Average Error: 46.1 → 44.1
Time: 12.9s
Precision: 64
\[\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)\]
\[\cos \left(\frac{0}{16}\right) \cdot x\]
\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)
\cos \left(\frac{0}{16}\right) \cdot x
double f(double x, double y, double z, double t, double a, double b) {
        double r900085 = x;
        double r900086 = y;
        double r900087 = 2.0;
        double r900088 = r900086 * r900087;
        double r900089 = 1.0;
        double r900090 = r900088 + r900089;
        double r900091 = z;
        double r900092 = r900090 * r900091;
        double r900093 = t;
        double r900094 = r900092 * r900093;
        double r900095 = 16.0;
        double r900096 = r900094 / r900095;
        double r900097 = cos(r900096);
        double r900098 = r900085 * r900097;
        double r900099 = a;
        double r900100 = r900099 * r900087;
        double r900101 = r900100 + r900089;
        double r900102 = b;
        double r900103 = r900101 * r900102;
        double r900104 = r900103 * r900093;
        double r900105 = r900104 / r900095;
        double r900106 = cos(r900105);
        double r900107 = r900098 * r900106;
        return r900107;
}

double f(double x, double __attribute__((unused)) y, double __attribute__((unused)) z, double __attribute__((unused)) t, double __attribute__((unused)) a, double __attribute__((unused)) b) {
        double r900108 = 0.0;
        double r900109 = 16.0;
        double r900110 = r900108 / r900109;
        double r900111 = cos(r900110);
        double r900112 = x;
        double r900113 = r900111 * r900112;
        return r900113;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

Bits error versus b

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original46.1
Target44.4
Herbie44.1
\[x \cdot \cos \left(\frac{b}{16} \cdot \frac{t}{\left(1 - a \cdot 2\right) + {\left(a \cdot 2\right)}^{2}}\right)\]

Derivation

  1. Initial program 46.1

    \[\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)\]
  2. Taylor expanded around 0 45.3

    \[\leadsto \left(x \cdot \color{blue}{1}\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)\]
  3. Taylor expanded around 0 44.1

    \[\leadsto \left(x \cdot 1\right) \cdot \cos \left(\frac{\color{blue}{0}}{16}\right)\]
  4. Final simplification44.1

    \[\leadsto \cos \left(\frac{0}{16}\right) \cdot x\]

Reproduce

herbie shell --seed 2020021 +o rules:numerics
(FPCore (x y z t a b)
  :name "Codec.Picture.Jpg.FastDct:referenceDct from JuicyPixels-3.2.6.1"
  :precision binary64

  :herbie-target
  (* x (cos (* (/ b 16) (/ t (+ (- 1 (* a 2)) (pow (* a 2) 2))))))

  (* (* x (cos (/ (* (* (+ (* y 2) 1) z) t) 16))) (cos (/ (* (* (+ (* a 2) 1) b) t) 16))))