Graphics.Rendering.Plot.Render.Plot.Axis:tickPosition from plot-0.2.3.4

Average Accuracy: 96.7% → 96.7%

Time: 10.6s

Precision: binary64

Cost: 6848

Math

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

↓

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

FPCore

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

↓

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

C

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

↓

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

Julia

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

↓

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

Wolfram

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

↓

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

Target

Original	96.7%
Target	96.5%
Herbie	96.7%

\[\begin{array}{l} \mathbf{if}\;\left(y - x\right) \cdot \frac{z}{t} < -1013646692435.8867:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{elif}\;\left(y - x\right) \cdot \frac{z}{t} < 0:\\ \;\;\;\;x + \frac{\left(y - x\right) \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array} \]

Derivation

1. Initial program 96.7%

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

2. Simplified 96.7%

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

   [Start] 96.7	\[ x + \left(y - x\right) \cdot \frac{z}{t} \]
   +-commutative [=>] 96.7	\[ \color{blue}{\left(y - x\right) \cdot \frac{z}{t} + x} \]
   fma-def [=>] 96.7	\[ \color{blue}{\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)} \]

3. Final simplification 96.7%

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

Alternatives

Alternative 1
Accuracy	62.9%
Cost	2464

\[\begin{array}{l} t_1 := \frac{y}{\frac{t}{z}}\\ \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{-6}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -1 \cdot 10^{-33}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq -1 \cdot 10^{-73}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-116}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-190}:\\ \;\;\;\;y \cdot \frac{z}{t}\\ \mathbf{elif}\;\frac{z}{t} \leq 4 \cdot 10^{-9}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq 5 \cdot 10^{+98}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq 5 \cdot 10^{+143}:\\ \;\;\;\;z \cdot \left(-\frac{x}{t}\right)\\ \mathbf{else}:\\ \;\;\;\;z \cdot \frac{y}{t}\\ \end{array} \]

Alternative 2
Accuracy	77.3%
Cost	2011

\[\begin{array}{l} \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{-6} \lor \neg \left(\frac{z}{t} \leq -1 \cdot 10^{-33} \lor \neg \left(\frac{z}{t} \leq -1 \cdot 10^{-73}\right) \land \left(\frac{z}{t} \leq -5 \cdot 10^{-116} \lor \neg \left(\frac{z}{t} \leq -5 \cdot 10^{-190}\right) \land \frac{z}{t} \leq 4 \cdot 10^{-9}\right)\right):\\ \;\;\;\;\left(y - x\right) \cdot \frac{z}{t}\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]

Alternative 3
Accuracy	74.5%
Cost	2008

\[\begin{array}{l} t_1 := z \cdot \frac{y - x}{t}\\ \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{-6}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -1 \cdot 10^{-33}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq -1 \cdot 10^{-73}:\\ \;\;\;\;\frac{y}{\frac{t}{z}}\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-116}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-190}:\\ \;\;\;\;y \cdot \frac{z}{t}\\ \mathbf{elif}\;\frac{z}{t} \leq 4 \cdot 10^{-9}:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;t_1\\ \end{array} \]

Alternative 4
Accuracy	61.9%
Cost	1944

\[\begin{array}{l} t_1 := x \cdot \left(-\frac{z}{t}\right)\\ t_2 := \frac{y}{\frac{t}{z}}\\ \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{+40}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{z}{t} \leq -2 \cdot 10^{+19}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-190}:\\ \;\;\;\;t_2\\ \mathbf{elif}\;\frac{z}{t} \leq 20:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq 5 \cdot 10^{+143}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq 2 \cdot 10^{+276}:\\ \;\;\;\;y \cdot \frac{z}{t}\\ \mathbf{else}:\\ \;\;\;\;z \cdot \left(-\frac{x}{t}\right)\\ \end{array} \]

Alternative 5
Accuracy	61.7%
Cost	1944

\[\begin{array}{l} t_1 := \frac{y}{\frac{t}{z}}\\ \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{+40}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -2 \cdot 10^{+19}:\\ \;\;\;\;\frac{x \cdot \left(-z\right)}{t}\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-190}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq 20:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq 5 \cdot 10^{+143}:\\ \;\;\;\;x \cdot \left(-\frac{z}{t}\right)\\ \mathbf{elif}\;\frac{z}{t} \leq 2 \cdot 10^{+276}:\\ \;\;\;\;y \cdot \frac{z}{t}\\ \mathbf{else}:\\ \;\;\;\;z \cdot \left(-\frac{x}{t}\right)\\ \end{array} \]

Alternative 6
Accuracy	62.7%
Cost	1883

\[\begin{array}{l} \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{-6} \lor \neg \left(\frac{z}{t} \leq -1 \cdot 10^{-33} \lor \neg \left(\frac{z}{t} \leq -1 \cdot 10^{-73}\right) \land \left(\frac{z}{t} \leq -5 \cdot 10^{-116} \lor \neg \left(\frac{z}{t} \leq -5 \cdot 10^{-190}\right) \land \frac{z}{t} \leq 4 \cdot 10^{-9}\right)\right):\\ \;\;\;\;y \cdot \frac{z}{t}\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]

Alternative 7
Accuracy	62.7%
Cost	1881

\[\begin{array}{l} t_1 := \frac{y}{\frac{t}{z}}\\ \mathbf{if}\;\frac{z}{t} \leq -5 \cdot 10^{-6}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -1 \cdot 10^{-33}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq -1 \cdot 10^{-73}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-116}:\\ \;\;\;\;x\\ \mathbf{elif}\;\frac{z}{t} \leq -5 \cdot 10^{-190} \lor \neg \left(\frac{z}{t} \leq 4 \cdot 10^{-9}\right):\\ \;\;\;\;y \cdot \frac{z}{t}\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]

Alternative 8
Accuracy	95.1%
Cost	969

\[\begin{array}{l} \mathbf{if}\;\frac{z}{t} \leq -2000 \lor \neg \left(\frac{z}{t} \leq 0.01\right):\\ \;\;\;\;\left(y - x\right) \cdot \frac{z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + y \cdot \frac{z}{t}\\ \end{array} \]

Alternative 9
Accuracy	96.7%
Cost	576

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

Alternative 10
Accuracy	51.2%
Cost	64

\[x \]

Reproduce

herbie shell --seed 2023151 
(FPCore (x y z t)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:tickPosition from plot-0.2.3.4"
  :precision binary64

  :herbie-target
  (if (< (* (- y x) (/ z t)) -1013646692435.8867) (+ x (/ (- y x) (/ t z))) (if (< (* (- y x) (/ z t)) 0.0) (+ x (/ (* (- y x) z) t)) (+ x (/ (- y x) (/ t z)))))

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