Average Error: 12.3 → 13.2
Time: 8.7s
Precision: 64
\[\left(x \cdot \left(y \cdot z - t \cdot a\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\]
\[\begin{array}{l} \mathbf{if}\;i \le -2.7850060019532971 \cdot 10^{104} \lor \neg \left(i \le -1.19729850374981135 \cdot 10^{51}\right):\\ \;\;\;\;\left(\left(x \cdot \mathsf{fma}\left(y, z, -a \cdot t\right) + x \cdot \mathsf{fma}\left(-a, t, a \cdot t\right)\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(t, i \cdot b, -\mathsf{fma}\left(z, b \cdot c, t \cdot \left(x \cdot a\right)\right)\right)\\ \end{array}\]
\left(x \cdot \left(y \cdot z - t \cdot a\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)
\begin{array}{l}
\mathbf{if}\;i \le -2.7850060019532971 \cdot 10^{104} \lor \neg \left(i \le -1.19729850374981135 \cdot 10^{51}\right):\\
\;\;\;\;\left(\left(x \cdot \mathsf{fma}\left(y, z, -a \cdot t\right) + x \cdot \mathsf{fma}\left(-a, t, a \cdot t\right)\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\\

\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t, i \cdot b, -\mathsf{fma}\left(z, b \cdot c, t \cdot \left(x \cdot a\right)\right)\right)\\

\end{array}
double f(double x, double y, double z, double t, double a, double b, double c, double i, double j) {
        double r828530 = x;
        double r828531 = y;
        double r828532 = z;
        double r828533 = r828531 * r828532;
        double r828534 = t;
        double r828535 = a;
        double r828536 = r828534 * r828535;
        double r828537 = r828533 - r828536;
        double r828538 = r828530 * r828537;
        double r828539 = b;
        double r828540 = c;
        double r828541 = r828540 * r828532;
        double r828542 = i;
        double r828543 = r828534 * r828542;
        double r828544 = r828541 - r828543;
        double r828545 = r828539 * r828544;
        double r828546 = r828538 - r828545;
        double r828547 = j;
        double r828548 = r828540 * r828535;
        double r828549 = r828531 * r828542;
        double r828550 = r828548 - r828549;
        double r828551 = r828547 * r828550;
        double r828552 = r828546 + r828551;
        return r828552;
}

double f(double x, double y, double z, double t, double a, double b, double c, double i, double j) {
        double r828553 = i;
        double r828554 = -2.785006001953297e+104;
        bool r828555 = r828553 <= r828554;
        double r828556 = -1.1972985037498114e+51;
        bool r828557 = r828553 <= r828556;
        double r828558 = !r828557;
        bool r828559 = r828555 || r828558;
        double r828560 = x;
        double r828561 = y;
        double r828562 = z;
        double r828563 = a;
        double r828564 = t;
        double r828565 = r828563 * r828564;
        double r828566 = -r828565;
        double r828567 = fma(r828561, r828562, r828566);
        double r828568 = r828560 * r828567;
        double r828569 = -r828563;
        double r828570 = fma(r828569, r828564, r828565);
        double r828571 = r828560 * r828570;
        double r828572 = r828568 + r828571;
        double r828573 = b;
        double r828574 = c;
        double r828575 = r828574 * r828562;
        double r828576 = r828564 * r828553;
        double r828577 = r828575 - r828576;
        double r828578 = r828573 * r828577;
        double r828579 = r828572 - r828578;
        double r828580 = j;
        double r828581 = r828574 * r828563;
        double r828582 = r828561 * r828553;
        double r828583 = r828581 - r828582;
        double r828584 = r828580 * r828583;
        double r828585 = r828579 + r828584;
        double r828586 = r828553 * r828573;
        double r828587 = r828573 * r828574;
        double r828588 = r828560 * r828563;
        double r828589 = r828564 * r828588;
        double r828590 = fma(r828562, r828587, r828589);
        double r828591 = -r828590;
        double r828592 = fma(r828564, r828586, r828591);
        double r828593 = r828559 ? r828585 : r828592;
        return r828593;
}

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

Bits error versus c

Bits error versus i

Bits error versus j

Target

Original12.3
Target19.7
Herbie13.2
\[\begin{array}{l} \mathbf{if}\;x \lt -1.46969429677770502 \cdot 10^{-64}:\\ \;\;\;\;\left(x \cdot \left(y \cdot z - t \cdot a\right) - \frac{b \cdot \left({\left(c \cdot z\right)}^{2} - {\left(t \cdot i\right)}^{2}\right)}{c \cdot z + t \cdot i}\right) + j \cdot \left(c \cdot a - y \cdot i\right)\\ \mathbf{elif}\;x \lt 3.2113527362226803 \cdot 10^{-147}:\\ \;\;\;\;\left(b \cdot i - x \cdot a\right) \cdot t - \left(z \cdot \left(c \cdot b\right) - j \cdot \left(c \cdot a - y \cdot i\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot \left(y \cdot z - t \cdot a\right) - \frac{b \cdot \left({\left(c \cdot z\right)}^{2} - {\left(t \cdot i\right)}^{2}\right)}{c \cdot z + t \cdot i}\right) + j \cdot \left(c \cdot a - y \cdot i\right)\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if i < -2.785006001953297e+104 or -1.1972985037498114e+51 < i

    1. Initial program 12.3

      \[\left(x \cdot \left(y \cdot z - t \cdot a\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\]
    2. Using strategy rm
    3. Applied prod-diff12.3

      \[\leadsto \left(x \cdot \color{blue}{\left(\mathsf{fma}\left(y, z, -a \cdot t\right) + \mathsf{fma}\left(-a, t, a \cdot t\right)\right)} - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\]
    4. Applied distribute-lft-in12.3

      \[\leadsto \left(\color{blue}{\left(x \cdot \mathsf{fma}\left(y, z, -a \cdot t\right) + x \cdot \mathsf{fma}\left(-a, t, a \cdot t\right)\right)} - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\]

    if -2.785006001953297e+104 < i < -1.1972985037498114e+51

    1. Initial program 12.6

      \[\left(x \cdot \left(y \cdot z - t \cdot a\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\]
    2. Simplified12.6

      \[\leadsto \color{blue}{\mathsf{fma}\left(c \cdot a - y \cdot i, j, x \cdot \left(y \cdot z - t \cdot a\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right)}\]
    3. Taylor expanded around inf 35.2

      \[\leadsto \color{blue}{t \cdot \left(i \cdot b\right) - \left(z \cdot \left(b \cdot c\right) + t \cdot \left(x \cdot a\right)\right)}\]
    4. Simplified35.2

      \[\leadsto \color{blue}{\mathsf{fma}\left(t, i \cdot b, -\mathsf{fma}\left(z, b \cdot c, t \cdot \left(x \cdot a\right)\right)\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification13.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;i \le -2.7850060019532971 \cdot 10^{104} \lor \neg \left(i \le -1.19729850374981135 \cdot 10^{51}\right):\\ \;\;\;\;\left(\left(x \cdot \mathsf{fma}\left(y, z, -a \cdot t\right) + x \cdot \mathsf{fma}\left(-a, t, a \cdot t\right)\right) - b \cdot \left(c \cdot z - t \cdot i\right)\right) + j \cdot \left(c \cdot a - y \cdot i\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(t, i \cdot b, -\mathsf{fma}\left(z, b \cdot c, t \cdot \left(x \cdot a\right)\right)\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020036 +o rules:numerics
(FPCore (x y z t a b c i j)
  :name "Data.Colour.Matrix:determinant from colour-2.3.3, A"
  :precision binary64

  :herbie-target
  (if (< x -1.469694296777705e-64) (+ (- (* x (- (* y z) (* t a))) (/ (* b (- (pow (* c z) 2) (pow (* t i) 2))) (+ (* c z) (* t i)))) (* j (- (* c a) (* y i)))) (if (< x 3.2113527362226803e-147) (- (* (- (* b i) (* x a)) t) (- (* z (* c b)) (* j (- (* c a) (* y i))))) (+ (- (* x (- (* y z) (* t a))) (/ (* b (- (pow (* c z) 2) (pow (* t i) 2))) (+ (* c z) (* t i)))) (* j (- (* c a) (* y i))))))

  (+ (- (* x (- (* y z) (* t a))) (* b (- (* c z) (* t i)))) (* j (- (* c a) (* y i)))))