
(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 4 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) 5e+272) (- (* 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) <= 5e+272) {
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) <= 5d+272) 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) <= 5e+272) {
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) <= 5e+272: 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) <= 5e+272) 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) <= 5e+272) 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], 5e+272], 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 5 \cdot 10^{+272}:\\
\;\;\;\;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) < 4.99999999999999973e272Initial program 100.0%
if 4.99999999999999973e272 < (*.f64 a a) Initial program 73.5%
difference-of-squares100.0%
add-sqr-sqrt49.4%
sqrt-prod85.5%
sqr-neg85.5%
sqrt-unprod44.6%
add-sqr-sqrt88.0%
sub-neg88.0%
pow188.0%
pow188.0%
pow-prod-up88.0%
metadata-eval88.0%
add-sqr-sqrt44.5%
add-sqr-sqrt19.2%
difference-of-squares19.2%
unpow-prod-down19.2%
Applied egg-rr19.2%
unpow219.2%
unpow219.2%
unswap-sqr19.2%
difference-of-squares19.2%
unpow1/219.2%
unpow1/219.2%
pow-sqr19.2%
metadata-eval19.2%
unpow119.2%
unpow1/219.2%
unpow1/219.2%
pow-sqr19.2%
metadata-eval19.2%
unpow119.2%
difference-of-squares19.2%
unpow1/219.2%
unpow1/219.2%
pow-sqr43.4%
metadata-eval43.4%
unpow143.4%
Simplified88.0%
Taylor expanded in a around inf 78.3%
*-commutative78.3%
associate-*l*78.3%
unpow278.3%
distribute-lft-out91.6%
Simplified91.6%
Final simplification97.3%
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 91.4%
difference-of-squares100.0%
add-sqr-sqrt50.3%
sqrt-prod73.6%
sqr-neg73.6%
sqrt-unprod26.0%
add-sqr-sqrt53.3%
sub-neg53.3%
pow153.3%
pow153.3%
pow-prod-up53.3%
metadata-eval53.3%
add-sqr-sqrt25.4%
add-sqr-sqrt11.3%
difference-of-squares11.3%
unpow-prod-down11.3%
Applied egg-rr11.3%
unpow211.3%
unpow211.3%
unswap-sqr11.3%
difference-of-squares11.3%
unpow1/211.3%
unpow1/211.3%
pow-sqr11.4%
metadata-eval11.4%
unpow111.4%
unpow1/211.4%
unpow1/211.4%
pow-sqr11.4%
metadata-eval11.4%
unpow111.4%
difference-of-squares11.4%
unpow1/211.4%
unpow1/211.4%
pow-sqr27.3%
metadata-eval27.3%
unpow127.3%
Simplified53.3%
Taylor expanded in a around inf 52.3%
*-commutative52.3%
associate-*l*52.6%
unpow252.6%
distribute-lft-out56.9%
Simplified56.9%
Final simplification56.9%
a_m = (fabs.f64 a) b_m = (fabs.f64 b) (FPCore (a_m b_m) :precision binary64 (* -2.0 (* a_m b_m)))
a_m = fabs(a);
b_m = fabs(b);
double code(double a_m, double b_m) {
return -2.0 * (a_m * b_m);
}
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 = (-2.0d0) * (a_m * b_m)
end function
a_m = Math.abs(a);
b_m = Math.abs(b);
public static double code(double a_m, double b_m) {
return -2.0 * (a_m * b_m);
}
a_m = math.fabs(a) b_m = math.fabs(b) def code(a_m, b_m): return -2.0 * (a_m * b_m)
a_m = abs(a) b_m = abs(b) function code(a_m, b_m) return Float64(-2.0 * Float64(a_m * b_m)) end
a_m = abs(a); b_m = abs(b); function tmp = code(a_m, b_m) tmp = -2.0 * (a_m * b_m); end
a_m = N[Abs[a], $MachinePrecision] b_m = N[Abs[b], $MachinePrecision] code[a$95$m_, b$95$m_] := N[(-2.0 * N[(a$95$m * b$95$m), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
a_m = \left|a\right|
\\
b_m = \left|b\right|
\\
-2 \cdot \left(a_m \cdot b_m\right)
\end{array}
Initial program 91.4%
difference-of-squares100.0%
add-sqr-sqrt50.3%
sqrt-prod73.6%
sqr-neg73.6%
sqrt-unprod26.0%
add-sqr-sqrt53.3%
sub-neg53.3%
pow153.3%
pow153.3%
pow-prod-up53.3%
metadata-eval53.3%
add-sqr-sqrt25.4%
add-sqr-sqrt11.3%
difference-of-squares11.3%
unpow-prod-down11.3%
Applied egg-rr11.3%
unpow211.3%
unpow211.3%
unswap-sqr11.3%
difference-of-squares11.3%
unpow1/211.3%
unpow1/211.3%
pow-sqr11.4%
metadata-eval11.4%
unpow111.4%
unpow1/211.4%
unpow1/211.4%
pow-sqr11.4%
metadata-eval11.4%
unpow111.4%
difference-of-squares11.4%
unpow1/211.4%
unpow1/211.4%
pow-sqr27.3%
metadata-eval27.3%
unpow127.3%
Simplified53.3%
Taylor expanded in a around inf 52.3%
*-commutative52.3%
associate-*l*52.6%
unpow252.6%
distribute-lft-out56.9%
Simplified56.9%
Taylor expanded in a around 0 13.4%
Final simplification13.4%
a_m = (fabs.f64 a) b_m = (fabs.f64 b) (FPCore (a_m b_m) :precision binary64 (* 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 * (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 * (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 * (b_m * -2.0);
}
a_m = math.fabs(a) b_m = math.fabs(b) def code(a_m, b_m): return 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(b_m * -2.0)) end
a_m = abs(a); b_m = abs(b); function tmp = code(a_m, b_m) tmp = 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[(b$95$m * -2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
a_m = \left|a\right|
\\
b_m = \left|b\right|
\\
a_m \cdot \left(b_m \cdot -2\right)
\end{array}
Initial program 91.4%
difference-of-squares100.0%
add-sqr-sqrt50.3%
sqrt-prod73.6%
sqr-neg73.6%
sqrt-unprod26.0%
add-sqr-sqrt53.3%
sub-neg53.3%
pow153.3%
pow153.3%
pow-prod-up53.3%
metadata-eval53.3%
add-sqr-sqrt25.4%
add-sqr-sqrt11.3%
difference-of-squares11.3%
unpow-prod-down11.3%
Applied egg-rr11.3%
unpow211.3%
unpow211.3%
unswap-sqr11.3%
difference-of-squares11.3%
unpow1/211.3%
unpow1/211.3%
pow-sqr11.4%
metadata-eval11.4%
unpow111.4%
unpow1/211.4%
unpow1/211.4%
pow-sqr11.4%
metadata-eval11.4%
unpow111.4%
difference-of-squares11.4%
unpow1/211.4%
unpow1/211.4%
pow-sqr27.3%
metadata-eval27.3%
unpow127.3%
Simplified53.3%
Taylor expanded in a around inf 52.3%
*-commutative52.3%
associate-*l*52.6%
unpow252.6%
distribute-lft-out56.9%
Simplified56.9%
Taylor expanded in a around 0 13.4%
add-log-exp26.6%
*-un-lft-identity26.6%
log-prod26.6%
metadata-eval26.6%
add-log-exp13.4%
*-commutative13.4%
associate-*l*13.7%
Applied egg-rr13.7%
+-lft-identity13.7%
Simplified13.7%
Final simplification13.7%
(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 2024010
(FPCore (a b)
:name "Difference of squares"
:precision binary64
:herbie-target
(* (+ a b) (- a b))
(- (* a a) (* b b)))