
(FPCore (a b) :precision binary64 (- (* a a) (* b b)))
double code(double a, double b) {
return (a * a) - (b * b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (a * a) - (b * b)
end function
public static double code(double a, double b) {
return (a * a) - (b * b);
}
def code(a, b): return (a * a) - (b * b)
function code(a, b) return Float64(Float64(a * a) - Float64(b * b)) end
function tmp = code(a, b) tmp = (a * a) - (b * b); end
code[a_, b_] := N[(N[(a * a), $MachinePrecision] - N[(b * b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a \cdot a - b \cdot b
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 2 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (* a a) (* b b)))
double code(double a, double b) {
return (a * a) - (b * b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (a * a) - (b * b)
end function
public static double code(double a, double b) {
return (a * a) - (b * b);
}
def code(a, b): return (a * a) - (b * b)
function code(a, b) return Float64(Float64(a * a) - Float64(b * b)) end
function tmp = code(a, b) tmp = (a * a) - (b * b); end
code[a_, b_] := N[(N[(a * a), $MachinePrecision] - N[(b * b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a \cdot a - b \cdot b
\end{array}
a_m = (fabs.f64 a) b_m = (fabs.f64 b) (FPCore (a_m b_m) :precision binary64 (if (<= (* a_m a_m) 1e+259) (- (* a_m a_m) (* b_m b_m)) (* a_m (+ a_m (* b_m -2.0)))))
a_m = fabs(a);
b_m = fabs(b);
double code(double a_m, double b_m) {
double tmp;
if ((a_m * a_m) <= 1e+259) {
tmp = (a_m * a_m) - (b_m * b_m);
} else {
tmp = a_m * (a_m + (b_m * -2.0));
}
return tmp;
}
a_m = abs(a)
b_m = abs(b)
real(8) function code(a_m, b_m)
real(8), intent (in) :: a_m
real(8), intent (in) :: b_m
real(8) :: tmp
if ((a_m * a_m) <= 1d+259) then
tmp = (a_m * a_m) - (b_m * b_m)
else
tmp = a_m * (a_m + (b_m * (-2.0d0)))
end if
code = tmp
end function
a_m = Math.abs(a);
b_m = Math.abs(b);
public static double code(double a_m, double b_m) {
double tmp;
if ((a_m * a_m) <= 1e+259) {
tmp = (a_m * a_m) - (b_m * b_m);
} else {
tmp = a_m * (a_m + (b_m * -2.0));
}
return tmp;
}
a_m = math.fabs(a) b_m = math.fabs(b) def code(a_m, b_m): tmp = 0 if (a_m * a_m) <= 1e+259: tmp = (a_m * a_m) - (b_m * b_m) else: tmp = a_m * (a_m + (b_m * -2.0)) return tmp
a_m = abs(a) b_m = abs(b) function code(a_m, b_m) tmp = 0.0 if (Float64(a_m * a_m) <= 1e+259) tmp = Float64(Float64(a_m * a_m) - Float64(b_m * b_m)); else tmp = Float64(a_m * Float64(a_m + Float64(b_m * -2.0))); end return tmp end
a_m = abs(a); b_m = abs(b); function tmp_2 = code(a_m, b_m) tmp = 0.0; if ((a_m * a_m) <= 1e+259) tmp = (a_m * a_m) - (b_m * b_m); else tmp = a_m * (a_m + (b_m * -2.0)); end tmp_2 = tmp; end
a_m = N[Abs[a], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[a$95$m_, b$95$m_] := If[LessEqual[N[(a$95$m * a$95$m), $MachinePrecision], 1e+259], N[(N[(a$95$m * a$95$m), $MachinePrecision] - N[(b$95$m * b$95$m), $MachinePrecision]), $MachinePrecision], N[(a$95$m * N[(a$95$m + N[(b$95$m * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
a_m = \left|a\right|
\\
b_m = \left|b\right|
\\
\begin{array}{l}
\mathbf{if}\;a_m \cdot a_m \leq 10^{+259}:\\
\;\;\;\;a_m \cdot a_m - b_m \cdot b_m\\
\mathbf{else}:\\
\;\;\;\;a_m \cdot \left(a_m + b_m \cdot -2\right)\\
\end{array}
\end{array}
if (*.f64 a a) < 9.999999999999999e258Initial program 100.0%
if 9.999999999999999e258 < (*.f64 a a) Initial program 76.7%
difference-of-squares100.0%
add-sqr-sqrt63.0%
sqrt-prod83.6%
sqr-neg83.6%
sqrt-unprod30.1%
add-sqr-sqrt87.7%
sub-neg87.7%
pow187.7%
pow187.7%
pow-prod-up87.7%
add-sqr-sqrt42.5%
add-sqr-sqrt28.8%
difference-of-squares28.8%
metadata-eval28.8%
unpow-prod-down28.8%
Applied egg-rr28.8%
unpow228.8%
unpow228.8%
unswap-sqr28.8%
difference-of-squares28.8%
unpow1/228.8%
unpow1/228.8%
pow-sqr28.8%
metadata-eval28.8%
unpow128.8%
unpow1/228.8%
unpow1/228.8%
pow-sqr28.8%
metadata-eval28.8%
unpow128.8%
difference-of-squares28.8%
unpow1/228.8%
unpow1/228.8%
pow-sqr57.5%
metadata-eval57.5%
unpow157.5%
Simplified87.7%
Taylor expanded in a around inf 76.7%
*-commutative76.7%
associate-*l*76.7%
unpow276.7%
distribute-lft-out91.8%
Simplified91.8%
Final simplification97.7%
a_m = (fabs.f64 a) b_m = (fabs.f64 b) (FPCore (a_m b_m) :precision binary64 (* a_m (+ a_m (* b_m -2.0))))
a_m = fabs(a);
b_m = fabs(b);
double code(double a_m, double b_m) {
return a_m * (a_m + (b_m * -2.0));
}
a_m = abs(a)
b_m = abs(b)
real(8) function code(a_m, b_m)
real(8), intent (in) :: a_m
real(8), intent (in) :: b_m
code = a_m * (a_m + (b_m * (-2.0d0)))
end function
a_m = Math.abs(a);
b_m = Math.abs(b);
public static double code(double a_m, double b_m) {
return a_m * (a_m + (b_m * -2.0));
}
a_m = math.fabs(a) b_m = math.fabs(b) def code(a_m, b_m): return a_m * (a_m + (b_m * -2.0))
a_m = abs(a) b_m = abs(b) function code(a_m, b_m) return Float64(a_m * Float64(a_m + Float64(b_m * -2.0))) end
a_m = abs(a); b_m = abs(b); function tmp = code(a_m, b_m) tmp = a_m * (a_m + (b_m * -2.0)); end
a_m = N[Abs[a], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[a$95$m_, b$95$m_] := N[(a$95$m * N[(a$95$m + N[(b$95$m * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
a_m = \left|a\right|
\\
b_m = \left|b\right|
\\
a_m \cdot \left(a_m + b_m \cdot -2\right)
\end{array}
Initial program 93.4%
difference-of-squares100.0%
add-sqr-sqrt57.0%
sqrt-prod75.5%
sqr-neg75.5%
sqrt-unprod21.2%
add-sqr-sqrt51.6%
sub-neg51.6%
pow151.6%
pow151.6%
pow-prod-up51.6%
add-sqr-sqrt23.1%
add-sqr-sqrt13.7%
difference-of-squares13.7%
metadata-eval13.7%
unpow-prod-down13.7%
Applied egg-rr13.7%
unpow213.7%
unpow213.7%
unswap-sqr13.7%
difference-of-squares13.7%
unpow1/213.7%
unpow1/213.7%
pow-sqr13.7%
metadata-eval13.7%
unpow113.7%
unpow1/213.7%
unpow1/213.7%
pow-sqr13.7%
metadata-eval13.7%
unpow113.7%
difference-of-squares13.7%
unpow1/213.7%
unpow1/213.7%
pow-sqr30.3%
metadata-eval30.3%
unpow130.3%
Simplified51.6%
Taylor expanded in a around inf 50.4%
*-commutative50.4%
associate-*l*50.4%
unpow250.4%
distribute-lft-out54.7%
Simplified54.7%
Final simplification54.7%
(FPCore (a b) :precision binary64 (* (+ a b) (- a b)))
double code(double a, double b) {
return (a + b) * (a - b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (a + b) * (a - b)
end function
public static double code(double a, double b) {
return (a + b) * (a - b);
}
def code(a, b): return (a + b) * (a - b)
function code(a, b) return Float64(Float64(a + b) * Float64(a - b)) end
function tmp = code(a, b) tmp = (a + b) * (a - b); end
code[a_, b_] := N[(N[(a + b), $MachinePrecision] * N[(a - b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(a + b\right) \cdot \left(a - b\right)
\end{array}
herbie shell --seed 2024018
(FPCore (a b)
:name "Difference of squares"
:precision binary64
:herbie-target
(* (+ a b) (- a b))
(- (* a a) (* b b)))