.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$2, Infinity], N[(t$95$0 * N[(2.0 * N[(N[Power[d, 2.0], $MachinePrecision] * N[(c0 / N[(N[Power[D, 2.0], $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0]]]]]]
\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)}\\
t_2 := t\_0 \cdot \left(t\_1 + \sqrt{t\_1 \cdot t\_1 - M \cdot M}\right)\\
\mathbf{if}\;t\_2 \leq -1 \cdot 10^{-316}:\\
\;\;\;\;\frac{\frac{c0}{w}}{2} \cdot \left(2 \cdot \frac{\frac{c0 \cdot {d}^{2}}{{D}^{2}}}{w \cdot h}\right)\\
\mathbf{elif}\;t\_2 \leq 0:\\
\;\;\;\;t\_0 \cdot \mathsf{fma}\left(0.5, \frac{\frac{{D}^{2}}{c0} \cdot \left(\left(w \cdot h\right) \cdot {M}^{2}\right)}{{d}^{2}}, 0\right)\\
\mathbf{elif}\;t\_2 \leq \infty:\\
\;\;\;\;t\_0 \cdot \left(2 \cdot \left({d}^{2} \cdot \frac{c0}{{D}^{2} \cdot \left(w \cdot h\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if (*.f64 (/.f64 c0 (*.f64 2 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))))) < -9.999999837e-317Initial program 75.5%
Simplified72.0%
times-frac72.0%
Applied egg-rr72.0%
Taylor expanded in c0 around inf 84.6%
associate-/r*87.4%
Simplified87.4%
if -9.999999837e-317 < (*.f64 (/.f64 c0 (*.f64 2 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))))) < -0.0Initial program 63.9%
+-commutative63.9%
+-commutative63.9%
times-frac27.4%
fma-neg27.4%
Simplified63.6%
Taylor expanded in c0 around -inf 62.7%
Simplified75.2%
if -0.0 < (*.f64 (/.f64 c0 (*.f64 2 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 80.8%
+-commutative80.8%
+-commutative80.8%
times-frac75.9%
fma-neg75.9%
Simplified78.0%
Taylor expanded in c0 around inf 88.0%
associate-/l*87.9%
associate-*r*85.7%
*-commutative85.7%
*-commutative85.7%
associate-/r/88.0%
*-commutative88.0%
*-commutative88.0%
associate-*r*90.1%
Simplified90.1%
if +inf.0 < (*.f64 (/.f64 c0 (*.f64 2 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%
+-commutative0.0%
+-commutative0.0%
times-frac0.6%
fma-neg0.6%
Simplified1.8%
Taylor expanded in c0 around -inf 2.4%
mul-1-neg2.4%
distribute-lft-in1.2%
Simplified39.3%
Taylor expanded in c0 around 0 48.4%
Final simplification61.3%
(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 (* (pow d 2.0) (/ c0 (* (pow D 2.0) (* w h))))))
0.0)))
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 * (pow(d, 2.0) * (c0 / (pow(D, 2.0) * (w * h)))));
} else {
tmp = 0.0;
}
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 * (Math.pow(d, 2.0) * (c0 / (Math.pow(D, 2.0) * (w * h)))));
} else {
tmp = 0.0;
}
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 * (math.pow(d, 2.0) * (c0 / (math.pow(D, 2.0) * (w * h))))) else: tmp = 0.0 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(2.0 * Float64((d ^ 2.0) * Float64(c0 / Float64((D ^ 2.0) * Float64(w * h)))))); else tmp = 0.0; 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 ^ 2.0) * (c0 / ((D ^ 2.0) * (w * h))))); else tmp = 0.0; 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[(2.0 * N[(N[Power[d, 2.0], $MachinePrecision] * N[(c0 / N[(N[Power[D, 2.0], $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0]]]
\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 \left(2 \cdot \left({d}^{2} \cdot \frac{c0}{{D}^{2} \cdot \left(w \cdot h\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if (*.f64 (/.f64 c0 (*.f64 2 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 77.2%
+-commutative77.2%
+-commutative77.2%
times-frac69.8%
fma-neg69.8%
Simplified74.4%
Taylor expanded in c0 around inf 78.7%
associate-/l*76.4%
associate-*r*75.2%
*-commutative75.2%
*-commutative75.2%
associate-/r/78.7%
*-commutative78.7%
*-commutative78.7%
associate-*r*79.8%
Simplified79.8%
if +inf.0 < (*.f64 (/.f64 c0 (*.f64 2 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%
+-commutative0.0%
+-commutative0.0%
times-frac0.6%
fma-neg0.6%
Simplified1.8%
Taylor expanded in c0 around -inf 2.4%
mul-1-neg2.4%
distribute-lft-in1.2%
Simplified39.3%
Taylor expanded in c0 around 0 48.4%
Final simplification58.7%
(FPCore (c0 w h D d M)
:precision binary64
(let* ((t_0 (/ c0 (* w h)))
(t_1 (/ c0 (* 2.0 w)))
(t_2 (/ (* c0 (* d d)) (* (* D D) (* w h)))))
(if (<= (* t_1 (+ t_2 (sqrt (- (* t_2 t_2) (* M M))))) INFINITY)
(* t_1 (+ (* (* (/ d D) (/ d D)) t_0) (* (pow (/ d D) 2.0) t_0)))
0.0)))
double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = c0 / (w * h);
double t_1 = c0 / (2.0 * w);
double t_2 = (c0 * (d * d)) / ((D * D) * (w * h));
double tmp;
if ((t_1 * (t_2 + sqrt(((t_2 * t_2) - (M * M))))) <= ((double) INFINITY)) {
tmp = t_1 * ((((d / D) * (d / D)) * t_0) + (pow((d / D), 2.0) * t_0));
} else {
tmp = 0.0;
}
return tmp;
}
public static double code(double c0, double w, double h, double D, double d, double M) {
double t_0 = c0 / (w * h);
double t_1 = c0 / (2.0 * w);
double t_2 = (c0 * (d * d)) / ((D * D) * (w * h));
double tmp;
if ((t_1 * (t_2 + Math.sqrt(((t_2 * t_2) - (M * M))))) <= Double.POSITIVE_INFINITY) {
tmp = t_1 * ((((d / D) * (d / D)) * t_0) + (Math.pow((d / D), 2.0) * t_0));
} else {
tmp = 0.0;
}
return tmp;
}
def code(c0, w, h, D, d, M): t_0 = c0 / (w * h) t_1 = c0 / (2.0 * w) t_2 = (c0 * (d * d)) / ((D * D) * (w * h)) tmp = 0 if (t_1 * (t_2 + math.sqrt(((t_2 * t_2) - (M * M))))) <= math.inf: tmp = t_1 * ((((d / D) * (d / D)) * t_0) + (math.pow((d / D), 2.0) * t_0)) else: tmp = 0.0 return tmp
function code(c0, w, h, D, d, M) t_0 = Float64(c0 / Float64(w * h)) t_1 = Float64(c0 / Float64(2.0 * w)) t_2 = Float64(Float64(c0 * Float64(d * d)) / Float64(Float64(D * D) * Float64(w * h))) tmp = 0.0 if (Float64(t_1 * Float64(t_2 + sqrt(Float64(Float64(t_2 * t_2) - Float64(M * M))))) <= Inf) tmp = Float64(t_1 * Float64(Float64(Float64(Float64(d / D) * Float64(d / D)) * t_0) + Float64((Float64(d / D) ^ 2.0) * t_0))); else tmp = 0.0; end return tmp end
function tmp_2 = code(c0, w, h, D, d, M) t_0 = c0 / (w * h); t_1 = c0 / (2.0 * w); t_2 = (c0 * (d * d)) / ((D * D) * (w * h)); tmp = 0.0; if ((t_1 * (t_2 + sqrt(((t_2 * t_2) - (M * M))))) <= Inf) tmp = t_1 * ((((d / D) * (d / D)) * t_0) + (((d / D) ^ 2.0) * t_0)); else tmp = 0.0; end tmp_2 = tmp; end
code[c0_, w_, h_, D_, d_, M_] := Block[{t$95$0 = N[(c0 / N[(w * h), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(c0 * N[(d * d), $MachinePrecision]), $MachinePrecision] / N[(N[(D * D), $MachinePrecision] * N[(w * h), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(t$95$1 * N[(t$95$2 + N[Sqrt[N[(N[(t$95$2 * t$95$2), $MachinePrecision] - N[(M * M), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], Infinity], N[(t$95$1 * N[(N[(N[(N[(d / D), $MachinePrecision] * N[(d / D), $MachinePrecision]), $MachinePrecision] * t$95$0), $MachinePrecision] + N[(N[Power[N[(d / D), $MachinePrecision], 2.0], $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c0}{w \cdot h}\\
t_1 := \frac{c0}{2 \cdot w}\\
t_2 := \frac{c0 \cdot \left(d \cdot d\right)}{\left(D \cdot D\right) \cdot \left(w \cdot h\right)}\\
\mathbf{if}\;t\_1 \cdot \left(t\_2 + \sqrt{t\_2 \cdot t\_2 - M \cdot M}\right) \leq \infty:\\
\;\;\;\;t\_1 \cdot \left(\left(\frac{d}{D} \cdot \frac{d}{D}\right) \cdot t\_0 + {\left(\frac{d}{D}\right)}^{2} \cdot t\_0\right)\\
\mathbf{else}:\\
\;\;\;\;0\\
\end{array}
\end{array}
if (*.f64 (/.f64 c0 (*.f64 2 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 77.2%
+-commutative77.2%
+-commutative77.2%
times-frac69.8%
fma-neg69.8%
Simplified74.4%
Taylor expanded in c0 around inf 74.9%
*-commutative74.9%
associate-/l/75.9%
associate-*l/77.0%
associate-/l*76.7%
*-commutative76.7%
Simplified76.7%
expm1-log1p-u76.5%
clear-num76.5%
unpow276.5%
unpow276.5%
frac-times76.7%
pow276.7%
pow-flip76.7%
metadata-eval76.7%
Applied egg-rr76.7%
frac-times78.7%
Applied egg-rr78.7%
expm1-log1p-u79.0%
div-inv79.0%
pow-flip79.3%
metadata-eval79.3%
associate-/l/79.3%
*-commutative79.3%
associate-/l/79.3%
Applied egg-rr79.3%
if +inf.0 < (*.f64 (/.f64 c0 (*.f64 2 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%
+-commutative0.0%
+-commutative0.0%
times-frac0.6%
fma-neg0.6%
Simplified1.8%
Taylor expanded in c0 around -inf 2.4%
mul-1-neg2.4%
distribute-lft-in1.2%
Simplified39.3%
Taylor expanded in c0 around 0 48.4%
Final simplification58.6%
(FPCore (c0 w h D d M) :precision binary64 0.0)
double code(double c0, double w, double h, double D, double d, double M) {
return 0.0;
}
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
code = 0.0d0
end function
public static double code(double c0, double w, double h, double D, double d, double M) {
return 0.0;
}
def code(c0, w, h, D, d, M): return 0.0
function code(c0, w, h, D, d, M) return 0.0 end
function tmp = code(c0, w, h, D, d, M) tmp = 0.0; end
code[c0_, w_, h_, D_, d_, M_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 25.3%
+-commutative25.3%
+-commutative25.3%
times-frac23.3%
fma-neg23.3%
Simplified25.6%
Taylor expanded in c0 around -inf 4.4%
mul-1-neg4.4%
distribute-lft-in3.6%
Simplified29.8%
Taylor expanded in c0 around 0 36.1%
Final simplification36.1%
herbie shell --seed 2024033
(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))))))