
(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 (fma b b (* a a))))
(if (<=
(-
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a))))))
1.0)
INFINITY)
(-
(+ (* (fma (* (fma -3.0 a 1.0) b) b (* (fma a a a) a)) 4.0) (* t_0 t_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 t_0 = fma(b, b, (a * a));
double tmp;
if (((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0) <= ((double) INFINITY)) {
tmp = ((fma((fma(-3.0, a, 1.0) * b), b, (fma(a, a, a) * a)) * 4.0) + (t_0 * t_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) t_0 = fma(b, b, Float64(a * a)) tmp = 0.0 if (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) <= Inf) tmp = Float64(Float64(Float64(fma(Float64(fma(-3.0, a, 1.0) * b), b, Float64(fma(a, a, a) * a)) * 4.0) + Float64(t_0 * t_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_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[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], Infinity], N[(N[(N[(N[(N[(N[(-3.0 * a + 1.0), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision] + N[(t$95$0 * t$95$0), $MachinePrecision]), $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}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathbf{if}\;\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 \leq \infty:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(-3, a, 1\right) \cdot b, b, \mathsf{fma}\left(a, a, a\right) \cdot a\right) \cdot 4 + t\_0 \cdot t\_0\right) - 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 (-.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%
lift-+.f64N/A
+-commutativeN/A
lift-pow.f64N/A
unpow2N/A
fp-cancel-sign-sub-invN/A
lower--.f64N/A
Applied rewrites99.9%
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 a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites94.4%
Final simplification98.5%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma b b (* a a))))
(if (<=
(-
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a))))))
1.0)
INFINITY)
(-
(fma t_0 t_0 (* (fma (* (fma -3.0 a 1.0) b) b (* (fma a a a) 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 t_0 = fma(b, b, (a * a));
double tmp;
if (((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0) <= ((double) INFINITY)) {
tmp = fma(t_0, t_0, (fma((fma(-3.0, a, 1.0) * b), b, (fma(a, a, a) * 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) t_0 = fma(b, b, Float64(a * a)) tmp = 0.0 if (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) <= Inf) tmp = Float64(fma(t_0, t_0, Float64(fma(Float64(fma(-3.0, a, 1.0) * b), b, Float64(fma(a, a, a) * 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_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[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], Infinity], N[(N[(t$95$0 * t$95$0 + N[(N[(N[(N[(-3.0 * a + 1.0), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision]), $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}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathbf{if}\;\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 \leq \infty:\\
\;\;\;\;\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(\mathsf{fma}\left(-3, a, 1\right) \cdot b, b, \mathsf{fma}\left(a, a, a\right) \cdot a\right) \cdot 4\right) - 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 (-.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%
lift-+.f64N/A
lift-pow.f64N/A
unpow2N/A
lower-fma.f6499.9
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.9
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6499.9
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.9
Applied rewrites99.9%
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 a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites94.4%
(FPCore (a b)
:precision binary64
(if (<= b 4.8e+43)
(-
(fma
(fma b b (* a a))
(* (fma b (/ b a) a) a)
(* (* (fma (* a b) -3.0 b) b) 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 <= 4.8e+43) {
tmp = fma(fma(b, b, (a * a)), (fma(b, (b / a), a) * a), ((fma((a * b), -3.0, b) * b) * 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 <= 4.8e+43) tmp = Float64(fma(fma(b, b, Float64(a * a)), Float64(fma(b, Float64(b / a), a) * a), Float64(Float64(fma(Float64(a * b), -3.0, b) * b) * 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, 4.8e+43], N[(N[(N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision] * N[(N[(b * N[(b / a), $MachinePrecision] + a), $MachinePrecision] * a), $MachinePrecision] + N[(N[(N[(N[(a * b), $MachinePrecision] * -3.0 + b), $MachinePrecision] * b), $MachinePrecision] * 4.0), $MachinePrecision]), $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 4.8 \cdot 10^{+43}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, a \cdot a\right), \mathsf{fma}\left(b, \frac{b}{a}, a\right) \cdot a, \left(\mathsf{fma}\left(a \cdot b, -3, b\right) \cdot b\right) \cdot 4\right) - 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 < 4.80000000000000046e43Initial program 80.1%
lift-+.f64N/A
lift-pow.f64N/A
unpow2N/A
lower-fma.f6480.1
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6480.1
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6480.1
lift-*.f64N/A
*-commutativeN/A
lower-*.f6480.1
Applied rewrites80.1%
Taylor expanded in a around inf
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6470.2
Applied rewrites70.2%
Taylor expanded in b around 0
Applied rewrites79.2%
Taylor expanded in a around 0
associate-*r*N/A
distribute-lft1-inN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
distribute-rgt1-inN/A
associate-*r*N/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6491.7
Applied rewrites91.7%
if 4.80000000000000046e43 < b Initial program 54.2%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites98.4%
(FPCore (a b)
:precision binary64
(if (<= b 0.00087)
(fma (* (fma a (+ a 4.0) 4.0) 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 <= 0.00087) {
tmp = fma((fma(a, (a + 4.0), 4.0) * 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 <= 0.00087) tmp = fma(Float64(fma(a, Float64(a + 4.0), 4.0) * 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, 0.00087], N[(N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -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 0.00087:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right) \cdot a, 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 < 8.70000000000000005e-4Initial program 79.5%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites81.7%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites78.5%
Applied rewrites78.5%
if 8.70000000000000005e-4 < b Initial program 58.4%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites97.0%
(FPCore (a b) :precision binary64 (if (<= b 0.00205) (fma (* (fma a (+ a 4.0) 4.0) a) a -1.0) (- (* (* b b) (fma b b (fma -12.0 a 4.0))) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 0.00205) {
tmp = fma((fma(a, (a + 4.0), 4.0) * a), a, -1.0);
} else {
tmp = ((b * b) * fma(b, b, fma(-12.0, a, 4.0))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 0.00205) tmp = fma(Float64(fma(a, Float64(a + 4.0), 4.0) * a), a, -1.0); else tmp = Float64(Float64(Float64(b * b) * fma(b, b, fma(-12.0, a, 4.0))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 0.00205], N[(N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.00205:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right) - 1\\
\end{array}
\end{array}
if b < 0.00205000000000000017Initial program 79.5%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites81.7%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites78.5%
Applied rewrites78.5%
if 0.00205000000000000017 < b Initial program 58.4%
Taylor expanded in a around 0
+-commutativeN/A
+-commutativeN/A
associate-+l+N/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
Applied rewrites90.9%
(FPCore (a b)
:precision binary64
(if (<= a -4e+159)
(fma (* a a) 4.0 -1.0)
(if (<= a 8.4e+75)
(fma (* (fma b b 4.0) b) b -1.0)
(fma (* a a) (fma 4.0 a 4.0) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -4e+159) {
tmp = fma((a * a), 4.0, -1.0);
} else if (a <= 8.4e+75) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = fma((a * a), fma(4.0, a, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -4e+159) tmp = fma(Float64(a * a), 4.0, -1.0); elseif (a <= 8.4e+75) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = fma(Float64(a * a), fma(4.0, a, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -4e+159], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], If[LessEqual[a, 8.4e+75], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -4 \cdot 10^{+159}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{elif}\;a \leq 8.4 \cdot 10^{+75}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(4, a, 4\right), -1\right)\\
\end{array}
\end{array}
if a < -3.9999999999999997e159Initial program 0.0%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites100.0%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if -3.9999999999999997e159 < a < 8.39999999999999995e75Initial program 89.0%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites83.9%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6482.8
Applied rewrites82.8%
if 8.39999999999999995e75 < a Initial program 58.7%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites83.7%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites91.9%
(FPCore (a b)
:precision binary64
(if (<= a -1.3e+138)
(fma (* a a) 4.0 -1.0)
(if (<= a 8.4e+75)
(fma (* 4.0 b) b -1.0)
(fma (* a a) (fma 4.0 a 4.0) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -1.3e+138) {
tmp = fma((a * a), 4.0, -1.0);
} else if (a <= 8.4e+75) {
tmp = fma((4.0 * b), b, -1.0);
} else {
tmp = fma((a * a), fma(4.0, a, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.3e+138) tmp = fma(Float64(a * a), 4.0, -1.0); elseif (a <= 8.4e+75) tmp = fma(Float64(4.0 * b), b, -1.0); else tmp = fma(Float64(a * a), fma(4.0, a, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.3e+138], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], If[LessEqual[a, 8.4e+75], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.3 \cdot 10^{+138}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{elif}\;a \leq 8.4 \cdot 10^{+75}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(4, a, 4\right), -1\right)\\
\end{array}
\end{array}
if a < -1.3e138Initial program 0.0%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites94.1%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites91.3%
if -1.3e138 < a < 8.39999999999999995e75Initial program 90.9%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites84.6%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6483.5
Applied rewrites83.5%
Taylor expanded in b around 0
Applied rewrites61.7%
if 8.39999999999999995e75 < a Initial program 58.7%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites83.7%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites91.9%
(FPCore (a b) :precision binary64 (if (<= b 0.00285) (fma (* (fma a (+ a 4.0) 4.0) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if (b <= 0.00285) {
tmp = fma((fma(a, (a + 4.0), 4.0) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 0.00285) tmp = fma(Float64(fma(a, Float64(a + 4.0), 4.0) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 0.00285], N[(N[(N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.00285:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a + 4, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if b < 0.0028500000000000001Initial program 79.5%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites81.7%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites78.5%
Applied rewrites78.5%
if 0.0028500000000000001 < b Initial program 58.4%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites97.0%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6492.7
Applied rewrites92.7%
(FPCore (a b) :precision binary64 (if (<= b 5.6e+145) (fma (* a a) 4.0 -1.0) (fma (* 4.0 b) b -1.0)))
double code(double a, double b) {
double tmp;
if (b <= 5.6e+145) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma((4.0 * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 5.6e+145) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = fma(Float64(4.0 * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 5.6e+145], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 5.6 \cdot 10^{+145}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\end{array}
\end{array}
if b < 5.5999999999999997e145Initial program 78.2%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites83.0%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites74.4%
Taylor expanded in a around 0
Applied rewrites53.5%
if 5.5999999999999997e145 < b Initial program 51.3%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites100.0%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites91.1%
(FPCore (a b) :precision binary64 (fma (* 4.0 b) b -1.0))
double code(double a, double b) {
return fma((4.0 * b), b, -1.0);
}
function code(a, b) return fma(Float64(4.0 * b), b, -1.0) end
code[a_, b_] := N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4 \cdot b, b, -1\right)
\end{array}
Initial program 74.1%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites85.6%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6470.0
Applied rewrites70.0%
Taylor expanded in b around 0
Applied rewrites51.4%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(a, b)
use fmin_fmax_functions
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 74.1%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites85.6%
Taylor expanded in b around 0
*-commutativeN/A
+-commutativeN/A
distribute-rgt1-inN/A
unpow2N/A
distribute-lft-inN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
Applied rewrites69.5%
Taylor expanded in a around 0
Applied rewrites24.3%
herbie shell --seed 2025011
(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))