
(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 (- (fma (* a a) (fma (+ 1.0 a) 4.0 (* a a)) (* (fma b b 4.0) (* b b))) 1.0))
double code(double a, double b) {
return fma((a * a), fma((1.0 + a), 4.0, (a * a)), (fma(b, b, 4.0) * (b * b))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(a * a), fma(Float64(1.0 + a), 4.0, Float64(a * a)), Float64(fma(b, b, 4.0) * Float64(b * b))) - 1.0) end
code[a_, b_] := N[(N[(N[(a * a), $MachinePrecision] * N[(N[(1.0 + a), $MachinePrecision] * 4.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(1 + a, 4, a \cdot a\right), \mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right)\right) - 1
\end{array}
Initial program 72.2%
Taylor expanded in b around 0
Applied rewrites87.0%
Applied rewrites87.0%
Taylor expanded in a around 0
Applied rewrites87.0%
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* b b) 2.0 (* a a))))
(if (<= a -3.5e+41)
(fma (* b b) 4.0 (- (* (* t_0 a) a) 1.0))
(if (<= a 1820000.0)
(- (* (* (fma b b 4.0) b) b) 1.0)
(- (+ (* t_0 (* a a)) (* 4.0 (* b b))) 1.0)))))
double code(double a, double b) {
double t_0 = fma((b * b), 2.0, (a * a));
double tmp;
if (a <= -3.5e+41) {
tmp = fma((b * b), 4.0, (((t_0 * a) * a) - 1.0));
} else if (a <= 1820000.0) {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
} else {
tmp = ((t_0 * (a * a)) + (4.0 * (b * b))) - 1.0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(b * b), 2.0, Float64(a * a)) tmp = 0.0 if (a <= -3.5e+41) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(t_0 * a) * a) - 1.0)); elseif (a <= 1820000.0) tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); else tmp = Float64(Float64(Float64(t_0 * Float64(a * a)) + Float64(4.0 * Float64(b * b))) - 1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -3.5e+41], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(t$95$0 * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 1820000.0], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(t$95$0 * N[(a * a), $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b \cdot b, 2, a \cdot a\right)\\
\mathbf{if}\;a \leq -3.5 \cdot 10^{+41}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(t\_0 \cdot a\right) \cdot a - 1\right)\\
\mathbf{elif}\;a \leq 1820000:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\left(t\_0 \cdot \left(a \cdot a\right) + 4 \cdot \left(b \cdot b\right)\right) - 1\\
\end{array}
\end{array}
if a < -3.4999999999999999e41Initial program 21.9%
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-*.f6421.9
Applied rewrites21.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites99.9%
if -3.4999999999999999e41 < a < 1.82e6Initial program 99.9%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites99.2%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6499.2
Applied rewrites99.2%
if 1.82e6 < a Initial program 60.3%
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-*.f6460.3
Applied rewrites60.3%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6498.5
Applied rewrites98.5%
Applied rewrites98.5%
(FPCore (a b) :precision binary64 (if (or (<= a -3.5e+41) (not (<= a 1820000.0))) (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 <= -3.5e+41) || !(a <= 1820000.0)) {
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 <= -3.5e+41) || !(a <= 1820000.0)) 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, -3.5e+41], N[Not[LessEqual[a, 1820000.0]], $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 -3.5 \cdot 10^{+41} \lor \neg \left(a \leq 1820000\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 < -3.4999999999999999e41 or 1.82e6 < a Initial program 41.7%
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-*.f6441.7
Applied rewrites41.7%
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 -3.4999999999999999e41 < a < 1.82e6Initial program 99.9%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites99.2%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6499.2
Applied rewrites99.2%
Final simplification99.2%
(FPCore (a b) :precision binary64 (if (<= a -1.9e+43) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (fma (fma 4.0 a 4.0) (* a a) (* (* (fma b b 4.0) b) b)) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= -1.9e+43) {
tmp = ((fma((b * b), 2.0, 4.0) * a) * a) - 1.0;
} else {
tmp = fma(fma(4.0, a, 4.0), (a * a), ((fma(b, b, 4.0) * b) * b)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.9e+43) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a) - 1.0); else tmp = Float64(fma(fma(4.0, a, 4.0), Float64(a * a), Float64(Float64(fma(b, b, 4.0) * b) * b)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.9e+43], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.9 \cdot 10^{+43}:\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, 4\right), a \cdot a, \left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b\right) - 1\\
\end{array}
\end{array}
if a < -1.90000000000000004e43Initial program 21.9%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites76.3%
Taylor expanded in b around 0
Applied rewrites58.9%
Taylor expanded in a around inf
Applied rewrites76.3%
if -1.90000000000000004e43 < a Initial program 87.2%
Taylor expanded in b around 0
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites94.4%
(FPCore (a b) :precision binary64 (if (or (<= a -1.9e+43) (not (<= a 30000000000.0))) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1.9e+43) || !(a <= 30000000000.0)) {
tmp = ((fma((b * b), 2.0, 4.0) * 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 <= -1.9e+43) || !(a <= 30000000000.0)) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * 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, -1.9e+43], N[Not[LessEqual[a, 30000000000.0]], $MachinePrecision]], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $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 -1.9 \cdot 10^{+43} \lor \neg \left(a \leq 30000000000\right):\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -1.90000000000000004e43 or 3e10 < a Initial program 41.7%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites77.2%
Taylor expanded in b around 0
Applied rewrites57.1%
Taylor expanded in a around inf
Applied rewrites77.2%
if -1.90000000000000004e43 < a < 3e10Initial program 99.9%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites99.2%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6499.2
Applied rewrites99.2%
Final simplification88.7%
(FPCore (a b) :precision binary64 (if (<= b 1.25e+25) (- (* (* a a) 4.0) 1.0) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 1.25e+25) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 1.25e+25) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 1.25e+25], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $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}\;b \leq 1.25 \cdot 10^{+25}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if b < 1.25000000000000006e25Initial program 76.3%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites85.4%
Taylor expanded in b around 0
Applied rewrites59.3%
if 1.25000000000000006e25 < b Initial program 60.4%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites98.4%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.1
Applied rewrites97.1%
(FPCore (a b) :precision binary64 (if (<= b 1.25e+25) (- (* (* a a) 4.0) 1.0) (- (* (* b b) (fma b b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 1.25e+25) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((b * b) * fma(b, b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 1.25e+25) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(Float64(b * b) * fma(b, b, 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 1.25e+25], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $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}\;b \leq 1.25 \cdot 10^{+25}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, 4\right) - 1\\
\end{array}
\end{array}
if b < 1.25000000000000006e25Initial program 76.3%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites85.4%
Taylor expanded in b around 0
Applied rewrites59.3%
if 1.25000000000000006e25 < b Initial program 60.4%
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.f6497.1
Applied rewrites97.1%
Applied rewrites97.0%
(FPCore (a b) :precision binary64 (if (<= b 6.5e+133) (- (* (* a a) 4.0) 1.0) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 6.5e+133) {
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 <= 6.5d+133) 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 <= 6.5e+133) {
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 <= 6.5e+133: 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 <= 6.5e+133) 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 <= 6.5e+133) 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, 6.5e+133], 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 6.5 \cdot 10^{+133}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4 - 1\\
\end{array}
\end{array}
if b < 6.5000000000000004e133Initial program 75.6%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites86.8%
Taylor expanded in b around 0
Applied rewrites55.5%
if 6.5000000000000004e133 < b Initial program 52.6%
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 rewrites90.4%
(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 72.2%
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.f6472.3
Applied rewrites72.3%
Taylor expanded in b around 0
Applied rewrites52.9%
herbie shell --seed 2024353
(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))