
(FPCore (a b c) :precision binary64 (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b - sqrt(((b * b) - (4.0d0 * (a * c))))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b - Math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
def code(a, b, c): return (-b - math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b - sqrt(((b * b) - (4.0d0 * (a * c))))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b - Math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
def code(a, b, c): return (-b - math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b - sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(if (<= b -2.6e-31)
(/ c (- b))
(if (<= b 5e+124)
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* c a))))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.6e-31) {
tmp = c / -b;
} else if (b <= 5e+124) {
tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-2.6d-31)) then
tmp = c / -b
else if (b <= 5d+124) then
tmp = (-b - sqrt(((b * b) - (4.0d0 * (c * a))))) / (a * 2.0d0)
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -2.6e-31) {
tmp = c / -b;
} else if (b <= 5e+124) {
tmp = (-b - Math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2.6e-31: tmp = c / -b elif b <= 5e+124: tmp = (-b - math.sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2.6e-31) tmp = Float64(c / Float64(-b)); elseif (b <= 5e+124) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a))))) / Float64(a * 2.0)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -2.6e-31) tmp = c / -b; elseif (b <= 5e+124) tmp = (-b - sqrt(((b * b) - (4.0 * (c * a))))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2.6e-31], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 5e+124], N[(N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.6 \cdot 10^{-31}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 5 \cdot 10^{+124}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -2.59999999999999995e-31Initial program 15.9%
div-sub14.7%
sub-neg14.7%
neg-mul-114.7%
*-commutative14.7%
associate-/l*13.4%
distribute-neg-frac13.4%
neg-mul-113.4%
*-commutative13.4%
associate-/l*14.7%
distribute-rgt-out15.9%
associate-/r*15.9%
metadata-eval15.9%
sub-neg15.9%
+-commutative15.9%
Simplified15.9%
Taylor expanded in b around -inf 89.2%
mul-1-neg89.2%
distribute-neg-frac289.2%
Simplified89.2%
if -2.59999999999999995e-31 < b < 4.9999999999999996e124Initial program 86.3%
if 4.9999999999999996e124 < b Initial program 37.1%
div-sub37.1%
sub-neg37.1%
neg-mul-137.1%
*-commutative37.1%
associate-/l*37.1%
distribute-neg-frac37.1%
neg-mul-137.1%
*-commutative37.1%
associate-/l*37.1%
distribute-rgt-out37.1%
associate-/r*37.1%
metadata-eval37.1%
sub-neg37.1%
+-commutative37.1%
Simplified37.3%
Taylor expanded in c around 0 96.3%
+-commutative96.3%
mul-1-neg96.3%
unsub-neg96.3%
Simplified96.3%
Final simplification89.2%
(FPCore (a b c)
:precision binary64
(if (<= b -1.6e-32)
(/ c (- b))
(if (<= b 5.6e-104)
(/ (- (- b) (sqrt (* c (* a -4.0)))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.6e-32) {
tmp = c / -b;
} else if (b <= 5.6e-104) {
tmp = (-b - sqrt((c * (a * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-1.6d-32)) then
tmp = c / -b
else if (b <= 5.6d-104) then
tmp = (-b - sqrt((c * (a * (-4.0d0))))) / (a * 2.0d0)
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -1.6e-32) {
tmp = c / -b;
} else if (b <= 5.6e-104) {
tmp = (-b - Math.sqrt((c * (a * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -1.6e-32: tmp = c / -b elif b <= 5.6e-104: tmp = (-b - math.sqrt((c * (a * -4.0)))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -1.6e-32) tmp = Float64(c / Float64(-b)); elseif (b <= 5.6e-104) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(c * Float64(a * -4.0)))) / Float64(a * 2.0)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -1.6e-32) tmp = c / -b; elseif (b <= 5.6e-104) tmp = (-b - sqrt((c * (a * -4.0)))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -1.6e-32], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 5.6e-104], N[(N[((-b) - N[Sqrt[N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.6 \cdot 10^{-32}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 5.6 \cdot 10^{-104}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{c \cdot \left(a \cdot -4\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -1.6000000000000001e-32Initial program 15.9%
div-sub14.7%
sub-neg14.7%
neg-mul-114.7%
*-commutative14.7%
associate-/l*13.4%
distribute-neg-frac13.4%
neg-mul-113.4%
*-commutative13.4%
associate-/l*14.7%
distribute-rgt-out15.9%
associate-/r*15.9%
metadata-eval15.9%
sub-neg15.9%
+-commutative15.9%
Simplified15.9%
Taylor expanded in b around -inf 89.2%
mul-1-neg89.2%
distribute-neg-frac289.2%
Simplified89.2%
if -1.6000000000000001e-32 < b < 5.6e-104Initial program 77.4%
*-commutative77.4%
*-commutative77.4%
sqr-neg77.4%
*-commutative77.4%
sqr-neg77.4%
*-commutative77.4%
associate-*r*77.4%
Simplified77.4%
Taylor expanded in b around 0 73.7%
associate-*r*73.7%
*-commutative73.7%
Simplified73.7%
if 5.6e-104 < b Initial program 68.2%
div-sub68.1%
sub-neg68.1%
neg-mul-168.1%
*-commutative68.1%
associate-/l*68.1%
distribute-neg-frac68.1%
neg-mul-168.1%
*-commutative68.1%
associate-/l*68.0%
distribute-rgt-out68.0%
associate-/r*68.0%
metadata-eval68.0%
sub-neg68.0%
+-commutative68.0%
Simplified68.2%
Taylor expanded in c around 0 86.9%
+-commutative86.9%
mul-1-neg86.9%
unsub-neg86.9%
Simplified86.9%
Final simplification84.1%
(FPCore (a b c)
:precision binary64
(if (<= b -3.8e-34)
(/ c (- b))
(if (<= b 4.7e-104)
(/ (- b (sqrt (* c (* a -4.0)))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -3.8e-34) {
tmp = c / -b;
} else if (b <= 4.7e-104) {
tmp = (b - sqrt((c * (a * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-3.8d-34)) then
tmp = c / -b
else if (b <= 4.7d-104) then
tmp = (b - sqrt((c * (a * (-4.0d0))))) / (a * 2.0d0)
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -3.8e-34) {
tmp = c / -b;
} else if (b <= 4.7e-104) {
tmp = (b - Math.sqrt((c * (a * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -3.8e-34: tmp = c / -b elif b <= 4.7e-104: tmp = (b - math.sqrt((c * (a * -4.0)))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -3.8e-34) tmp = Float64(c / Float64(-b)); elseif (b <= 4.7e-104) tmp = Float64(Float64(b - sqrt(Float64(c * Float64(a * -4.0)))) / Float64(a * 2.0)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -3.8e-34) tmp = c / -b; elseif (b <= 4.7e-104) tmp = (b - sqrt((c * (a * -4.0)))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -3.8e-34], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 4.7e-104], N[(N[(b - N[Sqrt[N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -3.8 \cdot 10^{-34}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 4.7 \cdot 10^{-104}:\\
\;\;\;\;\frac{b - \sqrt{c \cdot \left(a \cdot -4\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -3.8000000000000001e-34Initial program 15.9%
div-sub14.7%
sub-neg14.7%
neg-mul-114.7%
*-commutative14.7%
associate-/l*13.4%
distribute-neg-frac13.4%
neg-mul-113.4%
*-commutative13.4%
associate-/l*14.7%
distribute-rgt-out15.9%
associate-/r*15.9%
metadata-eval15.9%
sub-neg15.9%
+-commutative15.9%
Simplified15.9%
Taylor expanded in b around -inf 89.2%
mul-1-neg89.2%
distribute-neg-frac289.2%
Simplified89.2%
if -3.8000000000000001e-34 < b < 4.7e-104Initial program 77.4%
*-commutative77.4%
*-commutative77.4%
sqr-neg77.4%
*-commutative77.4%
sqr-neg77.4%
*-commutative77.4%
associate-*r*77.4%
Simplified77.4%
Taylor expanded in b around 0 73.7%
associate-*r*73.7%
*-commutative73.7%
Simplified73.7%
div-sub73.7%
sub-neg73.7%
add-sqr-sqrt42.7%
sqrt-unprod71.9%
sqr-neg71.9%
sqrt-prod29.1%
add-sqr-sqrt71.8%
associate-*l*71.8%
*-commutative71.8%
Applied egg-rr71.8%
sub-neg71.8%
div-sub71.8%
associate-*r*71.8%
*-commutative71.8%
associate-*r*71.8%
*-commutative71.8%
Simplified71.8%
if 4.7e-104 < b Initial program 68.2%
div-sub68.1%
sub-neg68.1%
neg-mul-168.1%
*-commutative68.1%
associate-/l*68.1%
distribute-neg-frac68.1%
neg-mul-168.1%
*-commutative68.1%
associate-/l*68.0%
distribute-rgt-out68.0%
associate-/r*68.0%
metadata-eval68.0%
sub-neg68.0%
+-commutative68.0%
Simplified68.2%
Taylor expanded in c around 0 86.9%
+-commutative86.9%
mul-1-neg86.9%
unsub-neg86.9%
Simplified86.9%
Final simplification83.6%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (/ c (- b)) (- (/ c b) (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = c / -b;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-5d-310)) then
tmp = c / -b
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = c / -b;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-310: tmp = c / -b else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = Float64(c / Float64(-b)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5e-310) tmp = c / -b; else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[(c / (-b)), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 34.8%
div-sub34.0%
sub-neg34.0%
neg-mul-134.0%
*-commutative34.0%
associate-/l*33.1%
distribute-neg-frac33.1%
neg-mul-133.1%
*-commutative33.1%
associate-/l*33.9%
distribute-rgt-out34.7%
associate-/r*34.7%
metadata-eval34.7%
sub-neg34.7%
+-commutative34.7%
Simplified34.8%
Taylor expanded in b around -inf 66.1%
mul-1-neg66.1%
distribute-neg-frac266.1%
Simplified66.1%
if -4.999999999999985e-310 < b Initial program 70.0%
div-sub69.9%
sub-neg69.9%
neg-mul-169.9%
*-commutative69.9%
associate-/l*69.9%
distribute-neg-frac69.9%
neg-mul-169.9%
*-commutative69.9%
associate-/l*69.8%
distribute-rgt-out69.8%
associate-/r*69.8%
metadata-eval69.8%
sub-neg69.8%
+-commutative69.8%
Simplified69.9%
Taylor expanded in c around 0 72.1%
+-commutative72.1%
mul-1-neg72.1%
unsub-neg72.1%
Simplified72.1%
Final simplification69.2%
(FPCore (a b c) :precision binary64 (if (<= b -4.5e-245) (/ c (- b)) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b <= -4.5e-245) {
tmp = c / -b;
} else {
tmp = -b / a;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b <= (-4.5d-245)) then
tmp = c / -b
else
tmp = -b / a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= -4.5e-245) {
tmp = c / -b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -4.5e-245: tmp = c / -b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -4.5e-245) tmp = Float64(c / Float64(-b)); else tmp = Float64(Float64(-b) / a); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -4.5e-245) tmp = c / -b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -4.5e-245], N[(c / (-b)), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -4.5 \cdot 10^{-245}:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -4.49999999999999969e-245Initial program 31.0%
div-sub30.1%
sub-neg30.1%
neg-mul-130.1%
*-commutative30.1%
associate-/l*29.2%
distribute-neg-frac29.2%
neg-mul-129.2%
*-commutative29.2%
associate-/l*30.1%
distribute-rgt-out31.0%
associate-/r*31.0%
metadata-eval31.0%
sub-neg31.0%
+-commutative31.0%
Simplified31.0%
Taylor expanded in b around -inf 72.2%
mul-1-neg72.2%
distribute-neg-frac272.2%
Simplified72.2%
if -4.49999999999999969e-245 < b Initial program 70.2%
div-sub70.2%
sub-neg70.2%
neg-mul-170.2%
*-commutative70.2%
associate-/l*70.1%
distribute-neg-frac70.1%
neg-mul-170.1%
*-commutative70.1%
associate-/l*70.0%
distribute-rgt-out70.1%
associate-/r*70.1%
metadata-eval70.1%
sub-neg70.1%
+-commutative70.1%
Simplified70.1%
Taylor expanded in a around 0 66.3%
associate-*r/66.3%
mul-1-neg66.3%
Simplified66.3%
Final simplification68.9%
(FPCore (a b c) :precision binary64 (/ c (- b)))
double code(double a, double b, double c) {
return c / -b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c / -b
end function
public static double code(double a, double b, double c) {
return c / -b;
}
def code(a, b, c): return c / -b
function code(a, b, c) return Float64(c / Float64(-b)) end
function tmp = code(a, b, c) tmp = c / -b; end
code[a_, b_, c_] := N[(c / (-b)), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{-b}
\end{array}
Initial program 53.1%
div-sub52.6%
sub-neg52.6%
neg-mul-152.6%
*-commutative52.6%
associate-/l*52.2%
distribute-neg-frac52.2%
neg-mul-152.2%
*-commutative52.2%
associate-/l*52.6%
distribute-rgt-out53.0%
associate-/r*53.0%
metadata-eval53.0%
sub-neg53.0%
+-commutative53.0%
Simplified53.0%
Taylor expanded in b around -inf 33.1%
mul-1-neg33.1%
distribute-neg-frac233.1%
Simplified33.1%
Final simplification33.1%
(FPCore (a b c) :precision binary64 (/ b a))
double code(double a, double b, double c) {
return b / a;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = b / a
end function
public static double code(double a, double b, double c) {
return b / a;
}
def code(a, b, c): return b / a
function code(a, b, c) return Float64(b / a) end
function tmp = code(a, b, c) tmp = b / a; end
code[a_, b_, c_] := N[(b / a), $MachinePrecision]
\begin{array}{l}
\\
\frac{b}{a}
\end{array}
Initial program 53.1%
div-sub52.6%
sub-neg52.6%
neg-mul-152.6%
*-commutative52.6%
associate-/l*52.2%
distribute-neg-frac52.2%
neg-mul-152.2%
*-commutative52.2%
associate-/l*52.6%
distribute-rgt-out53.0%
associate-/r*53.0%
metadata-eval53.0%
sub-neg53.0%
+-commutative53.0%
Simplified53.0%
Applied egg-rr32.1%
Taylor expanded in b around -inf 2.5%
Final simplification2.5%
(FPCore (a b c) :precision binary64 (/ c b))
double code(double a, double b, double c) {
return c / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c / b
end function
public static double code(double a, double b, double c) {
return c / b;
}
def code(a, b, c): return c / b
function code(a, b, c) return Float64(c / b) end
function tmp = code(a, b, c) tmp = c / b; end
code[a_, b_, c_] := N[(c / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{b}
\end{array}
Initial program 53.1%
div-sub52.6%
sub-neg52.6%
neg-mul-152.6%
*-commutative52.6%
associate-/l*52.2%
distribute-neg-frac52.2%
neg-mul-152.2%
*-commutative52.2%
associate-/l*52.6%
distribute-rgt-out53.0%
associate-/r*53.0%
metadata-eval53.0%
sub-neg53.0%
+-commutative53.0%
Simplified53.0%
Taylor expanded in a around 0 36.9%
Taylor expanded in b around 0 12.6%
Final simplification12.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fabs (/ b 2.0)))
(t_1 (* (sqrt (fabs a)) (sqrt (fabs c))))
(t_2
(if (== (copysign a c) a)
(* (sqrt (- t_0 t_1)) (sqrt (+ t_0 t_1)))
(hypot (/ b 2.0) t_1))))
(if (< b 0.0) (/ c (- t_2 (/ b 2.0))) (/ (+ (/ b 2.0) t_2) (- a)))))
double code(double a, double b, double c) {
double t_0 = fabs((b / 2.0));
double t_1 = sqrt(fabs(a)) * sqrt(fabs(c));
double tmp;
if (copysign(a, c) == a) {
tmp = sqrt((t_0 - t_1)) * sqrt((t_0 + t_1));
} else {
tmp = hypot((b / 2.0), t_1);
}
double t_2 = tmp;
double tmp_1;
if (b < 0.0) {
tmp_1 = c / (t_2 - (b / 2.0));
} else {
tmp_1 = ((b / 2.0) + t_2) / -a;
}
return tmp_1;
}
public static double code(double a, double b, double c) {
double t_0 = Math.abs((b / 2.0));
double t_1 = Math.sqrt(Math.abs(a)) * Math.sqrt(Math.abs(c));
double tmp;
if (Math.copySign(a, c) == a) {
tmp = Math.sqrt((t_0 - t_1)) * Math.sqrt((t_0 + t_1));
} else {
tmp = Math.hypot((b / 2.0), t_1);
}
double t_2 = tmp;
double tmp_1;
if (b < 0.0) {
tmp_1 = c / (t_2 - (b / 2.0));
} else {
tmp_1 = ((b / 2.0) + t_2) / -a;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.fabs((b / 2.0)) t_1 = math.sqrt(math.fabs(a)) * math.sqrt(math.fabs(c)) tmp = 0 if math.copysign(a, c) == a: tmp = math.sqrt((t_0 - t_1)) * math.sqrt((t_0 + t_1)) else: tmp = math.hypot((b / 2.0), t_1) t_2 = tmp tmp_1 = 0 if b < 0.0: tmp_1 = c / (t_2 - (b / 2.0)) else: tmp_1 = ((b / 2.0) + t_2) / -a return tmp_1
function code(a, b, c) t_0 = abs(Float64(b / 2.0)) t_1 = Float64(sqrt(abs(a)) * sqrt(abs(c))) tmp = 0.0 if (copysign(a, c) == a) tmp = Float64(sqrt(Float64(t_0 - t_1)) * sqrt(Float64(t_0 + t_1))); else tmp = hypot(Float64(b / 2.0), t_1); end t_2 = tmp tmp_1 = 0.0 if (b < 0.0) tmp_1 = Float64(c / Float64(t_2 - Float64(b / 2.0))); else tmp_1 = Float64(Float64(Float64(b / 2.0) + t_2) / Float64(-a)); end return tmp_1 end
function tmp_3 = code(a, b, c) t_0 = abs((b / 2.0)); t_1 = sqrt(abs(a)) * sqrt(abs(c)); tmp = 0.0; if ((sign(c) * abs(a)) == a) tmp = sqrt((t_0 - t_1)) * sqrt((t_0 + t_1)); else tmp = hypot((b / 2.0), t_1); end t_2 = tmp; tmp_2 = 0.0; if (b < 0.0) tmp_2 = c / (t_2 - (b / 2.0)); else tmp_2 = ((b / 2.0) + t_2) / -a; end tmp_3 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Abs[N[(b / 2.0), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[Sqrt[N[Abs[a], $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[Abs[c], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = If[Equal[N[With[{TMP1 = Abs[a], TMP2 = Sign[c]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], a], N[(N[Sqrt[N[(t$95$0 - t$95$1), $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[(t$95$0 + t$95$1), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[Sqrt[N[(b / 2.0), $MachinePrecision] ^ 2 + t$95$1 ^ 2], $MachinePrecision]]}, If[Less[b, 0.0], N[(c / N[(t$95$2 - N[(b / 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b / 2.0), $MachinePrecision] + t$95$2), $MachinePrecision] / (-a)), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\frac{b}{2}\right|\\
t_1 := \sqrt{\left|a\right|} \cdot \sqrt{\left|c\right|}\\
t_2 := \begin{array}{l}
\mathbf{if}\;\mathsf{copysign}\left(a, c\right) = a:\\
\;\;\;\;\sqrt{t\_0 - t\_1} \cdot \sqrt{t\_0 + t\_1}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{hypot}\left(\frac{b}{2}, t\_1\right)\\
\end{array}\\
\mathbf{if}\;b < 0:\\
\;\;\;\;\frac{c}{t\_2 - \frac{b}{2}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{b}{2} + t\_2}{-a}\\
\end{array}
\end{array}
herbie shell --seed 2024075
(FPCore (a b c)
:name "quadm (p42, negative)"
:precision binary64
:herbie-expected 10
:alt
(if (< b 0.0) (/ c (- (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c))))) (sqrt (+ (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (hypot (/ b 2.0) (* (sqrt (fabs a)) (sqrt (fabs c))))) (/ b 2.0))) (/ (+ (/ b 2.0) (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c))))) (sqrt (+ (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (hypot (/ b 2.0) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (- a)))
(/ (- (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))