
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 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 * (((a * a) * (1.0d0 + a)) + ((b * b) * (1.0d0 - (3.0d0 * a)))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 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[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 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 * (((a * a) * (1.0d0 + a)) + ((b * b) * (1.0d0 - (3.0d0 * a)))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 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[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
(FPCore (a b)
:precision binary64
(let* ((t_0
(-
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a))))))
1.0)))
(if (<= t_0 INFINITY)
t_0
(fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)))))
double code(double a, double b) {
double t_0 = (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0;
} else {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) tmp = 0.0 if (t_0 <= Inf) tmp = t_0; else tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[t$95$0, Infinity], t$95$0, N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\end{array}
\end{array}
if (-.f64 (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (+.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (-.f64 #s(literal 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) #s(literal 1 binary64)) < +inf.0Initial program 99.8%
if +inf.0 < (-.f64 (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (+.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (-.f64 #s(literal 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) #s(literal 1 binary64)) Initial program 0.0%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f640.0
Applied rewrites0.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= a -1.5e+47) (fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)) (- (+ (pow (fma b b (* a a)) 2.0) (* 4.0 (* (fma a a a) a))) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= -1.5e+47) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = (pow(fma(b, b, (a * a)), 2.0) + (4.0 * (fma(a, a, a) * a))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.5e+47) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(Float64((fma(b, b, Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(fma(a, a, a) * a))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.5e+47], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[Power[N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.5 \cdot 10^{+47}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\left({\left(\mathsf{fma}\left(b, b, a \cdot a\right)\right)}^{2} + 4 \cdot \left(\mathsf{fma}\left(a, a, a\right) \cdot a\right)\right) - 1\\
\end{array}
\end{array}
if a < -1.5000000000000001e47Initial program 24.1%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6424.1
Applied rewrites24.1%
Taylor expanded in a around 0
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites100.0%
if -1.5000000000000001e47 < a Initial program 91.3%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt-inN/A
lft-mult-inverseN/A
*-lft-identityN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6499.6
Applied rewrites99.6%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.6
Applied rewrites99.6%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)))
(if (<= a -380.0)
(fma (* b b) 4.0 t_0)
(if (<= a 4.3e-7)
(-
(fma
(* b b)
(fma b b (fma -12.0 a 4.0))
(* (* (fma 4.0 a (fma (* b b) 2.0 4.0)) a) a))
1.0)
(fma (* (fma a a a) a) 4.0 t_0)))))
double code(double a, double b) {
double t_0 = ((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0;
double tmp;
if (a <= -380.0) {
tmp = fma((b * b), 4.0, t_0);
} else if (a <= 4.3e-7) {
tmp = fma((b * b), fma(b, b, fma(-12.0, a, 4.0)), ((fma(4.0, a, fma((b * b), 2.0, 4.0)) * a) * a)) - 1.0;
} else {
tmp = fma((fma(a, a, a) * a), 4.0, t_0);
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0) tmp = 0.0 if (a <= -380.0) tmp = fma(Float64(b * b), 4.0, t_0); elseif (a <= 4.3e-7) tmp = Float64(fma(Float64(b * b), fma(b, b, fma(-12.0, a, 4.0)), Float64(Float64(fma(4.0, a, fma(Float64(b * b), 2.0, 4.0)) * a) * a)) - 1.0); else tmp = fma(Float64(fma(a, a, a) * a), 4.0, t_0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -380.0], N[(N[(b * b), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision], If[LessEqual[a, 4.3e-7], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(4.0 * a + N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\\
\mathbf{if}\;a \leq -380:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, t\_0\right)\\
\mathbf{elif}\;a \leq 4.3 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right), \left(\mathsf{fma}\left(4, a, \mathsf{fma}\left(b \cdot b, 2, 4\right)\right) \cdot a\right) \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a, a\right) \cdot a, 4, t\_0\right)\\
\end{array}
\end{array}
if a < -380Initial program 34.2%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6432.9
Applied rewrites32.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.0
Applied rewrites97.0%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.0%
if -380 < a < 4.3000000000000001e-7Initial program 99.8%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites99.8%
if 4.3000000000000001e-7 < a Initial program 72.9%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6472.9
Applied rewrites72.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.4
Applied rewrites97.4%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.4%
Taylor expanded in a around inf
distribute-rgt-inN/A
*-lft-identityN/A
cube-multN/A
unpow2N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
unpow2N/A
lft-mult-inverseN/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6499.9
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)))
(if (<= a -400.0)
(fma (* b b) 4.0 t_0)
(if (<= a 4.3e-7)
(-
(fma
(* b b)
(fma b b (fma -12.0 a 4.0))
(* (* (fma (* b b) 2.0 4.0) a) a))
1.0)
(fma (* (fma a a a) a) 4.0 t_0)))))
double code(double a, double b) {
double t_0 = ((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0;
double tmp;
if (a <= -400.0) {
tmp = fma((b * b), 4.0, t_0);
} else if (a <= 4.3e-7) {
tmp = fma((b * b), fma(b, b, fma(-12.0, a, 4.0)), ((fma((b * b), 2.0, 4.0) * a) * a)) - 1.0;
} else {
tmp = fma((fma(a, a, a) * a), 4.0, t_0);
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0) tmp = 0.0 if (a <= -400.0) tmp = fma(Float64(b * b), 4.0, t_0); elseif (a <= 4.3e-7) tmp = Float64(fma(Float64(b * b), fma(b, b, fma(-12.0, a, 4.0)), Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a)) - 1.0); else tmp = fma(Float64(fma(a, a, a) * a), 4.0, t_0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -400.0], N[(N[(b * b), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision], If[LessEqual[a, 4.3e-7], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\\
\mathbf{if}\;a \leq -400:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, t\_0\right)\\
\mathbf{elif}\;a \leq 4.3 \cdot 10^{-7}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right), \left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a, a\right) \cdot a, 4, t\_0\right)\\
\end{array}
\end{array}
if a < -400Initial program 34.2%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6432.9
Applied rewrites32.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.0
Applied rewrites97.0%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.0%
if -400 < a < 4.3000000000000001e-7Initial program 99.8%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites99.4%
if 4.3000000000000001e-7 < a Initial program 72.9%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6472.9
Applied rewrites72.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.4
Applied rewrites97.4%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.4%
Taylor expanded in a around inf
distribute-rgt-inN/A
*-lft-identityN/A
cube-multN/A
unpow2N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
unpow2N/A
lft-mult-inverseN/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6499.9
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)))
(if (<= a -0.00014)
(fma (* b b) 4.0 t_0)
(if (<= a 3.5e-7)
(- (* (* (fma b b 4.0) b) b) 1.0)
(fma (* (fma a a a) a) 4.0 t_0)))))
double code(double a, double b) {
double t_0 = ((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0;
double tmp;
if (a <= -0.00014) {
tmp = fma((b * b), 4.0, t_0);
} else if (a <= 3.5e-7) {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
} else {
tmp = fma((fma(a, a, a) * a), 4.0, t_0);
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0) tmp = 0.0 if (a <= -0.00014) tmp = fma(Float64(b * b), 4.0, t_0); elseif (a <= 3.5e-7) tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); else tmp = fma(Float64(fma(a, a, a) * a), 4.0, t_0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -0.00014], N[(N[(b * b), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision], If[LessEqual[a, 3.5e-7], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\\
\mathbf{if}\;a \leq -0.00014:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, t\_0\right)\\
\mathbf{elif}\;a \leq 3.5 \cdot 10^{-7}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a, a\right) \cdot a, 4, t\_0\right)\\
\end{array}
\end{array}
if a < -1.3999999999999999e-4Initial program 36.1%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6434.8
Applied rewrites34.8%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6495.7
Applied rewrites95.7%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites95.7%
if -1.3999999999999999e-4 < a < 3.49999999999999984e-7Initial program 99.8%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6499.8
Applied rewrites99.8%
Applied rewrites99.7%
Applied rewrites99.7%
if 3.49999999999999984e-7 < a Initial program 72.9%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6472.9
Applied rewrites72.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.4
Applied rewrites97.4%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.4%
Taylor expanded in a around inf
distribute-rgt-inN/A
*-lft-identityN/A
cube-multN/A
unpow2N/A
cube-multN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-outN/A
unpow2N/A
lft-mult-inverseN/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6499.9
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (if (or (<= a -0.00014) (not (<= a 4.3e-7))) (fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -0.00014) || !(a <= 4.3e-7)) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -0.00014) || !(a <= 4.3e-7)) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -0.00014], N[Not[LessEqual[a, 4.3e-7]], $MachinePrecision]], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.00014 \lor \neg \left(a \leq 4.3 \cdot 10^{-7}\right):\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -1.3999999999999999e-4 or 4.3000000000000001e-7 < a Initial program 53.7%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6453.0
Applied rewrites53.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6496.5
Applied rewrites96.5%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites96.5%
if -1.3999999999999999e-4 < a < 4.3000000000000001e-7Initial program 99.8%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6499.8
Applied rewrites99.8%
Applied rewrites99.7%
Applied rewrites99.7%
Final simplification98.1%
(FPCore (a b) :precision binary64 (if (or (<= a -7.2e+32) (not (<= a 22500.0))) (* (* a a) (* a a)) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -7.2e+32) || !(a <= 22500.0)) {
tmp = (a * a) * (a * a);
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -7.2e+32) || !(a <= 22500.0)) tmp = Float64(Float64(a * a) * Float64(a * a)); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -7.2e+32], N[Not[LessEqual[a, 22500.0]], $MachinePrecision]], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7.2 \cdot 10^{+32} \lor \neg \left(a \leq 22500\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -7.1999999999999994e32 or 22500 < a Initial program 49.5%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites68.4%
Taylor expanded in a around inf
lower-pow.f6494.7
Applied rewrites94.7%
Applied rewrites94.6%
if -7.1999999999999994e32 < a < 22500Initial program 99.8%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6496.3
Applied rewrites96.3%
Applied rewrites96.2%
Applied rewrites96.3%
Final simplification95.5%
(FPCore (a b) :precision binary64 (if (or (<= a -7.2e+32) (not (<= a 22500.0))) (* (* a a) (* a a)) (- (* (* b b) (fma b b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -7.2e+32) || !(a <= 22500.0)) {
tmp = (a * a) * (a * a);
} else {
tmp = ((b * b) * fma(b, b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -7.2e+32) || !(a <= 22500.0)) tmp = Float64(Float64(a * a) * Float64(a * a)); else tmp = Float64(Float64(Float64(b * b) * fma(b, b, 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -7.2e+32], N[Not[LessEqual[a, 22500.0]], $MachinePrecision]], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7.2 \cdot 10^{+32} \lor \neg \left(a \leq 22500\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, 4\right) - 1\\
\end{array}
\end{array}
if a < -7.1999999999999994e32 or 22500 < a Initial program 49.5%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites68.4%
Taylor expanded in a around inf
lower-pow.f6494.7
Applied rewrites94.7%
Applied rewrites94.6%
if -7.1999999999999994e32 < a < 22500Initial program 99.8%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6496.3
Applied rewrites96.3%
Applied rewrites96.2%
Final simplification95.4%
(FPCore (a b) :precision binary64 (if (or (<= a -1.38e+32) (not (<= a 21500.0))) (* (* a a) (* a a)) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1.38e+32) || !(a <= 21500.0)) {
tmp = (a * a) * (a * a);
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((a <= (-1.38d+32)) .or. (.not. (a <= 21500.0d0))) then
tmp = (a * a) * (a * a)
else
tmp = ((b * b) * 4.0d0) - 1.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((a <= -1.38e+32) || !(a <= 21500.0)) {
tmp = (a * a) * (a * a);
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (a <= -1.38e+32) or not (a <= 21500.0): tmp = (a * a) * (a * a) else: tmp = ((b * b) * 4.0) - 1.0 return tmp
function code(a, b) tmp = 0.0 if ((a <= -1.38e+32) || !(a <= 21500.0)) tmp = Float64(Float64(a * a) * Float64(a * a)); else tmp = Float64(Float64(Float64(b * b) * 4.0) - 1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((a <= -1.38e+32) || ~((a <= 21500.0))) tmp = (a * a) * (a * a); else tmp = ((b * b) * 4.0) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[Or[LessEqual[a, -1.38e+32], N[Not[LessEqual[a, 21500.0]], $MachinePrecision]], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.38 \cdot 10^{+32} \lor \neg \left(a \leq 21500\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4 - 1\\
\end{array}
\end{array}
if a < -1.38e32 or 21500 < a Initial program 49.5%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites68.4%
Taylor expanded in a around inf
lower-pow.f6494.7
Applied rewrites94.7%
Applied rewrites94.6%
if -1.38e32 < a < 21500Initial program 99.8%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6496.3
Applied rewrites96.3%
Taylor expanded in b around 0
Applied rewrites72.2%
Final simplification82.8%
(FPCore (a b) :precision binary64 (if (<= b 6.6e+134) (- (* (* a a) 4.0) 1.0) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 6.6e+134) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
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)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (b <= 6.6d+134) then
tmp = ((a * a) * 4.0d0) - 1.0d0
else
tmp = ((b * b) * 4.0d0) - 1.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (b <= 6.6e+134) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if b <= 6.6e+134: tmp = ((a * a) * 4.0) - 1.0 else: tmp = ((b * b) * 4.0) - 1.0 return tmp
function code(a, b) tmp = 0.0 if (b <= 6.6e+134) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(Float64(b * b) * 4.0) - 1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (b <= 6.6e+134) tmp = ((a * a) * 4.0) - 1.0; else tmp = ((b * b) * 4.0) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[b, 6.6e+134], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 6.6 \cdot 10^{+134}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4 - 1\\
\end{array}
\end{array}
if b < 6.6e134Initial program 77.2%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites80.8%
Taylor expanded in b around 0
Applied rewrites54.7%
if 6.6e134 < b Initial program 68.6%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites92.4%
(FPCore (a b) :precision binary64 (- (* (* b b) 4.0) 1.0))
double code(double a, double b) {
return ((b * b) * 4.0) - 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 = ((b * b) * 4.0d0) - 1.0d0
end function
public static double code(double a, double b) {
return ((b * b) * 4.0) - 1.0;
}
def code(a, b): return ((b * b) * 4.0) - 1.0
function code(a, b) return Float64(Float64(Float64(b * b) * 4.0) - 1.0) end
function tmp = code(a, b) tmp = ((b * b) * 4.0) - 1.0; end
code[a_, b_] := N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(b \cdot b\right) \cdot 4 - 1
\end{array}
Initial program 76.0%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6465.5
Applied rewrites65.5%
Taylor expanded in b around 0
Applied rewrites48.3%
herbie shell --seed 2024363
(FPCore (a b)
:name "Bouland and Aaronson, Equation (25)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))