
(FPCore (x y z t a b c) :precision binary64 (+ (- (+ (* x y) (/ (* z t) 16.0)) (/ (* a b) 4.0)) c))
double code(double x, double y, double z, double t, double a, double b, double c) {
return (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c;
}
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(x, y, z, t, a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (((x * y) + ((z * t) / 16.0d0)) - ((a * b) / 4.0d0)) + c
end function
public static double code(double x, double y, double z, double t, double a, double b, double c) {
return (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c;
}
def code(x, y, z, t, a, b, c): return (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c
function code(x, y, z, t, a, b, c) return Float64(Float64(Float64(Float64(x * y) + Float64(Float64(z * t) / 16.0)) - Float64(Float64(a * b) / 4.0)) + c) end
function tmp = code(x, y, z, t, a, b, c) tmp = (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c; end
code[x_, y_, z_, t_, a_, b_, c_] := N[(N[(N[(N[(x * y), $MachinePrecision] + N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]), $MachinePrecision] - N[(N[(a * b), $MachinePrecision] / 4.0), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(x \cdot y + \frac{z \cdot t}{16}\right) - \frac{a \cdot b}{4}\right) + c
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 14 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y z t a b c) :precision binary64 (+ (- (+ (* x y) (/ (* z t) 16.0)) (/ (* a b) 4.0)) c))
double code(double x, double y, double z, double t, double a, double b, double c) {
return (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c;
}
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(x, y, z, t, a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (((x * y) + ((z * t) / 16.0d0)) - ((a * b) / 4.0d0)) + c
end function
public static double code(double x, double y, double z, double t, double a, double b, double c) {
return (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c;
}
def code(x, y, z, t, a, b, c): return (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c
function code(x, y, z, t, a, b, c) return Float64(Float64(Float64(Float64(x * y) + Float64(Float64(z * t) / 16.0)) - Float64(Float64(a * b) / 4.0)) + c) end
function tmp = code(x, y, z, t, a, b, c) tmp = (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c; end
code[x_, y_, z_, t_, a_, b_, c_] := N[(N[(N[(N[(x * y), $MachinePrecision] + N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]), $MachinePrecision] - N[(N[(a * b), $MachinePrecision] / 4.0), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(x \cdot y + \frac{z \cdot t}{16}\right) - \frac{a \cdot b}{4}\right) + c
\end{array}
(FPCore (x y z t a b c) :precision binary64 (let* ((t_1 (+ (- (+ (* x y) (/ (* z t) 16.0)) (/ (* a b) 4.0)) c))) (if (<= t_1 INFINITY) t_1 (fma y x (* (* b a) -0.25)))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (((x * y) + ((z * t) / 16.0)) - ((a * b) / 4.0)) + c;
double tmp;
if (t_1 <= ((double) INFINITY)) {
tmp = t_1;
} else {
tmp = fma(y, x, ((b * a) * -0.25));
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(Float64(Float64(x * y) + Float64(Float64(z * t) / 16.0)) - Float64(Float64(a * b) / 4.0)) + c) tmp = 0.0 if (t_1 <= Inf) tmp = t_1; else tmp = fma(y, x, Float64(Float64(b * a) * -0.25)); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(N[(N[(x * y), $MachinePrecision] + N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]), $MachinePrecision] - N[(N[(a * b), $MachinePrecision] / 4.0), $MachinePrecision]), $MachinePrecision] + c), $MachinePrecision]}, If[LessEqual[t$95$1, Infinity], t$95$1, N[(y * x + N[(N[(b * a), $MachinePrecision] * -0.25), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \left(\left(x \cdot y + \frac{z \cdot t}{16}\right) - \frac{a \cdot b}{4}\right) + c\\
\mathbf{if}\;t\_1 \leq \infty:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(y, x, \left(b \cdot a\right) \cdot -0.25\right)\\
\end{array}
\end{array}
if (+.f64 (-.f64 (+.f64 (*.f64 x y) (/.f64 (*.f64 z t) #s(literal 16 binary64))) (/.f64 (*.f64 a b) #s(literal 4 binary64))) c) < +inf.0Initial program 100.0%
if +inf.0 < (+.f64 (-.f64 (+.f64 (*.f64 x y) (/.f64 (*.f64 z t) #s(literal 16 binary64))) (/.f64 (*.f64 a b) #s(literal 4 binary64))) c) Initial program 0.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6433.3
Applied rewrites33.3%
Taylor expanded in c around 0
Applied rewrites33.3%
Applied rewrites66.7%
Final simplification98.8%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* z t) 16.0)) (t_2 (fma (* t z) 0.0625 c)))
(if (<= t_1 -2e+88)
t_2
(if (<= t_1 1e-228)
(fma y x (* (* b a) -0.25))
(if (<= t_1 1e-92)
(fma -0.25 (* a b) c)
(if (<= t_1 5e+99) (fma -0.25 (* a b) (* x y)) t_2))))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (z * t) / 16.0;
double t_2 = fma((t * z), 0.0625, c);
double tmp;
if (t_1 <= -2e+88) {
tmp = t_2;
} else if (t_1 <= 1e-228) {
tmp = fma(y, x, ((b * a) * -0.25));
} else if (t_1 <= 1e-92) {
tmp = fma(-0.25, (a * b), c);
} else if (t_1 <= 5e+99) {
tmp = fma(-0.25, (a * b), (x * y));
} else {
tmp = t_2;
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(z * t) / 16.0) t_2 = fma(Float64(t * z), 0.0625, c) tmp = 0.0 if (t_1 <= -2e+88) tmp = t_2; elseif (t_1 <= 1e-228) tmp = fma(y, x, Float64(Float64(b * a) * -0.25)); elseif (t_1 <= 1e-92) tmp = fma(-0.25, Float64(a * b), c); elseif (t_1 <= 5e+99) tmp = fma(-0.25, Float64(a * b), Float64(x * y)); else tmp = t_2; end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]}, If[LessEqual[t$95$1, -2e+88], t$95$2, If[LessEqual[t$95$1, 1e-228], N[(y * x + N[(N[(b * a), $MachinePrecision] * -0.25), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 1e-92], N[(-0.25 * N[(a * b), $MachinePrecision] + c), $MachinePrecision], If[LessEqual[t$95$1, 5e+99], N[(-0.25 * N[(a * b), $MachinePrecision] + N[(x * y), $MachinePrecision]), $MachinePrecision], t$95$2]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{z \cdot t}{16}\\
t_2 := \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{+88}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq 10^{-228}:\\
\;\;\;\;\mathsf{fma}\left(y, x, \left(b \cdot a\right) \cdot -0.25\right)\\
\mathbf{elif}\;t\_1 \leq 10^{-92}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, a \cdot b, c\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+99}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, a \cdot b, x \cdot y\right)\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.99999999999999992e88 or 5.00000000000000008e99 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 91.4%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6487.5
Applied rewrites87.5%
Taylor expanded in x around 0
Applied rewrites79.4%
if -1.99999999999999992e88 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.00000000000000003e-228Initial program 99.1%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6494.3
Applied rewrites94.3%
Taylor expanded in c around 0
Applied rewrites71.8%
Applied rewrites71.8%
if 1.00000000000000003e-228 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 9.99999999999999988e-93Initial program 99.9%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6499.9
Applied rewrites99.9%
Taylor expanded in x around 0
Applied rewrites95.7%
if 9.99999999999999988e-93 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 5.00000000000000008e99Initial program 100.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6485.9
Applied rewrites85.9%
Taylor expanded in c around 0
Applied rewrites70.2%
Final simplification76.4%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (fma -0.25 (* a b) (* x y)))
(t_2 (/ (* z t) 16.0))
(t_3 (fma (* t z) 0.0625 c)))
(if (<= t_2 -2e+88)
t_3
(if (<= t_2 1e-228)
t_1
(if (<= t_2 1e-92)
(fma -0.25 (* a b) c)
(if (<= t_2 5e+99) t_1 t_3))))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = fma(-0.25, (a * b), (x * y));
double t_2 = (z * t) / 16.0;
double t_3 = fma((t * z), 0.0625, c);
double tmp;
if (t_2 <= -2e+88) {
tmp = t_3;
} else if (t_2 <= 1e-228) {
tmp = t_1;
} else if (t_2 <= 1e-92) {
tmp = fma(-0.25, (a * b), c);
} else if (t_2 <= 5e+99) {
tmp = t_1;
} else {
tmp = t_3;
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = fma(-0.25, Float64(a * b), Float64(x * y)) t_2 = Float64(Float64(z * t) / 16.0) t_3 = fma(Float64(t * z), 0.0625, c) tmp = 0.0 if (t_2 <= -2e+88) tmp = t_3; elseif (t_2 <= 1e-228) tmp = t_1; elseif (t_2 <= 1e-92) tmp = fma(-0.25, Float64(a * b), c); elseif (t_2 <= 5e+99) tmp = t_1; else tmp = t_3; end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(-0.25 * N[(a * b), $MachinePrecision] + N[(x * y), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, Block[{t$95$3 = N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]}, If[LessEqual[t$95$2, -2e+88], t$95$3, If[LessEqual[t$95$2, 1e-228], t$95$1, If[LessEqual[t$95$2, 1e-92], N[(-0.25 * N[(a * b), $MachinePrecision] + c), $MachinePrecision], If[LessEqual[t$95$2, 5e+99], t$95$1, t$95$3]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \mathsf{fma}\left(-0.25, a \cdot b, x \cdot y\right)\\
t_2 := \frac{z \cdot t}{16}\\
t_3 := \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\\
\mathbf{if}\;t\_2 \leq -2 \cdot 10^{+88}:\\
\;\;\;\;t\_3\\
\mathbf{elif}\;t\_2 \leq 10^{-228}:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_2 \leq 10^{-92}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, a \cdot b, c\right)\\
\mathbf{elif}\;t\_2 \leq 5 \cdot 10^{+99}:\\
\;\;\;\;t\_1\\
\mathbf{else}:\\
\;\;\;\;t\_3\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.99999999999999992e88 or 5.00000000000000008e99 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 91.4%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6487.5
Applied rewrites87.5%
Taylor expanded in x around 0
Applied rewrites79.4%
if -1.99999999999999992e88 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.00000000000000003e-228 or 9.99999999999999988e-93 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 5.00000000000000008e99Initial program 99.3%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6492.7
Applied rewrites92.7%
Taylor expanded in c around 0
Applied rewrites71.5%
if 1.00000000000000003e-228 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 9.99999999999999988e-93Initial program 99.9%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6499.9
Applied rewrites99.9%
Taylor expanded in x around 0
Applied rewrites95.7%
Final simplification76.4%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* z t) 16.0)) (t_2 (fma (* t z) 0.0625 c)))
(if (<= t_1 -2e+109)
t_2
(if (<= t_1 -1e-322)
(fma y x c)
(if (<= t_1 2e-104)
(fma -0.25 (* a b) c)
(if (<= t_1 5e+99) (fma y x c) t_2))))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (z * t) / 16.0;
double t_2 = fma((t * z), 0.0625, c);
double tmp;
if (t_1 <= -2e+109) {
tmp = t_2;
} else if (t_1 <= -1e-322) {
tmp = fma(y, x, c);
} else if (t_1 <= 2e-104) {
tmp = fma(-0.25, (a * b), c);
} else if (t_1 <= 5e+99) {
tmp = fma(y, x, c);
} else {
tmp = t_2;
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(z * t) / 16.0) t_2 = fma(Float64(t * z), 0.0625, c) tmp = 0.0 if (t_1 <= -2e+109) tmp = t_2; elseif (t_1 <= -1e-322) tmp = fma(y, x, c); elseif (t_1 <= 2e-104) tmp = fma(-0.25, Float64(a * b), c); elseif (t_1 <= 5e+99) tmp = fma(y, x, c); else tmp = t_2; end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]}, If[LessEqual[t$95$1, -2e+109], t$95$2, If[LessEqual[t$95$1, -1e-322], N[(y * x + c), $MachinePrecision], If[LessEqual[t$95$1, 2e-104], N[(-0.25 * N[(a * b), $MachinePrecision] + c), $MachinePrecision], If[LessEqual[t$95$1, 5e+99], N[(y * x + c), $MachinePrecision], t$95$2]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{z \cdot t}{16}\\
t_2 := \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{+109}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq -1 \cdot 10^{-322}:\\
\;\;\;\;\mathsf{fma}\left(y, x, c\right)\\
\mathbf{elif}\;t\_1 \leq 2 \cdot 10^{-104}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, a \cdot b, c\right)\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+99}:\\
\;\;\;\;\mathsf{fma}\left(y, x, c\right)\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.99999999999999996e109 or 5.00000000000000008e99 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 91.3%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6487.4
Applied rewrites87.4%
Taylor expanded in x around 0
Applied rewrites79.1%
if -1.99999999999999996e109 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -9.88131e-323 or 1.99999999999999985e-104 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 5.00000000000000008e99Initial program 99.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6489.7
Applied rewrites89.7%
Applied rewrites89.7%
Taylor expanded in a around 0
Applied rewrites66.7%
if -9.88131e-323 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.99999999999999985e-104Initial program 100.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
Applied rewrites80.1%
Final simplification74.4%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* z t) 16.0)) (t_2 (* (* 0.0625 z) t)))
(if (<= t_1 -2e+109)
t_2
(if (<= t_1 -1e-322)
(fma y x c)
(if (<= t_1 2e-104)
(fma -0.25 (* a b) c)
(if (<= t_1 1e+116) (fma y x c) t_2))))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (z * t) / 16.0;
double t_2 = (0.0625 * z) * t;
double tmp;
if (t_1 <= -2e+109) {
tmp = t_2;
} else if (t_1 <= -1e-322) {
tmp = fma(y, x, c);
} else if (t_1 <= 2e-104) {
tmp = fma(-0.25, (a * b), c);
} else if (t_1 <= 1e+116) {
tmp = fma(y, x, c);
} else {
tmp = t_2;
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(z * t) / 16.0) t_2 = Float64(Float64(0.0625 * z) * t) tmp = 0.0 if (t_1 <= -2e+109) tmp = t_2; elseif (t_1 <= -1e-322) tmp = fma(y, x, c); elseif (t_1 <= 2e-104) tmp = fma(-0.25, Float64(a * b), c); elseif (t_1 <= 1e+116) tmp = fma(y, x, c); else tmp = t_2; end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(0.0625 * z), $MachinePrecision] * t), $MachinePrecision]}, If[LessEqual[t$95$1, -2e+109], t$95$2, If[LessEqual[t$95$1, -1e-322], N[(y * x + c), $MachinePrecision], If[LessEqual[t$95$1, 2e-104], N[(-0.25 * N[(a * b), $MachinePrecision] + c), $MachinePrecision], If[LessEqual[t$95$1, 1e+116], N[(y * x + c), $MachinePrecision], t$95$2]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{z \cdot t}{16}\\
t_2 := \left(0.0625 \cdot z\right) \cdot t\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{+109}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq -1 \cdot 10^{-322}:\\
\;\;\;\;\mathsf{fma}\left(y, x, c\right)\\
\mathbf{elif}\;t\_1 \leq 2 \cdot 10^{-104}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, a \cdot b, c\right)\\
\mathbf{elif}\;t\_1 \leq 10^{+116}:\\
\;\;\;\;\mathsf{fma}\left(y, x, c\right)\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.99999999999999996e109 or 1.00000000000000002e116 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 91.1%
Taylor expanded in t around inf
remove-double-negN/A
distribute-lft-neg-outN/A
mul-1-negN/A
distribute-lft-neg-inN/A
div-addN/A
fp-cancel-sub-sign-invN/A
mul-1-negN/A
fp-cancel-sign-sub-invN/A
div-add-revN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites92.4%
Taylor expanded in z around inf
Applied rewrites72.0%
if -1.99999999999999996e109 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -9.88131e-323 or 1.99999999999999985e-104 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.00000000000000002e116Initial program 99.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6489.9
Applied rewrites89.9%
Applied rewrites89.9%
Taylor expanded in a around 0
Applied rewrites67.3%
if -9.88131e-323 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.99999999999999985e-104Initial program 100.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
Applied rewrites80.1%
Final simplification72.1%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* a b) 4.0))
(t_2 (fma (* t z) 0.0625 c))
(t_3 (fma y x (+ c (* (* a -0.25) b)))))
(if (<= t_1 -1e+105)
t_3
(if (<= t_1 5e+56)
(fma y x t_2)
(if (<= t_1 2e+122) (fma -0.25 (* b a) t_2) t_3)))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (a * b) / 4.0;
double t_2 = fma((t * z), 0.0625, c);
double t_3 = fma(y, x, (c + ((a * -0.25) * b)));
double tmp;
if (t_1 <= -1e+105) {
tmp = t_3;
} else if (t_1 <= 5e+56) {
tmp = fma(y, x, t_2);
} else if (t_1 <= 2e+122) {
tmp = fma(-0.25, (b * a), t_2);
} else {
tmp = t_3;
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(a * b) / 4.0) t_2 = fma(Float64(t * z), 0.0625, c) t_3 = fma(y, x, Float64(c + Float64(Float64(a * -0.25) * b))) tmp = 0.0 if (t_1 <= -1e+105) tmp = t_3; elseif (t_1 <= 5e+56) tmp = fma(y, x, t_2); elseif (t_1 <= 2e+122) tmp = fma(-0.25, Float64(b * a), t_2); else tmp = t_3; end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(a * b), $MachinePrecision] / 4.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]}, Block[{t$95$3 = N[(y * x + N[(c + N[(N[(a * -0.25), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, -1e+105], t$95$3, If[LessEqual[t$95$1, 5e+56], N[(y * x + t$95$2), $MachinePrecision], If[LessEqual[t$95$1, 2e+122], N[(-0.25 * N[(b * a), $MachinePrecision] + t$95$2), $MachinePrecision], t$95$3]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{a \cdot b}{4}\\
t_2 := \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\\
t_3 := \mathsf{fma}\left(y, x, c + \left(a \cdot -0.25\right) \cdot b\right)\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+105}:\\
\;\;\;\;t\_3\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+56}:\\
\;\;\;\;\mathsf{fma}\left(y, x, t\_2\right)\\
\mathbf{elif}\;t\_1 \leq 2 \cdot 10^{+122}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, b \cdot a, t\_2\right)\\
\mathbf{else}:\\
\;\;\;\;t\_3\\
\end{array}
\end{array}
if (/.f64 (*.f64 a b) #s(literal 4 binary64)) < -9.9999999999999994e104 or 2.00000000000000003e122 < (/.f64 (*.f64 a b) #s(literal 4 binary64)) Initial program 92.3%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6487.4
Applied rewrites87.4%
Applied rewrites91.2%
if -9.9999999999999994e104 < (/.f64 (*.f64 a b) #s(literal 4 binary64)) < 5.00000000000000024e56Initial program 98.1%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6495.1
Applied rewrites95.1%
if 5.00000000000000024e56 < (/.f64 (*.f64 a b) #s(literal 4 binary64)) < 2.00000000000000003e122Initial program 100.0%
Taylor expanded in x around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64100.0
Applied rewrites100.0%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (+ (* x y) (/ (* z t) 16.0))))
(if (or (<= t_1 -5e+187) (not (<= t_1 5e+33)))
(fma (* t z) 0.0625 (* x y))
(fma -0.25 (* a b) c))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (x * y) + ((z * t) / 16.0);
double tmp;
if ((t_1 <= -5e+187) || !(t_1 <= 5e+33)) {
tmp = fma((t * z), 0.0625, (x * y));
} else {
tmp = fma(-0.25, (a * b), c);
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(x * y) + Float64(Float64(z * t) / 16.0)) tmp = 0.0 if ((t_1 <= -5e+187) || !(t_1 <= 5e+33)) tmp = fma(Float64(t * z), 0.0625, Float64(x * y)); else tmp = fma(-0.25, Float64(a * b), c); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(x * y), $MachinePrecision] + N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -5e+187], N[Not[LessEqual[t$95$1, 5e+33]], $MachinePrecision]], N[(N[(t * z), $MachinePrecision] * 0.0625 + N[(x * y), $MachinePrecision]), $MachinePrecision], N[(-0.25 * N[(a * b), $MachinePrecision] + c), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot y + \frac{z \cdot t}{16}\\
\mathbf{if}\;t\_1 \leq -5 \cdot 10^{+187} \lor \neg \left(t\_1 \leq 5 \cdot 10^{+33}\right):\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, 0.0625, x \cdot y\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, a \cdot b, c\right)\\
\end{array}
\end{array}
if (+.f64 (*.f64 x y) (/.f64 (*.f64 z t) #s(literal 16 binary64))) < -5.0000000000000001e187 or 4.99999999999999973e33 < (+.f64 (*.f64 x y) (/.f64 (*.f64 z t) #s(literal 16 binary64))) Initial program 93.5%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6488.7
Applied rewrites88.7%
Taylor expanded in c around 0
Applied rewrites81.5%
if -5.0000000000000001e187 < (+.f64 (*.f64 x y) (/.f64 (*.f64 z t) #s(literal 16 binary64))) < 4.99999999999999973e33Initial program 100.0%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6489.0
Applied rewrites89.0%
Taylor expanded in x around 0
Applied rewrites76.6%
Final simplification79.2%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* a b) 4.0)))
(if (or (<= t_1 -1e+105) (not (<= t_1 1e+95)))
(fma y x (+ c (* (* a -0.25) b)))
(fma y x (fma (* t z) 0.0625 c)))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (a * b) / 4.0;
double tmp;
if ((t_1 <= -1e+105) || !(t_1 <= 1e+95)) {
tmp = fma(y, x, (c + ((a * -0.25) * b)));
} else {
tmp = fma(y, x, fma((t * z), 0.0625, c));
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(a * b) / 4.0) tmp = 0.0 if ((t_1 <= -1e+105) || !(t_1 <= 1e+95)) tmp = fma(y, x, Float64(c + Float64(Float64(a * -0.25) * b))); else tmp = fma(y, x, fma(Float64(t * z), 0.0625, c)); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(a * b), $MachinePrecision] / 4.0), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -1e+105], N[Not[LessEqual[t$95$1, 1e+95]], $MachinePrecision]], N[(y * x + N[(c + N[(N[(a * -0.25), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(y * x + N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{a \cdot b}{4}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+105} \lor \neg \left(t\_1 \leq 10^{+95}\right):\\
\;\;\;\;\mathsf{fma}\left(y, x, c + \left(a \cdot -0.25\right) \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(y, x, \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\right)\\
\end{array}
\end{array}
if (/.f64 (*.f64 a b) #s(literal 4 binary64)) < -9.9999999999999994e104 or 1.00000000000000002e95 < (/.f64 (*.f64 a b) #s(literal 4 binary64)) Initial program 92.8%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6486.0
Applied rewrites86.0%
Applied rewrites89.6%
if -9.9999999999999994e104 < (/.f64 (*.f64 a b) #s(literal 4 binary64)) < 1.00000000000000002e95Initial program 98.2%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6493.6
Applied rewrites93.6%
Final simplification92.3%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* z t) 16.0)))
(if (or (<= t_1 -1e+36) (not (<= t_1 5e-42)))
(fma y x (fma (* t z) 0.0625 c))
(fma -0.25 (* b a) (fma y x c)))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (z * t) / 16.0;
double tmp;
if ((t_1 <= -1e+36) || !(t_1 <= 5e-42)) {
tmp = fma(y, x, fma((t * z), 0.0625, c));
} else {
tmp = fma(-0.25, (b * a), fma(y, x, c));
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(z * t) / 16.0) tmp = 0.0 if ((t_1 <= -1e+36) || !(t_1 <= 5e-42)) tmp = fma(y, x, fma(Float64(t * z), 0.0625, c)); else tmp = fma(-0.25, Float64(b * a), fma(y, x, c)); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -1e+36], N[Not[LessEqual[t$95$1, 5e-42]], $MachinePrecision]], N[(y * x + N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]), $MachinePrecision], N[(-0.25 * N[(b * a), $MachinePrecision] + N[(y * x + c), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{z \cdot t}{16}\\
\mathbf{if}\;t\_1 \leq -1 \cdot 10^{+36} \lor \neg \left(t\_1 \leq 5 \cdot 10^{-42}\right):\\
\;\;\;\;\mathsf{fma}\left(y, x, \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, b \cdot a, \mathsf{fma}\left(y, x, c\right)\right)\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.00000000000000004e36 or 5.00000000000000003e-42 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 93.3%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6487.0
Applied rewrites87.0%
if -1.00000000000000004e36 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 5.00000000000000003e-42Initial program 99.2%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6496.6
Applied rewrites96.6%
Final simplification92.1%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* z t) 16.0)))
(if (<= t_1 -2e+109)
(fma (* t z) 0.0625 c)
(if (<= t_1 1e+116)
(fma -0.25 (* b a) (fma y x c))
(fma (* t z) 0.0625 (* x y))))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (z * t) / 16.0;
double tmp;
if (t_1 <= -2e+109) {
tmp = fma((t * z), 0.0625, c);
} else if (t_1 <= 1e+116) {
tmp = fma(-0.25, (b * a), fma(y, x, c));
} else {
tmp = fma((t * z), 0.0625, (x * y));
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(z * t) / 16.0) tmp = 0.0 if (t_1 <= -2e+109) tmp = fma(Float64(t * z), 0.0625, c); elseif (t_1 <= 1e+116) tmp = fma(-0.25, Float64(b * a), fma(y, x, c)); else tmp = fma(Float64(t * z), 0.0625, Float64(x * y)); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, If[LessEqual[t$95$1, -2e+109], N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision], If[LessEqual[t$95$1, 1e+116], N[(-0.25 * N[(b * a), $MachinePrecision] + N[(y * x + c), $MachinePrecision]), $MachinePrecision], N[(N[(t * z), $MachinePrecision] * 0.0625 + N[(x * y), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{z \cdot t}{16}\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{+109}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, 0.0625, c\right)\\
\mathbf{elif}\;t\_1 \leq 10^{+116}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, b \cdot a, \mathsf{fma}\left(y, x, c\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t \cdot z, 0.0625, x \cdot y\right)\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.99999999999999996e109Initial program 87.8%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in x around 0
Applied rewrites72.5%
if -1.99999999999999996e109 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.00000000000000002e116Initial program 99.4%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6493.7
Applied rewrites93.7%
if 1.00000000000000002e116 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 95.1%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6493.2
Applied rewrites93.2%
Taylor expanded in c around 0
Applied rewrites90.7%
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (* z t) 16.0)))
(if (or (<= t_1 -2e+109) (not (<= t_1 1e+116)))
(* (* 0.0625 z) t)
(fma y x c))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (z * t) / 16.0;
double tmp;
if ((t_1 <= -2e+109) || !(t_1 <= 1e+116)) {
tmp = (0.0625 * z) * t;
} else {
tmp = fma(y, x, c);
}
return tmp;
}
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(z * t) / 16.0) tmp = 0.0 if ((t_1 <= -2e+109) || !(t_1 <= 1e+116)) tmp = Float64(Float64(0.0625 * z) * t); else tmp = fma(y, x, c); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(z * t), $MachinePrecision] / 16.0), $MachinePrecision]}, If[Or[LessEqual[t$95$1, -2e+109], N[Not[LessEqual[t$95$1, 1e+116]], $MachinePrecision]], N[(N[(0.0625 * z), $MachinePrecision] * t), $MachinePrecision], N[(y * x + c), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \frac{z \cdot t}{16}\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{+109} \lor \neg \left(t\_1 \leq 10^{+116}\right):\\
\;\;\;\;\left(0.0625 \cdot z\right) \cdot t\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(y, x, c\right)\\
\end{array}
\end{array}
if (/.f64 (*.f64 z t) #s(literal 16 binary64)) < -1.99999999999999996e109 or 1.00000000000000002e116 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) Initial program 91.1%
Taylor expanded in t around inf
remove-double-negN/A
distribute-lft-neg-outN/A
mul-1-negN/A
distribute-lft-neg-inN/A
div-addN/A
fp-cancel-sub-sign-invN/A
mul-1-negN/A
fp-cancel-sign-sub-invN/A
div-add-revN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites92.4%
Taylor expanded in z around inf
Applied rewrites72.0%
if -1.99999999999999996e109 < (/.f64 (*.f64 z t) #s(literal 16 binary64)) < 1.00000000000000002e116Initial program 99.4%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6493.7
Applied rewrites93.7%
Applied rewrites93.7%
Taylor expanded in a around 0
Applied rewrites63.1%
Final simplification66.2%
(FPCore (x y z t a b c)
:precision binary64
(if (<= t -2.9e-93)
(fma y x (fma (* t z) 0.0625 c))
(if (<= t 3.9e-36)
(fma y x (+ c (* (* a -0.25) b)))
(* (fma 0.0625 z (/ (fma -0.25 (* b a) (fma y x c)) t)) t))))
double code(double x, double y, double z, double t, double a, double b, double c) {
double tmp;
if (t <= -2.9e-93) {
tmp = fma(y, x, fma((t * z), 0.0625, c));
} else if (t <= 3.9e-36) {
tmp = fma(y, x, (c + ((a * -0.25) * b)));
} else {
tmp = fma(0.0625, z, (fma(-0.25, (b * a), fma(y, x, c)) / t)) * t;
}
return tmp;
}
function code(x, y, z, t, a, b, c) tmp = 0.0 if (t <= -2.9e-93) tmp = fma(y, x, fma(Float64(t * z), 0.0625, c)); elseif (t <= 3.9e-36) tmp = fma(y, x, Float64(c + Float64(Float64(a * -0.25) * b))); else tmp = Float64(fma(0.0625, z, Float64(fma(-0.25, Float64(b * a), fma(y, x, c)) / t)) * t); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_] := If[LessEqual[t, -2.9e-93], N[(y * x + N[(N[(t * z), $MachinePrecision] * 0.0625 + c), $MachinePrecision]), $MachinePrecision], If[LessEqual[t, 3.9e-36], N[(y * x + N[(c + N[(N[(a * -0.25), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.0625 * z + N[(N[(-0.25 * N[(b * a), $MachinePrecision] + N[(y * x + c), $MachinePrecision]), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision] * t), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;t \leq -2.9 \cdot 10^{-93}:\\
\;\;\;\;\mathsf{fma}\left(y, x, \mathsf{fma}\left(t \cdot z, 0.0625, c\right)\right)\\
\mathbf{elif}\;t \leq 3.9 \cdot 10^{-36}:\\
\;\;\;\;\mathsf{fma}\left(y, x, c + \left(a \cdot -0.25\right) \cdot b\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(0.0625, z, \frac{\mathsf{fma}\left(-0.25, b \cdot a, \mathsf{fma}\left(y, x, c\right)\right)}{t}\right) \cdot t\\
\end{array}
\end{array}
if t < -2.8999999999999998e-93Initial program 95.7%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6483.4
Applied rewrites83.4%
if -2.8999999999999998e-93 < t < 3.9000000000000001e-36Initial program 98.1%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6493.0
Applied rewrites93.0%
Applied rewrites93.9%
if 3.9000000000000001e-36 < t Initial program 94.9%
Taylor expanded in t around inf
remove-double-negN/A
distribute-lft-neg-outN/A
mul-1-negN/A
distribute-lft-neg-inN/A
div-addN/A
fp-cancel-sub-sign-invN/A
mul-1-negN/A
fp-cancel-sign-sub-invN/A
div-add-revN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites98.6%
(FPCore (x y z t a b c) :precision binary64 (fma y x c))
double code(double x, double y, double z, double t, double a, double b, double c) {
return fma(y, x, c);
}
function code(x, y, z, t, a, b, c) return fma(y, x, c) end
code[x_, y_, z_, t_, a_, b_, c_] := N[(y * x + c), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(y, x, c\right)
\end{array}
Initial program 96.5%
Taylor expanded in z around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6471.6
Applied rewrites71.6%
Applied rewrites72.7%
Taylor expanded in a around 0
Applied rewrites49.0%
(FPCore (x y z t a b c) :precision binary64 (* x y))
double code(double x, double y, double z, double t, double a, double b, double c) {
return x * y;
}
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(x, y, z, t, a, b, c)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = x * y
end function
public static double code(double x, double y, double z, double t, double a, double b, double c) {
return x * y;
}
def code(x, y, z, t, a, b, c): return x * y
function code(x, y, z, t, a, b, c) return Float64(x * y) end
function tmp = code(x, y, z, t, a, b, c) tmp = x * y; end
code[x_, y_, z_, t_, a_, b_, c_] := N[(x * y), $MachinePrecision]
\begin{array}{l}
\\
x \cdot y
\end{array}
Initial program 96.5%
Taylor expanded in t around inf
remove-double-negN/A
distribute-lft-neg-outN/A
mul-1-negN/A
distribute-lft-neg-inN/A
div-addN/A
fp-cancel-sub-sign-invN/A
mul-1-negN/A
fp-cancel-sign-sub-invN/A
div-add-revN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites78.8%
Taylor expanded in x around inf
Applied rewrites29.3%
herbie shell --seed 2024363
(FPCore (x y z t a b c)
:name "Diagrams.Solve.Polynomial:quartForm from diagrams-solve-0.1, C"
:precision binary64
(+ (- (+ (* x y) (/ (* z t) 16.0)) (/ (* a b) 4.0)) c))