
(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 5 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 (hypot a b) 4.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
return pow(hypot(a, b), 4.0) + fma((b * b), 4.0, -1.0);
}
function code(a, b) return Float64((hypot(a, b) ^ 4.0) + fma(Float64(b * b), 4.0, -1.0)) end
code[a_, b_] := N[(N[Power[N[Sqrt[a ^ 2 + b ^ 2], $MachinePrecision], 4.0], $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + \mathsf{fma}\left(b \cdot b, 4, -1\right)
\end{array}
Initial program 99.9%
associate--l+99.9%
unpow299.9%
unpow199.9%
sqr-pow99.9%
associate-*r*99.9%
Simplified100.0%
Final simplification100.0%
(FPCore (a b) :precision binary64 (+ (+ (pow (+ (* b b) (* a a)) 2.0) (* 4.0 (* b b))) -1.0))
double code(double a, double b) {
return (pow(((b * b) + (a * a)), 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 = ((((b * b) + (a * a)) ** 2.0d0) + (4.0d0 * (b * b))) + (-1.0d0)
end function
public static double code(double a, double b) {
return (Math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (b * b))) + -1.0;
}
def code(a, b): return (math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (b * b))) + -1.0
function code(a, b) return Float64(Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(b * b))) + -1.0) end
function tmp = code(a, b) tmp = ((((b * b) + (a * a)) ^ 2.0) + (4.0 * (b * b))) + -1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(b \cdot b + a \cdot a\right)}^{2} + 4 \cdot \left(b \cdot b\right)\right) + -1
\end{array}
Initial program 99.9%
Final simplification99.9%
(FPCore (a b) :precision binary64 (if (<= b 3.2e+36) (+ (pow a 4.0) -1.0) (pow b 4.0)))
double code(double a, double b) {
double tmp;
if (b <= 3.2e+36) {
tmp = pow(a, 4.0) + -1.0;
} else {
tmp = pow(b, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (b <= 3.2d+36) then
tmp = (a ** 4.0d0) + (-1.0d0)
else
tmp = b ** 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (b <= 3.2e+36) {
tmp = Math.pow(a, 4.0) + -1.0;
} else {
tmp = Math.pow(b, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if b <= 3.2e+36: tmp = math.pow(a, 4.0) + -1.0 else: tmp = math.pow(b, 4.0) return tmp
function code(a, b) tmp = 0.0 if (b <= 3.2e+36) tmp = Float64((a ^ 4.0) + -1.0); else tmp = b ^ 4.0; end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (b <= 3.2e+36) tmp = (a ^ 4.0) + -1.0; else tmp = b ^ 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[b, 3.2e+36], N[(N[Power[a, 4.0], $MachinePrecision] + -1.0), $MachinePrecision], N[Power[b, 4.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 3.2 \cdot 10^{+36}:\\
\;\;\;\;{a}^{4} + -1\\
\mathbf{else}:\\
\;\;\;\;{b}^{4}\\
\end{array}
\end{array}
if b < 3.1999999999999999e36Initial program 99.9%
associate--l+99.9%
unpow299.9%
unpow199.9%
sqr-pow99.9%
associate-*r*99.9%
Simplified100.0%
Taylor expanded in b around 0 81.5%
if 3.1999999999999999e36 < b Initial program 99.9%
associate--l+99.9%
unpow299.9%
unpow199.9%
sqr-pow99.9%
associate-*r*100.0%
Simplified100.0%
Taylor expanded in b around inf 98.5%
Final simplification85.5%
(FPCore (a b) :precision binary64 (if (<= a 2.6e+35) (pow b 4.0) (pow a 4.0)))
double code(double a, double b) {
double tmp;
if (a <= 2.6e+35) {
tmp = pow(b, 4.0);
} 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 <= 2.6d+35) then
tmp = b ** 4.0d0
else
tmp = a ** 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 2.6e+35) {
tmp = Math.pow(b, 4.0);
} else {
tmp = Math.pow(a, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 2.6e+35: tmp = math.pow(b, 4.0) else: tmp = math.pow(a, 4.0) return tmp
function code(a, b) tmp = 0.0 if (a <= 2.6e+35) tmp = b ^ 4.0; else tmp = a ^ 4.0; end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 2.6e+35) tmp = b ^ 4.0; else tmp = a ^ 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 2.6e+35], N[Power[b, 4.0], $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 2.6 \cdot 10^{+35}:\\
\;\;\;\;{b}^{4}\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < 2.60000000000000007e35Initial program 99.9%
associate--l+99.9%
unpow299.9%
unpow199.9%
sqr-pow99.9%
associate-*r*100.0%
Simplified100.0%
Taylor expanded in b around inf 47.3%
if 2.60000000000000007e35 < a Initial program 99.9%
associate--l+99.9%
unpow299.9%
unpow199.9%
sqr-pow99.9%
associate-*r*99.9%
Simplified100.0%
Taylor expanded in a around inf 97.2%
Final simplification59.6%
(FPCore (a b) :precision binary64 (pow a 4.0))
double code(double a, double b) {
return pow(a, 4.0);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = a ** 4.0d0
end function
public static double code(double a, double b) {
return Math.pow(a, 4.0);
}
def code(a, b): return math.pow(a, 4.0)
function code(a, b) return a ^ 4.0 end
function tmp = code(a, b) tmp = a ^ 4.0; end
code[a_, b_] := N[Power[a, 4.0], $MachinePrecision]
\begin{array}{l}
\\
{a}^{4}
\end{array}
Initial program 99.9%
associate--l+99.9%
unpow299.9%
unpow199.9%
sqr-pow99.9%
associate-*r*99.9%
Simplified100.0%
Taylor expanded in a around inf 45.2%
Final simplification45.2%
herbie shell --seed 2023311
(FPCore (a b)
:name "Bouland and Aaronson, Equation (26)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))