Graphics.Rendering.Chart.Plot.AreaSpots:renderAreaSpots4D from Chart-1.5.3

?

Percentage Accurate: 84.6% → 97.0%
Time: 10.1s
Precision: binary64
Cost: 576

?

\[\frac{x \cdot \left(y - z\right)}{t - z} \]
↓
\[x \cdot \frac{y - z}{t - z} \]
(FPCore (x y z t) :precision binary64 (/ (* x (- y z)) (- t z)))
↓
(FPCore (x y z t) :precision binary64 (* x (/ (- y z) (- t z))))
double code(double x, double y, double z, double t) {
	return (x * (y - z)) / (t - z);
}
↓
double code(double x, double y, double z, double t) {
	return x * ((y - z) / (t - z));
}

real(8) function code(x, y, z, t)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    real(8), intent (in) :: z
    real(8), intent (in) :: t
    code = (x * (y - z)) / (t - z)
end function
↓
real(8) function code(x, y, z, t)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    real(8), intent (in) :: z
    real(8), intent (in) :: t
    code = x * ((y - z) / (t - z))
end function

public static double code(double x, double y, double z, double t) {
	return (x * (y - z)) / (t - z);
}
↓
public static double code(double x, double y, double z, double t) {
	return x * ((y - z) / (t - z));
}

def code(x, y, z, t):
	return (x * (y - z)) / (t - z)
↓
def code(x, y, z, t):
	return x * ((y - z) / (t - z))

function code(x, y, z, t)
	return Float64(Float64(x * Float64(y - z)) / Float64(t - z))
end
↓
function code(x, y, z, t)
	return Float64(x * Float64(Float64(y - z) / Float64(t - z)))
end

function tmp = code(x, y, z, t)
	tmp = (x * (y - z)) / (t - z);
end
↓
function tmp = code(x, y, z, t)
	tmp = x * ((y - z) / (t - z));
end

code[x_, y_, z_, t_] := N[(N[(x * N[(y - z), $MachinePrecision]), $MachinePrecision] / N[(t - z), $MachinePrecision]), $MachinePrecision]
↓
code[x_, y_, z_, t_] := N[(x * N[(N[(y - z), $MachinePrecision] / N[(t - z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]

\frac{x \cdot \left(y - z\right)}{t - z}
↓
x \cdot \frac{y - z}{t - z}

Local Percentage Accuracy vs ?

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.

Herbie found 12 alternatives:

AlternativeAccuracySpeedup

Accuracy vs Speed

The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Bogosity?

Bogosity

Try it out?

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original84.6%
Target97.0%
Herbie97.0%
\[\frac{x}{\frac{t - z}{y - z}} \]

Derivation?

  1. Initial program 85.7%

    \[\frac{x \cdot \left(y - z\right)}{t - z} \]

  2. Simplified95.9%

    \[\leadsto \color{blue}{x \cdot \frac{y - z}{t - z}} \]
    Step-by-step derivation

    [Start]85.7%

    \[ \frac{x \cdot \left(y - z\right)}{t - z} \]

    associate-*r/ [<=]95.9%

    \[ \color{blue}{x \cdot \frac{y - z}{t - z}} \]

  3. Final simplification95.9%

    \[\leadsto x \cdot \frac{y - z}{t - z} \]

Alternatives

Alternative 1
Accuracy97.0%
Cost576
\[x \cdot \frac{y - z}{t - z} \]
Alternative 2
Accuracy74.1%
Cost1304
\[\begin{array}{l} t_1 := x \cdot \frac{z}{z - t}\\ \mathbf{if}\;z \leq -1.9 \cdot 10^{+67}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;z \leq -3.7 \cdot 10^{-106}:\\ \;\;\;\;\frac{x}{\frac{t - z}{y}}\\ \mathbf{elif}\;z \leq 5.3 \cdot 10^{-83}:\\ \;\;\;\;\frac{y - z}{\frac{t}{x}}\\ \mathbf{elif}\;z \leq 1800:\\ \;\;\;\;\frac{x \cdot y}{t - z}\\ \mathbf{elif}\;z \leq 1.42 \cdot 10^{+38}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;z \leq 5 \cdot 10^{+109}:\\ \;\;\;\;\frac{x}{\frac{-z}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{1 - \frac{t}{z}}\\ \end{array} \]
Alternative 3
Accuracy65.2%
Cost976
\[\begin{array}{l} t_1 := x \cdot \frac{y - z}{t}\\ \mathbf{if}\;z \leq -5.6 \cdot 10^{+148}:\\ \;\;\;\;x\\ \mathbf{elif}\;z \leq 1.15 \cdot 10^{+38}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;z \leq 2.8 \cdot 10^{+92}:\\ \;\;\;\;\frac{x}{\frac{-z}{y}}\\ \mathbf{elif}\;z \leq 5.2 \cdot 10^{+161}:\\ \;\;\;\;t_1\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]
Alternative 4
Accuracy64.1%
Cost976
\[\begin{array}{l} \mathbf{if}\;z \leq -1.45 \cdot 10^{+148}:\\ \;\;\;\;x\\ \mathbf{elif}\;z \leq 1.42 \cdot 10^{+38}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{t}\\ \mathbf{elif}\;z \leq 3 \cdot 10^{+92}:\\ \;\;\;\;\frac{x}{\frac{-z}{y}}\\ \mathbf{elif}\;z \leq 2.7 \cdot 10^{+161}:\\ \;\;\;\;x \cdot \frac{y - z}{t}\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]
Alternative 5
Accuracy74.2%
Cost976
\[\begin{array}{l} t_1 := \frac{x}{\frac{t - z}{y}}\\ \mathbf{if}\;z \leq -1.6 \cdot 10^{+69}:\\ \;\;\;\;x \cdot \frac{z}{z - t}\\ \mathbf{elif}\;z \leq -4.9 \cdot 10^{-108}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;z \leq 4.5 \cdot 10^{-83}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{t}\\ \mathbf{elif}\;z \leq 480:\\ \;\;\;\;t_1\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{1 - \frac{t}{z}}\\ \end{array} \]
Alternative 6
Accuracy74.1%
Cost976
\[\begin{array}{l} \mathbf{if}\;z \leq -1.02 \cdot 10^{+67}:\\ \;\;\;\;x \cdot \frac{z}{z - t}\\ \mathbf{elif}\;z \leq -9 \cdot 10^{-108}:\\ \;\;\;\;\frac{x}{\frac{t - z}{y}}\\ \mathbf{elif}\;z \leq 6.5 \cdot 10^{-83}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{t}\\ \mathbf{elif}\;z \leq 6500:\\ \;\;\;\;\frac{x \cdot y}{t - z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{1 - \frac{t}{z}}\\ \end{array} \]
Alternative 7
Accuracy74.0%
Cost976
\[\begin{array}{l} \mathbf{if}\;z \leq -2.2 \cdot 10^{+69}:\\ \;\;\;\;x \cdot \frac{z}{z - t}\\ \mathbf{elif}\;z \leq -4.8 \cdot 10^{-106}:\\ \;\;\;\;\frac{x}{\frac{t - z}{y}}\\ \mathbf{elif}\;z \leq 10^{-82}:\\ \;\;\;\;\frac{y - z}{\frac{t}{x}}\\ \mathbf{elif}\;z \leq 2600:\\ \;\;\;\;\frac{x \cdot y}{t - z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{1 - \frac{t}{z}}\\ \end{array} \]
Alternative 8
Accuracy59.8%
Cost716
\[\begin{array}{l} \mathbf{if}\;z \leq -1.2 \cdot 10^{+148}:\\ \;\;\;\;x\\ \mathbf{elif}\;z \leq -3.1 \cdot 10^{+58}:\\ \;\;\;\;x \cdot \frac{-z}{t}\\ \mathbf{elif}\;z \leq 2500:\\ \;\;\;\;x \cdot \frac{y}{t}\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]
Alternative 9
Accuracy73.6%
Cost713
\[\begin{array}{l} \mathbf{if}\;z \leq -4.5 \cdot 10^{-11} \lor \neg \left(z \leq 4500\right):\\ \;\;\;\;x \cdot \frac{z}{z - t}\\ \mathbf{else}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{t}\\ \end{array} \]
Alternative 10
Accuracy73.7%
Cost712
\[\begin{array}{l} \mathbf{if}\;z \leq -1.36 \cdot 10^{-11}:\\ \;\;\;\;x \cdot \frac{z}{z - t}\\ \mathbf{elif}\;z \leq 2400:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{t}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{1 - \frac{t}{z}}\\ \end{array} \]
Alternative 11
Accuracy61.3%
Cost584
\[\begin{array}{l} \mathbf{if}\;z \leq -4.4 \cdot 10^{-7}:\\ \;\;\;\;x\\ \mathbf{elif}\;z \leq 2300:\\ \;\;\;\;x \cdot \frac{y}{t}\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]
Alternative 12
Accuracy34.8%
Cost64
\[x \]

Reproduce?

herbie shell --seed 2023165 
(FPCore (x y z t)
  :name "Graphics.Rendering.Chart.Plot.AreaSpots:renderAreaSpots4D from Chart-1.5.3"
  :precision binary64

  :herbie-target
  (/ x (/ (- t z) (- y z)))

  (/ (* x (- y z)) (- t z)))