
(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 9 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-97)
(/ (- c) b)
(if (<= b 1.95e+104)
(* -0.5 (/ (+ b (sqrt (fma a (* c -4.0) (* b b)))) a))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.6e-97) {
tmp = -c / b;
} else if (b <= 1.95e+104) {
tmp = -0.5 * ((b + sqrt(fma(a, (c * -4.0), (b * b)))) / a);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -2.6e-97) tmp = Float64(Float64(-c) / b); elseif (b <= 1.95e+104) tmp = Float64(-0.5 * Float64(Float64(b + sqrt(fma(a, Float64(c * -4.0), Float64(b * b)))) / a)); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -2.6e-97], N[((-c) / b), $MachinePrecision], If[LessEqual[b, 1.95e+104], N[(-0.5 * N[(N[(b + N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / a), $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^{-97}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \leq 1.95 \cdot 10^{+104}:\\
\;\;\;\;-0.5 \cdot \frac{b + \sqrt{\mathsf{fma}\left(a, c \cdot -4, b \cdot b\right)}}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -2.60000000000000007e-97Initial program 12.5%
sub-neg12.5%
distribute-neg-out12.5%
neg-mul-112.5%
times-frac12.5%
metadata-eval12.5%
sub-neg12.5%
+-commutative12.5%
distribute-rgt-neg-in12.5%
distribute-rgt-neg-out12.5%
*-commutative12.5%
associate-*l*12.5%
fma-def12.5%
distribute-lft-neg-in12.5%
distribute-rgt-neg-in12.5%
metadata-eval12.5%
Simplified12.5%
Taylor expanded in b around -inf 86.4%
mul-1-neg86.4%
Simplified86.4%
if -2.60000000000000007e-97 < b < 1.95000000000000008e104Initial program 84.8%
sub-neg84.8%
distribute-neg-out84.8%
neg-mul-184.8%
times-frac84.8%
metadata-eval84.8%
sub-neg84.8%
+-commutative84.8%
distribute-rgt-neg-in84.8%
distribute-rgt-neg-out84.8%
*-commutative84.8%
associate-*l*84.8%
fma-def84.8%
distribute-lft-neg-in84.8%
distribute-rgt-neg-in84.8%
metadata-eval84.8%
Simplified84.8%
if 1.95000000000000008e104 < b Initial program 46.2%
sub-neg46.2%
distribute-neg-out46.2%
neg-mul-146.2%
times-frac46.2%
metadata-eval46.2%
sub-neg46.2%
+-commutative46.2%
distribute-rgt-neg-in46.2%
distribute-rgt-neg-out46.2%
*-commutative46.2%
associate-*l*46.2%
fma-def46.3%
distribute-lft-neg-in46.3%
distribute-rgt-neg-in46.3%
metadata-eval46.3%
Simplified46.3%
Taylor expanded in b around inf 97.7%
+-commutative97.7%
mul-1-neg97.7%
unsub-neg97.7%
Simplified97.7%
Final simplification87.4%
(FPCore (a b c)
:precision binary64
(if (<= b -6.4e-99)
(/ (- c) b)
(if (<= b 3.6e+104)
(/ (- (- 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 <= -6.4e-99) {
tmp = -c / b;
} else if (b <= 3.6e+104) {
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 <= (-6.4d-99)) then
tmp = -c / b
else if (b <= 3.6d+104) 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 <= -6.4e-99) {
tmp = -c / b;
} else if (b <= 3.6e+104) {
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 <= -6.4e-99: tmp = -c / b elif b <= 3.6e+104: 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 <= -6.4e-99) tmp = Float64(Float64(-c) / b); elseif (b <= 3.6e+104) 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 <= -6.4e-99) tmp = -c / b; elseif (b <= 3.6e+104) 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, -6.4e-99], N[((-c) / b), $MachinePrecision], If[LessEqual[b, 3.6e+104], 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 -6.4 \cdot 10^{-99}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \leq 3.6 \cdot 10^{+104}:\\
\;\;\;\;\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 < -6.4000000000000001e-99Initial program 12.5%
sub-neg12.5%
distribute-neg-out12.5%
neg-mul-112.5%
times-frac12.5%
metadata-eval12.5%
sub-neg12.5%
+-commutative12.5%
distribute-rgt-neg-in12.5%
distribute-rgt-neg-out12.5%
*-commutative12.5%
associate-*l*12.5%
fma-def12.5%
distribute-lft-neg-in12.5%
distribute-rgt-neg-in12.5%
metadata-eval12.5%
Simplified12.5%
Taylor expanded in b around -inf 86.4%
mul-1-neg86.4%
Simplified86.4%
if -6.4000000000000001e-99 < b < 3.60000000000000001e104Initial program 84.8%
if 3.60000000000000001e104 < b Initial program 46.2%
sub-neg46.2%
distribute-neg-out46.2%
neg-mul-146.2%
times-frac46.2%
metadata-eval46.2%
sub-neg46.2%
+-commutative46.2%
distribute-rgt-neg-in46.2%
distribute-rgt-neg-out46.2%
*-commutative46.2%
associate-*l*46.2%
fma-def46.3%
distribute-lft-neg-in46.3%
distribute-rgt-neg-in46.3%
metadata-eval46.3%
Simplified46.3%
Taylor expanded in b around inf 97.7%
+-commutative97.7%
mul-1-neg97.7%
unsub-neg97.7%
Simplified97.7%
Final simplification87.4%
(FPCore (a b c)
:precision binary64
(if (<= b -6e-97)
(/ (- c) b)
(if (or (<= b 4.2e-104) (and (not (<= b 2.25e-63)) (<= b 2.3e-25)))
(* (- b (sqrt (* a (* c -4.0)))) (/ 0.5 a))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -6e-97) {
tmp = -c / b;
} else if ((b <= 4.2e-104) || (!(b <= 2.25e-63) && (b <= 2.3e-25))) {
tmp = (b - sqrt((a * (c * -4.0)))) * (0.5 / a);
} 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 <= (-6d-97)) then
tmp = -c / b
else if ((b <= 4.2d-104) .or. (.not. (b <= 2.25d-63)) .and. (b <= 2.3d-25)) then
tmp = (b - sqrt((a * (c * (-4.0d0))))) * (0.5d0 / a)
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 <= -6e-97) {
tmp = -c / b;
} else if ((b <= 4.2e-104) || (!(b <= 2.25e-63) && (b <= 2.3e-25))) {
tmp = (b - Math.sqrt((a * (c * -4.0)))) * (0.5 / a);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -6e-97: tmp = -c / b elif (b <= 4.2e-104) or (not (b <= 2.25e-63) and (b <= 2.3e-25)): tmp = (b - math.sqrt((a * (c * -4.0)))) * (0.5 / a) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -6e-97) tmp = Float64(Float64(-c) / b); elseif ((b <= 4.2e-104) || (!(b <= 2.25e-63) && (b <= 2.3e-25))) tmp = Float64(Float64(b - sqrt(Float64(a * Float64(c * -4.0)))) * Float64(0.5 / a)); 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 <= -6e-97) tmp = -c / b; elseif ((b <= 4.2e-104) || (~((b <= 2.25e-63)) && (b <= 2.3e-25))) tmp = (b - sqrt((a * (c * -4.0)))) * (0.5 / a); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -6e-97], N[((-c) / b), $MachinePrecision], If[Or[LessEqual[b, 4.2e-104], And[N[Not[LessEqual[b, 2.25e-63]], $MachinePrecision], LessEqual[b, 2.3e-25]]], N[(N[(b - N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -6 \cdot 10^{-97}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \leq 4.2 \cdot 10^{-104} \lor \neg \left(b \leq 2.25 \cdot 10^{-63}\right) \land b \leq 2.3 \cdot 10^{-25}:\\
\;\;\;\;\left(b - \sqrt{a \cdot \left(c \cdot -4\right)}\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -6.00000000000000048e-97Initial program 12.5%
sub-neg12.5%
distribute-neg-out12.5%
neg-mul-112.5%
times-frac12.5%
metadata-eval12.5%
sub-neg12.5%
+-commutative12.5%
distribute-rgt-neg-in12.5%
distribute-rgt-neg-out12.5%
*-commutative12.5%
associate-*l*12.5%
fma-def12.5%
distribute-lft-neg-in12.5%
distribute-rgt-neg-in12.5%
metadata-eval12.5%
Simplified12.5%
Taylor expanded in b around -inf 86.4%
mul-1-neg86.4%
Simplified86.4%
if -6.00000000000000048e-97 < b < 4.19999999999999997e-104 or 2.25e-63 < b < 2.2999999999999999e-25Initial program 77.2%
Taylor expanded in b around 0 75.8%
*-commutative75.8%
associate-*r*75.8%
Simplified75.8%
div-inv75.7%
add-sqr-sqrt31.4%
sqrt-unprod74.7%
sqr-neg74.7%
sqrt-prod43.4%
add-sqr-sqrt74.7%
associate-/r*74.7%
metadata-eval74.7%
Applied egg-rr74.7%
if 4.19999999999999997e-104 < b < 2.25e-63 or 2.2999999999999999e-25 < b Initial program 73.9%
sub-neg73.9%
distribute-neg-out73.9%
neg-mul-173.9%
times-frac73.9%
metadata-eval73.9%
sub-neg73.9%
+-commutative73.9%
distribute-rgt-neg-in73.9%
distribute-rgt-neg-out73.9%
*-commutative73.9%
associate-*l*73.9%
fma-def74.0%
distribute-lft-neg-in74.0%
distribute-rgt-neg-in74.0%
metadata-eval74.0%
Simplified74.0%
Taylor expanded in b around inf 85.3%
+-commutative85.3%
mul-1-neg85.3%
unsub-neg85.3%
Simplified85.3%
Final simplification82.7%
(FPCore (a b c)
:precision binary64
(if (<= b -2.3e-97)
(/ (- c) b)
(if (or (<= b 4.8e-102) (and (not (<= b 4.8e-60)) (<= b 2.3e-25)))
(/ (- b (sqrt (* a (* c -4.0)))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -2.3e-97) {
tmp = -c / b;
} else if ((b <= 4.8e-102) || (!(b <= 4.8e-60) && (b <= 2.3e-25))) {
tmp = (b - sqrt((a * (c * -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 <= (-2.3d-97)) then
tmp = -c / b
else if ((b <= 4.8d-102) .or. (.not. (b <= 4.8d-60)) .and. (b <= 2.3d-25)) then
tmp = (b - sqrt((a * (c * (-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 <= -2.3e-97) {
tmp = -c / b;
} else if ((b <= 4.8e-102) || (!(b <= 4.8e-60) && (b <= 2.3e-25))) {
tmp = (b - Math.sqrt((a * (c * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -2.3e-97: tmp = -c / b elif (b <= 4.8e-102) or (not (b <= 4.8e-60) and (b <= 2.3e-25)): tmp = (b - math.sqrt((a * (c * -4.0)))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -2.3e-97) tmp = Float64(Float64(-c) / b); elseif ((b <= 4.8e-102) || (!(b <= 4.8e-60) && (b <= 2.3e-25))) tmp = Float64(Float64(b - sqrt(Float64(a * Float64(c * -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 <= -2.3e-97) tmp = -c / b; elseif ((b <= 4.8e-102) || (~((b <= 4.8e-60)) && (b <= 2.3e-25))) tmp = (b - sqrt((a * (c * -4.0)))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -2.3e-97], N[((-c) / b), $MachinePrecision], If[Or[LessEqual[b, 4.8e-102], And[N[Not[LessEqual[b, 4.8e-60]], $MachinePrecision], LessEqual[b, 2.3e-25]]], N[(N[(b - N[Sqrt[N[(a * N[(c * -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 -2.3 \cdot 10^{-97}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \leq 4.8 \cdot 10^{-102} \lor \neg \left(b \leq 4.8 \cdot 10^{-60}\right) \land b \leq 2.3 \cdot 10^{-25}:\\
\;\;\;\;\frac{b - \sqrt{a \cdot \left(c \cdot -4\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -2.29999999999999994e-97Initial program 12.5%
sub-neg12.5%
distribute-neg-out12.5%
neg-mul-112.5%
times-frac12.5%
metadata-eval12.5%
sub-neg12.5%
+-commutative12.5%
distribute-rgt-neg-in12.5%
distribute-rgt-neg-out12.5%
*-commutative12.5%
associate-*l*12.5%
fma-def12.5%
distribute-lft-neg-in12.5%
distribute-rgt-neg-in12.5%
metadata-eval12.5%
Simplified12.5%
Taylor expanded in b around -inf 86.4%
mul-1-neg86.4%
Simplified86.4%
if -2.29999999999999994e-97 < b < 4.8e-102 or 4.80000000000000019e-60 < b < 2.2999999999999999e-25Initial program 77.2%
Taylor expanded in b around 0 75.8%
*-commutative75.8%
associate-*r*75.8%
Simplified75.8%
add-cube-cbrt74.5%
*-un-lft-identity74.5%
times-frac74.6%
pow274.6%
add-sqr-sqrt31.0%
sqrt-unprod74.1%
sqr-neg74.1%
sqrt-prod43.6%
add-sqr-sqrt74.6%
Applied egg-rr73.6%
/-rgt-identity73.6%
associate-*r/73.5%
unpow273.5%
rem-3cbrt-lft74.8%
Simplified74.8%
if 4.8e-102 < b < 4.80000000000000019e-60 or 2.2999999999999999e-25 < b Initial program 73.9%
sub-neg73.9%
distribute-neg-out73.9%
neg-mul-173.9%
times-frac73.9%
metadata-eval73.9%
sub-neg73.9%
+-commutative73.9%
distribute-rgt-neg-in73.9%
distribute-rgt-neg-out73.9%
*-commutative73.9%
associate-*l*73.9%
fma-def74.0%
distribute-lft-neg-in74.0%
distribute-rgt-neg-in74.0%
metadata-eval74.0%
Simplified74.0%
Taylor expanded in b around inf 85.3%
+-commutative85.3%
mul-1-neg85.3%
unsub-neg85.3%
Simplified85.3%
Final simplification82.8%
(FPCore (a b c)
:precision binary64
(if (<= b -6.8e-97)
(/ (- c) b)
(if (<= b 6.7e-23)
(/ (- (- b) (sqrt (* a (* c -4.0)))) (* a 2.0))
(- (/ c b) (/ b a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -6.8e-97) {
tmp = -c / b;
} else if (b <= 6.7e-23) {
tmp = (-b - sqrt((a * (c * -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 <= (-6.8d-97)) then
tmp = -c / b
else if (b <= 6.7d-23) then
tmp = (-b - sqrt((a * (c * (-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 <= -6.8e-97) {
tmp = -c / b;
} else if (b <= 6.7e-23) {
tmp = (-b - Math.sqrt((a * (c * -4.0)))) / (a * 2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -6.8e-97: tmp = -c / b elif b <= 6.7e-23: tmp = (-b - math.sqrt((a * (c * -4.0)))) / (a * 2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b <= -6.8e-97) tmp = Float64(Float64(-c) / b); elseif (b <= 6.7e-23) tmp = Float64(Float64(Float64(-b) - sqrt(Float64(a * Float64(c * -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 <= -6.8e-97) tmp = -c / b; elseif (b <= 6.7e-23) tmp = (-b - sqrt((a * (c * -4.0)))) / (a * 2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -6.8e-97], N[((-c) / b), $MachinePrecision], If[LessEqual[b, 6.7e-23], N[(N[((-b) - N[Sqrt[N[(a * N[(c * -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 -6.8 \cdot 10^{-97}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{elif}\;b \leq 6.7 \cdot 10^{-23}:\\
\;\;\;\;\frac{\left(-b\right) - \sqrt{a \cdot \left(c \cdot -4\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
if b < -6.7999999999999998e-97Initial program 12.5%
sub-neg12.5%
distribute-neg-out12.5%
neg-mul-112.5%
times-frac12.5%
metadata-eval12.5%
sub-neg12.5%
+-commutative12.5%
distribute-rgt-neg-in12.5%
distribute-rgt-neg-out12.5%
*-commutative12.5%
associate-*l*12.5%
fma-def12.5%
distribute-lft-neg-in12.5%
distribute-rgt-neg-in12.5%
metadata-eval12.5%
Simplified12.5%
Taylor expanded in b around -inf 86.4%
mul-1-neg86.4%
Simplified86.4%
if -6.7999999999999998e-97 < b < 6.69999999999999969e-23Initial program 78.6%
Taylor expanded in b around 0 69.4%
*-commutative69.4%
associate-*r*69.4%
Simplified69.4%
if 6.69999999999999969e-23 < b Initial program 71.9%
sub-neg71.9%
distribute-neg-out71.9%
neg-mul-171.9%
times-frac71.9%
metadata-eval71.9%
sub-neg71.9%
+-commutative71.9%
distribute-rgt-neg-in71.9%
distribute-rgt-neg-out71.9%
*-commutative71.9%
associate-*l*71.9%
fma-def71.9%
distribute-lft-neg-in71.9%
distribute-rgt-neg-in71.9%
metadata-eval71.9%
Simplified71.9%
Taylor expanded in b around inf 89.8%
+-commutative89.8%
mul-1-neg89.8%
unsub-neg89.8%
Simplified89.8%
Final simplification81.8%
(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(Float64(-c) / 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 27.7%
sub-neg27.7%
distribute-neg-out27.7%
neg-mul-127.7%
times-frac27.7%
metadata-eval27.7%
sub-neg27.7%
+-commutative27.7%
distribute-rgt-neg-in27.7%
distribute-rgt-neg-out27.7%
*-commutative27.7%
associate-*l*27.7%
fma-def27.7%
distribute-lft-neg-in27.7%
distribute-rgt-neg-in27.7%
metadata-eval27.7%
Simplified27.7%
Taylor expanded in b around -inf 69.2%
mul-1-neg69.2%
Simplified69.2%
if -4.999999999999985e-310 < b Initial program 76.6%
sub-neg76.6%
distribute-neg-out76.6%
neg-mul-176.6%
times-frac76.6%
metadata-eval76.6%
sub-neg76.6%
+-commutative76.6%
distribute-rgt-neg-in76.6%
distribute-rgt-neg-out76.6%
*-commutative76.6%
associate-*l*76.6%
fma-def76.7%
distribute-lft-neg-in76.7%
distribute-rgt-neg-in76.7%
metadata-eval76.7%
Simplified76.7%
Taylor expanded in b around inf 64.3%
+-commutative64.3%
mul-1-neg64.3%
unsub-neg64.3%
Simplified64.3%
Final simplification66.6%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (/ (- c) b) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
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 <= (-5d-310)) 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 <= -5e-310) {
tmp = -c / b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-310: tmp = -c / b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) 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 <= -5e-310) tmp = -c / b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 27.7%
sub-neg27.7%
distribute-neg-out27.7%
neg-mul-127.7%
times-frac27.7%
metadata-eval27.7%
sub-neg27.7%
+-commutative27.7%
distribute-rgt-neg-in27.7%
distribute-rgt-neg-out27.7%
*-commutative27.7%
associate-*l*27.7%
fma-def27.7%
distribute-lft-neg-in27.7%
distribute-rgt-neg-in27.7%
metadata-eval27.7%
Simplified27.7%
Taylor expanded in b around -inf 69.2%
mul-1-neg69.2%
Simplified69.2%
if -4.999999999999985e-310 < b Initial program 76.6%
sub-neg76.6%
distribute-neg-out76.6%
neg-mul-176.6%
times-frac76.6%
metadata-eval76.6%
sub-neg76.6%
+-commutative76.6%
distribute-rgt-neg-in76.6%
distribute-rgt-neg-out76.6%
*-commutative76.6%
associate-*l*76.6%
fma-def76.7%
distribute-lft-neg-in76.7%
distribute-rgt-neg-in76.7%
metadata-eval76.7%
Simplified76.7%
Taylor expanded in b around inf 64.2%
associate-*r/64.2%
mul-1-neg64.2%
Simplified64.2%
Final simplification66.6%
(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(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 53.5%
sub-neg53.5%
distribute-neg-out53.5%
neg-mul-153.5%
times-frac53.5%
metadata-eval53.5%
sub-neg53.5%
+-commutative53.5%
distribute-rgt-neg-in53.5%
distribute-rgt-neg-out53.5%
*-commutative53.5%
associate-*l*53.5%
fma-def53.5%
distribute-lft-neg-in53.5%
distribute-rgt-neg-in53.5%
metadata-eval53.5%
Simplified53.5%
Taylor expanded in b around -inf 33.9%
mul-1-neg33.9%
Simplified33.9%
Final simplification33.9%
(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 / 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 53.5%
Taylor expanded in b around -inf 27.1%
associate-/l*30.1%
Simplified30.1%
add-cube-cbrt29.8%
pow329.9%
frac-2neg29.9%
distribute-frac-neg29.9%
distribute-neg-frac29.9%
add-sqr-sqrt28.6%
sqrt-unprod23.1%
sqr-neg23.1%
sqrt-prod2.0%
add-sqr-sqrt13.1%
distribute-rgt-neg-in13.1%
distribute-lft-neg-in13.1%
metadata-eval13.1%
associate-/r/13.1%
Applied egg-rr13.1%
Taylor expanded in a around 0 13.0%
Final simplification13.0%
(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 2023338
(FPCore (a b c)
:name "quadm (p42, negative)"
:precision binary64
:herbie-expected 10
:herbie-target
(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)))