
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (b * b))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(b * b))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (b * b))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (b * b))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(b * b))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (b * b))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (+ (+ (pow (+ (* a a) (* b b)) 2.0) (* (* b b) 4.0)) -1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + ((b * b) * 4.0)) + -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + ((b * b) * 4.0d0)) + (-1.0d0)
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + ((b * b) * 4.0)) + -1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + ((b * b) * 4.0)) + -1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(Float64(b * b) * 4.0)) + -1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + ((b * b) * 4.0)) + -1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + \left(b \cdot b\right) \cdot 4\right) + -1
\end{array}
Initial program 99.9%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* b b) 4.0)))
(if (<= a 1.02e+53)
(+ (+ t_0 (pow b 4.0)) -1.0)
(+ (+ t_0 (pow a 4.0)) -1.0))))
double code(double a, double b) {
double t_0 = (b * b) * 4.0;
double tmp;
if (a <= 1.02e+53) {
tmp = (t_0 + pow(b, 4.0)) + -1.0;
} else {
tmp = (t_0 + pow(a, 4.0)) + -1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: t_0
real(8) :: tmp
t_0 = (b * b) * 4.0d0
if (a <= 1.02d+53) then
tmp = (t_0 + (b ** 4.0d0)) + (-1.0d0)
else
tmp = (t_0 + (a ** 4.0d0)) + (-1.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double t_0 = (b * b) * 4.0;
double tmp;
if (a <= 1.02e+53) {
tmp = (t_0 + Math.pow(b, 4.0)) + -1.0;
} else {
tmp = (t_0 + Math.pow(a, 4.0)) + -1.0;
}
return tmp;
}
def code(a, b): t_0 = (b * b) * 4.0 tmp = 0 if a <= 1.02e+53: tmp = (t_0 + math.pow(b, 4.0)) + -1.0 else: tmp = (t_0 + math.pow(a, 4.0)) + -1.0 return tmp
function code(a, b) t_0 = Float64(Float64(b * b) * 4.0) tmp = 0.0 if (a <= 1.02e+53) tmp = Float64(Float64(t_0 + (b ^ 4.0)) + -1.0); else tmp = Float64(Float64(t_0 + (a ^ 4.0)) + -1.0); end return tmp end
function tmp_2 = code(a, b) t_0 = (b * b) * 4.0; tmp = 0.0; if (a <= 1.02e+53) tmp = (t_0 + (b ^ 4.0)) + -1.0; else tmp = (t_0 + (a ^ 4.0)) + -1.0; end tmp_2 = tmp; end
code[a_, b_] := Block[{t$95$0 = N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]}, If[LessEqual[a, 1.02e+53], N[(N[(t$95$0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(t$95$0 + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(b \cdot b\right) \cdot 4\\
\mathbf{if}\;a \leq 1.02 \cdot 10^{+53}:\\
\;\;\;\;\left(t\_0 + {b}^{4}\right) + -1\\
\mathbf{else}:\\
\;\;\;\;\left(t\_0 + {a}^{4}\right) + -1\\
\end{array}
\end{array}
if a < 1.01999999999999999e53Initial program 99.9%
Taylor expanded in a around 0 84.1%
if 1.01999999999999999e53 < a Initial program 100.0%
Taylor expanded in a around inf 100.0%
Final simplification87.2%
(FPCore (a b) :precision binary64 (if (<= a 9.2e+52) (+ (pow b 4.0) -1.0) (+ (+ (* (* b b) 4.0) (pow a 4.0)) -1.0)))
double code(double a, double b) {
double tmp;
if (a <= 9.2e+52) {
tmp = pow(b, 4.0) + -1.0;
} else {
tmp = (((b * b) * 4.0) + pow(a, 4.0)) + -1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 9.2d+52) then
tmp = (b ** 4.0d0) + (-1.0d0)
else
tmp = (((b * b) * 4.0d0) + (a ** 4.0d0)) + (-1.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 9.2e+52) {
tmp = Math.pow(b, 4.0) + -1.0;
} else {
tmp = (((b * b) * 4.0) + Math.pow(a, 4.0)) + -1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 9.2e+52: tmp = math.pow(b, 4.0) + -1.0 else: tmp = (((b * b) * 4.0) + math.pow(a, 4.0)) + -1.0 return tmp
function code(a, b) tmp = 0.0 if (a <= 9.2e+52) tmp = Float64((b ^ 4.0) + -1.0); else tmp = Float64(Float64(Float64(Float64(b * b) * 4.0) + (a ^ 4.0)) + -1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 9.2e+52) tmp = (b ^ 4.0) + -1.0; else tmp = (((b * b) * 4.0) + (a ^ 4.0)) + -1.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 9.2e+52], N[(N[Power[b, 4.0], $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 9.2 \cdot 10^{+52}:\\
\;\;\;\;{b}^{4} + -1\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot 4 + {a}^{4}\right) + -1\\
\end{array}
\end{array}
if a < 9.1999999999999999e52Initial program 99.9%
Taylor expanded in a around 0 84.1%
Taylor expanded in b around inf 82.9%
if 9.1999999999999999e52 < a Initial program 100.0%
Taylor expanded in a around inf 100.0%
Final simplification86.2%
(FPCore (a b) :precision binary64 (if (<= a 7e+53) (+ (pow b 4.0) -1.0) (pow a 4.0)))
double code(double a, double b) {
double tmp;
if (a <= 7e+53) {
tmp = pow(b, 4.0) + -1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 7d+53) then
tmp = (b ** 4.0d0) + (-1.0d0)
else
tmp = a ** 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 7e+53) {
tmp = Math.pow(b, 4.0) + -1.0;
} else {
tmp = Math.pow(a, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 7e+53: tmp = math.pow(b, 4.0) + -1.0 else: tmp = math.pow(a, 4.0) return tmp
function code(a, b) tmp = 0.0 if (a <= 7e+53) tmp = Float64((b ^ 4.0) + -1.0); else tmp = a ^ 4.0; end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 7e+53) tmp = (b ^ 4.0) + -1.0; else tmp = a ^ 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 7e+53], N[(N[Power[b, 4.0], $MachinePrecision] + -1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 7 \cdot 10^{+53}:\\
\;\;\;\;{b}^{4} + -1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < 7.00000000000000038e53Initial program 99.9%
Taylor expanded in a around 0 84.1%
Taylor expanded in b around inf 82.9%
if 7.00000000000000038e53 < a Initial program 100.0%
Taylor expanded in a around inf 100.0%
Taylor expanded in a around inf 94.5%
Taylor expanded in a around inf 94.5%
Final simplification85.1%
(FPCore (a b) :precision binary64 (if (<= a 0.16) -1.0 (pow a 4.0)))
double code(double a, double b) {
double tmp;
if (a <= 0.16) {
tmp = -1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 0.16d0) then
tmp = -1.0d0
else
tmp = a ** 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 0.16) {
tmp = -1.0;
} else {
tmp = Math.pow(a, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 0.16: tmp = -1.0 else: tmp = math.pow(a, 4.0) return tmp
function code(a, b) tmp = 0.0 if (a <= 0.16) tmp = -1.0; else tmp = a ^ 4.0; end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 0.16) tmp = -1.0; else tmp = a ^ 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 0.16], -1.0, N[Power[a, 4.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 0.16:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < 0.160000000000000003Initial program 99.9%
Taylor expanded in a around inf 79.9%
Taylor expanded in a around inf 62.3%
Taylor expanded in a around 0 33.2%
if 0.160000000000000003 < a Initial program 99.9%
Taylor expanded in a around inf 92.5%
Taylor expanded in a around inf 81.8%
Taylor expanded in a around inf 81.3%
(FPCore (a b) :precision binary64 (+ (pow a 4.0) -1.0))
double code(double a, double b) {
return pow(a, 4.0) + -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (a ** 4.0d0) + (-1.0d0)
end function
public static double code(double a, double b) {
return Math.pow(a, 4.0) + -1.0;
}
def code(a, b): return math.pow(a, 4.0) + -1.0
function code(a, b) return Float64((a ^ 4.0) + -1.0) end
function tmp = code(a, b) tmp = (a ^ 4.0) + -1.0; end
code[a_, b_] := N[(N[Power[a, 4.0], $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
{a}^{4} + -1
\end{array}
Initial program 99.9%
Taylor expanded in a around inf 82.9%
Taylor expanded in a around inf 67.0%
Final simplification67.0%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 99.9%
Taylor expanded in a around inf 82.9%
Taylor expanded in a around inf 67.0%
Taylor expanded in a around 0 25.3%
herbie shell --seed 2024098
(FPCore (a b)
:name "Bouland and Aaronson, Equation (26)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))