Average Error: 26.8 → 0.7
Time: 24.0s
Precision: 64
\[\frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825}\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.132776625026725631349257390561686378676 \cdot 10^{70} \lor \neg \left(x \le 2.287943170826980441039975419814875490697 \cdot 10^{47}\right):\\ \;\;\;\;\left(\frac{y}{{x}^{2}} + 4.16438922227999963610045597306452691555 \cdot x\right) - 110.1139242984810948655649553984403610229\\ \mathbf{else}:\\ \;\;\;\;\frac{x - 2}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825} \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)\\ \end{array}\]
\frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825}
\begin{array}{l}
\mathbf{if}\;x \le -1.132776625026725631349257390561686378676 \cdot 10^{70} \lor \neg \left(x \le 2.287943170826980441039975419814875490697 \cdot 10^{47}\right):\\
\;\;\;\;\left(\frac{y}{{x}^{2}} + 4.16438922227999963610045597306452691555 \cdot x\right) - 110.1139242984810948655649553984403610229\\

\mathbf{else}:\\
\;\;\;\;\frac{x - 2}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825} \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)\\

\end{array}
double f(double x, double y, double z) {
        double r240256 = x;
        double r240257 = 2.0;
        double r240258 = r240256 - r240257;
        double r240259 = 4.16438922228;
        double r240260 = r240256 * r240259;
        double r240261 = 78.6994924154;
        double r240262 = r240260 + r240261;
        double r240263 = r240262 * r240256;
        double r240264 = 137.519416416;
        double r240265 = r240263 + r240264;
        double r240266 = r240265 * r240256;
        double r240267 = y;
        double r240268 = r240266 + r240267;
        double r240269 = r240268 * r240256;
        double r240270 = z;
        double r240271 = r240269 + r240270;
        double r240272 = r240258 * r240271;
        double r240273 = 43.3400022514;
        double r240274 = r240256 + r240273;
        double r240275 = r240274 * r240256;
        double r240276 = 263.505074721;
        double r240277 = r240275 + r240276;
        double r240278 = r240277 * r240256;
        double r240279 = 313.399215894;
        double r240280 = r240278 + r240279;
        double r240281 = r240280 * r240256;
        double r240282 = 47.066876606;
        double r240283 = r240281 + r240282;
        double r240284 = r240272 / r240283;
        return r240284;
}

double f(double x, double y, double z) {
        double r240285 = x;
        double r240286 = -1.1327766250267256e+70;
        bool r240287 = r240285 <= r240286;
        double r240288 = 2.2879431708269804e+47;
        bool r240289 = r240285 <= r240288;
        double r240290 = !r240289;
        bool r240291 = r240287 || r240290;
        double r240292 = y;
        double r240293 = 2.0;
        double r240294 = pow(r240285, r240293);
        double r240295 = r240292 / r240294;
        double r240296 = 4.16438922228;
        double r240297 = r240296 * r240285;
        double r240298 = r240295 + r240297;
        double r240299 = 110.1139242984811;
        double r240300 = r240298 - r240299;
        double r240301 = 2.0;
        double r240302 = r240285 - r240301;
        double r240303 = 43.3400022514;
        double r240304 = r240285 + r240303;
        double r240305 = r240304 * r240285;
        double r240306 = 263.505074721;
        double r240307 = r240305 + r240306;
        double r240308 = r240307 * r240285;
        double r240309 = 313.399215894;
        double r240310 = r240308 + r240309;
        double r240311 = r240310 * r240285;
        double r240312 = 47.066876606;
        double r240313 = r240311 + r240312;
        double r240314 = r240302 / r240313;
        double r240315 = r240285 * r240296;
        double r240316 = 78.6994924154;
        double r240317 = r240315 + r240316;
        double r240318 = r240317 * r240285;
        double r240319 = 137.519416416;
        double r240320 = r240318 + r240319;
        double r240321 = r240320 * r240285;
        double r240322 = r240321 + r240292;
        double r240323 = r240322 * r240285;
        double r240324 = z;
        double r240325 = r240323 + r240324;
        double r240326 = r240314 * r240325;
        double r240327 = r240291 ? r240300 : r240326;
        return r240327;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original26.8
Target0.5
Herbie0.7
\[\begin{array}{l} \mathbf{if}\;x \lt -3.326128725870004842699683658678411714981 \cdot 10^{62}:\\ \;\;\;\;\left(\frac{y}{x \cdot x} + 4.16438922227999963610045597306452691555 \cdot x\right) - 110.1139242984810948655649553984403610229\\ \mathbf{elif}\;x \lt 9.429991714554672672712552870340896976735 \cdot 10^{55}:\\ \;\;\;\;\frac{x - 2}{1} \cdot \frac{\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z}{\left(\left(263.5050747210000281484099105000495910645 \cdot x + \left(43.3400022514000013984514225739985704422 \cdot \left(x \cdot x\right) + x \cdot \left(x \cdot x\right)\right)\right) + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825}\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{y}{x \cdot x} + 4.16438922227999963610045597306452691555 \cdot x\right) - 110.1139242984810948655649553984403610229\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if x < -1.1327766250267256e+70 or 2.2879431708269804e+47 < x

    1. Initial program 62.8

      \[\frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825}\]
    2. Taylor expanded around inf 0.2

      \[\leadsto \color{blue}{\left(\frac{y}{{x}^{2}} + 4.16438922227999963610045597306452691555 \cdot x\right) - 110.1139242984810948655649553984403610229}\]

    if -1.1327766250267256e+70 < x < 2.2879431708269804e+47

    1. Initial program 2.3

      \[\frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825}\]
    2. Using strategy rm
    3. Applied associate-/l*0.9

      \[\leadsto \color{blue}{\frac{x - 2}{\frac{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825}{\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z}}}\]
    4. Using strategy rm
    5. Applied associate-/r/1.0

      \[\leadsto \color{blue}{\frac{x - 2}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825} \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.132776625026725631349257390561686378676 \cdot 10^{70} \lor \neg \left(x \le 2.287943170826980441039975419814875490697 \cdot 10^{47}\right):\\ \;\;\;\;\left(\frac{y}{{x}^{2}} + 4.16438922227999963610045597306452691555 \cdot x\right) - 110.1139242984810948655649553984403610229\\ \mathbf{else}:\\ \;\;\;\;\frac{x - 2}{\left(\left(\left(x + 43.3400022514000013984514225739985704422\right) \cdot x + 263.5050747210000281484099105000495910645\right) \cdot x + 313.3992158940000081202015280723571777344\right) \cdot x + 47.06687660600000100430406746454536914825} \cdot \left(\left(\left(\left(x \cdot 4.16438922227999963610045597306452691555 + 78.69949241540000173245061887428164482117\right) \cdot x + 137.5194164160000127594685181975364685059\right) \cdot x + y\right) \cdot x + z\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019326 
(FPCore (x y z)
  :name "Numeric.SpecFunctions:logGamma from math-functions-0.1.5.2, C"
  :precision binary64

  :herbie-target
  (if (< x -3.326128725870005e+62) (- (+ (/ y (* x x)) (* 4.16438922228 x)) 110.1139242984811) (if (< x 9.429991714554673e+55) (* (/ (- x 2) 1) (/ (+ (* (+ (* (+ (* (+ (* x 4.16438922228) 78.6994924154) x) 137.519416416) x) y) x) z) (+ (* (+ (+ (* 263.505074721 x) (+ (* 43.3400022514 (* x x)) (* x (* x x)))) 313.399215894) x) 47.066876606))) (- (+ (/ y (* x x)) (* 4.16438922228 x)) 110.1139242984811)))

  (/ (* (- x 2) (+ (* (+ (* (+ (* (+ (* x 4.16438922228) 78.6994924154) x) 137.519416416) x) y) x) z)) (+ (* (+ (* (+ (* (+ x 43.3400022514) x) 263.505074721) x) 313.399215894) x) 47.066876606)))