Diagrams.Solve.Tridiagonal:solveTriDiagonal from diagrams-solve-0.1, C

Average Accuracy: 87.7% → 87.7%

Time: 4.9s

Precision: binary64

Cost: 6656

Math

\[x - y \cdot z \]

↓

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

FPCore

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

↓

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

C

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

↓

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

Julia

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

↓

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

Wolfram

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

↓

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

Target

Original	87.7%
Target	87.7%
Herbie	87.7%

\[\frac{x + y \cdot z}{\frac{x + y \cdot z}{x - y \cdot z}} \]

Derivation

1. Initial program 86.7%

   \[x - y \cdot z \]

2. Simplified 86.7%

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

   [Start] 86.7	\[ x - y \cdot z \]
   sub-neg [=>] 86.7	\[ \color{blue}{x + \left(-y \cdot z\right)} \]
   +-commutative [=>] 86.7	\[ \color{blue}{\left(-y \cdot z\right) + x} \]
   distribute-rgt-neg-in [=>] 86.7	\[ \color{blue}{y \cdot \left(-z\right)} + x \]
   fma-def [=>] 86.7	\[ \color{blue}{\mathsf{fma}\left(y, -z, x\right)} \]

3. Final simplification 86.7%

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

Alternatives

Alternative 1
Accuracy	65.4%
Cost	785

\[\begin{array}{l} \mathbf{if}\;x \leq -6 \cdot 10^{-13}:\\ \;\;\;\;x\\ \mathbf{elif}\;x \leq 4.6 \cdot 10^{-96} \lor \neg \left(x \leq 2 \cdot 10^{-70}\right) \land x \leq 3.8 \cdot 10^{-44}:\\ \;\;\;\;y \cdot \left(-z\right)\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]

Alternative 2
Accuracy	87.7%
Cost	320

\[x - y \cdot z \]

Alternative 3
Accuracy	51.0%
Cost	64

\[x \]

Reproduce

herbie shell --seed 2023157 
(FPCore (x y z)
  :name "Diagrams.Solve.Tridiagonal:solveTriDiagonal from diagrams-solve-0.1, C"
  :precision binary64

  :herbie-target
  (/ (+ x (* y z)) (/ (+ x (* y z)) (- x (* y z))))

  (- x (* y z)))