Diagrams.Solve.Polynomial:quadForm from diagrams-solve-0.1, A

Average Error: 0.1 → 0.0

Time: 1.8s

Precision: binary64

Cost: 6720

Math

\[x - \left(y \cdot 4\right) \cdot z \]

↓

\[\mathsf{fma}\left(y, z \cdot -4, x\right) \]

FPCore

(FPCore (x y z) :precision binary64 (- x (* (* y 4.0) z)))

↓

(FPCore (x y z) :precision binary64 (fma y (* z -4.0) x))

C

double code(double x, double y, double z) {
	return x - ((y * 4.0) * z);
}

↓

double code(double x, double y, double z) {
	return fma(y, (z * -4.0), x);
}

Julia

function code(x, y, z)
	return Float64(x - Float64(Float64(y * 4.0) * z))
end

↓

function code(x, y, z)
	return fma(y, Float64(z * -4.0), x)
end

Wolfram

code[x_, y_, z_] := N[(x - N[(N[(y * 4.0), $MachinePrecision] * z), $MachinePrecision]), $MachinePrecision]

↓

code[x_, y_, z_] := N[(y * N[(z * -4.0), $MachinePrecision] + x), $MachinePrecision]

Derivation

1. Initial program 0.1

   \[x - \left(y \cdot 4\right) \cdot z \]

2. Simplified 0.0

   \[\leadsto \color{blue}{\mathsf{fma}\left(y, z \cdot -4, x\right)} \]
   Proof
   (fma.f64 y (*.f64 z -4) x): 0 points increase in error, 0 points decrease in error
   (fma.f64 y (*.f64 z (Rewrite<= metadata-eval (neg.f64 4))) x): 0 points increase in error, 0 points decrease in error
   (fma.f64 y (Rewrite<= distribute-rgt-neg-in_binary64 (neg.f64 (*.f64 z 4))) x): 0 points increase in error, 0 points decrease in error
   (fma.f64 y (neg.f64 (Rewrite<= *-commutative_binary64 (*.f64 4 z))) x): 0 points increase in error, 0 points decrease in error
   (Rewrite<= fma-def_binary64 (+.f64 (*.f64 y (neg.f64 (*.f64 4 z))) x)): 1 points increase in error, 0 points decrease in error
   (+.f64 (Rewrite<= distribute-rgt-neg-in_binary64 (neg.f64 (*.f64 y (*.f64 4 z)))) x): 0 points increase in error, 0 points decrease in error
   (+.f64 (neg.f64 (Rewrite<= associate-*l*_binary64 (*.f64 (*.f64 y 4) z))) x): 1 points increase in error, 0 points decrease in error
   (+.f64 (Rewrite<= distribute-lft-neg-out_binary64 (*.f64 (neg.f64 (*.f64 y 4)) z)) x): 0 points increase in error, 0 points decrease in error
   (Rewrite<= +-commutative_binary64 (+.f64 x (*.f64 (neg.f64 (*.f64 y 4)) z))): 0 points increase in error, 0 points decrease in error
   (Rewrite<= cancel-sign-sub-inv_binary64 (-.f64 x (*.f64 (*.f64 y 4) z))): 0 points increase in error, 0 points decrease in error

3. Final simplification 0.0

   \[\leadsto \mathsf{fma}\left(y, z \cdot -4, x\right) \]

Alternatives

Alternative 1
Error	16.9
Cost	584

\[\begin{array}{l} \mathbf{if}\;x \leq -1.9763805892003573 \cdot 10^{-38}:\\ \;\;\;\;x\\ \mathbf{elif}\;x \leq 5.518090602338457 \cdot 10^{-46}:\\ \;\;\;\;y \cdot \left(z \cdot -4\right)\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]

Alternative 2
Error	0.1
Cost	448

\[x - z \cdot \left(y \cdot 4\right) \]

Alternative 3
Error	26.9
Cost	64

\[x \]

Reproduce

herbie shell --seed 2022297 
(FPCore (x y z)
  :name "Diagrams.Solve.Polynomial:quadForm from diagrams-solve-0.1, A"
  :precision binary64
  (- x (* (* y 4.0) z)))