Average Error: 0.0 → 0.0
Time: 1.6s
Precision: binary64
\[x + y \cdot \left(z - x\right) \]
↓
\[\left(y \cdot z + x\right) - y \cdot x \]
(FPCore (x y z) :precision binary64 (+ x (* y (- z x))))
↓
(FPCore (x y z) :precision binary64 (- (+ (* y z) x) (* y x)))
double code(double x, double y, double z) {
	return x + (y * (z - x));
}
↓
double code(double x, double y, double z) {
	return ((y * z) + x) - (y * x);
}

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

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

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

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

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

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

x + y \cdot \left(z - x\right)
↓
\left(y \cdot z + x\right) - y \cdot x

Error

Bits error versus x

Bits error versus y

Bits error versus z

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 0.0

    \[x + y \cdot \left(z - x\right) \]

  2. Simplified0.0

    \[\leadsto \color{blue}{\mathsf{fma}\left(y, z - x, x\right)} \]

  3. Taylor expanded in y around 0 0.0

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

  4. Final simplification0.0

    \[\leadsto \left(y \cdot z + x\right) - y \cdot x \]

Reproduce

herbie shell --seed 2022131 
(FPCore (x y z)
  :name "SynthBasics:oscSampleBasedAux from YampaSynth-0.2"
  :precision binary64
  (+ x (* y (- z x))))