Linear.V2:$cdot from linear-1.19.1.3, A

Average Accuracy: 100.0% → 100.0%

Time: 2.3s

Precision: binary64

Cost: 6720

Math

\[x \cdot y + z \cdot t \]

↓

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

FPCore

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

↓

(FPCore (x y z t) :precision binary64 (fma x y (* z t)))

C

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

↓

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

Julia

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

↓

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

Wolfram

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

↓

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

Derivation

1. Initial program 100.0%

   \[x \cdot y + z \cdot t \]

2. Simplified 100.0%

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

   [Start] 100.0	\[ x \cdot y + z \cdot t \]
   fma-def [=>] 100.0	\[ \color{blue}{\mathsf{fma}\left(x, y, z \cdot t\right)} \]

3. Final simplification 100.0%

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

Alternatives

Alternative 1
Accuracy	63.2%
Cost	1251

\[\begin{array}{l} \mathbf{if}\;y \leq -1.75 \cdot 10^{-197}:\\ \;\;\;\;x \cdot y\\ \mathbf{elif}\;y \leq 5.1 \cdot 10^{-110} \lor \neg \left(y \leq 3.5 \cdot 10^{-103}\right) \land \left(y \leq 6.5 \cdot 10^{-36} \lor \neg \left(y \leq 1.52 \cdot 10^{-25}\right) \land \left(y \leq 1.7 \cdot 10^{+20} \lor \neg \left(y \leq 4.5 \cdot 10^{+76}\right) \land y \leq 6 \cdot 10^{+91}\right)\right):\\ \;\;\;\;z \cdot t\\ \mathbf{else}:\\ \;\;\;\;x \cdot y\\ \end{array} \]

Alternative 2
Accuracy	100.0%
Cost	448

\[x \cdot y + z \cdot t \]

Alternative 3
Accuracy	51.6%
Cost	192

\[z \cdot t \]

Reproduce

herbie shell --seed 2023133 
(FPCore (x y z t)
  :name "Linear.V2:$cdot from linear-1.19.1.3, A"
  :precision binary64
  (+ (* x y) (* z t)))