
(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 8 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 (fma b b (* a a)))) (fma t_0 t_0 (- (* (* b b) 4.0) 1.0))))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return fma(t_0, t_0, (((b * b) * 4.0) - 1.0));
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return fma(t_0, t_0, Float64(Float64(Float64(b * b) * 4.0) - 1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathsf{fma}\left(t\_0, t\_0, \left(b \cdot b\right) \cdot 4 - 1\right)
\end{array}
\end{array}
Initial program 74.5%
Applied rewrites75.6%
Taylor expanded in a around 0
pow2N/A
lift-*.f6499.2
Applied rewrites99.2%
(FPCore (a b) :precision binary64 (if (or (<= a -5200.0) (not (<= a 5e-63))) (fma (fma b b (* a a)) (* a a) (- (* (* b b) 4.0) 1.0)) (- (* (fma b b 4.0) (* b b)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -5200.0) || !(a <= 5e-63)) {
tmp = fma(fma(b, b, (a * a)), (a * a), (((b * b) * 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 ((a <= -5200.0) || !(a <= 5e-63)) tmp = fma(fma(b, b, Float64(a * a)), Float64(a * a), Float64(Float64(Float64(b * b) * 4.0) - 1.0)); else tmp = Float64(Float64(fma(b, b, 4.0) * Float64(b * b)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -5200.0], N[Not[LessEqual[a, 5e-63]], $MachinePrecision]], N[(N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -5200 \lor \neg \left(a \leq 5 \cdot 10^{-63}\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, a \cdot a\right), a \cdot a, \left(b \cdot b\right) \cdot 4 - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right) - 1\\
\end{array}
\end{array}
if a < -5200 or 5.0000000000000002e-63 < a Initial program 51.4%
Applied rewrites53.6%
Taylor expanded in a around 0
pow2N/A
lift-*.f6498.6
Applied rewrites98.6%
Taylor expanded in a around inf
pow2N/A
lift-*.f6497.9
Applied rewrites97.9%
if -5200 < a < 5.0000000000000002e-63Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
lower-pow.f6499.9
Applied rewrites99.9%
lift-*.f64N/A
lift-pow.f64N/A
lift-fma.f64N/A
pow2N/A
metadata-evalN/A
pow-prod-upN/A
distribute-lft-inN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
pow2N/A
lower-fma.f64N/A
pow2N/A
lift-*.f6499.8
Applied rewrites99.8%
Final simplification98.8%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma b b (* a a))))
(if (<= b 2800000000.0)
(fma t_0 (* a a) (- (* (* b b) 4.0) 1.0))
(fma t_0 (* b b) (- (* (* a a) 4.0) 1.0)))))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
double tmp;
if (b <= 2800000000.0) {
tmp = fma(t_0, (a * a), (((b * b) * 4.0) - 1.0));
} else {
tmp = fma(t_0, (b * b), (((a * a) * 4.0) - 1.0));
}
return tmp;
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) tmp = 0.0 if (b <= 2800000000.0) tmp = fma(t_0, Float64(a * a), Float64(Float64(Float64(b * b) * 4.0) - 1.0)); else tmp = fma(t_0, Float64(b * b), Float64(Float64(Float64(a * a) * 4.0) - 1.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 2800000000.0], N[(t$95$0 * N[(a * a), $MachinePrecision] + N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(t$95$0 * N[(b * b), $MachinePrecision] + N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathbf{if}\;b \leq 2800000000:\\
\;\;\;\;\mathsf{fma}\left(t\_0, a \cdot a, \left(b \cdot b\right) \cdot 4 - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, b \cdot b, \left(a \cdot a\right) \cdot 4 - 1\right)\\
\end{array}
\end{array}
if b < 2.8e9Initial program 75.3%
Applied rewrites75.8%
Taylor expanded in a around 0
pow2N/A
lift-*.f6498.9
Applied rewrites98.9%
Taylor expanded in a around inf
pow2N/A
lift-*.f6487.3
Applied rewrites87.3%
if 2.8e9 < b Initial program 72.0%
Applied rewrites75.3%
Taylor expanded in b around 0
pow2N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f6485.1
Applied rewrites85.1%
Taylor expanded in a around 0
pow2N/A
lift-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
pow2N/A
lower-*.f6496.9
Applied rewrites96.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma b b (* a a)))) (fma t_0 t_0 (- (* (* a a) 4.0) 1.0))))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return fma(t_0, t_0, (((a * a) * 4.0) - 1.0));
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return fma(t_0, t_0, Float64(Float64(Float64(a * a) * 4.0) - 1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathsf{fma}\left(t\_0, t\_0, \left(a \cdot a\right) \cdot 4 - 1\right)
\end{array}
\end{array}
Initial program 74.5%
Applied rewrites75.6%
Taylor expanded in b around 0
pow2N/A
lift-*.f64N/A
lift-*.f64N/A
lift-+.f6482.3
Applied rewrites82.3%
Taylor expanded in a around 0
pow2N/A
lift-*.f6498.9
Applied rewrites98.9%
(FPCore (a b) :precision binary64 (if (or (<= a -340000.0) (not (<= a 115000.0))) (* (+ 4.0 a) (* (* a a) a)) (- (* (fma b b 4.0) (* b b)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -340000.0) || !(a <= 115000.0)) {
tmp = (4.0 + 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 <= -340000.0) || !(a <= 115000.0)) tmp = Float64(Float64(4.0 + a) * Float64(Float64(a * a) * a)); else tmp = Float64(Float64(fma(b, b, 4.0) * Float64(b * b)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -340000.0], N[Not[LessEqual[a, 115000.0]], $MachinePrecision]], N[(N[(4.0 + a), $MachinePrecision] * N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -340000 \lor \neg \left(a \leq 115000\right):\\
\;\;\;\;\left(4 + a\right) \cdot \left(\left(a \cdot a\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right) - 1\\
\end{array}
\end{array}
if a < -3.4e5 or 115000 < a Initial program 46.6%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
lower-pow.f6495.2
Applied rewrites95.2%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-+.f64N/A
lower-pow.f6495.1
Applied rewrites95.1%
lift-pow.f64N/A
unpow3N/A
lift-*.f64N/A
lower-*.f6495.1
Applied rewrites95.1%
if -3.4e5 < a < 115000Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
lower-pow.f6499.1
Applied rewrites99.1%
lift-*.f64N/A
lift-pow.f64N/A
lift-fma.f64N/A
pow2N/A
metadata-evalN/A
pow-prod-upN/A
distribute-lft-inN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
pow2N/A
lower-fma.f64N/A
pow2N/A
lift-*.f6499.0
Applied rewrites99.0%
Final simplification97.1%
(FPCore (a b) :precision binary64 (if (or (<= a -270000.0) (not (<= a 0.86))) (* (+ 4.0 a) (* (* a a) a)) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -270000.0) || !(a <= 0.86)) {
tmp = (4.0 + 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 <= (-270000.0d0)) .or. (.not. (a <= 0.86d0))) then
tmp = (4.0d0 + 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 <= -270000.0) || !(a <= 0.86)) {
tmp = (4.0 + a) * ((a * a) * a);
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (a <= -270000.0) or not (a <= 0.86): tmp = (4.0 + a) * ((a * a) * a) else: tmp = ((b * b) * 4.0) - 1.0 return tmp
function code(a, b) tmp = 0.0 if ((a <= -270000.0) || !(a <= 0.86)) tmp = Float64(Float64(4.0 + a) * Float64(Float64(a * 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 <= -270000.0) || ~((a <= 0.86))) tmp = (4.0 + a) * ((a * a) * a); else tmp = ((b * b) * 4.0) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[Or[LessEqual[a, -270000.0], N[Not[LessEqual[a, 0.86]], $MachinePrecision]], N[(N[(4.0 + a), $MachinePrecision] * N[(N[(a * a), $MachinePrecision] * 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 -270000 \lor \neg \left(a \leq 0.86\right):\\
\;\;\;\;\left(4 + a\right) \cdot \left(\left(a \cdot a\right) \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4 - 1\\
\end{array}
\end{array}
if a < -2.7e5 or 0.859999999999999987 < a Initial program 46.6%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
lower-pow.f6495.2
Applied rewrites95.2%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-+.f64N/A
lower-pow.f6495.1
Applied rewrites95.1%
lift-pow.f64N/A
unpow3N/A
lift-*.f64N/A
lower-*.f6495.1
Applied rewrites95.1%
if -2.7e5 < a < 0.859999999999999987Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
lower-pow.f6499.1
Applied rewrites99.1%
Taylor expanded in b around 0
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6476.2
Applied rewrites76.2%
Final simplification85.2%
(FPCore (a b) :precision binary64 (if (or (<= a -340000.0) (not (<= a 390000.0))) (* (* a a) (* a a)) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -340000.0) || !(a <= 390000.0)) {
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 <= (-340000.0d0)) .or. (.not. (a <= 390000.0d0))) 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 <= -340000.0) || !(a <= 390000.0)) {
tmp = (a * a) * (a * a);
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (a <= -340000.0) or not (a <= 390000.0): tmp = (a * a) * (a * a) else: tmp = ((b * b) * 4.0) - 1.0 return tmp
function code(a, b) tmp = 0.0 if ((a <= -340000.0) || !(a <= 390000.0)) 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 <= -340000.0) || ~((a <= 390000.0))) 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, -340000.0], N[Not[LessEqual[a, 390000.0]], $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 -340000 \lor \neg \left(a \leq 390000\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 < -3.4e5 or 3.9e5 < a Initial program 46.6%
Taylor expanded in a around inf
lower-pow.f6494.8
Applied rewrites94.8%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6494.6
Applied rewrites94.6%
if -3.4e5 < a < 3.9e5Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
lower-pow.f6499.1
Applied rewrites99.1%
Taylor expanded in b around 0
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6476.2
Applied rewrites76.2%
Final simplification85.0%
(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 74.5%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
lower-pow.f6466.9
Applied rewrites66.9%
Taylor expanded in b around 0
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6451.5
Applied rewrites51.5%
herbie shell --seed 2025038
(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))