
(FPCore (alpha beta i) :precision binary64 (let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))) (/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0) 2.0)))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
return (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
}
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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
t_0 = (alpha + beta) + (2.0d0 * i)
code = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0d0)) + 1.0d0) / 2.0d0
end function
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
return (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
}
def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) return (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) return Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) end
function tmp = code(alpha, beta, i) t_0 = (alpha + beta) + (2.0 * i); tmp = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0; end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 13 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (alpha beta i) :precision binary64 (let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))) (/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0) 2.0)))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
return (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
}
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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
t_0 = (alpha + beta) + (2.0d0 * i)
code = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0d0)) + 1.0d0) / 2.0d0
end function
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
return (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
}
def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) return (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) return Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) end
function tmp = code(alpha, beta, i) t_0 = (alpha + beta) + (2.0 * i); tmp = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0; end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}
\end{array}
\end{array}
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (fma i 2.0 (+ beta alpha))) (t_1 (+ (+ alpha beta) (* 2.0 i))))
(if (<=
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_1) (+ t_1 2.0)) 1.0)
2.0)
0.001)
(/
(fma 2.0 (+ (fma 2.0 i beta) (fma 0.0 beta (fma 2.0 i beta))) 4.0)
(* (fma (fma 2.0 i (+ alpha beta)) 2.0 4.0) 2.0))
(/
(+ (* (/ (- beta alpha) t_0) (/ (+ beta alpha) (+ t_0 2.0))) 1.0)
2.0))))
double code(double alpha, double beta, double i) {
double t_0 = fma(i, 2.0, (beta + alpha));
double t_1 = (alpha + beta) + (2.0 * i);
double tmp;
if (((((((alpha + beta) * (beta - alpha)) / t_1) / (t_1 + 2.0)) + 1.0) / 2.0) <= 0.001) {
tmp = fma(2.0, (fma(2.0, i, beta) + fma(0.0, beta, fma(2.0, i, beta))), 4.0) / (fma(fma(2.0, i, (alpha + beta)), 2.0, 4.0) * 2.0);
} else {
tmp = ((((beta - alpha) / t_0) * ((beta + alpha) / (t_0 + 2.0))) + 1.0) / 2.0;
}
return tmp;
}
function code(alpha, beta, i) t_0 = fma(i, 2.0, Float64(beta + alpha)) t_1 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) tmp = 0.0 if (Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_1) / Float64(t_1 + 2.0)) + 1.0) / 2.0) <= 0.001) tmp = Float64(fma(2.0, Float64(fma(2.0, i, beta) + fma(0.0, beta, fma(2.0, i, beta))), 4.0) / Float64(fma(fma(2.0, i, Float64(alpha + beta)), 2.0, 4.0) * 2.0)); else tmp = Float64(Float64(Float64(Float64(Float64(beta - alpha) / t_0) * Float64(Float64(beta + alpha) / Float64(t_0 + 2.0))) + 1.0) / 2.0); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(i * 2.0 + N[(beta + alpha), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] / N[(t$95$1 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision], 0.001], N[(N[(2.0 * N[(N[(2.0 * i + beta), $MachinePrecision] + N[(0.0 * beta + N[(2.0 * i + beta), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 4.0), $MachinePrecision] / N[(N[(N[(2.0 * i + N[(alpha + beta), $MachinePrecision]), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(beta - alpha), $MachinePrecision] / t$95$0), $MachinePrecision] * N[(N[(beta + alpha), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(i, 2, \beta + \alpha\right)\\
t_1 := \left(\alpha + \beta\right) + 2 \cdot i\\
\mathbf{if}\;\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_1}}{t\_1 + 2} + 1}{2} \leq 0.001:\\
\;\;\;\;\frac{\mathsf{fma}\left(2, \mathsf{fma}\left(2, i, \beta\right) + \mathsf{fma}\left(0, \beta, \mathsf{fma}\left(2, i, \beta\right)\right), 4\right)}{\mathsf{fma}\left(\mathsf{fma}\left(2, i, \alpha + \beta\right), 2, 4\right) \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{\beta - \alpha}{t\_0} \cdot \frac{\beta + \alpha}{t\_0 + 2} + 1}{2}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 1e-3Initial program 3.8%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f6416.4
Applied rewrites16.4%
Applied rewrites16.6%
Taylor expanded in alpha around inf
+-commutativeN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
fp-cancel-sub-sign-invN/A
distribute-rgt1-inN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f6493.0
Applied rewrites93.0%
if 1e-3 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 81.6%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
Final simplification98.2%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 1e-14)
(* (/ (fma 0.0 beta (fma 1.0 (fma 4.0 i (* 2.0 beta)) 2.0)) alpha) 0.5)
(if (<= t_1 0.5)
(*
0.5
(fma
-1.0
(/ (* alpha alpha) (* (+ (fma 2.0 i alpha) 2.0) (fma 2.0 i alpha)))
1.0))
(* (+ 1.0 (/ (- beta alpha) (- (+ beta alpha) -2.0))) 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 1e-14) {
tmp = (fma(0.0, beta, fma(1.0, fma(4.0, i, (2.0 * beta)), 2.0)) / alpha) * 0.5;
} else if (t_1 <= 0.5) {
tmp = 0.5 * fma(-1.0, ((alpha * alpha) / ((fma(2.0, i, alpha) + 2.0) * fma(2.0, i, alpha))), 1.0);
} else {
tmp = (1.0 + ((beta - alpha) / ((beta + alpha) - -2.0))) * 0.5;
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 1e-14) tmp = Float64(Float64(fma(0.0, beta, fma(1.0, fma(4.0, i, Float64(2.0 * beta)), 2.0)) / alpha) * 0.5); elseif (t_1 <= 0.5) tmp = Float64(0.5 * fma(-1.0, Float64(Float64(alpha * alpha) / Float64(Float64(fma(2.0, i, alpha) + 2.0) * fma(2.0, i, alpha))), 1.0)); else tmp = Float64(Float64(1.0 + Float64(Float64(beta - alpha) / Float64(Float64(beta + alpha) - -2.0))) * 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 1e-14], N[(N[(N[(0.0 * beta + N[(1.0 * N[(4.0 * i + N[(2.0 * beta), $MachinePrecision]), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 0.5], N[(0.5 * N[(-1.0 * N[(N[(alpha * alpha), $MachinePrecision] / N[(N[(N[(2.0 * i + alpha), $MachinePrecision] + 2.0), $MachinePrecision] * N[(2.0 * i + alpha), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 + N[(N[(beta - alpha), $MachinePrecision] / N[(N[(beta + alpha), $MachinePrecision] - -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 10^{-14}:\\
\;\;\;\;\frac{\mathsf{fma}\left(0, \beta, \mathsf{fma}\left(1, \mathsf{fma}\left(4, i, 2 \cdot \beta\right), 2\right)\right)}{\alpha} \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 0.5:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(-1, \frac{\alpha \cdot \alpha}{\left(\mathsf{fma}\left(2, i, \alpha\right) + 2\right) \cdot \mathsf{fma}\left(2, i, \alpha\right)}, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(1 + \frac{\beta - \alpha}{\left(\beta + \alpha\right) - -2}\right) \cdot 0.5\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 9.99999999999999999e-15Initial program 2.5%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.7%
if 9.99999999999999999e-15 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.5Initial program 99.9%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f6499.9
Applied rewrites99.9%
Taylor expanded in beta around 0
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6499.5
Applied rewrites99.5%
if 0.5 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 40.8%
Taylor expanded in i around 0
*-commutativeN/A
lower-*.f64N/A
associate--l+N/A
div-subN/A
lower-+.f64N/A
lower-/.f64N/A
lower--.f64N/A
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
+-commutativeN/A
lower-+.f6495.8
Applied rewrites95.8%
Final simplification96.4%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 0.2)
(* (/ (fma 0.0 beta (fma 1.0 (fma 4.0 i (* 2.0 beta)) 2.0)) alpha) 0.5)
(if (<= t_1 0.6)
(fma
(* beta beta)
(/ 0.5 (* (+ (fma i 2.0 beta) 2.0) (fma i 2.0 beta)))
0.5)
(* (+ 1.0 (/ (- beta alpha) (- (+ beta alpha) -2.0))) 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 0.2) {
tmp = (fma(0.0, beta, fma(1.0, fma(4.0, i, (2.0 * beta)), 2.0)) / alpha) * 0.5;
} else if (t_1 <= 0.6) {
tmp = fma((beta * beta), (0.5 / ((fma(i, 2.0, beta) + 2.0) * fma(i, 2.0, beta))), 0.5);
} else {
tmp = (1.0 + ((beta - alpha) / ((beta + alpha) - -2.0))) * 0.5;
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 0.2) tmp = Float64(Float64(fma(0.0, beta, fma(1.0, fma(4.0, i, Float64(2.0 * beta)), 2.0)) / alpha) * 0.5); elseif (t_1 <= 0.6) tmp = fma(Float64(beta * beta), Float64(0.5 / Float64(Float64(fma(i, 2.0, beta) + 2.0) * fma(i, 2.0, beta))), 0.5); else tmp = Float64(Float64(1.0 + Float64(Float64(beta - alpha) / Float64(Float64(beta + alpha) - -2.0))) * 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 0.2], N[(N[(N[(0.0 * beta + N[(1.0 * N[(4.0 * i + N[(2.0 * beta), $MachinePrecision]), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 0.6], N[(N[(beta * beta), $MachinePrecision] * N[(0.5 / N[(N[(N[(i * 2.0 + beta), $MachinePrecision] + 2.0), $MachinePrecision] * N[(i * 2.0 + beta), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 0.5), $MachinePrecision], N[(N[(1.0 + N[(N[(beta - alpha), $MachinePrecision] / N[(N[(beta + alpha), $MachinePrecision] - -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 0.2:\\
\;\;\;\;\frac{\mathsf{fma}\left(0, \beta, \mathsf{fma}\left(1, \mathsf{fma}\left(4, i, 2 \cdot \beta\right), 2\right)\right)}{\alpha} \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 0.6:\\
\;\;\;\;\mathsf{fma}\left(\beta \cdot \beta, \frac{0.5}{\left(\mathsf{fma}\left(i, 2, \beta\right) + 2\right) \cdot \mathsf{fma}\left(i, 2, \beta\right)}, 0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\left(1 + \frac{\beta - \alpha}{\left(\beta + \alpha\right) - -2}\right) \cdot 0.5\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.20000000000000001Initial program 5.2%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites88.8%
if 0.20000000000000001 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.599999999999999978Initial program 100.0%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
Taylor expanded in alpha around 0
distribute-lft-inN/A
metadata-evalN/A
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6499.3
Applied rewrites99.3%
Applied rewrites99.3%
if 0.599999999999999978 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 36.5%
Taylor expanded in i around 0
*-commutativeN/A
lower-*.f64N/A
associate--l+N/A
div-subN/A
lower-+.f64N/A
lower-/.f64N/A
lower--.f64N/A
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
+-commutativeN/A
lower-+.f6497.0
Applied rewrites97.0%
Final simplification96.1%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 0.2)
(* (/ (fma 0.0 beta (fma 1.0 (fma 4.0 i (* 2.0 beta)) 2.0)) alpha) 0.5)
(if (<= t_1 0.5)
0.5
(* (+ 1.0 (/ (- beta alpha) (- (+ beta alpha) -2.0))) 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 0.2) {
tmp = (fma(0.0, beta, fma(1.0, fma(4.0, i, (2.0 * beta)), 2.0)) / alpha) * 0.5;
} else if (t_1 <= 0.5) {
tmp = 0.5;
} else {
tmp = (1.0 + ((beta - alpha) / ((beta + alpha) - -2.0))) * 0.5;
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 0.2) tmp = Float64(Float64(fma(0.0, beta, fma(1.0, fma(4.0, i, Float64(2.0 * beta)), 2.0)) / alpha) * 0.5); elseif (t_1 <= 0.5) tmp = 0.5; else tmp = Float64(Float64(1.0 + Float64(Float64(beta - alpha) / Float64(Float64(beta + alpha) - -2.0))) * 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 0.2], N[(N[(N[(0.0 * beta + N[(1.0 * N[(4.0 * i + N[(2.0 * beta), $MachinePrecision]), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 0.5], 0.5, N[(N[(1.0 + N[(N[(beta - alpha), $MachinePrecision] / N[(N[(beta + alpha), $MachinePrecision] - -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 0.2:\\
\;\;\;\;\frac{\mathsf{fma}\left(0, \beta, \mathsf{fma}\left(1, \mathsf{fma}\left(4, i, 2 \cdot \beta\right), 2\right)\right)}{\alpha} \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 0.5:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;\left(1 + \frac{\beta - \alpha}{\left(\beta + \alpha\right) - -2}\right) \cdot 0.5\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.20000000000000001Initial program 5.2%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites88.8%
if 0.20000000000000001 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.5Initial program 100.0%
Taylor expanded in i around inf
Applied rewrites99.1%
if 0.5 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 40.8%
Taylor expanded in i around 0
*-commutativeN/A
lower-*.f64N/A
associate--l+N/A
div-subN/A
lower-+.f64N/A
lower-/.f64N/A
lower--.f64N/A
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
+-commutativeN/A
lower-+.f6495.8
Applied rewrites95.8%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 0.2)
(* (/ (fma 4.0 i 2.0) alpha) 0.5)
(if (<= t_1 0.5)
0.5
(* (+ 1.0 (/ (- beta alpha) (- (+ beta alpha) -2.0))) 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 0.2) {
tmp = (fma(4.0, i, 2.0) / alpha) * 0.5;
} else if (t_1 <= 0.5) {
tmp = 0.5;
} else {
tmp = (1.0 + ((beta - alpha) / ((beta + alpha) - -2.0))) * 0.5;
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 0.2) tmp = Float64(Float64(fma(4.0, i, 2.0) / alpha) * 0.5); elseif (t_1 <= 0.5) tmp = 0.5; else tmp = Float64(Float64(1.0 + Float64(Float64(beta - alpha) / Float64(Float64(beta + alpha) - -2.0))) * 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 0.2], N[(N[(N[(4.0 * i + 2.0), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 0.5], 0.5, N[(N[(1.0 + N[(N[(beta - alpha), $MachinePrecision] / N[(N[(beta + alpha), $MachinePrecision] - -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 0.2:\\
\;\;\;\;\frac{\mathsf{fma}\left(4, i, 2\right)}{\alpha} \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 0.5:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;\left(1 + \frac{\beta - \alpha}{\left(\beta + \alpha\right) - -2}\right) \cdot 0.5\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.20000000000000001Initial program 5.2%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites88.8%
Taylor expanded in beta around 0
Applied rewrites77.4%
if 0.20000000000000001 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.5Initial program 100.0%
Taylor expanded in i around inf
Applied rewrites99.1%
if 0.5 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 40.8%
Taylor expanded in i around 0
*-commutativeN/A
lower-*.f64N/A
associate--l+N/A
div-subN/A
lower-+.f64N/A
lower-/.f64N/A
lower--.f64N/A
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
+-commutativeN/A
lower-+.f6495.8
Applied rewrites95.8%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 0.2)
(* (/ (fma 4.0 i 2.0) alpha) 0.5)
(if (<= t_1 0.5) 0.5 (fma (/ beta (+ 2.0 beta)) 0.5 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 0.2) {
tmp = (fma(4.0, i, 2.0) / alpha) * 0.5;
} else if (t_1 <= 0.5) {
tmp = 0.5;
} else {
tmp = fma((beta / (2.0 + beta)), 0.5, 0.5);
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 0.2) tmp = Float64(Float64(fma(4.0, i, 2.0) / alpha) * 0.5); elseif (t_1 <= 0.5) tmp = 0.5; else tmp = fma(Float64(beta / Float64(2.0 + beta)), 0.5, 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 0.2], N[(N[(N[(4.0 * i + 2.0), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 0.5], 0.5, N[(N[(beta / N[(2.0 + beta), $MachinePrecision]), $MachinePrecision] * 0.5 + 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 0.2:\\
\;\;\;\;\frac{\mathsf{fma}\left(4, i, 2\right)}{\alpha} \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 0.5:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\beta}{2 + \beta}, 0.5, 0.5\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.20000000000000001Initial program 5.2%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites88.8%
Taylor expanded in beta around 0
Applied rewrites77.4%
if 0.20000000000000001 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.5Initial program 100.0%
Taylor expanded in i around inf
Applied rewrites99.1%
if 0.5 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 40.8%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
Taylor expanded in alpha around 0
distribute-lft-inN/A
metadata-evalN/A
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6436.8
Applied rewrites36.8%
Taylor expanded in i around 0
Applied rewrites92.4%
Final simplification91.9%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 0.001)
(* (/ (fma 2.0 beta 2.0) alpha) 0.5)
(if (<= t_1 0.5) 0.5 (fma (/ beta (+ 2.0 beta)) 0.5 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 0.001) {
tmp = (fma(2.0, beta, 2.0) / alpha) * 0.5;
} else if (t_1 <= 0.5) {
tmp = 0.5;
} else {
tmp = fma((beta / (2.0 + beta)), 0.5, 0.5);
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 0.001) tmp = Float64(Float64(fma(2.0, beta, 2.0) / alpha) * 0.5); elseif (t_1 <= 0.5) tmp = 0.5; else tmp = fma(Float64(beta / Float64(2.0 + beta)), 0.5, 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 0.001], N[(N[(N[(2.0 * beta + 2.0), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 0.5], 0.5, N[(N[(beta / N[(2.0 + beta), $MachinePrecision]), $MachinePrecision] * 0.5 + 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 0.001:\\
\;\;\;\;\frac{\mathsf{fma}\left(2, \beta, 2\right)}{\alpha} \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 0.5:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\beta}{2 + \beta}, 0.5, 0.5\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 1e-3Initial program 3.8%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites89.9%
Taylor expanded in i around 0
Applied rewrites62.1%
if 1e-3 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.5Initial program 100.0%
Taylor expanded in i around inf
Applied rewrites98.4%
if 0.5 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 40.8%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
Taylor expanded in alpha around 0
distribute-lft-inN/A
metadata-evalN/A
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6436.8
Applied rewrites36.8%
Taylor expanded in i around 0
Applied rewrites92.4%
Final simplification87.7%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 1e-14)
(* 2.0 (/ i alpha))
(if (<= t_1 0.5) 0.5 (fma (/ beta (+ 2.0 beta)) 0.5 0.5)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 1e-14) {
tmp = 2.0 * (i / alpha);
} else if (t_1 <= 0.5) {
tmp = 0.5;
} else {
tmp = fma((beta / (2.0 + beta)), 0.5, 0.5);
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 1e-14) tmp = Float64(2.0 * Float64(i / alpha)); elseif (t_1 <= 0.5) tmp = 0.5; else tmp = fma(Float64(beta / Float64(2.0 + beta)), 0.5, 0.5); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 1e-14], N[(2.0 * N[(i / alpha), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.5], 0.5, N[(N[(beta / N[(2.0 + beta), $MachinePrecision]), $MachinePrecision] * 0.5 + 0.5), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 10^{-14}:\\
\;\;\;\;2 \cdot \frac{i}{\alpha}\\
\mathbf{elif}\;t\_1 \leq 0.5:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\beta}{2 + \beta}, 0.5, 0.5\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 9.99999999999999999e-15Initial program 2.5%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.7%
Taylor expanded in i around inf
Applied rewrites32.0%
if 9.99999999999999999e-15 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.5Initial program 99.9%
Taylor expanded in i around inf
Applied rewrites97.8%
if 0.5 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 40.8%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f64100.0
Applied rewrites100.0%
Taylor expanded in alpha around 0
distribute-lft-inN/A
metadata-evalN/A
lower-+.f64N/A
associate-*r/N/A
lower-/.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6436.8
Applied rewrites36.8%
Taylor expanded in i around 0
Applied rewrites92.4%
Final simplification79.8%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i)))
(t_1
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)))
(if (<= t_1 1e-14) (* 2.0 (/ i alpha)) (if (<= t_1 0.6) 0.5 1.0))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 1e-14) {
tmp = 2.0 * (i / alpha);
} else if (t_1 <= 0.6) {
tmp = 0.5;
} else {
tmp = 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = (alpha + beta) + (2.0d0 * i)
t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0d0)) + 1.0d0) / 2.0d0
if (t_1 <= 1d-14) then
tmp = 2.0d0 * (i / alpha)
else if (t_1 <= 0.6d0) then
tmp = 0.5d0
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0;
double tmp;
if (t_1 <= 1e-14) {
tmp = 2.0 * (i / alpha);
} else if (t_1 <= 0.6) {
tmp = 0.5;
} else {
tmp = 1.0;
}
return tmp;
}
def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0 tmp = 0 if t_1 <= 1e-14: tmp = 2.0 * (i / alpha) elif t_1 <= 0.6: tmp = 0.5 else: tmp = 1.0 return tmp
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) t_1 = Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) tmp = 0.0 if (t_1 <= 1e-14) tmp = Float64(2.0 * Float64(i / alpha)); elseif (t_1 <= 0.6) tmp = 0.5; else tmp = 1.0; end return tmp end
function tmp_2 = code(alpha, beta, i) t_0 = (alpha + beta) + (2.0 * i); t_1 = (((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0; tmp = 0.0; if (t_1 <= 1e-14) tmp = 2.0 * (i / alpha); elseif (t_1 <= 0.6) tmp = 0.5; else tmp = 1.0; end tmp_2 = tmp; end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision]}, If[LessEqual[t$95$1, 1e-14], N[(2.0 * N[(i / alpha), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.6], 0.5, 1.0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
t_1 := \frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2}\\
\mathbf{if}\;t\_1 \leq 10^{-14}:\\
\;\;\;\;2 \cdot \frac{i}{\alpha}\\
\mathbf{elif}\;t\_1 \leq 0.6:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 9.99999999999999999e-15Initial program 2.5%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites90.7%
Taylor expanded in i around inf
Applied rewrites32.0%
if 9.99999999999999999e-15 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.599999999999999978Initial program 99.9%
Taylor expanded in i around inf
Applied rewrites96.7%
if 0.599999999999999978 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 36.5%
Taylor expanded in beta around inf
Applied rewrites93.6%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i))))
(if (<=
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)
0.49999999999993167)
(/
(fma 2.0 (+ (fma 2.0 i beta) (fma 0.0 beta (fma 2.0 i beta))) 4.0)
(* (fma (fma 2.0 i (+ alpha beta)) 2.0 4.0) 2.0))
(*
0.5
(fma
(/ beta (- (fma 2.0 i beta) -2.0))
(/ beta (fma 2.0 i beta))
1.0)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double tmp;
if (((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0) <= 0.49999999999993167) {
tmp = fma(2.0, (fma(2.0, i, beta) + fma(0.0, beta, fma(2.0, i, beta))), 4.0) / (fma(fma(2.0, i, (alpha + beta)), 2.0, 4.0) * 2.0);
} else {
tmp = 0.5 * fma((beta / (fma(2.0, i, beta) - -2.0)), (beta / fma(2.0, i, beta)), 1.0);
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) tmp = 0.0 if (Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) <= 0.49999999999993167) tmp = Float64(fma(2.0, Float64(fma(2.0, i, beta) + fma(0.0, beta, fma(2.0, i, beta))), 4.0) / Float64(fma(fma(2.0, i, Float64(alpha + beta)), 2.0, 4.0) * 2.0)); else tmp = Float64(0.5 * fma(Float64(beta / Float64(fma(2.0, i, beta) - -2.0)), Float64(beta / fma(2.0, i, beta)), 1.0)); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision], 0.49999999999993167], N[(N[(2.0 * N[(N[(2.0 * i + beta), $MachinePrecision] + N[(0.0 * beta + N[(2.0 * i + beta), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + 4.0), $MachinePrecision] / N[(N[(N[(2.0 * i + N[(alpha + beta), $MachinePrecision]), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(N[(beta / N[(N[(2.0 * i + beta), $MachinePrecision] - -2.0), $MachinePrecision]), $MachinePrecision] * N[(beta / N[(2.0 * i + beta), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
\mathbf{if}\;\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2} \leq 0.49999999999993167:\\
\;\;\;\;\frac{\mathsf{fma}\left(2, \mathsf{fma}\left(2, i, \beta\right) + \mathsf{fma}\left(0, \beta, \mathsf{fma}\left(2, i, \beta\right)\right), 4\right)}{\mathsf{fma}\left(\mathsf{fma}\left(2, i, \alpha + \beta\right), 2, 4\right) \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(\frac{\beta}{\mathsf{fma}\left(2, i, \beta\right) - -2}, \frac{\beta}{\mathsf{fma}\left(2, i, \beta\right)}, 1\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.499999999999931666Initial program 9.2%
lift-/.f64N/A
lift-/.f64N/A
associate-/l/N/A
lift-*.f64N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lift-+.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-/.f6421.1
Applied rewrites21.1%
Applied rewrites21.4%
Taylor expanded in alpha around inf
+-commutativeN/A
distribute-lft-outN/A
lower-fma.f64N/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
fp-cancel-sub-sign-invN/A
distribute-rgt1-inN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f6492.3
Applied rewrites92.3%
if 0.499999999999931666 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 81.2%
Taylor expanded in alpha around 0
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f6498.9
Applied rewrites98.9%
Final simplification97.1%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i))))
(if (<=
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)
0.2)
(* (/ (fma 0.0 beta (fma 1.0 (fma 4.0 i (* 2.0 beta)) 2.0)) alpha) 0.5)
(*
0.5
(fma
(/ beta (- (fma 2.0 i beta) -2.0))
(/ beta (fma 2.0 i beta))
1.0)))))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double tmp;
if (((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0) <= 0.2) {
tmp = (fma(0.0, beta, fma(1.0, fma(4.0, i, (2.0 * beta)), 2.0)) / alpha) * 0.5;
} else {
tmp = 0.5 * fma((beta / (fma(2.0, i, beta) - -2.0)), (beta / fma(2.0, i, beta)), 1.0);
}
return tmp;
}
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) tmp = 0.0 if (Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) <= 0.2) tmp = Float64(Float64(fma(0.0, beta, fma(1.0, fma(4.0, i, Float64(2.0 * beta)), 2.0)) / alpha) * 0.5); else tmp = Float64(0.5 * fma(Float64(beta / Float64(fma(2.0, i, beta) - -2.0)), Float64(beta / fma(2.0, i, beta)), 1.0)); end return tmp end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision], 0.2], N[(N[(N[(0.0 * beta + N[(1.0 * N[(4.0 * i + N[(2.0 * beta), $MachinePrecision]), $MachinePrecision] + 2.0), $MachinePrecision]), $MachinePrecision] / alpha), $MachinePrecision] * 0.5), $MachinePrecision], N[(0.5 * N[(N[(beta / N[(N[(2.0 * i + beta), $MachinePrecision] - -2.0), $MachinePrecision]), $MachinePrecision] * N[(beta / N[(2.0 * i + beta), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
\mathbf{if}\;\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2} \leq 0.2:\\
\;\;\;\;\frac{\mathsf{fma}\left(0, \beta, \mathsf{fma}\left(1, \mathsf{fma}\left(4, i, 2 \cdot \beta\right), 2\right)\right)}{\alpha} \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(\frac{\beta}{\mathsf{fma}\left(2, i, \beta\right) - -2}, \frac{\beta}{\mathsf{fma}\left(2, i, \beta\right)}, 1\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.20000000000000001Initial program 5.2%
Taylor expanded in alpha around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites88.8%
if 0.20000000000000001 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 81.5%
Taylor expanded in alpha around 0
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f6498.5
Applied rewrites98.5%
(FPCore (alpha beta i)
:precision binary64
(let* ((t_0 (+ (+ alpha beta) (* 2.0 i))))
(if (<=
(/
(+ (/ (/ (* (+ alpha beta) (- beta alpha)) t_0) (+ t_0 2.0)) 1.0)
2.0)
0.6)
0.5
1.0)))
double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double tmp;
if (((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0) <= 0.6) {
tmp = 0.5;
} else {
tmp = 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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
real(8) :: t_0
real(8) :: tmp
t_0 = (alpha + beta) + (2.0d0 * i)
if (((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0d0)) + 1.0d0) / 2.0d0) <= 0.6d0) then
tmp = 0.5d0
else
tmp = 1.0d0
end if
code = tmp
end function
public static double code(double alpha, double beta, double i) {
double t_0 = (alpha + beta) + (2.0 * i);
double tmp;
if (((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0) <= 0.6) {
tmp = 0.5;
} else {
tmp = 1.0;
}
return tmp;
}
def code(alpha, beta, i): t_0 = (alpha + beta) + (2.0 * i) tmp = 0 if ((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0) <= 0.6: tmp = 0.5 else: tmp = 1.0 return tmp
function code(alpha, beta, i) t_0 = Float64(Float64(alpha + beta) + Float64(2.0 * i)) tmp = 0.0 if (Float64(Float64(Float64(Float64(Float64(Float64(alpha + beta) * Float64(beta - alpha)) / t_0) / Float64(t_0 + 2.0)) + 1.0) / 2.0) <= 0.6) tmp = 0.5; else tmp = 1.0; end return tmp end
function tmp_2 = code(alpha, beta, i) t_0 = (alpha + beta) + (2.0 * i); tmp = 0.0; if (((((((alpha + beta) * (beta - alpha)) / t_0) / (t_0 + 2.0)) + 1.0) / 2.0) <= 0.6) tmp = 0.5; else tmp = 1.0; end tmp_2 = tmp; end
code[alpha_, beta_, i_] := Block[{t$95$0 = N[(N[(alpha + beta), $MachinePrecision] + N[(2.0 * i), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(N[(N[(N[(alpha + beta), $MachinePrecision] * N[(beta - alpha), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision] / N[(t$95$0 + 2.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision] / 2.0), $MachinePrecision], 0.6], 0.5, 1.0]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\alpha + \beta\right) + 2 \cdot i\\
\mathbf{if}\;\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{t\_0}}{t\_0 + 2} + 1}{2} \leq 0.6:\\
\;\;\;\;0.5\\
\mathbf{else}:\\
\;\;\;\;1\\
\end{array}
\end{array}
if (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) < 0.599999999999999978Initial program 68.4%
Taylor expanded in i around inf
Applied rewrites69.7%
if 0.599999999999999978 < (/.f64 (+.f64 (/.f64 (/.f64 (*.f64 (+.f64 alpha beta) (-.f64 beta alpha)) (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i))) (+.f64 (+.f64 (+.f64 alpha beta) (*.f64 #s(literal 2 binary64) i)) #s(literal 2 binary64))) #s(literal 1 binary64)) #s(literal 2 binary64)) Initial program 36.5%
Taylor expanded in beta around inf
Applied rewrites93.6%
(FPCore (alpha beta i) :precision binary64 0.5)
double code(double alpha, double beta, double i) {
return 0.5;
}
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(alpha, beta, i)
use fmin_fmax_functions
real(8), intent (in) :: alpha
real(8), intent (in) :: beta
real(8), intent (in) :: i
code = 0.5d0
end function
public static double code(double alpha, double beta, double i) {
return 0.5;
}
def code(alpha, beta, i): return 0.5
function code(alpha, beta, i) return 0.5 end
function tmp = code(alpha, beta, i) tmp = 0.5; end
code[alpha_, beta_, i_] := 0.5
\begin{array}{l}
\\
0.5
\end{array}
Initial program 61.5%
Taylor expanded in i around inf
Applied rewrites59.2%
herbie shell --seed 2024362
(FPCore (alpha beta i)
:name "Octave 3.8, jcobi/2"
:precision binary64
:pre (and (and (> alpha -1.0) (> beta -1.0)) (> i 0.0))
(/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2.0 i))) (+ (+ (+ alpha beta) (* 2.0 i)) 2.0)) 1.0) 2.0))