
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (b * b))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(b * b))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (b * b))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (b * b))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (b * b))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(b * b))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (b * b))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (fma t_0 t_0 (- (* 4.0 (* b b)) 1.0))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma(t_0, t_0, ((4.0 * (b * b)) - 1.0));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(t_0, t_0, Float64(Float64(4.0 * Float64(b * b)) - 1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + N[(N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathsf{fma}\left(t\_0, t\_0, 4 \cdot \left(b \cdot b\right) - 1\right)
\end{array}
\end{array}
Initial program 99.9%
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (if (<= a 48.0) (- (fma 4.0 (* b b) (pow b 4.0)) 1.0) (* (fma 2.0 (* b b) (* a a)) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 48.0) {
tmp = fma(4.0, (b * b), pow(b, 4.0)) - 1.0;
} else {
tmp = fma(2.0, (b * b), (a * a)) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 48.0) tmp = Float64(fma(4.0, Float64(b * b), (b ^ 4.0)) - 1.0); else tmp = Float64(fma(2.0, Float64(b * b), Float64(a * a)) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, 48.0], N[(N[(4.0 * N[(b * b), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(2.0 * N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 48:\\
\;\;\;\;\mathsf{fma}\left(4, b \cdot b, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, b \cdot b, a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 48Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites78.8%
if 48 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.8%
Taylor expanded in a around 0
Applied rewrites97.1%
(FPCore (a b) :precision binary64 (if (<= a 48.0) (- (* (fma b b 4.0) (* b b)) 1.0) (* (fma 2.0 (* b b) (* a a)) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 48.0) {
tmp = (fma(b, b, 4.0) * (b * b)) - 1.0;
} else {
tmp = fma(2.0, (b * b), (a * a)) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 48.0) tmp = Float64(Float64(fma(b, b, 4.0) * Float64(b * b)) - 1.0); else tmp = Float64(fma(2.0, Float64(b * b), Float64(a * a)) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, 48.0], N[(N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(2.0 * N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 48:\\
\;\;\;\;\mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(2, b \cdot b, a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 48Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.3%
Taylor expanded in b around 0
Applied rewrites78.8%
if 48 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.8%
Taylor expanded in a around 0
Applied rewrites97.1%
(FPCore (a b) :precision binary64 (if (<= a 1.85e+20) (- (* (fma b b 4.0) (* b b)) 1.0) (pow a 4.0)))
double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = (fma(b, b, 4.0) * (b * b)) - 1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 1.85e+20) tmp = Float64(Float64(fma(b, b, 4.0) * Float64(b * b)) - 1.0); else tmp = a ^ 4.0; end return tmp end
code[a_, b_] := If[LessEqual[a, 1.85e+20], N[(N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.85 \cdot 10^{+20}:\\
\;\;\;\;\mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right) - 1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < 1.85e20Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.1%
Taylor expanded in b around 0
Applied rewrites78.2%
if 1.85e20 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites91.2%
(FPCore (a b) :precision binary64 (if (<= a 1.85e+20) (- (* (fma b b 4.0) (* b b)) 1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = (fma(b, b, 4.0) * (b * b)) - 1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 1.85e+20) tmp = Float64(Float64(fma(b, b, 4.0) * Float64(b * b)) - 1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, 1.85e+20], N[(N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.85 \cdot 10^{+20}:\\
\;\;\;\;\mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 1.85e20Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.1%
Taylor expanded in b around 0
Applied rewrites78.2%
if 1.85e20 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.8%
Taylor expanded in a around 0
Applied rewrites97.9%
Taylor expanded in a around inf
Applied rewrites91.1%
(FPCore (a b) :precision binary64 (if (<= a 1.85e+20) (- (* (* (fma b b 4.0) b) b) 1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 1.85e+20) tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, 1.85e+20], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.85 \cdot 10^{+20}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 1.85e20Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.1%
Taylor expanded in b around 0
Applied rewrites78.2%
Applied rewrites78.2%
if 1.85e20 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.8%
Taylor expanded in a around 0
Applied rewrites97.9%
Taylor expanded in a around inf
Applied rewrites91.1%
(FPCore (a b) :precision binary64 (if (<= a 1.85e+20) (- (* (* b b) (* b b)) 1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = ((b * b) * (b * b)) - 1.0;
} else {
tmp = (a * a) * (a * 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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 1.85d+20) then
tmp = ((b * b) * (b * b)) - 1.0d0
else
tmp = (a * a) * (a * a)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = ((b * b) * (b * b)) - 1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 1.85e+20: tmp = ((b * b) * (b * b)) - 1.0 else: tmp = (a * a) * (a * a) return tmp
function code(a, b) tmp = 0.0 if (a <= 1.85e+20) tmp = Float64(Float64(Float64(b * b) * Float64(b * b)) - 1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 1.85e+20) tmp = ((b * b) * (b * b)) - 1.0; else tmp = (a * a) * (a * a); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 1.85e+20], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.85 \cdot 10^{+20}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 1.85e20Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.1%
Taylor expanded in b around 0
Applied rewrites78.2%
Taylor expanded in b around inf
Applied rewrites77.4%
if 1.85e20 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.8%
Taylor expanded in a around 0
Applied rewrites97.9%
Taylor expanded in a around inf
Applied rewrites91.1%
(FPCore (a b) :precision binary64 (if (<= a 1.85e+20) (- (* (* (* b b) b) b) 1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = (((b * b) * b) * b) - 1.0;
} else {
tmp = (a * a) * (a * 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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= 1.85d+20) then
tmp = (((b * b) * b) * b) - 1.0d0
else
tmp = (a * a) * (a * a)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= 1.85e+20) {
tmp = (((b * b) * b) * b) - 1.0;
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= 1.85e+20: tmp = (((b * b) * b) * b) - 1.0 else: tmp = (a * a) * (a * a) return tmp
function code(a, b) tmp = 0.0 if (a <= 1.85e+20) tmp = Float64(Float64(Float64(Float64(b * b) * b) * b) - 1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= 1.85e+20) tmp = (((b * b) * b) * b) - 1.0; else tmp = (a * a) * (a * a); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, 1.85e+20], N[(N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.85 \cdot 10^{+20}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 1.85e20Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.1%
Taylor expanded in b around 0
Applied rewrites78.2%
Applied rewrites78.2%
Taylor expanded in b around inf
Applied rewrites77.4%
if 1.85e20 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.8%
Taylor expanded in a around 0
Applied rewrites97.9%
Taylor expanded in a around inf
Applied rewrites91.1%
(FPCore (a b) :precision binary64 (if (<= a 6400000000000.0) (fma (* 4.0 b) b -1.0) (* (* a a) (* a a))))
double code(double a, double b) {
double tmp;
if (a <= 6400000000000.0) {
tmp = fma((4.0 * b), b, -1.0);
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 6400000000000.0) tmp = fma(Float64(4.0 * b), b, -1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, 6400000000000.0], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 6400000000000:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < 6.4e12Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites38.1%
Taylor expanded in b around 0
Applied rewrites58.9%
if 6.4e12 < a Initial program 99.9%
Taylor expanded in a around inf
Applied rewrites85.7%
Taylor expanded in a around 0
Applied rewrites97.5%
Taylor expanded in a around inf
Applied rewrites90.2%
(FPCore (a b) :precision binary64 (fma (* 4.0 b) b -1.0))
double code(double a, double b) {
return fma((4.0 * b), b, -1.0);
}
function code(a, b) return fma(Float64(4.0 * b), b, -1.0) end
code[a_, b_] := N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4 \cdot b, b, -1\right)
\end{array}
Initial program 99.9%
Taylor expanded in a around 0
Applied rewrites33.6%
Taylor expanded in b around 0
Applied rewrites51.1%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 99.9%
Taylor expanded in b around 0
Applied rewrites34.8%
Taylor expanded in a around 0
Applied rewrites25.0%
herbie shell --seed 2025121
(FPCore (a b)
:name "Bouland and Aaronson, Equation (26)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (* b b))) 1.0))