Numeric.Signal.Multichannel:$cget from hsignal-0.2.7.1

Average Error: 3.32% → 3.32%

Time: 5.9s

Precision: binary64

Cost: 576

Math

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

↓

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

FPCore

(FPCore (x y z t) :precision binary64 (+ (* (/ x y) (- z t)) t))

↓

(FPCore (x y z t) :precision binary64 (+ t (* (/ x y) (- z t))))

C

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

↓

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

Fortran

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)) + t
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 = t + ((x / y) * (z - t))
end function

Java

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

↓

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

Python

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

↓

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

Julia

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

↓

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

MATLAB

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

↓

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

Wolfram

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

↓

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

Target

Original	3.32%
Target	3.79%
Herbie	3.32%

\[\begin{array}{l} \mathbf{if}\;z < 2.759456554562692 \cdot 10^{-282}:\\ \;\;\;\;\frac{x}{y} \cdot \left(z - t\right) + t\\ \mathbf{elif}\;z < 2.326994450874436 \cdot 10^{-110}:\\ \;\;\;\;x \cdot \frac{z - t}{y} + t\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{y} \cdot \left(z - t\right) + t\\ \end{array} \]

Derivation

1. Initial program 3.32

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

2. Final simplification 3.32

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

Alternatives

Alternative 1
Error	33.81%
Cost	2464

\[\begin{array}{l} t_1 := \frac{z}{\frac{y}{x}}\\ t_2 := \frac{x}{y} \cdot z\\ t_3 := \frac{-t}{\frac{y}{x}}\\ \mathbf{if}\;\frac{x}{y} \leq -2.9 \cdot 10^{-23}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-79}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-106}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{x}{y} \leq 5 \cdot 10^{-23}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq 2000000000:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 2 \cdot 10^{+65}:\\ \;\;\;\;t_3\\ \mathbf{elif}\;\frac{x}{y} \leq 10^{+92}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 10^{+119}:\\ \;\;\;\;t_3\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot z}{y}\\ \end{array} \]

Alternative 2
Error	33.93%
Cost	2464

\[\begin{array}{l} t_1 := \frac{z}{\frac{y}{x}}\\ t_2 := \frac{x}{y} \cdot z\\ \mathbf{if}\;\frac{x}{y} \leq -2.9 \cdot 10^{-23}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-79}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-106}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{x}{y} \leq 5 \cdot 10^{-23}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq 2000000000:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 2 \cdot 10^{+65}:\\ \;\;\;\;\frac{-t}{\frac{y}{x}}\\ \mathbf{elif}\;\frac{x}{y} \leq 10^{+92}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 10^{+119}:\\ \;\;\;\;\frac{x \cdot \left(-t\right)}{y}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot z}{y}\\ \end{array} \]

Alternative 3
Error	34.42%
Cost	2464

\[\begin{array}{l} t_1 := \frac{z}{\frac{y}{x}}\\ t_2 := \frac{x}{y} \cdot z\\ \mathbf{if}\;\frac{x}{y} \leq -2.9 \cdot 10^{-23}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-79}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-106}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{x}{y} \leq 5 \cdot 10^{-23}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq 2000000000:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 2 \cdot 10^{+65}:\\ \;\;\;\;x \cdot \frac{-t}{y}\\ \mathbf{elif}\;\frac{x}{y} \leq 10^{+92}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 10^{+119}:\\ \;\;\;\;\frac{x \cdot \left(-t\right)}{y}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot z}{y}\\ \end{array} \]

Alternative 4
Error	20.93%
Cost	1490

\[\begin{array}{l} \mathbf{if}\;\frac{x}{y} \leq -3 \cdot 10^{-33} \lor \neg \left(\frac{x}{y} \leq -2 \cdot 10^{-79} \lor \neg \left(\frac{x}{y} \leq -1 \cdot 10^{-134}\right) \land \frac{x}{y} \leq 5 \cdot 10^{-23}\right):\\ \;\;\;\;\frac{x}{y} \cdot \left(z - t\right)\\ \mathbf{else}:\\ \;\;\;\;t\\ \end{array} \]

Alternative 5
Error	34%
Cost	1362

\[\begin{array}{l} \mathbf{if}\;\frac{x}{y} \leq -2.9 \cdot 10^{-23} \lor \neg \left(\frac{x}{y} \leq -2 \cdot 10^{-79} \lor \neg \left(\frac{x}{y} \leq -2 \cdot 10^{-106}\right) \land \frac{x}{y} \leq 5 \cdot 10^{-23}\right):\\ \;\;\;\;\frac{x}{y} \cdot z\\ \mathbf{else}:\\ \;\;\;\;t\\ \end{array} \]

Alternative 6
Error	33.91%
Cost	1360

\[\begin{array}{l} t_1 := \frac{x}{y} \cdot z\\ \mathbf{if}\;\frac{x}{y} \leq -2.9 \cdot 10^{-23}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-79}:\\ \;\;\;\;t\\ \mathbf{elif}\;\frac{x}{y} \leq -2 \cdot 10^{-106}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{x}{y} \leq 5 \cdot 10^{-23}:\\ \;\;\;\;t\\ \mathbf{else}:\\ \;\;\;\;\frac{z}{\frac{y}{x}}\\ \end{array} \]

Alternative 7
Error	5.03%
Cost	969

\[\begin{array}{l} \mathbf{if}\;\frac{x}{y} \leq -50000 \lor \neg \left(\frac{x}{y} \leq 2000000000\right):\\ \;\;\;\;\frac{x}{y} \cdot \left(z - t\right)\\ \mathbf{else}:\\ \;\;\;\;t + \frac{z}{\frac{y}{x}}\\ \end{array} \]

Alternative 8
Error	6.31%
Cost	968

\[\begin{array}{l} \mathbf{if}\;\frac{x}{y} \leq -1 \cdot 10^{+19}:\\ \;\;\;\;\frac{x}{\frac{y}{z - t}}\\ \mathbf{elif}\;\frac{x}{y} \leq 2000000000:\\ \;\;\;\;t + \frac{z}{\frac{y}{x}}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{y} \cdot \left(z - t\right)\\ \end{array} \]

Alternative 9
Error	48.89%
Cost	64

\[t \]

Reproduce

herbie shell --seed 2023121 
(FPCore (x y z t)
  :name "Numeric.Signal.Multichannel:$cget from hsignal-0.2.7.1"
  :precision binary64

  :herbie-target
  (if (< z 2.759456554562692e-282) (+ (* (/ x y) (- z t)) t) (if (< z 2.326994450874436e-110) (+ (* x (/ (- z t) y)) t) (+ (* (/ x y) (- z t)) t)))

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