
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (+ (- b) t_0) (* 2.0 a)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (2.0d0 * c) / (-b - t_0)
else
tmp = (-b + t_0) / (2.0d0 * a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (2.0 * c) / (-b - t_0) else: tmp = (-b + t_0) / (2.0 * a) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (2.0 * c) / (-b - t_0); else tmp = (-b + t_0) / (2.0 * a); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (- (* b b) (* (* 4.0 a) c))))) (if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (+ (- b) t_0) (* 2.0 a)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = sqrt(((b * b) - ((4.0d0 * a) * c)))
if (b >= 0.0d0) then
tmp = (2.0d0 * c) / (-b - t_0)
else
tmp = (-b + t_0) / (2.0d0 * a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((4.0 * a) * c)));
double tmp;
if (b >= 0.0) {
tmp = (2.0 * c) / (-b - t_0);
} else {
tmp = (-b + t_0) / (2.0 * a);
}
return tmp;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((4.0 * a) * c))) tmp = 0 if b >= 0.0: tmp = (2.0 * c) / (-b - t_0) else: tmp = (-b + t_0) / (2.0 * a) return tmp
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp = Float64(Float64(Float64(-b) + t_0) / Float64(2.0 * a)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = sqrt(((b * b) - ((4.0 * a) * c))); tmp = 0.0; if (b >= 0.0) tmp = (2.0 * c) / (-b - t_0); else tmp = (-b + t_0) / (2.0 * a); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t\_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_0}{2 \cdot a}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* 2.0 (- c))) (t_1 (sqrt (- (* b b) (* (* 4.0 a) c)))))
(if (<= b -2.9e+118)
(if (>= b 0.0) (/ t_0 (+ b (sqrt (* b b)))) (/ (fma a (/ c b) (- b)) a))
(if (<= b 1e+132)
(if (>= b 0.0) (/ t_0 (+ b t_1)) (/ (+ (- b) t_1) (* 2.0 a)))
(if (>= b 0.0) (/ (- c) b) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = 2.0 * -c;
double t_1 = sqrt(((b * b) - ((4.0 * a) * c)));
double tmp_1;
if (b <= -2.9e+118) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_0 / (b + sqrt((b * b)));
} else {
tmp_2 = fma(a, (c / b), -b) / a;
}
tmp_1 = tmp_2;
} else if (b <= 1e+132) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = t_0 / (b + t_1);
} else {
tmp_3 = (-b + t_1) / (2.0 * a);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -c / b;
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(2.0 * Float64(-c)) t_1 = sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c))) tmp_1 = 0.0 if (b <= -2.9e+118) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(t_0 / Float64(b + sqrt(Float64(b * b)))); else tmp_2 = Float64(fma(a, Float64(c / b), Float64(-b)) / a); end tmp_1 = tmp_2; elseif (b <= 1e+132) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(t_0 / Float64(b + t_1)); else tmp_3 = Float64(Float64(Float64(-b) + t_1) / Float64(2.0 * a)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(-c) / b); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(2.0 * (-c)), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -2.9e+118], If[GreaterEqual[b, 0.0], N[(t$95$0 / N[(b + N[Sqrt[N[(b * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision] / a), $MachinePrecision]], If[LessEqual[b, 1e+132], If[GreaterEqual[b, 0.0], N[(t$95$0 / N[(b + t$95$1), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + t$95$1), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 2 \cdot \left(-c\right)\\
t_1 := \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}\\
\mathbf{if}\;b \leq -2.9 \cdot 10^{+118}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_0}{b + \sqrt{b \cdot b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+132}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_0}{b + t\_1}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + t\_1}{2 \cdot a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.90000000000000016e118Initial program 47.2%
Taylor expanded in b around -inf
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites94.1%
if -2.90000000000000016e118 < b < 9.99999999999999991e131Initial program 87.8%
if 9.99999999999999991e131 < b Initial program 57.3%
Taylor expanded in b around -inf
Applied rewrites57.3%
Taylor expanded in a around 0
Applied rewrites95.4%
Final simplification90.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* -4.0 a) c (* b b)))))
(if (<= b -2.9e+118)
(if (>= b 0.0)
(/ (* 2.0 (- c)) (+ b (sqrt (* b b))))
(/ (fma a (/ c b) (- b)) a))
(if (<= b 1e+132)
(if (>= b 0.0) (/ (* -2.0 c) (+ t_0 b)) (* (/ (- t_0 b) a) 0.5))
(if (>= b 0.0) (/ (- c) b) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((-4.0 * a), c, (b * b)));
double tmp_1;
if (b <= -2.9e+118) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * -c) / (b + sqrt((b * b)));
} else {
tmp_2 = fma(a, (c / b), -b) / a;
}
tmp_1 = tmp_2;
} else if (b <= 1e+132) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-2.0 * c) / (t_0 + b);
} else {
tmp_3 = ((t_0 - b) / a) * 0.5;
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -c / b;
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) tmp_1 = 0.0 if (b <= -2.9e+118) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + sqrt(Float64(b * b)))); else tmp_2 = Float64(fma(a, Float64(c / b), Float64(-b)) / a); end tmp_1 = tmp_2; elseif (b <= 1e+132) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(-2.0 * c) / Float64(t_0 + b)); else tmp_3 = Float64(Float64(Float64(t_0 - b) / a) * 0.5); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(-c) / b); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -2.9e+118], If[GreaterEqual[b, 0.0], N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision] / a), $MachinePrecision]], If[LessEqual[b, 1e+132], If[GreaterEqual[b, 0.0], N[(N[(-2.0 * c), $MachinePrecision] / N[(t$95$0 + b), $MachinePrecision]), $MachinePrecision], N[(N[(N[(t$95$0 - b), $MachinePrecision] / a), $MachinePrecision] * 0.5), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\\
\mathbf{if}\;b \leq -2.9 \cdot 10^{+118}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(-c\right)}{b + \sqrt{b \cdot b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 10^{+132}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-2 \cdot c}{t\_0 + b}\\
\mathbf{else}:\\
\;\;\;\;\frac{t\_0 - b}{a} \cdot 0.5\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.90000000000000016e118Initial program 47.2%
Taylor expanded in b around -inf
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites94.1%
if -2.90000000000000016e118 < b < 9.99999999999999991e131Initial program 87.8%
Taylor expanded in a around 0
Applied rewrites87.8%
if 9.99999999999999991e131 < b Initial program 57.3%
Taylor expanded in b around -inf
Applied rewrites57.3%
Taylor expanded in a around 0
Applied rewrites95.4%
Final simplification90.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* -4.0 a) c (* b b)))))
(if (<= b -2.9e+118)
(if (>= b 0.0)
(/ (* 2.0 (- c)) (+ b (sqrt (* b b))))
(/ (fma a (/ c b) (- b)) a))
(if (<= b 6.1e+131)
(if (>= b 0.0) (* c (/ -2.0 (+ t_0 b))) (* (/ (- t_0 b) a) 0.5))
(if (>= b 0.0) (/ (- c) b) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((-4.0 * a), c, (b * b)));
double tmp_1;
if (b <= -2.9e+118) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * -c) / (b + sqrt((b * b)));
} else {
tmp_2 = fma(a, (c / b), -b) / a;
}
tmp_1 = tmp_2;
} else if (b <= 6.1e+131) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = c * (-2.0 / (t_0 + b));
} else {
tmp_3 = ((t_0 - b) / a) * 0.5;
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -c / b;
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) tmp_1 = 0.0 if (b <= -2.9e+118) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + sqrt(Float64(b * b)))); else tmp_2 = Float64(fma(a, Float64(c / b), Float64(-b)) / a); end tmp_1 = tmp_2; elseif (b <= 6.1e+131) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(c * Float64(-2.0 / Float64(t_0 + b))); else tmp_3 = Float64(Float64(Float64(t_0 - b) / a) * 0.5); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(-c) / b); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -2.9e+118], If[GreaterEqual[b, 0.0], N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision] / a), $MachinePrecision]], If[LessEqual[b, 6.1e+131], If[GreaterEqual[b, 0.0], N[(c * N[(-2.0 / N[(t$95$0 + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(t$95$0 - b), $MachinePrecision] / a), $MachinePrecision] * 0.5), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)}\\
\mathbf{if}\;b \leq -2.9 \cdot 10^{+118}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(-c\right)}{b + \sqrt{b \cdot b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 6.1 \cdot 10^{+131}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{-2}{t\_0 + b}\\
\mathbf{else}:\\
\;\;\;\;\frac{t\_0 - b}{a} \cdot 0.5\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.90000000000000016e118Initial program 47.2%
Taylor expanded in b around -inf
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites94.1%
if -2.90000000000000016e118 < b < 6.0999999999999999e131Initial program 87.8%
Taylor expanded in a around 0
Applied rewrites87.8%
Applied rewrites87.6%
if 6.0999999999999999e131 < b Initial program 57.3%
Taylor expanded in b around -inf
Applied rewrites57.3%
Taylor expanded in a around 0
Applied rewrites95.4%
Final simplification90.0%
(FPCore (a b c)
:precision binary64
(if (<= b -2.9e+118)
(if (>= b 0.0)
(/ (* 2.0 (- c)) (+ b (sqrt (* b b))))
(/ (fma a (/ c b) (- b)) a))
(if (<= b 1.1e-53)
(* (/ (- (sqrt (fma (* -4.0 a) c (* b b))) b) a) 0.5)
(if (>= b 0.0)
(/ (* 2.0 c) (- (- b) (fma (* a (/ c b)) -2.0 b)))
(/ (+ (- b) (sqrt (* (* -4.0 a) c))) (* 2.0 a))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -2.9e+118) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * -c) / (b + sqrt((b * b)));
} else {
tmp_2 = fma(a, (c / b), -b) / a;
}
tmp_1 = tmp_2;
} else if (b <= 1.1e-53) {
tmp_1 = ((sqrt(fma((-4.0 * a), c, (b * b))) - b) / a) * 0.5;
} else if (b >= 0.0) {
tmp_1 = (2.0 * c) / (-b - fma((a * (c / b)), -2.0, b));
} else {
tmp_1 = (-b + sqrt(((-4.0 * a) * c))) / (2.0 * a);
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -2.9e+118) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + sqrt(Float64(b * b)))); else tmp_2 = Float64(fma(a, Float64(c / b), Float64(-b)) / a); end tmp_1 = tmp_2; elseif (b <= 1.1e-53) tmp_1 = Float64(Float64(Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) - b) / a) * 0.5); elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * c) / Float64(Float64(-b) - fma(Float64(a * Float64(c / b)), -2.0, b))); else tmp_1 = Float64(Float64(Float64(-b) + sqrt(Float64(Float64(-4.0 * a) * c))) / Float64(2.0 * a)); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -2.9e+118], If[GreaterEqual[b, 0.0], N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision] / a), $MachinePrecision]], If[LessEqual[b, 1.1e-53], N[(N[(N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] * 0.5), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] * -2.0 + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[((-b) + N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.9 \cdot 10^{+118}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(-c\right)}{b + \sqrt{b \cdot b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.1 \cdot 10^{-53}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)} - b}{a} \cdot 0.5\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - \mathsf{fma}\left(a \cdot \frac{c}{b}, -2, b\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) + \sqrt{\left(-4 \cdot a\right) \cdot c}}{2 \cdot a}\\
\end{array}
\end{array}
if b < -2.90000000000000016e118Initial program 47.2%
Taylor expanded in b around -inf
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites94.1%
if -2.90000000000000016e118 < b < 1.10000000000000009e-53Initial program 85.2%
Taylor expanded in b around -inf
Applied rewrites52.2%
Taylor expanded in a around inf
Applied rewrites49.0%
lift-/.f64N/A
lift--.f64N/A
flip--N/A
associate-/r/N/A
lower-*.f64N/A
Applied rewrites48.4%
Taylor expanded in a around 0
Applied rewrites81.3%
if 1.10000000000000009e-53 < b Initial program 78.2%
Taylor expanded in a around 0
Applied rewrites90.6%
Taylor expanded in a around inf
Applied rewrites90.6%
Final simplification87.1%
(FPCore (a b c)
:precision binary64
(if (<= b -2.9e+118)
(if (>= b 0.0)
(/ (* 2.0 (- c)) (+ b (sqrt (* b b))))
(/ (fma a (/ c b) (- b)) a))
(if (<= b 1.1e-53)
(* (/ (- (sqrt (fma (* -4.0 a) c (* b b))) b) a) 0.5)
(if (>= b 0.0) (/ (* 2.0 c) (* 2.0 (- (* a (/ c b)) b))) (/ (- b) a)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -2.9e+118) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * -c) / (b + sqrt((b * b)));
} else {
tmp_2 = fma(a, (c / b), -b) / a;
}
tmp_1 = tmp_2;
} else if (b <= 1.1e-53) {
tmp_1 = ((sqrt(fma((-4.0 * a), c, (b * b))) - b) / a) * 0.5;
} else if (b >= 0.0) {
tmp_1 = (2.0 * c) / (2.0 * ((a * (c / b)) - b));
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -2.9e+118) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + sqrt(Float64(b * b)))); else tmp_2 = Float64(fma(a, Float64(c / b), Float64(-b)) / a); end tmp_1 = tmp_2; elseif (b <= 1.1e-53) tmp_1 = Float64(Float64(Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) - b) / a) * 0.5); elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * c) / Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b))); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -2.9e+118], If[GreaterEqual[b, 0.0], N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision] / a), $MachinePrecision]], If[LessEqual[b, 1.1e-53], N[(N[(N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] * 0.5), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.9 \cdot 10^{+118}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(-c\right)}{b + \sqrt{b \cdot b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.1 \cdot 10^{-53}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)} - b}{a} \cdot 0.5\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.90000000000000016e118Initial program 47.2%
Taylor expanded in b around -inf
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites94.1%
if -2.90000000000000016e118 < b < 1.10000000000000009e-53Initial program 85.2%
Taylor expanded in b around -inf
Applied rewrites52.2%
Taylor expanded in a around inf
Applied rewrites49.0%
lift-/.f64N/A
lift--.f64N/A
flip--N/A
associate-/r/N/A
lower-*.f64N/A
Applied rewrites48.4%
Taylor expanded in a around 0
Applied rewrites81.3%
if 1.10000000000000009e-53 < b Initial program 78.2%
Taylor expanded in b around -inf
Applied rewrites78.2%
Taylor expanded in a around inf
Applied rewrites27.7%
Taylor expanded in a around 0
Applied rewrites90.6%
Final simplification87.1%
(FPCore (a b c)
:precision binary64
(if (<= b -2.9e+118)
(if (>= b 0.0)
(/ (* 2.0 (- c)) (+ b (sqrt (* b b))))
(/ (fma a (/ c b) (- b)) a))
(if (<= b 1.1e-53)
(* (/ (- (sqrt (fma (* -4.0 a) c (* b b))) b) a) 0.5)
(if (>= b 0.0) (/ (- c) b) (/ (- b) a)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -2.9e+118) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (2.0 * -c) / (b + sqrt((b * b)));
} else {
tmp_2 = fma(a, (c / b), -b) / a;
}
tmp_1 = tmp_2;
} else if (b <= 1.1e-53) {
tmp_1 = ((sqrt(fma((-4.0 * a), c, (b * b))) - b) / a) * 0.5;
} else if (b >= 0.0) {
tmp_1 = -c / b;
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -2.9e+118) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(2.0 * Float64(-c)) / Float64(b + sqrt(Float64(b * b)))); else tmp_2 = Float64(fma(a, Float64(c / b), Float64(-b)) / a); end tmp_1 = tmp_2; elseif (b <= 1.1e-53) tmp_1 = Float64(Float64(Float64(sqrt(fma(Float64(-4.0 * a), c, Float64(b * b))) - b) / a) * 0.5); elseif (b >= 0.0) tmp_1 = Float64(Float64(-c) / b); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -2.9e+118], If[GreaterEqual[b, 0.0], N[(N[(2.0 * (-c)), $MachinePrecision] / N[(b + N[Sqrt[N[(b * b), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(c / b), $MachinePrecision] + (-b)), $MachinePrecision] / a), $MachinePrecision]], If[LessEqual[b, 1.1e-53], N[(N[(N[(N[Sqrt[N[(N[(-4.0 * a), $MachinePrecision] * c + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision] * 0.5), $MachinePrecision], If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -2.9 \cdot 10^{+118}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(-c\right)}{b + \sqrt{b \cdot b}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\mathsf{fma}\left(a, \frac{c}{b}, -b\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.1 \cdot 10^{-53}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(-4 \cdot a, c, b \cdot b\right)} - b}{a} \cdot 0.5\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.90000000000000016e118Initial program 47.2%
Taylor expanded in b around -inf
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites93.8%
Taylor expanded in a around 0
Applied rewrites94.1%
if -2.90000000000000016e118 < b < 1.10000000000000009e-53Initial program 85.2%
Taylor expanded in b around -inf
Applied rewrites52.2%
Taylor expanded in a around inf
Applied rewrites49.0%
lift-/.f64N/A
lift--.f64N/A
flip--N/A
associate-/r/N/A
lower-*.f64N/A
Applied rewrites48.4%
Taylor expanded in a around 0
Applied rewrites81.3%
if 1.10000000000000009e-53 < b Initial program 78.2%
Taylor expanded in b around -inf
Applied rewrites78.2%
Taylor expanded in a around 0
Applied rewrites90.4%
Final simplification87.0%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (- c) b) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -c / b;
} else {
tmp = -b / a;
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) 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 >= 0.0) {
tmp = -c / b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -c / b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-c) / b); else tmp = Float64(Float64(-b) / a); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = -c / b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
Initial program 75.6%
Taylor expanded in b around -inf
Applied rewrites69.6%
Taylor expanded in a around 0
Applied rewrites67.0%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- b) a))) (if (>= b 0.0) t_0 t_0)))
double code(double a, double b, double c) {
double t_0 = -b / a;
double tmp;
if (b >= 0.0) {
tmp = t_0;
} else {
tmp = t_0;
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = -b / a
if (b >= 0.0d0) then
tmp = t_0
else
tmp = t_0
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = -b / a;
double tmp;
if (b >= 0.0) {
tmp = t_0;
} else {
tmp = t_0;
}
return tmp;
}
def code(a, b, c): t_0 = -b / a tmp = 0 if b >= 0.0: tmp = t_0 else: tmp = t_0 return tmp
function code(a, b, c) t_0 = Float64(Float64(-b) / a) tmp = 0.0 if (b >= 0.0) tmp = t_0; else tmp = t_0; end return tmp end
function tmp_2 = code(a, b, c) t_0 = -b / a; tmp = 0.0; if (b >= 0.0) tmp = t_0; else tmp = t_0; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[((-b) / a), $MachinePrecision]}, If[GreaterEqual[b, 0.0], t$95$0, t$95$0]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{-b}{a}\\
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
Initial program 75.6%
Taylor expanded in b around -inf
Applied rewrites69.6%
Taylor expanded in b around -inf
Applied rewrites31.2%
herbie shell --seed 2025026
(FPCore (a b c)
:name "jeff quadratic root 2"
:precision binary64
(if (>= b 0.0) (/ (* 2.0 c) (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c))))) (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a))))