
(FPCore (x) :precision binary64 (acos (- 1.0 x)))
double code(double x) {
return acos((1.0 - x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = acos((1.0d0 - x))
end function
public static double code(double x) {
return Math.acos((1.0 - x));
}
def code(x): return math.acos((1.0 - x))
function code(x) return acos(Float64(1.0 - x)) end
function tmp = code(x) tmp = acos((1.0 - x)); end
code[x_] := N[ArcCos[N[(1.0 - x), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\cos^{-1} \left(1 - x\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (acos (- 1.0 x)))
double code(double x) {
return acos((1.0 - x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = acos((1.0d0 - x))
end function
public static double code(double x) {
return Math.acos((1.0 - x));
}
def code(x): return math.acos((1.0 - x))
function code(x) return acos(Float64(1.0 - x)) end
function tmp = code(x) tmp = acos((1.0 - x)); end
code[x_] := N[ArcCos[N[(1.0 - x), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\cos^{-1} \left(1 - x\right)
\end{array}
(FPCore (x)
:precision binary64
(let* ((t_0 (acos (- 1.0 x))))
(fma
(pow (pow (cbrt (PI)) 2.0) 0.75)
(* 0.5 (cbrt (pow (PI) 1.5)))
(*
(/ (/ (- 2.0) (PI)) (fma (/ 2.0 (PI)) t_0 1.0))
(* (asin (- 1.0 x)) (fma 0.5 (PI) t_0))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos^{-1} \left(1 - x\right)\\
\mathsf{fma}\left({\left({\left(\sqrt[3]{\mathsf{PI}\left(\right)}\right)}^{2}\right)}^{0.75}, 0.5 \cdot \sqrt[3]{{\mathsf{PI}\left(\right)}^{1.5}}, \frac{\frac{-2}{\mathsf{PI}\left(\right)}}{\mathsf{fma}\left(\frac{2}{\mathsf{PI}\left(\right)}, t\_0, 1\right)} \cdot \left(\sin^{-1} \left(1 - x\right) \cdot \mathsf{fma}\left(0.5, \mathsf{PI}\left(\right), t\_0\right)\right)\right)
\end{array}
\end{array}
Initial program 7.0%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
add-sqr-sqrtN/A
associate-*l*N/A
lower-fma.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f645.2
Applied rewrites5.2%
Applied rewrites5.1%
lift-sqrt.f64N/A
pow1/2N/A
metadata-evalN/A
metadata-evalN/A
pow-prod-upN/A
pow-powN/A
pow1/2N/A
lift-sqrt.f64N/A
pow1/3N/A
pow1/3N/A
cbrt-unprodN/A
lower-cbrt.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-eval10.2
Applied rewrites10.2%
lift-sqrt.f64N/A
pow1/2N/A
metadata-evalN/A
pow-powN/A
pow1/3N/A
lift-cbrt.f64N/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
lift-pow.f64N/A
lower-pow.f64N/A
metadata-eval10.2
Applied rewrites10.2%
Final simplification10.2%
(FPCore (x)
:precision binary64
(let* ((t_0 (acos (- 1.0 x))))
(fma
(sqrt (PI))
(* 0.5 (cbrt (pow (PI) 1.5)))
(*
(/ (/ (- 2.0) (PI)) (fma (/ 2.0 (PI)) t_0 1.0))
(* (asin (- 1.0 x)) (fma 0.5 (PI) t_0))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos^{-1} \left(1 - x\right)\\
\mathsf{fma}\left(\sqrt{\mathsf{PI}\left(\right)}, 0.5 \cdot \sqrt[3]{{\mathsf{PI}\left(\right)}^{1.5}}, \frac{\frac{-2}{\mathsf{PI}\left(\right)}}{\mathsf{fma}\left(\frac{2}{\mathsf{PI}\left(\right)}, t\_0, 1\right)} \cdot \left(\sin^{-1} \left(1 - x\right) \cdot \mathsf{fma}\left(0.5, \mathsf{PI}\left(\right), t\_0\right)\right)\right)
\end{array}
\end{array}
Initial program 7.0%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
add-sqr-sqrtN/A
associate-*l*N/A
lower-fma.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f645.2
Applied rewrites5.2%
Applied rewrites5.1%
lift-sqrt.f64N/A
pow1/2N/A
metadata-evalN/A
metadata-evalN/A
pow-prod-upN/A
pow-powN/A
pow1/2N/A
lift-sqrt.f64N/A
pow1/3N/A
pow1/3N/A
cbrt-unprodN/A
lower-cbrt.f64N/A
lift-sqrt.f64N/A
pow1/2N/A
pow-plusN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-eval10.2
Applied rewrites10.2%
Final simplification10.2%
(FPCore (x) :precision binary64 (fma (pow (* (PI) (PI)) 0.25) (* (sqrt (PI)) 0.5) (- (asin (- 1.0 x)))))
\begin{array}{l}
\\
\mathsf{fma}\left({\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)}^{0.25}, \sqrt{\mathsf{PI}\left(\right)} \cdot 0.5, -\sin^{-1} \left(1 - x\right)\right)
\end{array}
Initial program 7.0%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
add-sqr-sqrtN/A
associate-*l*N/A
lower-fma.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f645.2
Applied rewrites5.2%
lift-sqrt.f64N/A
pow1/2N/A
metadata-evalN/A
pow-prod-upN/A
pow-prod-downN/A
lift-*.f64N/A
lower-pow.f6410.2
Applied rewrites10.2%
(FPCore (x) :precision binary64 (let* ((t_0 (sqrt (PI)))) (fma t_0 (* (- 0.5) t_0) (fma (PI) 0.5 (acos (- 1.0 x))))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathsf{fma}\left(t\_0, \left(-0.5\right) \cdot t\_0, \mathsf{fma}\left(\mathsf{PI}\left(\right), 0.5, \cos^{-1} \left(1 - x\right)\right)\right)
\end{array}
\end{array}
Initial program 7.0%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
lower-fma.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f647.0
Applied rewrites7.0%
Applied rewrites10.2%
Final simplification10.2%
(FPCore (x) :precision binary64 (let* ((t_0 (sqrt (PI)))) (fma (PI) 0.5 (fma t_0 (* (- 0.5) t_0) (acos (- 1.0 x))))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{PI}\left(\right)}\\
\mathsf{fma}\left(\mathsf{PI}\left(\right), 0.5, \mathsf{fma}\left(t\_0, \left(-0.5\right) \cdot t\_0, \cos^{-1} \left(1 - x\right)\right)\right)
\end{array}
\end{array}
Initial program 7.0%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
lower-fma.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f647.0
Applied rewrites7.0%
lift-neg.f64N/A
neg-sub0N/A
lift-asin.f64N/A
asin-acosN/A
lift-acos.f64N/A
Applied rewrites10.1%
Final simplification10.1%
(FPCore (x) :precision binary64 (if (<= (- 1.0 x) 0.9999999999985981) (fma (PI) 0.5 (- (asin (- 1.0 x)))) (fma (/ 2.0 (PI)) (* 0.25 (* (PI) (PI))) (- (asin 1.0)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;1 - x \leq 0.9999999999985981:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), 0.5, -\sin^{-1} \left(1 - x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{2}{\mathsf{PI}\left(\right)}, 0.25 \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right), -\sin^{-1} 1\right)\\
\end{array}
\end{array}
if (-.f64 #s(literal 1 binary64) x) < 0.999999999998598121Initial program 69.6%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
lower-fma.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f6469.7
Applied rewrites69.7%
if 0.999999999998598121 < (-.f64 #s(literal 1 binary64) x) Initial program 3.9%
Taylor expanded in x around 0
Applied rewrites3.9%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
Applied rewrites7.2%
Final simplification10.1%
(FPCore (x) :precision binary64 (fma (/ 2.0 (PI)) (* 0.25 (* (PI) (PI))) (- (asin (- 1.0 x)))))
\begin{array}{l}
\\
\mathsf{fma}\left(\frac{2}{\mathsf{PI}\left(\right)}, 0.25 \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right), -\sin^{-1} \left(1 - x\right)\right)
\end{array}
Initial program 7.0%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
add-sqr-sqrtN/A
associate-*l*N/A
lower-fma.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
lower-*.f64N/A
lower-sqrt.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f645.2
Applied rewrites5.2%
lift-fma.f64N/A
Applied rewrites10.1%
Final simplification10.1%
(FPCore (x) :precision binary64 (if (<= x 5.5e-17) (acos (- x)) (fma (PI) 0.5 (- (asin (- 1.0 x))))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 5.5 \cdot 10^{-17}:\\
\;\;\;\;\cos^{-1} \left(-x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), 0.5, -\sin^{-1} \left(1 - x\right)\right)\\
\end{array}
\end{array}
if x < 5.50000000000000001e-17Initial program 3.9%
Taylor expanded in x around inf
mul-1-negN/A
lower-neg.f646.4
Applied rewrites6.4%
if 5.50000000000000001e-17 < x Initial program 69.6%
lift-acos.f64N/A
acos-asinN/A
sub-negN/A
div-invN/A
lower-fma.f64N/A
lower-PI.f64N/A
metadata-evalN/A
lower-neg.f64N/A
lower-asin.f6469.7
Applied rewrites69.7%
(FPCore (x) :precision binary64 (if (<= x 5.5e-17) (acos (- x)) (acos (- 1.0 x))))
double code(double x) {
double tmp;
if (x <= 5.5e-17) {
tmp = acos(-x);
} else {
tmp = acos((1.0 - x));
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 5.5d-17) then
tmp = acos(-x)
else
tmp = acos((1.0d0 - x))
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= 5.5e-17) {
tmp = Math.acos(-x);
} else {
tmp = Math.acos((1.0 - x));
}
return tmp;
}
def code(x): tmp = 0 if x <= 5.5e-17: tmp = math.acos(-x) else: tmp = math.acos((1.0 - x)) return tmp
function code(x) tmp = 0.0 if (x <= 5.5e-17) tmp = acos(Float64(-x)); else tmp = acos(Float64(1.0 - x)); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= 5.5e-17) tmp = acos(-x); else tmp = acos((1.0 - x)); end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, 5.5e-17], N[ArcCos[(-x)], $MachinePrecision], N[ArcCos[N[(1.0 - x), $MachinePrecision]], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 5.5 \cdot 10^{-17}:\\
\;\;\;\;\cos^{-1} \left(-x\right)\\
\mathbf{else}:\\
\;\;\;\;\cos^{-1} \left(1 - x\right)\\
\end{array}
\end{array}
if x < 5.50000000000000001e-17Initial program 3.9%
Taylor expanded in x around inf
mul-1-negN/A
lower-neg.f646.4
Applied rewrites6.4%
if 5.50000000000000001e-17 < x Initial program 69.6%
(FPCore (x) :precision binary64 (acos (- x)))
double code(double x) {
return acos(-x);
}
real(8) function code(x)
real(8), intent (in) :: x
code = acos(-x)
end function
public static double code(double x) {
return Math.acos(-x);
}
def code(x): return math.acos(-x)
function code(x) return acos(Float64(-x)) end
function tmp = code(x) tmp = acos(-x); end
code[x_] := N[ArcCos[(-x)], $MachinePrecision]
\begin{array}{l}
\\
\cos^{-1} \left(-x\right)
\end{array}
Initial program 7.0%
Taylor expanded in x around inf
mul-1-negN/A
lower-neg.f646.7
Applied rewrites6.7%
(FPCore (x) :precision binary64 (acos 1.0))
double code(double x) {
return acos(1.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = acos(1.0d0)
end function
public static double code(double x) {
return Math.acos(1.0);
}
def code(x): return math.acos(1.0)
function code(x) return acos(1.0) end
function tmp = code(x) tmp = acos(1.0); end
code[x_] := N[ArcCos[1.0], $MachinePrecision]
\begin{array}{l}
\\
\cos^{-1} 1
\end{array}
Initial program 7.0%
Taylor expanded in x around 0
Applied rewrites3.9%
(FPCore (x) :precision binary64 (* 2.0 (asin (sqrt (/ x 2.0)))))
double code(double x) {
return 2.0 * asin(sqrt((x / 2.0)));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 2.0d0 * asin(sqrt((x / 2.0d0)))
end function
public static double code(double x) {
return 2.0 * Math.asin(Math.sqrt((x / 2.0)));
}
def code(x): return 2.0 * math.asin(math.sqrt((x / 2.0)))
function code(x) return Float64(2.0 * asin(sqrt(Float64(x / 2.0)))) end
function tmp = code(x) tmp = 2.0 * asin(sqrt((x / 2.0))); end
code[x_] := N[(2.0 * N[ArcSin[N[Sqrt[N[(x / 2.0), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
2 \cdot \sin^{-1} \left(\sqrt{\frac{x}{2}}\right)
\end{array}
herbie shell --seed 2024283
(FPCore (x)
:name "bug323 (missed optimization)"
:precision binary64
:pre (and (<= 0.0 x) (<= x 0.5))
:alt
(! :herbie-platform default (* 2 (asin (sqrt (/ x 2)))))
(acos (- 1.0 x)))