
(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 9 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 99.9%
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 (<= b 1.75e-12)
(- (pow a 4.0) 1.0)
(-
(fma (* b b) (fma b b (fma -12.0 a 4.0)) (* (* (fma (* b b) 2.0 4.0) a) a))
1.0)))
double code(double a, double b) {
double tmp;
if (b <= 1.75e-12) {
tmp = pow(a, 4.0) - 1.0;
} else {
tmp = fma((b * b), fma(b, b, fma(-12.0, a, 4.0)), ((fma((b * b), 2.0, 4.0) * a) * a)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 1.75e-12) tmp = Float64((a ^ 4.0) - 1.0); else 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); end return tmp end
code[a_, b_] := If[LessEqual[b, 1.75e-12], N[(N[Power[a, 4.0], $MachinePrecision] - 1.0), $MachinePrecision], 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]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.75 \cdot 10^{-12}:\\
\;\;\;\;{a}^{4} - 1\\
\mathbf{else}:\\
\;\;\;\;\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\\
\end{array}
\end{array}
if b < 1.75e-12Initial program 75.8%
Taylor expanded in a around inf
lower-pow.f6478.7
Applied rewrites78.7%
if 1.75e-12 < b Initial program 67.5%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites95.6%
(FPCore (a b)
:precision binary64
(if (<= b 1.75e-12)
(fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0))
(-
(fma (* b b) (fma b b (fma -12.0 a 4.0)) (* (* (fma (* b b) 2.0 4.0) a) a))
1.0)))
double code(double a, double b) {
double tmp;
if (b <= 1.75e-12) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = fma((b * b), fma(b, b, fma(-12.0, a, 4.0)), ((fma((b * b), 2.0, 4.0) * a) * a)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 1.75e-12) 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(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); end return tmp end
code[a_, b_] := If[LessEqual[b, 1.75e-12], 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[(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]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.75 \cdot 10^{-12}:\\
\;\;\;\;\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}:\\
\;\;\;\;\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\\
\end{array}
\end{array}
if b < 1.75e-12Initial program 75.8%
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-*.f6465.8
Applied rewrites65.8%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6489.6
Applied rewrites89.6%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites89.6%
if 1.75e-12 < b Initial program 67.5%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites95.6%
(FPCore (a b) :precision binary64 (if (or (<= a -3e+32) (not (<= a 6e+30))) (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 <= -3e+32) || !(a <= 6e+30)) {
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 <= -3e+32) || !(a <= 6e+30)) 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, -3e+32], N[Not[LessEqual[a, 6e+30]], $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 -3 \cdot 10^{+32} \lor \neg \left(a \leq 6 \cdot 10^{+30}\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 < -3e32 or 5.99999999999999956e30 < a Initial program 42.4%
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-*.f6441.6
Applied rewrites41.6%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.2
Applied rewrites99.2%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites99.2%
if -3e32 < a < 5.99999999999999956e30Initial program 98.5%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.4
Applied rewrites99.4%
Taylor expanded in a around 0
Applied rewrites99.4%
Applied rewrites99.5%
Final simplification99.4%
(FPCore (a b) :precision binary64 (if (or (<= a -4.6e+58) (not (<= a 2.3e+37))) (- (* (* 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 <= -4.6e+58) || !(a <= 2.3e+37)) {
tmp = ((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 <= -4.6e+58) || !(a <= 2.3e+37)) tmp = Float64(Float64(Float64(a * a) * Float64(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, -4.6e+58], N[Not[LessEqual[a, 2.3e+37]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $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 -4.6 \cdot 10^{+58} \lor \neg \left(a \leq 2.3 \cdot 10^{+37}\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -4.60000000000000005e58 or 2.30000000000000002e37 < a Initial program 40.7%
Taylor expanded in a around inf
lower-pow.f6499.1
Applied rewrites99.1%
Applied rewrites99.1%
if -4.60000000000000005e58 < a < 2.30000000000000002e37Initial program 97.8%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6498.8
Applied rewrites98.8%
Taylor expanded in a around 0
Applied rewrites98.8%
Applied rewrites98.9%
Final simplification99.0%
(FPCore (a b) :precision binary64 (if (or (<= a -4.6e+58) (not (<= a 2.3e+37))) (- (* (* a a) (* a a)) 1.0) (- (* (* b b) (fma b b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -4.6e+58) || !(a <= 2.3e+37)) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = ((b * b) * fma(b, b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -4.6e+58) || !(a <= 2.3e+37)) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); 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, -4.6e+58], N[Not[LessEqual[a, 2.3e+37]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $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 -4.6 \cdot 10^{+58} \lor \neg \left(a \leq 2.3 \cdot 10^{+37}\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, 4\right) - 1\\
\end{array}
\end{array}
if a < -4.60000000000000005e58 or 2.30000000000000002e37 < a Initial program 40.7%
Taylor expanded in a around inf
lower-pow.f6499.1
Applied rewrites99.1%
Applied rewrites99.1%
if -4.60000000000000005e58 < a < 2.30000000000000002e37Initial program 97.8%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6498.8
Applied rewrites98.8%
Taylor expanded in a around 0
Applied rewrites98.8%
Final simplification98.9%
(FPCore (a b) :precision binary64 (if (or (<= a -3e+32) (not (<= a -5e-310))) (- (* (* a a) (* a a)) 1.0) (- (* (* (* -12.0 b) b) a) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -3e+32) || !(a <= -5e-310)) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = (((-12.0 * b) * b) * a) - 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 <= (-3d+32)) .or. (.not. (a <= (-5d-310)))) then
tmp = ((a * a) * (a * a)) - 1.0d0
else
tmp = ((((-12.0d0) * b) * b) * a) - 1.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((a <= -3e+32) || !(a <= -5e-310)) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = (((-12.0 * b) * b) * a) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (a <= -3e+32) or not (a <= -5e-310): tmp = ((a * a) * (a * a)) - 1.0 else: tmp = (((-12.0 * b) * b) * a) - 1.0 return tmp
function code(a, b) tmp = 0.0 if ((a <= -3e+32) || !(a <= -5e-310)) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = Float64(Float64(Float64(Float64(-12.0 * b) * b) * a) - 1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((a <= -3e+32) || ~((a <= -5e-310))) tmp = ((a * a) * (a * a)) - 1.0; else tmp = (((-12.0 * b) * b) * a) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[Or[LessEqual[a, -3e+32], N[Not[LessEqual[a, -5e-310]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(-12.0 * b), $MachinePrecision] * b), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3 \cdot 10^{+32} \lor \neg \left(a \leq -5 \cdot 10^{-310}\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\left(-12 \cdot b\right) \cdot b\right) \cdot a - 1\\
\end{array}
\end{array}
if a < -3e32 or -4.999999999999985e-310 < a Initial program 64.8%
Taylor expanded in a around inf
lower-pow.f6475.6
Applied rewrites75.6%
Applied rewrites75.6%
if -3e32 < a < -4.999999999999985e-310Initial program 99.8%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.8
Applied rewrites99.8%
Taylor expanded in a around inf
Applied rewrites73.3%
Applied rewrites60.5%
Applied rewrites73.3%
Final simplification75.0%
(FPCore (a b) :precision binary64 (- (* (* (* -12.0 b) b) a) 1.0))
double code(double a, double b) {
return (((-12.0 * b) * b) * 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 = ((((-12.0d0) * b) * b) * a) - 1.0d0
end function
public static double code(double a, double b) {
return (((-12.0 * b) * b) * a) - 1.0;
}
def code(a, b): return (((-12.0 * b) * b) * a) - 1.0
function code(a, b) return Float64(Float64(Float64(Float64(-12.0 * b) * b) * a) - 1.0) end
function tmp = code(a, b) tmp = (((-12.0 * b) * b) * a) - 1.0; end
code[a_, b_] := N[(N[(N[(N[(-12.0 * b), $MachinePrecision] * b), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(-12 \cdot b\right) \cdot b\right) \cdot a - 1
\end{array}
Initial program 73.7%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6471.9
Applied rewrites71.9%
Taylor expanded in a around inf
Applied rewrites42.4%
Applied rewrites39.2%
Applied rewrites42.4%
(FPCore (a b) :precision binary64 (- (* (* -12.0 b) (* b a)) 1.0))
double code(double a, double b) {
return ((-12.0 * b) * (b * 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 = (((-12.0d0) * b) * (b * a)) - 1.0d0
end function
public static double code(double a, double b) {
return ((-12.0 * b) * (b * a)) - 1.0;
}
def code(a, b): return ((-12.0 * b) * (b * a)) - 1.0
function code(a, b) return Float64(Float64(Float64(-12.0 * b) * Float64(b * a)) - 1.0) end
function tmp = code(a, b) tmp = ((-12.0 * b) * (b * a)) - 1.0; end
code[a_, b_] := N[(N[(N[(-12.0 * b), $MachinePrecision] * N[(b * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(-12 \cdot b\right) \cdot \left(b \cdot a\right) - 1
\end{array}
Initial program 73.7%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6471.9
Applied rewrites71.9%
Taylor expanded in a around inf
Applied rewrites42.4%
Applied rewrites39.2%
herbie shell --seed 2025003
(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))