mixedcos

?

Percentage Accurate: 66.6% → 97.5%
Time: 16.0s
Precision: binary64
Cost: 13572

?

\[ \begin{array}{c}[c, s] = \mathsf{sort}([c, s])\\ \end{array} \]
\[\frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)} \]
\[\begin{array}{l} t_0 := \cos \left(x + x\right)\\ \mathbf{if}\;s \leq 4 \cdot 10^{+198}:\\ \;\;\;\;{\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{t_0}{{\left(x \cdot \left(s \cdot c\right)\right)}^{2}}\\ \end{array} \]
(FPCore (x c s)
 :precision binary64
 (/ (cos (* 2.0 x)) (* (pow c 2.0) (* (* x (pow s 2.0)) x))))
(FPCore (x c s)
 :precision binary64
 (let* ((t_0 (cos (+ x x))))
   (if (<= s 4e+198)
     (* (pow (* s (* x c)) -2.0) t_0)
     (/ t_0 (pow (* x (* s c)) 2.0)))))
double code(double x, double c, double s) {
	return cos((2.0 * x)) / (pow(c, 2.0) * ((x * pow(s, 2.0)) * x));
}
double code(double x, double c, double s) {
	double t_0 = cos((x + x));
	double tmp;
	if (s <= 4e+198) {
		tmp = pow((s * (x * c)), -2.0) * t_0;
	} else {
		tmp = t_0 / pow((x * (s * c)), 2.0);
	}
	return tmp;
}
real(8) function code(x, c, s)
    real(8), intent (in) :: x
    real(8), intent (in) :: c
    real(8), intent (in) :: s
    code = cos((2.0d0 * x)) / ((c ** 2.0d0) * ((x * (s ** 2.0d0)) * x))
end function
real(8) function code(x, c, s)
    real(8), intent (in) :: x
    real(8), intent (in) :: c
    real(8), intent (in) :: s
    real(8) :: t_0
    real(8) :: tmp
    t_0 = cos((x + x))
    if (s <= 4d+198) then
        tmp = ((s * (x * c)) ** (-2.0d0)) * t_0
    else
        tmp = t_0 / ((x * (s * c)) ** 2.0d0)
    end if
    code = tmp
end function
public static double code(double x, double c, double s) {
	return Math.cos((2.0 * x)) / (Math.pow(c, 2.0) * ((x * Math.pow(s, 2.0)) * x));
}
public static double code(double x, double c, double s) {
	double t_0 = Math.cos((x + x));
	double tmp;
	if (s <= 4e+198) {
		tmp = Math.pow((s * (x * c)), -2.0) * t_0;
	} else {
		tmp = t_0 / Math.pow((x * (s * c)), 2.0);
	}
	return tmp;
}
def code(x, c, s):
	return math.cos((2.0 * x)) / (math.pow(c, 2.0) * ((x * math.pow(s, 2.0)) * x))
def code(x, c, s):
	t_0 = math.cos((x + x))
	tmp = 0
	if s <= 4e+198:
		tmp = math.pow((s * (x * c)), -2.0) * t_0
	else:
		tmp = t_0 / math.pow((x * (s * c)), 2.0)
	return tmp
function code(x, c, s)
	return Float64(cos(Float64(2.0 * x)) / Float64((c ^ 2.0) * Float64(Float64(x * (s ^ 2.0)) * x)))
end
function code(x, c, s)
	t_0 = cos(Float64(x + x))
	tmp = 0.0
	if (s <= 4e+198)
		tmp = Float64((Float64(s * Float64(x * c)) ^ -2.0) * t_0);
	else
		tmp = Float64(t_0 / (Float64(x * Float64(s * c)) ^ 2.0));
	end
	return tmp
end
function tmp = code(x, c, s)
	tmp = cos((2.0 * x)) / ((c ^ 2.0) * ((x * (s ^ 2.0)) * x));
end
function tmp_2 = code(x, c, s)
	t_0 = cos((x + x));
	tmp = 0.0;
	if (s <= 4e+198)
		tmp = ((s * (x * c)) ^ -2.0) * t_0;
	else
		tmp = t_0 / ((x * (s * c)) ^ 2.0);
	end
	tmp_2 = tmp;
end
code[x_, c_, s_] := N[(N[Cos[N[(2.0 * x), $MachinePrecision]], $MachinePrecision] / N[(N[Power[c, 2.0], $MachinePrecision] * N[(N[(x * N[Power[s, 2.0], $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[x_, c_, s_] := Block[{t$95$0 = N[Cos[N[(x + x), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[s, 4e+198], N[(N[Power[N[(s * N[(x * c), $MachinePrecision]), $MachinePrecision], -2.0], $MachinePrecision] * t$95$0), $MachinePrecision], N[(t$95$0 / N[Power[N[(x * N[(s * c), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]]]
\frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)}
\begin{array}{l}
t_0 := \cos \left(x + x\right)\\
\mathbf{if}\;s \leq 4 \cdot 10^{+198}:\\
\;\;\;\;{\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot t_0\\

\mathbf{else}:\\
\;\;\;\;\frac{t_0}{{\left(x \cdot \left(s \cdot c\right)\right)}^{2}}\\


\end{array}

Local Percentage Accuracy?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Try it out?

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation?

  1. Split input into 2 regimes
  2. if s < 4.00000000000000007e198

    1. Initial program 61.5%

      \[\frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)} \]
    2. Simplified97.5%

      \[\leadsto \color{blue}{\frac{\cos \left(2 \cdot x\right)}{\left(s \cdot \left(x \cdot c\right)\right) \cdot \left(s \cdot \left(x \cdot c\right)\right)}} \]
      Step-by-step derivation

      [Start]61.5

      \[ \frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)} \]

      *-commutative [=>]61.5

      \[ \frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \color{blue}{\left(x \cdot \left(x \cdot {s}^{2}\right)\right)}} \]

      associate-*r* [=>]52.3

      \[ \frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \color{blue}{\left(\left(x \cdot x\right) \cdot {s}^{2}\right)}} \]

      associate-*r* [=>]55.0

      \[ \frac{\cos \left(2 \cdot x\right)}{\color{blue}{\left({c}^{2} \cdot \left(x \cdot x\right)\right) \cdot {s}^{2}}} \]

      unpow2 [=>]55.0

      \[ \frac{\cos \left(2 \cdot x\right)}{\left(\color{blue}{\left(c \cdot c\right)} \cdot \left(x \cdot x\right)\right) \cdot {s}^{2}} \]

      unswap-sqr [=>]74.0

      \[ \frac{\cos \left(2 \cdot x\right)}{\color{blue}{\left(\left(c \cdot x\right) \cdot \left(c \cdot x\right)\right)} \cdot {s}^{2}} \]

      unpow2 [=>]74.0

      \[ \frac{\cos \left(2 \cdot x\right)}{\left(\left(c \cdot x\right) \cdot \left(c \cdot x\right)\right) \cdot \color{blue}{\left(s \cdot s\right)}} \]

      swap-sqr [<=]97.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\color{blue}{\left(\left(c \cdot x\right) \cdot s\right) \cdot \left(\left(c \cdot x\right) \cdot s\right)}} \]

      *-commutative [<=]97.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\color{blue}{\left(s \cdot \left(c \cdot x\right)\right)} \cdot \left(\left(c \cdot x\right) \cdot s\right)} \]

      *-commutative [<=]97.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\left(s \cdot \left(c \cdot x\right)\right) \cdot \color{blue}{\left(s \cdot \left(c \cdot x\right)\right)}} \]

      *-commutative [=>]97.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\left(s \cdot \color{blue}{\left(x \cdot c\right)}\right) \cdot \left(s \cdot \left(c \cdot x\right)\right)} \]

      *-commutative [=>]97.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\left(s \cdot \left(x \cdot c\right)\right) \cdot \left(s \cdot \color{blue}{\left(x \cdot c\right)}\right)} \]
    3. Applied egg-rr97.7%

      \[\leadsto \color{blue}{{\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot \cos \left(x + x\right)} \]
      Step-by-step derivation

      [Start]97.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\left(s \cdot \left(x \cdot c\right)\right) \cdot \left(s \cdot \left(x \cdot c\right)\right)} \]

      clear-num [=>]97.4

      \[ \color{blue}{\frac{1}{\frac{\left(s \cdot \left(x \cdot c\right)\right) \cdot \left(s \cdot \left(x \cdot c\right)\right)}{\cos \left(2 \cdot x\right)}}} \]

      associate-/r/ [=>]97.4

      \[ \color{blue}{\frac{1}{\left(s \cdot \left(x \cdot c\right)\right) \cdot \left(s \cdot \left(x \cdot c\right)\right)} \cdot \cos \left(2 \cdot x\right)} \]

      pow2 [=>]97.4

      \[ \frac{1}{\color{blue}{{\left(s \cdot \left(x \cdot c\right)\right)}^{2}}} \cdot \cos \left(2 \cdot x\right) \]

      pow-flip [=>]97.7

      \[ \color{blue}{{\left(s \cdot \left(x \cdot c\right)\right)}^{\left(-2\right)}} \cdot \cos \left(2 \cdot x\right) \]

      metadata-eval [=>]97.7

      \[ {\left(s \cdot \left(x \cdot c\right)\right)}^{\color{blue}{-2}} \cdot \cos \left(2 \cdot x\right) \]

      cos-2 [=>]98.0

      \[ {\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot \color{blue}{\left(\cos x \cdot \cos x - \sin x \cdot \sin x\right)} \]

      cos-sum [<=]97.7

      \[ {\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot \color{blue}{\cos \left(x + x\right)} \]

    if 4.00000000000000007e198 < s

    1. Initial program 68.5%

      \[\frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)} \]
    2. Simplified68.4%

      \[\leadsto \color{blue}{\frac{\cos \left(2 \cdot x\right)}{x \cdot \left(\left(\left(c \cdot c\right) \cdot x\right) \cdot \left(s \cdot s\right)\right)}} \]
      Step-by-step derivation

      [Start]68.5

      \[ \frac{\cos \left(2 \cdot x\right)}{{c}^{2} \cdot \left(\left(x \cdot {s}^{2}\right) \cdot x\right)} \]

      associate-*r* [=>]68.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\color{blue}{\left({c}^{2} \cdot \left(x \cdot {s}^{2}\right)\right) \cdot x}} \]

      *-commutative [=>]68.5

      \[ \frac{\cos \left(2 \cdot x\right)}{\color{blue}{x \cdot \left({c}^{2} \cdot \left(x \cdot {s}^{2}\right)\right)}} \]

      associate-*r* [=>]68.4

      \[ \frac{\cos \left(2 \cdot x\right)}{x \cdot \color{blue}{\left(\left({c}^{2} \cdot x\right) \cdot {s}^{2}\right)}} \]

      unpow2 [=>]68.4

      \[ \frac{\cos \left(2 \cdot x\right)}{x \cdot \left(\left(\color{blue}{\left(c \cdot c\right)} \cdot x\right) \cdot {s}^{2}\right)} \]

      unpow2 [=>]68.4

      \[ \frac{\cos \left(2 \cdot x\right)}{x \cdot \left(\left(\left(c \cdot c\right) \cdot x\right) \cdot \color{blue}{\left(s \cdot s\right)}\right)} \]
    3. Taylor expanded in x around inf 63.9%

      \[\leadsto \color{blue}{\frac{\cos \left(2 \cdot x\right)}{{s}^{2} \cdot \left({c}^{2} \cdot {x}^{2}\right)}} \]
    4. Simplified99.7%

      \[\leadsto \color{blue}{\frac{\cos \left(x + x\right)}{{\left(\left(s \cdot c\right) \cdot x\right)}^{2}}} \]
      Step-by-step derivation

      [Start]63.9

      \[ \frac{\cos \left(2 \cdot x\right)}{{s}^{2} \cdot \left({c}^{2} \cdot {x}^{2}\right)} \]

      count-2 [<=]63.9

      \[ \frac{\cos \color{blue}{\left(x + x\right)}}{{s}^{2} \cdot \left({c}^{2} \cdot {x}^{2}\right)} \]

      associate-*r* [=>]63.9

      \[ \frac{\cos \left(x + x\right)}{\color{blue}{\left({s}^{2} \cdot {c}^{2}\right) \cdot {x}^{2}}} \]

      unpow2 [=>]63.9

      \[ \frac{\cos \left(x + x\right)}{\left(\color{blue}{\left(s \cdot s\right)} \cdot {c}^{2}\right) \cdot {x}^{2}} \]

      unpow2 [=>]63.9

      \[ \frac{\cos \left(x + x\right)}{\left(\left(s \cdot s\right) \cdot \color{blue}{\left(c \cdot c\right)}\right) \cdot {x}^{2}} \]

      unswap-sqr [=>]86.5

      \[ \frac{\cos \left(x + x\right)}{\color{blue}{\left(\left(s \cdot c\right) \cdot \left(s \cdot c\right)\right)} \cdot {x}^{2}} \]

      unpow2 [=>]86.5

      \[ \frac{\cos \left(x + x\right)}{\left(\left(s \cdot c\right) \cdot \left(s \cdot c\right)\right) \cdot \color{blue}{\left(x \cdot x\right)}} \]

      swap-sqr [<=]99.7

      \[ \frac{\cos \left(x + x\right)}{\color{blue}{\left(\left(s \cdot c\right) \cdot x\right) \cdot \left(\left(s \cdot c\right) \cdot x\right)}} \]

      rem-square-sqrt [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\left(\left(s \cdot c\right) \cdot \color{blue}{\left(\sqrt{x} \cdot \sqrt{x}\right)}\right) \cdot \left(\left(s \cdot c\right) \cdot x\right)} \]

      associate-*l* [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\color{blue}{\left(\left(\left(s \cdot c\right) \cdot \sqrt{x}\right) \cdot \sqrt{x}\right)} \cdot \left(\left(s \cdot c\right) \cdot x\right)} \]

      associate-*r* [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\left(\color{blue}{\left(s \cdot \left(c \cdot \sqrt{x}\right)\right)} \cdot \sqrt{x}\right) \cdot \left(\left(s \cdot c\right) \cdot x\right)} \]

      rem-square-sqrt [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\left(\left(s \cdot \left(c \cdot \sqrt{x}\right)\right) \cdot \sqrt{x}\right) \cdot \left(\left(s \cdot c\right) \cdot \color{blue}{\left(\sqrt{x} \cdot \sqrt{x}\right)}\right)} \]

      associate-*l* [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\left(\left(s \cdot \left(c \cdot \sqrt{x}\right)\right) \cdot \sqrt{x}\right) \cdot \color{blue}{\left(\left(\left(s \cdot c\right) \cdot \sqrt{x}\right) \cdot \sqrt{x}\right)}} \]

      associate-*r* [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\left(\left(s \cdot \left(c \cdot \sqrt{x}\right)\right) \cdot \sqrt{x}\right) \cdot \left(\color{blue}{\left(s \cdot \left(c \cdot \sqrt{x}\right)\right)} \cdot \sqrt{x}\right)} \]

      unpow2 [<=]27.2

      \[ \frac{\cos \left(x + x\right)}{\color{blue}{{\left(\left(s \cdot \left(c \cdot \sqrt{x}\right)\right) \cdot \sqrt{x}\right)}^{2}}} \]

      associate-*r* [=>]27.2

      \[ \frac{\cos \left(x + x\right)}{{\left(\color{blue}{\left(\left(s \cdot c\right) \cdot \sqrt{x}\right)} \cdot \sqrt{x}\right)}^{2}} \]

      associate-*l* [=>]27.1

      \[ \frac{\cos \left(x + x\right)}{{\color{blue}{\left(\left(s \cdot c\right) \cdot \left(\sqrt{x} \cdot \sqrt{x}\right)\right)}}^{2}} \]

      rem-square-sqrt [=>]99.7

      \[ \frac{\cos \left(x + x\right)}{{\left(\left(s \cdot c\right) \cdot \color{blue}{x}\right)}^{2}} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification97.9%

    \[\leadsto \begin{array}{l} \mathbf{if}\;s \leq 4 \cdot 10^{+198}:\\ \;\;\;\;{\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot \cos \left(x + x\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\cos \left(x + x\right)}{{\left(x \cdot \left(s \cdot c\right)\right)}^{2}}\\ \end{array} \]

Alternatives

Alternative 1
Accuracy97.5%
Cost13572
\[\begin{array}{l} t_0 := x \cdot \left(s \cdot c\right)\\ t_1 := \cos \left(x + x\right)\\ \mathbf{if}\;s \leq 2 \cdot 10^{+191}:\\ \;\;\;\;{\left(s \cdot \left(x \cdot c\right)\right)}^{-2} \cdot t_1\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{t_1}{t_0}}{t_0}\\ \end{array} \]
Alternative 2
Accuracy83.1%
Cost7888
\[\begin{array}{l} t_0 := \frac{\cos \left(x \cdot 2\right)}{s \cdot \left(\left(x \cdot x\right) \cdot \left(s \cdot \left(c \cdot c\right)\right)\right)}\\ t_1 := c \cdot \left(s \cdot x\right)\\ t_2 := \frac{\frac{1}{c}}{s \cdot x}\\ \mathbf{if}\;x \leq -8.5 \cdot 10^{+152}:\\ \;\;\;\;\frac{1}{t_1 \cdot t_1}\\ \mathbf{elif}\;x \leq -1.8 \cdot 10^{+39}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 2.2 \cdot 10^{-61}:\\ \;\;\;\;t_2 \cdot t_2\\ \mathbf{elif}\;x \leq 1.15 \cdot 10^{+154}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\left(s \cdot c\right) \cdot \left(x \cdot \left|t_1\right|\right)}\\ \end{array} \]
Alternative 3
Accuracy95.7%
Cost7625
\[\begin{array}{l} t_0 := \frac{\frac{1}{c}}{s \cdot x}\\ \mathbf{if}\;x \leq -3.6 \cdot 10^{-32} \lor \neg \left(x \leq 2.6 \cdot 10^{-90}\right):\\ \;\;\;\;\frac{\cos \left(x \cdot 2\right)}{\left(s \cdot \left(x \cdot c\right)\right) \cdot \left(c \cdot \left(s \cdot x\right)\right)}\\ \mathbf{else}:\\ \;\;\;\;t_0 \cdot t_0\\ \end{array} \]
Alternative 4
Accuracy97.3%
Cost7492
\[\begin{array}{l} t_0 := x \cdot \left(s \cdot c\right)\\ t_1 := s \cdot \left(x \cdot c\right)\\ \mathbf{if}\;s \leq 10^{+198}:\\ \;\;\;\;\frac{\cos \left(x \cdot 2\right)}{t_1 \cdot t_1}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\cos \left(x + x\right)}{t_0}}{t_0}\\ \end{array} \]
Alternative 5
Accuracy96.8%
Cost7360
\[\begin{array}{l} t_0 := s \cdot \left(x \cdot c\right)\\ \frac{\cos \left(x \cdot 2\right)}{t_0 \cdot t_0} \end{array} \]
Alternative 6
Accuracy78.2%
Cost960
\[\begin{array}{l} t_0 := \frac{\frac{1}{c}}{s \cdot x}\\ t_0 \cdot t_0 \end{array} \]
Alternative 7
Accuracy67.2%
Cost832
\[\frac{1}{\left(s \cdot c\right) \cdot \left(s \cdot \left(c \cdot \left(x \cdot x\right)\right)\right)} \]
Alternative 8
Accuracy75.2%
Cost832
\[\frac{1}{\left(s \cdot c\right) \cdot \left(x \cdot \left(c \cdot \left(s \cdot x\right)\right)\right)} \]
Alternative 9
Accuracy78.1%
Cost832
\[\begin{array}{l} t_0 := c \cdot \left(s \cdot x\right)\\ \frac{1}{t_0 \cdot t_0} \end{array} \]

Error

Reproduce?

herbie shell --seed 2023160 
(FPCore (x c s)
  :name "mixedcos"
  :precision binary64
  (/ (cos (* 2.0 x)) (* (pow c 2.0) (* (* x (pow s 2.0)) x))))