
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x)))
(t_1 (* (* t_0 t_0) t_0))
(t_2 (* (* t_1 t_0) t_0)))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(+ (+ t_0 (* (/ 1.0 2.0) t_1)) (* (/ 3.0 4.0) t_2))
(* (/ 15.0 8.0) (* (* t_2 t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) t_1 = (t_0 * t_0) * t_0 t_2 = (t_1 * t_0) * t_0 return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) t_1 = Float64(Float64(t_0 * t_0) * t_0) t_2 = Float64(Float64(t_1 * t_0) * t_0) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(t_0 + Float64(Float64(1.0 / 2.0) * t_1)) + Float64(Float64(3.0 / 4.0) * t_2)) + Float64(Float64(15.0 / 8.0) * Float64(Float64(t_2 * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); t_1 = (t_0 * t_0) * t_0; t_2 = (t_1 * t_0) * t_0; tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(t$95$0 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t$95$1 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$0 + N[(N[(1.0 / 2.0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(t$95$2 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
t_1 := \left(t\_0 \cdot t\_0\right) \cdot t\_0\\
t_2 := \left(t\_1 \cdot t\_0\right) \cdot t\_0\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot t\_1\right) + \frac{3}{4} \cdot t\_2\right) + \frac{15}{8} \cdot \left(\left(t\_2 \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x)))
(t_1 (* (* t_0 t_0) t_0))
(t_2 (* (* t_1 t_0) t_0)))
(*
(* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x))))
(+
(+ (+ t_0 (* (/ 1.0 2.0) t_1)) (* (/ 3.0 4.0) t_2))
(* (/ 15.0 8.0) (* (* t_2 t_0) t_0))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / sqrt(((double) M_PI))) * exp((fabs(x) * fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
public static double code(double x) {
double t_0 = 1.0 / Math.abs(x);
double t_1 = (t_0 * t_0) * t_0;
double t_2 = (t_1 * t_0) * t_0;
return ((1.0 / Math.sqrt(Math.PI)) * Math.exp((Math.abs(x) * Math.abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)));
}
def code(x): t_0 = 1.0 / math.fabs(x) t_1 = (t_0 * t_0) * t_0 t_2 = (t_1 * t_0) * t_0 return ((1.0 / math.sqrt(math.pi)) * math.exp((math.fabs(x) * math.fabs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0)))
function code(x) t_0 = Float64(1.0 / abs(x)) t_1 = Float64(Float64(t_0 * t_0) * t_0) t_2 = Float64(Float64(t_1 * t_0) * t_0) return Float64(Float64(Float64(1.0 / sqrt(pi)) * exp(Float64(abs(x) * abs(x)))) * Float64(Float64(Float64(t_0 + Float64(Float64(1.0 / 2.0) * t_1)) + Float64(Float64(3.0 / 4.0) * t_2)) + Float64(Float64(15.0 / 8.0) * Float64(Float64(t_2 * t_0) * t_0)))) end
function tmp = code(x) t_0 = 1.0 / abs(x); t_1 = (t_0 * t_0) * t_0; t_2 = (t_1 * t_0) * t_0; tmp = ((1.0 / sqrt(pi)) * exp((abs(x) * abs(x)))) * (((t_0 + ((1.0 / 2.0) * t_1)) + ((3.0 / 4.0) * t_2)) + ((15.0 / 8.0) * ((t_2 * t_0) * t_0))); end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(t$95$0 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t$95$1 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Exp[N[(N[Abs[x], $MachinePrecision] * N[Abs[x], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(t$95$0 + N[(N[(1.0 / 2.0), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(N[(3.0 / 4.0), $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision] + N[(N[(15.0 / 8.0), $MachinePrecision] * N[(N[(t$95$2 * t$95$0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
t_1 := \left(t\_0 \cdot t\_0\right) \cdot t\_0\\
t_2 := \left(t\_1 \cdot t\_0\right) \cdot t\_0\\
\left(\frac{1}{\sqrt{\pi}} \cdot e^{\left|x\right| \cdot \left|x\right|}\right) \cdot \left(\left(\left(t\_0 + \frac{1}{2} \cdot t\_1\right) + \frac{3}{4} \cdot t\_2\right) + \frac{15}{8} \cdot \left(\left(t\_2 \cdot t\_0\right) \cdot t\_0\right)\right)
\end{array}
\end{array}
(FPCore (x)
:precision binary64
(let* ((t_0 (- (fabs x))))
(*
(* (/ 1.0 (sqrt PI)) (pow (exp t_0) t_0))
(fma
(/ (pow x -6.0) (fabs x))
1.875
(+ (/ (+ (/ 0.75 (* (fabs x) x)) 0.5) (* (* x x) x)) (/ 1.0 (fabs x)))))))
double code(double x) {
double t_0 = -fabs(x);
return ((1.0 / sqrt(((double) M_PI))) * pow(exp(t_0), t_0)) * fma((pow(x, -6.0) / fabs(x)), 1.875, ((((0.75 / (fabs(x) * x)) + 0.5) / ((x * x) * x)) + (1.0 / fabs(x))));
}
function code(x) t_0 = Float64(-abs(x)) return Float64(Float64(Float64(1.0 / sqrt(pi)) * (exp(t_0) ^ t_0)) * fma(Float64((x ^ -6.0) / abs(x)), 1.875, Float64(Float64(Float64(Float64(0.75 / Float64(abs(x) * x)) + 0.5) / Float64(Float64(x * x) * x)) + Float64(1.0 / abs(x))))) end
code[x_] := Block[{t$95$0 = (-N[Abs[x], $MachinePrecision])}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Power[N[Exp[t$95$0], $MachinePrecision], t$95$0], $MachinePrecision]), $MachinePrecision] * N[(N[(N[Power[x, -6.0], $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision] * 1.875 + N[(N[(N[(N[(0.75 / N[(N[Abs[x], $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] + 0.5), $MachinePrecision] / N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] + N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := -\left|x\right|\\
\left(\frac{1}{\sqrt{\pi}} \cdot {\left(e^{t\_0}\right)}^{t\_0}\right) \cdot \mathsf{fma}\left(\frac{{x}^{-6}}{\left|x\right|}, 1.875, \frac{\frac{0.75}{\left|x\right| \cdot x} + 0.5}{\left(x \cdot x\right) \cdot x} + \frac{1}{\left|x\right|}\right)
\end{array}
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lift-fabs.f64N/A
lower-neg.f64N/A
lift-fabs.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-fabs.f64N/A
pow3N/A
lift-*.f64N/A
lift-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (* (* x x) x)) (t_1 (- (fabs x))))
(*
(* (/ 1.0 (sqrt PI)) (pow (exp t_1) t_1))
(+
(- (/ (- (- (/ (+ (/ 1.875 t_0) (/ 0.75 (fabs x))) x)) 0.5) t_0))
(/ 1.0 (fabs x))))))
double code(double x) {
double t_0 = (x * x) * x;
double t_1 = -fabs(x);
return ((1.0 / sqrt(((double) M_PI))) * pow(exp(t_1), t_1)) * (-((-(((1.875 / t_0) + (0.75 / fabs(x))) / x) - 0.5) / t_0) + (1.0 / fabs(x)));
}
public static double code(double x) {
double t_0 = (x * x) * x;
double t_1 = -Math.abs(x);
return ((1.0 / Math.sqrt(Math.PI)) * Math.pow(Math.exp(t_1), t_1)) * (-((-(((1.875 / t_0) + (0.75 / Math.abs(x))) / x) - 0.5) / t_0) + (1.0 / Math.abs(x)));
}
def code(x): t_0 = (x * x) * x t_1 = -math.fabs(x) return ((1.0 / math.sqrt(math.pi)) * math.pow(math.exp(t_1), t_1)) * (-((-(((1.875 / t_0) + (0.75 / math.fabs(x))) / x) - 0.5) / t_0) + (1.0 / math.fabs(x)))
function code(x) t_0 = Float64(Float64(x * x) * x) t_1 = Float64(-abs(x)) return Float64(Float64(Float64(1.0 / sqrt(pi)) * (exp(t_1) ^ t_1)) * Float64(Float64(-Float64(Float64(Float64(-Float64(Float64(Float64(1.875 / t_0) + Float64(0.75 / abs(x))) / x)) - 0.5) / t_0)) + Float64(1.0 / abs(x)))) end
function tmp = code(x) t_0 = (x * x) * x; t_1 = -abs(x); tmp = ((1.0 / sqrt(pi)) * (exp(t_1) ^ t_1)) * (-((-(((1.875 / t_0) + (0.75 / abs(x))) / x) - 0.5) / t_0) + (1.0 / abs(x))); end
code[x_] := Block[{t$95$0 = N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]}, Block[{t$95$1 = (-N[Abs[x], $MachinePrecision])}, N[(N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[Power[N[Exp[t$95$1], $MachinePrecision], t$95$1], $MachinePrecision]), $MachinePrecision] * N[((-N[(N[((-N[(N[(N[(1.875 / t$95$0), $MachinePrecision] + N[(0.75 / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]) - 0.5), $MachinePrecision] / t$95$0), $MachinePrecision]) + N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot x\right) \cdot x\\
t_1 := -\left|x\right|\\
\left(\frac{1}{\sqrt{\pi}} \cdot {\left(e^{t\_1}\right)}^{t\_1}\right) \cdot \left(\left(-\frac{\left(-\frac{\frac{1.875}{t\_0} + \frac{0.75}{\left|x\right|}}{x}\right) - 0.5}{t\_0}\right) + \frac{1}{\left|x\right|}\right)
\end{array}
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lift-fabs.f64N/A
lower-neg.f64N/A
lift-fabs.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Taylor expanded in x around -inf
lower-+.f64N/A
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(/ 1.0 (sqrt PI))
(*
(fma
(/ (+ (/ 1.875 (* x x)) 0.75) (* (* (* x x) x) x))
t_0
(* (+ (/ 0.5 (* x x)) 1.0) t_0))
(exp (* x x))))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return (1.0 / sqrt(((double) M_PI))) * (fma((((1.875 / (x * x)) + 0.75) / (((x * x) * x) * x)), t_0, (((0.5 / (x * x)) + 1.0) * t_0)) * exp((x * x)));
}
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(Float64(1.0 / sqrt(pi)) * Float64(fma(Float64(Float64(Float64(1.875 / Float64(x * x)) + 0.75) / Float64(Float64(Float64(x * x) * x) * x)), t_0, Float64(Float64(Float64(0.5 / Float64(x * x)) + 1.0) * t_0)) * exp(Float64(x * x)))) end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[(1.0 / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * N[(N[(N[(N[(N[(1.875 / N[(x * x), $MachinePrecision]), $MachinePrecision] + 0.75), $MachinePrecision] / N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] * t$95$0 + N[(N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] * N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\frac{1}{\sqrt{\pi}} \cdot \left(\mathsf{fma}\left(\frac{\frac{1.875}{x \cdot x} + 0.75}{\left(\left(x \cdot x\right) \cdot x\right) \cdot x}, t\_0, \left(\frac{0.5}{x \cdot x} + 1\right) \cdot t\_0\right) \cdot e^{x \cdot x}\right)
\end{array}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
metadata-evalN/A
lower-/.f64N/A
Applied rewrites100.0%
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(fma
t_0
(/ (fma 1.875 (/ 1.0 (* x x)) 0.75) (* (* (* x x) x) x))
(* (+ (/ 0.5 (* x x)) 1.0) t_0))
(/ (exp (* x x)) (sqrt PI)))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return fma(t_0, (fma(1.875, (1.0 / (x * x)), 0.75) / (((x * x) * x) * x)), (((0.5 / (x * x)) + 1.0) * t_0)) * (exp((x * x)) / sqrt(((double) M_PI)));
}
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(fma(t_0, Float64(fma(1.875, Float64(1.0 / Float64(x * x)), 0.75) / Float64(Float64(Float64(x * x) * x) * x)), Float64(Float64(Float64(0.5 / Float64(x * x)) + 1.0) * t_0)) * Float64(exp(Float64(x * x)) / sqrt(pi))) end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$0 * N[(N[(1.875 * N[(1.0 / N[(x * x), $MachinePrecision]), $MachinePrecision] + 0.75), $MachinePrecision] / N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\mathsf{fma}\left(t\_0, \frac{\mathsf{fma}\left(1.875, \frac{1}{x \cdot x}, 0.75\right)}{\left(\left(x \cdot x\right) \cdot x\right) \cdot x}, \left(\frac{0.5}{x \cdot x} + 1\right) \cdot t\_0\right) \cdot \frac{e^{x \cdot x}}{\sqrt{\pi}}
\end{array}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
metadata-evalN/A
lower-/.f64N/A
Applied rewrites100.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (/ 1.0 (fabs x))))
(*
(fma t_0 (/ 0.75 (* (* (* x x) x) x)) (* (+ (/ 0.5 (* x x)) 1.0) t_0))
(/ (exp (* x x)) (sqrt PI)))))
double code(double x) {
double t_0 = 1.0 / fabs(x);
return fma(t_0, (0.75 / (((x * x) * x) * x)), (((0.5 / (x * x)) + 1.0) * t_0)) * (exp((x * x)) / sqrt(((double) M_PI)));
}
function code(x) t_0 = Float64(1.0 / abs(x)) return Float64(fma(t_0, Float64(0.75 / Float64(Float64(Float64(x * x) * x) * x)), Float64(Float64(Float64(0.5 / Float64(x * x)) + 1.0) * t_0)) * Float64(exp(Float64(x * x)) / sqrt(pi))) end
code[x_] := Block[{t$95$0 = N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$0 * N[(0.75 / N[(N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(0.5 / N[(x * x), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\mathsf{fma}\left(t\_0, \frac{0.75}{\left(\left(x \cdot x\right) \cdot x\right) \cdot x}, \left(\frac{0.5}{x \cdot x} + 1\right) \cdot t\_0\right) \cdot \frac{e^{x \cdot x}}{\sqrt{\pi}}
\end{array}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
lower-/.f64N/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
pow3N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f6499.7
Applied rewrites99.7%
(FPCore (x) :precision binary64 (* (exp (* x x)) (/ (fma (pow (fabs x) -7.0) 1.875 (/ 1.0 (fabs x))) (sqrt PI))))
double code(double x) {
return exp((x * x)) * (fma(pow(fabs(x), -7.0), 1.875, (1.0 / fabs(x))) / sqrt(((double) M_PI)));
}
function code(x) return Float64(exp(Float64(x * x)) * Float64(fma((abs(x) ^ -7.0), 1.875, Float64(1.0 / abs(x))) / sqrt(pi))) end
code[x_] := N[(N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision] * N[(N[(N[Power[N[Abs[x], $MachinePrecision], -7.0], $MachinePrecision] * 1.875 + N[(1.0 / N[Abs[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{x \cdot x} \cdot \frac{\mathsf{fma}\left({\left(\left|x\right|\right)}^{-7}, 1.875, \frac{1}{\left|x\right|}\right)}{\sqrt{\pi}}
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
pow2N/A
sqr-abs-revN/A
pow2N/A
metadata-evalN/A
associate-/l*N/A
Applied rewrites99.6%
(FPCore (x) :precision binary64 (* (/ (/ (exp (fma x x (* -4.0 (log x)))) (fabs x)) (sqrt PI)) 0.75))
double code(double x) {
return ((exp(fma(x, x, (-4.0 * log(x)))) / fabs(x)) / sqrt(((double) M_PI))) * 0.75;
}
function code(x) return Float64(Float64(Float64(exp(fma(x, x, Float64(-4.0 * log(x)))) / abs(x)) / sqrt(pi)) * 0.75) end
code[x_] := N[(N[(N[(N[Exp[N[(x * x + N[(-4.0 * N[Log[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] / N[Abs[x], $MachinePrecision]), $MachinePrecision] / N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision] * 0.75), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{e^{\mathsf{fma}\left(x, x, -4 \cdot \log x\right)}}{\left|x\right|}}{\sqrt{\pi}} \cdot 0.75
\end{array}
Initial program 100.0%
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
associate-*r/N/A
pow2N/A
sqr-abs-revN/A
pow2N/A
associate-*r/N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.5%
Applied rewrites99.6%
(FPCore (x) :precision binary64 (/ (exp (* x x)) (* (fabs x) (sqrt PI))))
double code(double x) {
return exp((x * x)) / (fabs(x) * sqrt(((double) M_PI)));
}
public static double code(double x) {
return Math.exp((x * x)) / (Math.abs(x) * Math.sqrt(Math.PI));
}
def code(x): return math.exp((x * x)) / (math.fabs(x) * math.sqrt(math.pi))
function code(x) return Float64(exp(Float64(x * x)) / Float64(abs(x) * sqrt(pi))) end
function tmp = code(x) tmp = exp((x * x)) / (abs(x) * sqrt(pi)); end
code[x_] := N[(N[Exp[N[(x * x), $MachinePrecision]], $MachinePrecision] / N[(N[Abs[x], $MachinePrecision] * N[Sqrt[Pi], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{e^{x \cdot x}}{\left|x\right| \cdot \sqrt{\pi}}
\end{array}
Initial program 100.0%
lift-exp.f64N/A
lift-*.f64N/A
lift-fabs.f64N/A
lift-fabs.f64N/A
sqr-neg-revN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lift-fabs.f64N/A
lower-neg.f64N/A
lift-fabs.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Taylor expanded in x around inf
Applied rewrites99.6%
(FPCore (x) :precision binary64 (/ 0.5 (* x (* x (* (sqrt PI) x)))))
double code(double x) {
return 0.5 / (x * (x * (sqrt(((double) M_PI)) * x)));
}
public static double code(double x) {
return 0.5 / (x * (x * (Math.sqrt(Math.PI) * x)));
}
def code(x): return 0.5 / (x * (x * (math.sqrt(math.pi) * x)))
function code(x) return Float64(0.5 / Float64(x * Float64(x * Float64(sqrt(pi) * x)))) end
function tmp = code(x) tmp = 0.5 / (x * (x * (sqrt(pi) * x))); end
code[x_] := N[(0.5 / N[(x * N[(x * N[(N[Sqrt[Pi], $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.5}{x \cdot \left(x \cdot \left(\sqrt{\pi} \cdot x\right)\right)}
\end{array}
Initial program 100.0%
Taylor expanded in x around 0
Applied rewrites100.0%
Taylor expanded in x around 0
metadata-evalN/A
lower-/.f64N/A
metadata-evalN/A
associate-*r*N/A
lower-*.f64N/A
pow2N/A
sqr-abs-revN/A
unpow3N/A
metadata-evalN/A
pow-prod-upN/A
pow-prod-downN/A
sqr-abs-revN/A
pow-prod-downN/A
pow-prod-upN/A
metadata-evalN/A
pow3N/A
lift-*.f64N/A
lift-*.f64N/A
lift-PI.f64N/A
lift-sqrt.f641.8
Applied rewrites1.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
pow3N/A
unpow3N/A
pow2N/A
associate-*l*N/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
lower-*.f64N/A
lift-PI.f64N/A
lift-sqrt.f641.8
Applied rewrites1.8%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-sqrt.f64N/A
lift-PI.f64N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-PI.f64N/A
lift-sqrt.f641.8
Applied rewrites1.8%
herbie shell --seed 2025138
(FPCore (x)
:name "Jmat.Real.erfi, branch x greater than or equal to 5"
:precision binary64
:pre (>= x 0.5)
(* (* (/ 1.0 (sqrt PI)) (exp (* (fabs x) (fabs x)))) (+ (+ (+ (/ 1.0 (fabs x)) (* (/ 1.0 2.0) (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))))) (* (/ 3.0 4.0) (* (* (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))))) (* (/ 15.0 8.0) (* (* (* (* (* (* (/ 1.0 (fabs x)) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x))) (/ 1.0 (fabs x)))))))