
(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 2 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)) (* (* w h) (* D D)))))
(if (<= (* t_0 (+ t_1 (sqrt (- (* t_1 t_1) (* M M))))) INFINITY)
(* t_0 (* 2.0 (* (/ d D) (* (/ c0 (* w h)) (/ d D)))))
(* t_0 (* c0 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)) / ((w * h) * (D * D));
double tmp;
if ((t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))))) <= ((double) INFINITY)) {
tmp = t_0 * (2.0 * ((d / D) * ((c0 / (w * h)) * (d / D))));
} else {
tmp = t_0 * (c0 * 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)) / ((w * h) * (D * D));
double tmp;
if ((t_0 * (t_1 + Math.sqrt(((t_1 * t_1) - (M * M))))) <= Double.POSITIVE_INFINITY) {
tmp = t_0 * (2.0 * ((d / D) * ((c0 / (w * h)) * (d / D))));
} else {
tmp = t_0 * (c0 * 0.0);
}
return tmp;
}
def code(c0, w, h, D, d, M): t_0 = c0 / (2.0 * w) t_1 = (c0 * (d * d)) / ((w * h) * (D * D)) tmp = 0 if (t_0 * (t_1 + math.sqrt(((t_1 * t_1) - (M * M))))) <= math.inf: tmp = t_0 * (2.0 * ((d / D) * ((c0 / (w * h)) * (d / D)))) else: tmp = t_0 * (c0 * 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(w * h) * Float64(D * D))) 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(Float64(d / D) * Float64(Float64(c0 / Float64(w * h)) * Float64(d / D))))); else tmp = Float64(t_0 * Float64(c0 * 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)) / ((w * h) * (D * D)); tmp = 0.0; if ((t_0 * (t_1 + sqrt(((t_1 * t_1) - (M * M))))) <= Inf) tmp = t_0 * (2.0 * ((d / D) * ((c0 / (w * h)) * (d / D)))); else tmp = t_0 * (c0 * 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[(w * h), $MachinePrecision] * N[(D * D), $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[(d / D), $MachinePrecision] * N[(N[(c0 / N[(w * h), $MachinePrecision]), $MachinePrecision] * N[(d / D), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[(c0 * 0.0), $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(w \cdot h\right) \cdot \left(D \cdot D\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(\frac{d}{D} \cdot \left(\frac{c0}{w \cdot h} \cdot \frac{d}{D}\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;t_0 \cdot \left(c0 \cdot 0\right)\\
\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 80.3%
Simplified79.0%
Taylor expanded in c0 around inf 78.2%
pow278.2%
*-commutative78.2%
*-commutative78.2%
frac-times75.8%
pow275.8%
frac-times80.1%
associate-*r*83.5%
*-commutative83.5%
Applied egg-rr83.5%
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%
Simplified1.9%
Taylor expanded in c0 around -inf 0.7%
associate-*r*0.7%
neg-mul-10.7%
distribute-lft1-in0.7%
metadata-eval0.7%
mul0-lft38.4%
distribute-lft-neg-in38.4%
distribute-rgt-neg-in38.4%
metadata-eval38.4%
Simplified38.4%
Final simplification53.7%
(FPCore (c0 w h D d M) :precision binary64 (* (/ c0 (* 2.0 w)) (* c0 0.0)))
double code(double c0, double w, double h, double D, double d, double M) {
return (c0 / (2.0 * w)) * (c0 * 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 = (c0 / (2.0d0 * w)) * (c0 * 0.0d0)
end function
public static double code(double c0, double w, double h, double D, double d, double M) {
return (c0 / (2.0 * w)) * (c0 * 0.0);
}
def code(c0, w, h, D, d, M): return (c0 / (2.0 * w)) * (c0 * 0.0)
function code(c0, w, h, D, d, M) return Float64(Float64(c0 / Float64(2.0 * w)) * Float64(c0 * 0.0)) end
function tmp = code(c0, w, h, D, d, M) tmp = (c0 / (2.0 * w)) * (c0 * 0.0); end
code[c0_, w_, h_, D_, d_, M_] := N[(N[(c0 / N[(2.0 * w), $MachinePrecision]), $MachinePrecision] * N[(c0 * 0.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c0}{2 \cdot w} \cdot \left(c0 \cdot 0\right)
\end{array}
Initial program 27.3%
Simplified28.1%
Taylor expanded in c0 around -inf 2.7%
associate-*r*2.7%
neg-mul-12.7%
distribute-lft1-in2.7%
metadata-eval2.7%
mul0-lft28.3%
distribute-lft-neg-in28.3%
distribute-rgt-neg-in28.3%
metadata-eval28.3%
Simplified28.3%
Final simplification28.3%
herbie shell --seed 2023337
(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))))))