?

Average Accuracy: 79.6% → 99.7%
Time: 32.2s
Precision: binary64
Cost: 39168

?

\[\left(\left(\left(x = 0 \lor 0.5884142 \leq x \land x \leq 505.5909\right) \land \left(-1.796658 \cdot 10^{+308} \leq y \land y \leq -9.425585 \cdot 10^{-310} \lor 1.284938 \cdot 10^{-309} \leq y \land y \leq 1.751224 \cdot 10^{+308}\right)\right) \land \left(-1.776707 \cdot 10^{+308} \leq z \land z \leq -8.599796 \cdot 10^{-310} \lor 3.293145 \cdot 10^{-311} \leq z \land z \leq 1.725154 \cdot 10^{+308}\right)\right) \land \left(-1.796658 \cdot 10^{+308} \leq a \land a \leq -9.425585 \cdot 10^{-310} \lor 1.284938 \cdot 10^{-309} \leq a \land a \leq 1.751224 \cdot 10^{+308}\right)\]
\[x + \left(\tan \left(y + z\right) - \tan a\right) \]
\[x + \left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} - \tan a\right) \]
(FPCore (x y z a) :precision binary64 (+ x (- (tan (+ y z)) (tan a))))
(FPCore (x y z a)
 :precision binary64
 (+ x (- (/ (+ (tan y) (tan z)) (fma (tan y) (- (tan z)) 1.0)) (tan a))))
double code(double x, double y, double z, double a) {
	return x + (tan((y + z)) - tan(a));
}
double code(double x, double y, double z, double a) {
	return x + (((tan(y) + tan(z)) / fma(tan(y), -tan(z), 1.0)) - tan(a));
}
function code(x, y, z, a)
	return Float64(x + Float64(tan(Float64(y + z)) - tan(a)))
end
function code(x, y, z, a)
	return Float64(x + Float64(Float64(Float64(tan(y) + tan(z)) / fma(tan(y), Float64(-tan(z)), 1.0)) - tan(a)))
end
code[x_, y_, z_, a_] := N[(x + N[(N[Tan[N[(y + z), $MachinePrecision]], $MachinePrecision] - N[Tan[a], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, a_] := N[(x + N[(N[(N[(N[Tan[y], $MachinePrecision] + N[Tan[z], $MachinePrecision]), $MachinePrecision] / N[(N[Tan[y], $MachinePrecision] * (-N[Tan[z], $MachinePrecision]) + 1.0), $MachinePrecision]), $MachinePrecision] - N[Tan[a], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
x + \left(\tan \left(y + z\right) - \tan a\right)
x + \left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} - \tan a\right)

Error?

Derivation?

  1. Initial program 80.3%

    \[x + \left(\tan \left(y + z\right) - \tan a\right) \]
  2. Applied egg-rr99.8%

    \[\leadsto x + \left(\color{blue}{\left(\tan y + \tan z\right) \cdot \frac{1}{1 - \tan y \cdot \tan z}} - \tan a\right) \]
    Step-by-step derivation

    [Start]80.3

    \[ x + \left(\tan \left(y + z\right) - \tan a\right) \]

    tan-sum [=>]99.8

    \[ x + \left(\color{blue}{\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z}} - \tan a\right) \]

    div-inv [=>]99.8

    \[ x + \left(\color{blue}{\left(\tan y + \tan z\right) \cdot \frac{1}{1 - \tan y \cdot \tan z}} - \tan a\right) \]
  3. Simplified99.8%

    \[\leadsto x + \left(\color{blue}{\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z}} - \tan a\right) \]
    Step-by-step derivation

    [Start]99.8

    \[ x + \left(\left(\tan y + \tan z\right) \cdot \frac{1}{1 - \tan y \cdot \tan z} - \tan a\right) \]

    associate-*r/ [=>]99.8

    \[ x + \left(\color{blue}{\frac{\left(\tan y + \tan z\right) \cdot 1}{1 - \tan y \cdot \tan z}} - \tan a\right) \]

    *-rgt-identity [=>]99.8

    \[ x + \left(\frac{\color{blue}{\tan y + \tan z}}{1 - \tan y \cdot \tan z} - \tan a\right) \]
  4. Applied egg-rr99.8%

    \[\leadsto x + \color{blue}{\left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} + \left(-\tan a\right)\right)} \]
    Step-by-step derivation

    [Start]99.8

    \[ x + \left(\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z} - \tan a\right) \]

    sub-neg [=>]99.8

    \[ x + \color{blue}{\left(\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z} + \left(-\tan a\right)\right)} \]

    div-inv [=>]99.8

    \[ x + \left(\color{blue}{\left(\tan y + \tan z\right) \cdot \frac{1}{1 - \tan y \cdot \tan z}} + \left(-\tan a\right)\right) \]

    div-inv [<=]99.8

    \[ x + \left(\color{blue}{\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z}} + \left(-\tan a\right)\right) \]

    sub-neg [=>]99.8

    \[ x + \left(\frac{\tan y + \tan z}{\color{blue}{1 + \left(-\tan y \cdot \tan z\right)}} + \left(-\tan a\right)\right) \]

    +-commutative [=>]99.8

    \[ x + \left(\frac{\tan y + \tan z}{\color{blue}{\left(-\tan y \cdot \tan z\right) + 1}} + \left(-\tan a\right)\right) \]

    distribute-rgt-neg-in [=>]99.8

    \[ x + \left(\frac{\tan y + \tan z}{\color{blue}{\tan y \cdot \left(-\tan z\right)} + 1} + \left(-\tan a\right)\right) \]

    fma-def [=>]99.8

    \[ x + \left(\frac{\tan y + \tan z}{\color{blue}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)}} + \left(-\tan a\right)\right) \]
  5. Simplified99.8%

    \[\leadsto x + \color{blue}{\left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} - \tan a\right)} \]
    Step-by-step derivation

    [Start]99.8

    \[ x + \left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} + \left(-\tan a\right)\right) \]

    sub-neg [<=]99.8

    \[ x + \color{blue}{\left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} - \tan a\right)} \]
  6. Final simplification99.8%

    \[\leadsto x + \left(\frac{\tan y + \tan z}{\mathsf{fma}\left(\tan y, -\tan z, 1\right)} - \tan a\right) \]

Alternatives

Alternative 1
Accuracy80.1%
Cost39369
\[\begin{array}{l} t_0 := \tan y + \tan z\\ \mathbf{if}\;\tan a \leq 0.04 \lor \neg \left(\tan a \leq 10^{-58}\right):\\ \;\;\;\;x + \left(t_0 - \tan a\right)\\ \mathbf{else}:\\ \;\;\;\;x + \frac{t_0}{1 - \tan y \cdot \tan z}\\ \end{array} \]
Alternative 2
Accuracy99.7%
Cost32832
\[x + \left(\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z} - \tan a\right) \]
Alternative 3
Accuracy43.0%
Cost26185
\[\begin{array}{l} \mathbf{if}\;\tan a \leq 0.05 \lor \neg \left(\tan a \leq 5 \cdot 10^{-13}\right):\\ \;\;\;\;\left(x + \sin y\right) - \tan a\\ \mathbf{else}:\\ \;\;\;\;x + \tan \left(y + z\right)\\ \end{array} \]
Alternative 4
Accuracy43.0%
Cost26184
\[\begin{array}{l} \mathbf{if}\;\tan a \leq 0.05:\\ \;\;\;\;\left(x + \sin z\right) - \tan a\\ \mathbf{elif}\;\tan a \leq 5 \cdot 10^{-13}:\\ \;\;\;\;x + \tan \left(y + z\right)\\ \mathbf{else}:\\ \;\;\;\;\left(x + \sin y\right) - \tan a\\ \end{array} \]
Alternative 5
Accuracy80.1%
Cost19648
\[x + \left(\left(\tan y + \tan z\right) - \tan a\right) \]
Alternative 6
Accuracy79.6%
Cost13248
\[x + \left(\tan \left(y + z\right) - \tan a\right) \]
Alternative 7
Accuracy50.9%
Cost6720
\[x + \tan \left(y + z\right) \]
Alternative 8
Accuracy32.0%
Cost64
\[x \]

Error

Reproduce?

herbie shell --seed 2023159 
(FPCore (x y z a)
  :name "tan-example (used to crash)"
  :precision binary64
  :pre (and (and (and (or (== x 0.0) (and (<= 0.5884142 x) (<= x 505.5909))) (or (and (<= -1.796658e+308 y) (<= y -9.425585e-310)) (and (<= 1.284938e-309 y) (<= y 1.751224e+308)))) (or (and (<= -1.776707e+308 z) (<= z -8.599796e-310)) (and (<= 3.293145e-311 z) (<= z 1.725154e+308)))) (or (and (<= -1.796658e+308 a) (<= a -9.425585e-310)) (and (<= 1.284938e-309 a) (<= a 1.751224e+308))))
  (+ x (- (tan (+ y z)) (tan a))))