
(FPCore (x eps) :precision binary64 (- (sin (+ x eps)) (sin x)))
double code(double x, double eps) {
return sin((x + eps)) - sin(x);
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = sin((x + eps)) - sin(x)
end function
public static double code(double x, double eps) {
return Math.sin((x + eps)) - Math.sin(x);
}
def code(x, eps): return math.sin((x + eps)) - math.sin(x)
function code(x, eps) return Float64(sin(Float64(x + eps)) - sin(x)) end
function tmp = code(x, eps) tmp = sin((x + eps)) - sin(x); end
code[x_, eps_] := N[(N[Sin[N[(x + eps), $MachinePrecision]], $MachinePrecision] - N[Sin[x], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sin \left(x + \varepsilon\right) - \sin x
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x eps) :precision binary64 (- (sin (+ x eps)) (sin x)))
double code(double x, double eps) {
return sin((x + eps)) - sin(x);
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = sin((x + eps)) - sin(x)
end function
public static double code(double x, double eps) {
return Math.sin((x + eps)) - Math.sin(x);
}
def code(x, eps): return math.sin((x + eps)) - math.sin(x)
function code(x, eps) return Float64(sin(Float64(x + eps)) - sin(x)) end
function tmp = code(x, eps) tmp = sin((x + eps)) - sin(x); end
code[x_, eps_] := N[(N[Sin[N[(x + eps), $MachinePrecision]], $MachinePrecision] - N[Sin[x], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sin \left(x + \varepsilon\right) - \sin x
\end{array}
(FPCore (x eps) :precision binary64 (* (cos (fma eps 0.5 x)) (* (sin (* eps 0.5)) 2.0)))
double code(double x, double eps) {
return cos(fma(eps, 0.5, x)) * (sin((eps * 0.5)) * 2.0);
}
function code(x, eps) return Float64(cos(fma(eps, 0.5, x)) * Float64(sin(Float64(eps * 0.5)) * 2.0)) end
code[x_, eps_] := N[(N[Cos[N[(eps * 0.5 + x), $MachinePrecision]], $MachinePrecision] * N[(N[Sin[N[(eps * 0.5), $MachinePrecision]], $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cos \left(\mathsf{fma}\left(\varepsilon, 0.5, x\right)\right) \cdot \left(\sin \left(\varepsilon \cdot 0.5\right) \cdot 2\right)
\end{array}
Initial program 64.4%
lift--.f64N/A
lift-sin.f64N/A
lift-sin.f64N/A
diff-sinN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
+-inversesN/A
+-commutativeN/A
lower-+.f64N/A
frac-2negN/A
distribute-frac-negN/A
Applied rewrites100.0%
Taylor expanded in eps around inf
*-commutativeN/A
metadata-evalN/A
cancel-sign-sub-invN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
cancel-sign-sub-invN/A
metadata-evalN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around inf
Applied rewrites100.0%
Final simplification100.0%
(FPCore (x eps)
:precision binary64
(*
(*
(*
(fma
(fma
(fma -1.5500992063492063e-6 (* eps eps) 0.00026041666666666666)
(* eps eps)
-0.020833333333333332)
(* eps eps)
0.5)
eps)
2.0)
(cos (fma eps 0.5 x))))
double code(double x, double eps) {
return ((fma(fma(fma(-1.5500992063492063e-6, (eps * eps), 0.00026041666666666666), (eps * eps), -0.020833333333333332), (eps * eps), 0.5) * eps) * 2.0) * cos(fma(eps, 0.5, x));
}
function code(x, eps) return Float64(Float64(Float64(fma(fma(fma(-1.5500992063492063e-6, Float64(eps * eps), 0.00026041666666666666), Float64(eps * eps), -0.020833333333333332), Float64(eps * eps), 0.5) * eps) * 2.0) * cos(fma(eps, 0.5, x))) end
code[x_, eps_] := N[(N[(N[(N[(N[(N[(-1.5500992063492063e-6 * N[(eps * eps), $MachinePrecision] + 0.00026041666666666666), $MachinePrecision] * N[(eps * eps), $MachinePrecision] + -0.020833333333333332), $MachinePrecision] * N[(eps * eps), $MachinePrecision] + 0.5), $MachinePrecision] * eps), $MachinePrecision] * 2.0), $MachinePrecision] * N[Cos[N[(eps * 0.5 + x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-1.5500992063492063 \cdot 10^{-6}, \varepsilon \cdot \varepsilon, 0.00026041666666666666\right), \varepsilon \cdot \varepsilon, -0.020833333333333332\right), \varepsilon \cdot \varepsilon, 0.5\right) \cdot \varepsilon\right) \cdot 2\right) \cdot \cos \left(\mathsf{fma}\left(\varepsilon, 0.5, x\right)\right)
\end{array}
Initial program 64.4%
lift--.f64N/A
lift-sin.f64N/A
lift-sin.f64N/A
diff-sinN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
+-inversesN/A
+-commutativeN/A
lower-+.f64N/A
frac-2negN/A
distribute-frac-negN/A
Applied rewrites100.0%
Taylor expanded in eps around inf
*-commutativeN/A
metadata-evalN/A
cancel-sign-sub-invN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
cancel-sign-sub-invN/A
metadata-evalN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around inf
Applied rewrites100.0%
Taylor expanded in eps around 0
Applied rewrites99.2%
Final simplification99.2%
(FPCore (x eps)
:precision binary64
(*
(cos (fma 0.5 eps x))
(*
(*
(fma
(fma 0.00026041666666666666 (* eps eps) -0.020833333333333332)
(* eps eps)
0.5)
eps)
2.0)))
double code(double x, double eps) {
return cos(fma(0.5, eps, x)) * ((fma(fma(0.00026041666666666666, (eps * eps), -0.020833333333333332), (eps * eps), 0.5) * eps) * 2.0);
}
function code(x, eps) return Float64(cos(fma(0.5, eps, x)) * Float64(Float64(fma(fma(0.00026041666666666666, Float64(eps * eps), -0.020833333333333332), Float64(eps * eps), 0.5) * eps) * 2.0)) end
code[x_, eps_] := N[(N[Cos[N[(0.5 * eps + x), $MachinePrecision]], $MachinePrecision] * N[(N[(N[(N[(0.00026041666666666666 * N[(eps * eps), $MachinePrecision] + -0.020833333333333332), $MachinePrecision] * N[(eps * eps), $MachinePrecision] + 0.5), $MachinePrecision] * eps), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cos \left(\mathsf{fma}\left(0.5, \varepsilon, x\right)\right) \cdot \left(\left(\mathsf{fma}\left(\mathsf{fma}\left(0.00026041666666666666, \varepsilon \cdot \varepsilon, -0.020833333333333332\right), \varepsilon \cdot \varepsilon, 0.5\right) \cdot \varepsilon\right) \cdot 2\right)
\end{array}
Initial program 64.4%
lift--.f64N/A
lift-sin.f64N/A
lift-sin.f64N/A
diff-sinN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
+-inversesN/A
+-commutativeN/A
lower-+.f64N/A
frac-2negN/A
distribute-frac-negN/A
Applied rewrites100.0%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
Taylor expanded in eps around inf
distribute-lft-inN/A
associate-*r*N/A
metadata-evalN/A
metadata-evalN/A
distribute-lft-neg-inN/A
neg-mul-1N/A
distribute-neg-inN/A
+-commutativeN/A
cos-negN/A
lower-cos.f64N/A
+-commutativeN/A
lower-fma.f6499.1
Applied rewrites99.1%
Final simplification99.1%
(FPCore (x eps) :precision binary64 (* (* (* (fma (* eps eps) -0.020833333333333332 0.5) eps) 2.0) (cos (fma eps 0.5 x))))
double code(double x, double eps) {
return ((fma((eps * eps), -0.020833333333333332, 0.5) * eps) * 2.0) * cos(fma(eps, 0.5, x));
}
function code(x, eps) return Float64(Float64(Float64(fma(Float64(eps * eps), -0.020833333333333332, 0.5) * eps) * 2.0) * cos(fma(eps, 0.5, x))) end
code[x_, eps_] := N[(N[(N[(N[(N[(eps * eps), $MachinePrecision] * -0.020833333333333332 + 0.5), $MachinePrecision] * eps), $MachinePrecision] * 2.0), $MachinePrecision] * N[Cos[N[(eps * 0.5 + x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\mathsf{fma}\left(\varepsilon \cdot \varepsilon, -0.020833333333333332, 0.5\right) \cdot \varepsilon\right) \cdot 2\right) \cdot \cos \left(\mathsf{fma}\left(\varepsilon, 0.5, x\right)\right)
\end{array}
Initial program 64.4%
lift--.f64N/A
lift-sin.f64N/A
lift-sin.f64N/A
diff-sinN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
+-inversesN/A
+-commutativeN/A
lower-+.f64N/A
frac-2negN/A
distribute-frac-negN/A
Applied rewrites100.0%
Taylor expanded in eps around inf
*-commutativeN/A
metadata-evalN/A
cancel-sign-sub-invN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
cancel-sign-sub-invN/A
metadata-evalN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around inf
Applied rewrites100.0%
Taylor expanded in eps around 0
Applied rewrites98.9%
Final simplification98.9%
(FPCore (x eps) :precision binary64 (* (* (* eps 0.5) 2.0) (cos (fma eps 0.5 x))))
double code(double x, double eps) {
return ((eps * 0.5) * 2.0) * cos(fma(eps, 0.5, x));
}
function code(x, eps) return Float64(Float64(Float64(eps * 0.5) * 2.0) * cos(fma(eps, 0.5, x))) end
code[x_, eps_] := N[(N[(N[(eps * 0.5), $MachinePrecision] * 2.0), $MachinePrecision] * N[Cos[N[(eps * 0.5 + x), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\left(\varepsilon \cdot 0.5\right) \cdot 2\right) \cdot \cos \left(\mathsf{fma}\left(\varepsilon, 0.5, x\right)\right)
\end{array}
Initial program 64.4%
lift--.f64N/A
lift-sin.f64N/A
lift-sin.f64N/A
diff-sinN/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
+-inversesN/A
+-commutativeN/A
lower-+.f64N/A
frac-2negN/A
distribute-frac-negN/A
Applied rewrites100.0%
Taylor expanded in eps around inf
*-commutativeN/A
metadata-evalN/A
cancel-sign-sub-invN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-sin.f64N/A
lower-*.f64N/A
lower-cos.f64N/A
cancel-sign-sub-invN/A
metadata-evalN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64100.0
Applied rewrites100.0%
Taylor expanded in eps around inf
Applied rewrites100.0%
Taylor expanded in eps around 0
Applied rewrites98.8%
Final simplification98.8%
(FPCore (x eps) :precision binary64 (* (cos x) eps))
double code(double x, double eps) {
return cos(x) * eps;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = cos(x) * eps
end function
public static double code(double x, double eps) {
return Math.cos(x) * eps;
}
def code(x, eps): return math.cos(x) * eps
function code(x, eps) return Float64(cos(x) * eps) end
function tmp = code(x, eps) tmp = cos(x) * eps; end
code[x_, eps_] := N[(N[Cos[x], $MachinePrecision] * eps), $MachinePrecision]
\begin{array}{l}
\\
\cos x \cdot \varepsilon
\end{array}
Initial program 64.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
lower-cos.f6498.5
Applied rewrites98.5%
(FPCore (x eps) :precision binary64 (* (fma (fma (* x x) 0.041666666666666664 -0.5) (* x x) 1.0) eps))
double code(double x, double eps) {
return fma(fma((x * x), 0.041666666666666664, -0.5), (x * x), 1.0) * eps;
}
function code(x, eps) return Float64(fma(fma(Float64(x * x), 0.041666666666666664, -0.5), Float64(x * x), 1.0) * eps) end
code[x_, eps_] := N[(N[(N[(N[(x * x), $MachinePrecision] * 0.041666666666666664 + -0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * eps), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(x \cdot x, 0.041666666666666664, -0.5\right), x \cdot x, 1\right) \cdot \varepsilon
\end{array}
Initial program 64.4%
Taylor expanded in eps around 0
*-commutativeN/A
lower-*.f64N/A
lower-cos.f6498.5
Applied rewrites98.5%
Taylor expanded in x around 0
Applied rewrites98.3%
(FPCore (x eps) :precision binary64 (* (fma (* (+ x eps) -0.5) x 1.0) eps))
double code(double x, double eps) {
return fma(((x + eps) * -0.5), x, 1.0) * eps;
}
function code(x, eps) return Float64(fma(Float64(Float64(x + eps) * -0.5), x, 1.0) * eps) end
code[x_, eps_] := N[(N[(N[(N[(x + eps), $MachinePrecision] * -0.5), $MachinePrecision] * x + 1.0), $MachinePrecision] * eps), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\left(x + \varepsilon\right) \cdot -0.5, x, 1\right) \cdot \varepsilon
\end{array}
Initial program 64.4%
Taylor expanded in eps around 0
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
lower-cos.f6498.8
Applied rewrites98.8%
Taylor expanded in x around 0
Applied rewrites98.2%
Final simplification98.2%
(FPCore (x eps) :precision binary64 (* 1.0 eps))
double code(double x, double eps) {
return 1.0 * eps;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = 1.0d0 * eps
end function
public static double code(double x, double eps) {
return 1.0 * eps;
}
def code(x, eps): return 1.0 * eps
function code(x, eps) return Float64(1.0 * eps) end
function tmp = code(x, eps) tmp = 1.0 * eps; end
code[x_, eps_] := N[(1.0 * eps), $MachinePrecision]
\begin{array}{l}
\\
1 \cdot \varepsilon
\end{array}
Initial program 64.4%
Taylor expanded in eps around 0
*-commutativeN/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-sin.f64N/A
lower-cos.f6498.8
Applied rewrites98.8%
Taylor expanded in x around 0
Applied rewrites98.1%
(FPCore (x eps) :precision binary64 (* (* (cos (* 0.5 (- eps (* -2.0 x)))) (sin (* 0.5 eps))) 2.0))
double code(double x, double eps) {
return (cos((0.5 * (eps - (-2.0 * x)))) * sin((0.5 * eps))) * 2.0;
}
real(8) function code(x, eps)
real(8), intent (in) :: x
real(8), intent (in) :: eps
code = (cos((0.5d0 * (eps - ((-2.0d0) * x)))) * sin((0.5d0 * eps))) * 2.0d0
end function
public static double code(double x, double eps) {
return (Math.cos((0.5 * (eps - (-2.0 * x)))) * Math.sin((0.5 * eps))) * 2.0;
}
def code(x, eps): return (math.cos((0.5 * (eps - (-2.0 * x)))) * math.sin((0.5 * eps))) * 2.0
function code(x, eps) return Float64(Float64(cos(Float64(0.5 * Float64(eps - Float64(-2.0 * x)))) * sin(Float64(0.5 * eps))) * 2.0) end
function tmp = code(x, eps) tmp = (cos((0.5 * (eps - (-2.0 * x)))) * sin((0.5 * eps))) * 2.0; end
code[x_, eps_] := N[(N[(N[Cos[N[(0.5 * N[(eps - N[(-2.0 * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Sin[N[(0.5 * eps), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * 2.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\cos \left(0.5 \cdot \left(\varepsilon - -2 \cdot x\right)\right) \cdot \sin \left(0.5 \cdot \varepsilon\right)\right) \cdot 2
\end{array}
herbie shell --seed 2024244
(FPCore (x eps)
:name "2sin (example 3.3)"
:precision binary64
:pre (and (and (and (<= -10000.0 x) (<= x 10000.0)) (< (* 1e-16 (fabs x)) eps)) (< eps (fabs x)))
:alt
(! :herbie-platform default (* (cos (* 1/2 (- eps (* -2 x)))) (sin (* 1/2 eps)) 2))
(- (sin (+ x eps)) (sin x)))