Average Error: 0.1 → 0.1
Time: 14.2s
Precision: binary64
Cost: 13376
\[\left(\left(x - \left(y + 0.5\right) \cdot \log y\right) + y\right) - z \]
↓
\[x + \mathsf{fma}\left(\log y, -0.5 - y, y - z\right) \]
(FPCore (x y z) :precision binary64 (- (+ (- x (* (+ y 0.5) (log y))) y) z))
↓
(FPCore (x y z) :precision binary64 (+ x (fma (log y) (- -0.5 y) (- y z))))
double code(double x, double y, double z) {
	return ((x - ((y + 0.5) * log(y))) + y) - z;
}
↓
double code(double x, double y, double z) {
	return x + fma(log(y), (-0.5 - y), (y - z));
}

function code(x, y, z)
	return Float64(Float64(Float64(x - Float64(Float64(y + 0.5) * log(y))) + y) - z)
end
↓
function code(x, y, z)
	return Float64(x + fma(log(y), Float64(-0.5 - y), Float64(y - z)))
end

code[x_, y_, z_] := N[(N[(N[(x - N[(N[(y + 0.5), $MachinePrecision] * N[Log[y], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + y), $MachinePrecision] - z), $MachinePrecision]
↓
code[x_, y_, z_] := N[(x + N[(N[Log[y], $MachinePrecision] * N[(-0.5 - y), $MachinePrecision] + N[(y - z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]

\left(\left(x - \left(y + 0.5\right) \cdot \log y\right) + y\right) - z
↓
x + \mathsf{fma}\left(\log y, -0.5 - y, y - z\right)

Error

Target

Original0.1
Target0.1
Herbie0.1
\[\left(\left(y + x\right) - z\right) - \left(y + 0.5\right) \cdot \log y \]

Derivation

  1. Initial program 0.1

    \[\left(\left(x - \left(y + 0.5\right) \cdot \log y\right) + y\right) - z \]

  2. Simplified0.1

    \[\leadsto \color{blue}{x + \mathsf{fma}\left(\log y, -0.5 - y, y - z\right)} \]
    Proof
    (+.f64 x (fma.f64 (log.f64 y) (-.f64 -1/2 y) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (+.f64 x (fma.f64 (log.f64 y) (-.f64 (Rewrite<= metadata-eval (-.f64 0 1/2)) y) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (+.f64 x (fma.f64 (log.f64 y) (Rewrite<= associate--r+_binary64 (-.f64 0 (+.f64 1/2 y))) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (+.f64 x (fma.f64 (log.f64 y) (-.f64 0 (Rewrite<= +-commutative_binary64 (+.f64 y 1/2))) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (+.f64 x (fma.f64 (log.f64 y) (Rewrite<= neg-sub0_binary64 (neg.f64 (+.f64 y 1/2))) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (+.f64 x (Rewrite<= fma-def_binary64 (+.f64 (*.f64 (log.f64 y) (neg.f64 (+.f64 y 1/2))) (-.f64 y z)))): 0 points increase in error, 0 points decrease in error
    (+.f64 x (+.f64 (Rewrite<= *-commutative_binary64 (*.f64 (neg.f64 (+.f64 y 1/2)) (log.f64 y))) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (Rewrite<= associate-+l+_binary64 (+.f64 (+.f64 x (*.f64 (neg.f64 (+.f64 y 1/2)) (log.f64 y))) (-.f64 y z))): 0 points increase in error, 0 points decrease in error
    (+.f64 (Rewrite<= cancel-sign-sub-inv_binary64 (-.f64 x (*.f64 (+.f64 y 1/2) (log.f64 y)))) (-.f64 y z)): 0 points increase in error, 0 points decrease in error
    (Rewrite<= associate--l+_binary64 (-.f64 (+.f64 (-.f64 x (*.f64 (+.f64 y 1/2) (log.f64 y))) y) z)): 0 points increase in error, 0 points decrease in error

  3. Final simplification0.1

    \[\leadsto x + \mathsf{fma}\left(\log y, -0.5 - y, y - z\right) \]

Alternatives

Alternative 1
Error20.8
Cost7708
\[\begin{array}{l} t_0 := \left(x + y\right) - z\\ t_1 := x + \log y \cdot -0.5\\ \mathbf{if}\;y \leq 9.2 \cdot 10^{-216}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 6 \cdot 10^{-172}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 9.2 \cdot 10^{-117}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 6.2 \cdot 10^{-25}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 2.7 \cdot 10^{+72}:\\ \;\;\;\;x - z\\ \mathbf{elif}\;y \leq 1.55 \cdot 10^{+89}:\\ \;\;\;\;y - y \cdot \log y\\ \mathbf{elif}\;y \leq 1.05 \cdot 10^{+129}:\\ \;\;\;\;y \cdot \left(-\log y\right) - z\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(1 - \log y\right)\\ \end{array} \]
Alternative 2
Error20.9
Cost7645
\[\begin{array}{l} t_0 := \left(x + y\right) - z\\ t_1 := x + \log y \cdot -0.5\\ \mathbf{if}\;y \leq 4.5 \cdot 10^{-216}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 9.2 \cdot 10^{-173}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 1.42 \cdot 10^{-115}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 1.95 \cdot 10^{-25}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 5.5 \cdot 10^{+72}:\\ \;\;\;\;x - z\\ \mathbf{elif}\;y \leq 3.85 \cdot 10^{+118} \lor \neg \left(y \leq 4.2 \cdot 10^{+127}\right):\\ \;\;\;\;y \cdot \left(1 - \log y\right)\\ \mathbf{else}:\\ \;\;\;\;-z\\ \end{array} \]
Alternative 3
Error21.0
Cost7644
\[\begin{array}{l} t_0 := \left(x + y\right) - z\\ t_1 := x + \log y \cdot -0.5\\ \mathbf{if}\;y \leq 1.6 \cdot 10^{-215}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 1.3 \cdot 10^{-172}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 2.9 \cdot 10^{-116}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 5 \cdot 10^{-24}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 7 \cdot 10^{+72}:\\ \;\;\;\;x - z\\ \mathbf{elif}\;y \leq 3.85 \cdot 10^{+118}:\\ \;\;\;\;y - y \cdot \log y\\ \mathbf{elif}\;y \leq 4.2 \cdot 10^{+127}:\\ \;\;\;\;-z\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(1 - \log y\right)\\ \end{array} \]
Alternative 4
Error16.2
Cost7508
\[\begin{array}{l} t_0 := \left(x + y\right) - z\\ t_1 := x + \log y \cdot -0.5\\ \mathbf{if}\;y \leq 1.02 \cdot 10^{-215}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 2.15 \cdot 10^{-172}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 4.5 \cdot 10^{-115}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 4.3 \cdot 10^{-54}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 2.5 \cdot 10^{+17}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(1 - \log y\right) - z\\ \end{array} \]
Alternative 5
Error28.9
Cost7384
\[\begin{array}{l} t_0 := \log y \cdot -0.5\\ \mathbf{if}\;x \leq -2 \cdot 10^{-174}:\\ \;\;\;\;x - z\\ \mathbf{elif}\;x \leq -1.45 \cdot 10^{-246}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq -2.05 \cdot 10^{-302}:\\ \;\;\;\;-z\\ \mathbf{elif}\;x \leq 1.02 \cdot 10^{-244}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 7.2 \cdot 10^{-204}:\\ \;\;\;\;-z\\ \mathbf{elif}\;x \leq 4.8 \cdot 10^{-65}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;x - z\\ \end{array} \]
Alternative 6
Error0.1
Cost7360
\[\left(x + \left(-1 + \left(\left(y + 1\right) + \log y \cdot \left(-0.5 - y\right)\right)\right)\right) - z \]
Alternative 7
Error19.4
Cost7117
\[\begin{array}{l} \mathbf{if}\;y \leq 3.6 \cdot 10^{+72}:\\ \;\;\;\;\left(x + y\right) - z\\ \mathbf{elif}\;y \leq 3.85 \cdot 10^{+118} \lor \neg \left(y \leq 2.1 \cdot 10^{+128}\right):\\ \;\;\;\;y \cdot \left(1 - \log y\right)\\ \mathbf{else}:\\ \;\;\;\;-z\\ \end{array} \]
Alternative 8
Error0.4
Cost7108
\[\begin{array}{l} \mathbf{if}\;y \leq 3.25:\\ \;\;\;\;\left(x + \log y \cdot -0.5\right) - z\\ \mathbf{else}:\\ \;\;\;\;\left(x + \left(y - y \cdot \log y\right)\right) - z\\ \end{array} \]
Alternative 9
Error0.1
Cost7104
\[\left(y + \left(x - \log y \cdot \left(y + 0.5\right)\right)\right) - z \]
Alternative 10
Error6.9
Cost6980
\[\begin{array}{l} \mathbf{if}\;y \leq 6.6 \cdot 10^{+16}:\\ \;\;\;\;\left(x + \log y \cdot -0.5\right) - z\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(1 - \log y\right) - z\\ \end{array} \]
Alternative 11
Error33.3
Cost392
\[\begin{array}{l} \mathbf{if}\;x \leq -2.25 \cdot 10^{+49}:\\ \;\;\;\;x\\ \mathbf{elif}\;x \leq 6.8 \cdot 10^{+89}:\\ \;\;\;\;-z\\ \mathbf{else}:\\ \;\;\;\;x\\ \end{array} \]
Alternative 12
Error27.1
Cost192
\[x - z \]
Alternative 13
Error44.9
Cost64
\[x \]

Error

Reproduce

herbie shell --seed 2022343 
(FPCore (x y z)
  :name "Numeric.SpecFunctions:stirlingError from math-functions-0.1.5.2"
  :precision binary64

  :herbie-target
  (- (- (+ y x) z) (* (+ y 0.5) (log y)))

  (- (+ (- x (* (+ y 0.5) (log y))) y) z))