Isotropic LOD (LOD)

Percentage Accurate: 67.8% → 67.8%
Time: 8.5s
Alternatives: 6
Speedup: N/A×

Specification

?
\[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
\[\begin{array}{l} t_0 := \left\lfloor w\right\rfloor \cdot dY.u\\ t_1 := \left\lfloor h\right\rfloor \cdot dY.v\\ t_2 := \left\lfloor h\right\rfloor \cdot dX.v\\ t_3 := \left\lfloor d\right\rfloor \cdot dY.w\\ t_4 := \left\lfloor d\right\rfloor \cdot dX.w\\ t_5 := \left\lfloor w\right\rfloor \cdot dX.u\\ \log_{2} \left(\sqrt{\mathsf{max}\left(\left(t\_5 \cdot t\_5 + t\_2 \cdot t\_2\right) + t\_4 \cdot t\_4, \left(t\_0 \cdot t\_0 + t\_1 \cdot t\_1\right) + t\_3 \cdot t\_3\right)}\right) \end{array} \]
(FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
  :precision binary32
  :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                             (<= w 16384.0))
                                        (and (<= 1.0 h)
                                             (<= h 16384.0)))
                                   (and (<= 1.0 d)
                                        (<= d 4096.0)))
                              (and (<= 1e-20 (fabs dX.u))
                                   (<= (fabs dX.u) 1e+20)))
                         (and (<= 1e-20 (fabs dX.v))
                              (<= (fabs dX.v) 1e+20)))
                    (and (<= 1e-20 (fabs dX.w))
                         (<= (fabs dX.w) 1e+20)))
               (and (<= 1e-20 (fabs dY.u))
                    (<= (fabs dY.u) 1e+20)))
          (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
     (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
  (let* ((t_0 (* (floor w) dY.u))
       (t_1 (* (floor h) dY.v))
       (t_2 (* (floor h) dX.v))
       (t_3 (* (floor d) dY.w))
       (t_4 (* (floor d) dX.w))
       (t_5 (* (floor w) dX.u)))
  (log2
   (sqrt
    (fmax
     (+ (+ (* t_5 t_5) (* t_2 t_2)) (* t_4 t_4))
     (+ (+ (* t_0 t_0) (* t_1 t_1)) (* t_3 t_3)))))))
float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
	float t_0 = floorf(w) * dY_46_u;
	float t_1 = floorf(h) * dY_46_v;
	float t_2 = floorf(h) * dX_46_v;
	float t_3 = floorf(d) * dY_46_w;
	float t_4 = floorf(d) * dX_46_w;
	float t_5 = floorf(w) * dX_46_u;
	return log2f(sqrtf(fmaxf((((t_5 * t_5) + (t_2 * t_2)) + (t_4 * t_4)), (((t_0 * t_0) + (t_1 * t_1)) + (t_3 * t_3)))));
}
function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
	t_0 = Float32(floor(w) * dY_46_u)
	t_1 = Float32(floor(h) * dY_46_v)
	t_2 = Float32(floor(h) * dX_46_v)
	t_3 = Float32(floor(d) * dY_46_w)
	t_4 = Float32(floor(d) * dX_46_w)
	t_5 = Float32(floor(w) * dX_46_u)
	return log2(sqrt(fmax(Float32(Float32(Float32(t_5 * t_5) + Float32(t_2 * t_2)) + Float32(t_4 * t_4)), Float32(Float32(Float32(t_0 * t_0) + Float32(t_1 * t_1)) + Float32(t_3 * t_3)))))
end
function tmp = code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
	t_0 = floor(w) * dY_46_u;
	t_1 = floor(h) * dY_46_v;
	t_2 = floor(h) * dX_46_v;
	t_3 = floor(d) * dY_46_w;
	t_4 = floor(d) * dX_46_w;
	t_5 = floor(w) * dX_46_u;
	tmp = log2(sqrt(max((((t_5 * t_5) + (t_2 * t_2)) + (t_4 * t_4)), (((t_0 * t_0) + (t_1 * t_1)) + (t_3 * t_3)))));
end
\begin{array}{l}
t_0 := \left\lfloor w\right\rfloor  \cdot dY.u\\
t_1 := \left\lfloor h\right\rfloor  \cdot dY.v\\
t_2 := \left\lfloor h\right\rfloor  \cdot dX.v\\
t_3 := \left\lfloor d\right\rfloor  \cdot dY.w\\
t_4 := \left\lfloor d\right\rfloor  \cdot dX.w\\
t_5 := \left\lfloor w\right\rfloor  \cdot dX.u\\
\log_{2} \left(\sqrt{\mathsf{max}\left(\left(t\_5 \cdot t\_5 + t\_2 \cdot t\_2\right) + t\_4 \cdot t\_4, \left(t\_0 \cdot t\_0 + t\_1 \cdot t\_1\right) + t\_3 \cdot t\_3\right)}\right)
\end{array}

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Accuracy vs Speed?

Herbie found 6 alternatives:

AlternativeAccuracySpeedup
The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Initial Program: 67.8% accurate, 1.0× speedup?

\[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
\[\begin{array}{l} t_0 := \left\lfloor w\right\rfloor \cdot dY.u\\ t_1 := \left\lfloor h\right\rfloor \cdot dY.v\\ t_2 := \left\lfloor h\right\rfloor \cdot dX.v\\ t_3 := \left\lfloor d\right\rfloor \cdot dY.w\\ t_4 := \left\lfloor d\right\rfloor \cdot dX.w\\ t_5 := \left\lfloor w\right\rfloor \cdot dX.u\\ \log_{2} \left(\sqrt{\mathsf{max}\left(\left(t\_5 \cdot t\_5 + t\_2 \cdot t\_2\right) + t\_4 \cdot t\_4, \left(t\_0 \cdot t\_0 + t\_1 \cdot t\_1\right) + t\_3 \cdot t\_3\right)}\right) \end{array} \]
(FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
  :precision binary32
  :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                             (<= w 16384.0))
                                        (and (<= 1.0 h)
                                             (<= h 16384.0)))
                                   (and (<= 1.0 d)
                                        (<= d 4096.0)))
                              (and (<= 1e-20 (fabs dX.u))
                                   (<= (fabs dX.u) 1e+20)))
                         (and (<= 1e-20 (fabs dX.v))
                              (<= (fabs dX.v) 1e+20)))
                    (and (<= 1e-20 (fabs dX.w))
                         (<= (fabs dX.w) 1e+20)))
               (and (<= 1e-20 (fabs dY.u))
                    (<= (fabs dY.u) 1e+20)))
          (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
     (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
  (let* ((t_0 (* (floor w) dY.u))
       (t_1 (* (floor h) dY.v))
       (t_2 (* (floor h) dX.v))
       (t_3 (* (floor d) dY.w))
       (t_4 (* (floor d) dX.w))
       (t_5 (* (floor w) dX.u)))
  (log2
   (sqrt
    (fmax
     (+ (+ (* t_5 t_5) (* t_2 t_2)) (* t_4 t_4))
     (+ (+ (* t_0 t_0) (* t_1 t_1)) (* t_3 t_3)))))))
float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
	float t_0 = floorf(w) * dY_46_u;
	float t_1 = floorf(h) * dY_46_v;
	float t_2 = floorf(h) * dX_46_v;
	float t_3 = floorf(d) * dY_46_w;
	float t_4 = floorf(d) * dX_46_w;
	float t_5 = floorf(w) * dX_46_u;
	return log2f(sqrtf(fmaxf((((t_5 * t_5) + (t_2 * t_2)) + (t_4 * t_4)), (((t_0 * t_0) + (t_1 * t_1)) + (t_3 * t_3)))));
}
function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
	t_0 = Float32(floor(w) * dY_46_u)
	t_1 = Float32(floor(h) * dY_46_v)
	t_2 = Float32(floor(h) * dX_46_v)
	t_3 = Float32(floor(d) * dY_46_w)
	t_4 = Float32(floor(d) * dX_46_w)
	t_5 = Float32(floor(w) * dX_46_u)
	return log2(sqrt(fmax(Float32(Float32(Float32(t_5 * t_5) + Float32(t_2 * t_2)) + Float32(t_4 * t_4)), Float32(Float32(Float32(t_0 * t_0) + Float32(t_1 * t_1)) + Float32(t_3 * t_3)))))
end
function tmp = code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
	t_0 = floor(w) * dY_46_u;
	t_1 = floor(h) * dY_46_v;
	t_2 = floor(h) * dX_46_v;
	t_3 = floor(d) * dY_46_w;
	t_4 = floor(d) * dX_46_w;
	t_5 = floor(w) * dX_46_u;
	tmp = log2(sqrt(max((((t_5 * t_5) + (t_2 * t_2)) + (t_4 * t_4)), (((t_0 * t_0) + (t_1 * t_1)) + (t_3 * t_3)))));
end
\begin{array}{l}
t_0 := \left\lfloor w\right\rfloor  \cdot dY.u\\
t_1 := \left\lfloor h\right\rfloor  \cdot dY.v\\
t_2 := \left\lfloor h\right\rfloor  \cdot dX.v\\
t_3 := \left\lfloor d\right\rfloor  \cdot dY.w\\
t_4 := \left\lfloor d\right\rfloor  \cdot dX.w\\
t_5 := \left\lfloor w\right\rfloor  \cdot dX.u\\
\log_{2} \left(\sqrt{\mathsf{max}\left(\left(t\_5 \cdot t\_5 + t\_2 \cdot t\_2\right) + t\_4 \cdot t\_4, \left(t\_0 \cdot t\_0 + t\_1 \cdot t\_1\right) + t\_3 \cdot t\_3\right)}\right)
\end{array}

Alternative 1: 67.8% accurate, 1.0× speedup?

\[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
\[\begin{array}{l} t_0 := dY.u \cdot \left\lfloor w\right\rfloor \\ t_1 := dX.w \cdot \left\lfloor d\right\rfloor \\ t_2 := dY.w \cdot \left\lfloor d\right\rfloor \\ t_3 := dX.v \cdot \left\lfloor h\right\rfloor \\ t_4 := dY.v \cdot \left\lfloor h\right\rfloor \\ t_5 := dX.u \cdot \left\lfloor w\right\rfloor \\ \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_2, t\_2, \mathsf{fma}\left(t\_4, t\_4, t\_0 \cdot t\_0\right)\right), \mathsf{fma}\left(t\_1, t\_1, \mathsf{fma}\left(t\_3, t\_3, t\_5 \cdot t\_5\right)\right)\right)}\right) \end{array} \]
(FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
  :precision binary32
  :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                             (<= w 16384.0))
                                        (and (<= 1.0 h)
                                             (<= h 16384.0)))
                                   (and (<= 1.0 d)
                                        (<= d 4096.0)))
                              (and (<= 1e-20 (fabs dX.u))
                                   (<= (fabs dX.u) 1e+20)))
                         (and (<= 1e-20 (fabs dX.v))
                              (<= (fabs dX.v) 1e+20)))
                    (and (<= 1e-20 (fabs dX.w))
                         (<= (fabs dX.w) 1e+20)))
               (and (<= 1e-20 (fabs dY.u))
                    (<= (fabs dY.u) 1e+20)))
          (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
     (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
  (let* ((t_0 (* dY.u (floor w)))
       (t_1 (* dX.w (floor d)))
       (t_2 (* dY.w (floor d)))
       (t_3 (* dX.v (floor h)))
       (t_4 (* dY.v (floor h)))
       (t_5 (* dX.u (floor w))))
  (log2
   (sqrt
    (fmax
     (fma t_2 t_2 (fma t_4 t_4 (* t_0 t_0)))
     (fma t_1 t_1 (fma t_3 t_3 (* t_5 t_5))))))))
float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
	float t_0 = dY_46_u * floorf(w);
	float t_1 = dX_46_w * floorf(d);
	float t_2 = dY_46_w * floorf(d);
	float t_3 = dX_46_v * floorf(h);
	float t_4 = dY_46_v * floorf(h);
	float t_5 = dX_46_u * floorf(w);
	return log2f(sqrtf(fmaxf(fmaf(t_2, t_2, fmaf(t_4, t_4, (t_0 * t_0))), fmaf(t_1, t_1, fmaf(t_3, t_3, (t_5 * t_5))))));
}
function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
	t_0 = Float32(dY_46_u * floor(w))
	t_1 = Float32(dX_46_w * floor(d))
	t_2 = Float32(dY_46_w * floor(d))
	t_3 = Float32(dX_46_v * floor(h))
	t_4 = Float32(dY_46_v * floor(h))
	t_5 = Float32(dX_46_u * floor(w))
	return log2(sqrt(fmax(fma(t_2, t_2, fma(t_4, t_4, Float32(t_0 * t_0))), fma(t_1, t_1, fma(t_3, t_3, Float32(t_5 * t_5))))))
end
\begin{array}{l}
t_0 := dY.u \cdot \left\lfloor w\right\rfloor \\
t_1 := dX.w \cdot \left\lfloor d\right\rfloor \\
t_2 := dY.w \cdot \left\lfloor d\right\rfloor \\
t_3 := dX.v \cdot \left\lfloor h\right\rfloor \\
t_4 := dY.v \cdot \left\lfloor h\right\rfloor \\
t_5 := dX.u \cdot \left\lfloor w\right\rfloor \\
\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_2, t\_2, \mathsf{fma}\left(t\_4, t\_4, t\_0 \cdot t\_0\right)\right), \mathsf{fma}\left(t\_1, t\_1, \mathsf{fma}\left(t\_3, t\_3, t\_5 \cdot t\_5\right)\right)\right)}\right)
\end{array}
Derivation
  1. Initial program 67.8%

    \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
  2. Applied rewrites67.8%

    \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(dY.w \cdot \left\lfloor d\right\rfloor , dY.w \cdot \left\lfloor d\right\rfloor , \mathsf{fma}\left(dY.v \cdot \left\lfloor h\right\rfloor , dY.v \cdot \left\lfloor h\right\rfloor , \left(dY.u \cdot \left\lfloor w\right\rfloor \right) \cdot \left(dY.u \cdot \left\lfloor w\right\rfloor \right)\right)\right), \mathsf{fma}\left(dX.w \cdot \left\lfloor d\right\rfloor , dX.w \cdot \left\lfloor d\right\rfloor , \mathsf{fma}\left(dX.v \cdot \left\lfloor h\right\rfloor , dX.v \cdot \left\lfloor h\right\rfloor , \left(dX.u \cdot \left\lfloor w\right\rfloor \right) \cdot \left(dX.u \cdot \left\lfloor w\right\rfloor \right)\right)\right)\right)}\right) \]
  3. Add Preprocessing

Alternative 2: 65.7% accurate, 1.1× speedup?

\[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
\[\begin{array}{l} t_0 := \left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \\ t_1 := \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_0\right)\\ t_2 := \left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \\ t_3 := \left|\left\lfloor h\right\rfloor \right|\\ \mathbf{if}\;\left|dX.v\right| \leq 867.397216796875:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_2, dX.u \cdot dX.u, t\_0 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , t\_1\right)\right)}\right)\\ \mathbf{else}:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(t\_1, \mathsf{fma}\left(t\_0 \cdot dX.w, dX.w, \mathsf{fma}\left(\left(\left|dX.v\right| \cdot t\_3\right) \cdot t\_3, \left|dX.v\right|, t\_2 \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right)\\ \end{array} \]
(FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
  :precision binary32
  :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                             (<= w 16384.0))
                                        (and (<= 1.0 h)
                                             (<= h 16384.0)))
                                   (and (<= 1.0 d)
                                        (<= d 4096.0)))
                              (and (<= 1e-20 (fabs dX.u))
                                   (<= (fabs dX.u) 1e+20)))
                         (and (<= 1e-20 (fabs dX.v))
                              (<= (fabs dX.v) 1e+20)))
                    (and (<= 1e-20 (fabs dX.w))
                         (<= (fabs dX.w) 1e+20)))
               (and (<= 1e-20 (fabs dY.u))
                    (<= (fabs dY.u) 1e+20)))
          (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
     (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
  (let* ((t_0 (* (floor d) (floor d)))
       (t_1
        (fma
         (* (* (floor h) (floor h)) dY.v)
         dY.v
         (* (* dY.w dY.w) t_0)))
       (t_2 (* (floor w) (floor w)))
       (t_3 (fabs (floor h))))
  (if (<= (fabs dX.v) 867.397216796875)
    (log2
     (sqrt
      (fmax
       (fma t_2 (* dX.u dX.u) (* t_0 (* dX.w dX.w)))
       (fma (* (* dY.u dY.u) (floor w)) (floor w) t_1))))
    (log2
     (sqrt
      (fmax
       t_1
       (fma
        (* t_0 dX.w)
        dX.w
        (fma
         (* (* (fabs dX.v) t_3) t_3)
         (fabs dX.v)
         (* t_2 (* dX.u dX.u))))))))))
float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
	float t_0 = floorf(d) * floorf(d);
	float t_1 = fmaf(((floorf(h) * floorf(h)) * dY_46_v), dY_46_v, ((dY_46_w * dY_46_w) * t_0));
	float t_2 = floorf(w) * floorf(w);
	float t_3 = fabsf(floorf(h));
	float tmp;
	if (fabsf(dX_46_v) <= 867.397216796875f) {
		tmp = log2f(sqrtf(fmaxf(fmaf(t_2, (dX_46_u * dX_46_u), (t_0 * (dX_46_w * dX_46_w))), fmaf(((dY_46_u * dY_46_u) * floorf(w)), floorf(w), t_1))));
	} else {
		tmp = log2f(sqrtf(fmaxf(t_1, fmaf((t_0 * dX_46_w), dX_46_w, fmaf(((fabsf(dX_46_v) * t_3) * t_3), fabsf(dX_46_v), (t_2 * (dX_46_u * dX_46_u)))))));
	}
	return tmp;
}
function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
	t_0 = Float32(floor(d) * floor(d))
	t_1 = fma(Float32(Float32(floor(h) * floor(h)) * dY_46_v), dY_46_v, Float32(Float32(dY_46_w * dY_46_w) * t_0))
	t_2 = Float32(floor(w) * floor(w))
	t_3 = abs(floor(h))
	tmp = Float32(0.0)
	if (abs(dX_46_v) <= Float32(867.397216796875))
		tmp = log2(sqrt(fmax(fma(t_2, Float32(dX_46_u * dX_46_u), Float32(t_0 * Float32(dX_46_w * dX_46_w))), fma(Float32(Float32(dY_46_u * dY_46_u) * floor(w)), floor(w), t_1))));
	else
		tmp = log2(sqrt(fmax(t_1, fma(Float32(t_0 * dX_46_w), dX_46_w, fma(Float32(Float32(abs(dX_46_v) * t_3) * t_3), abs(dX_46_v), Float32(t_2 * Float32(dX_46_u * dX_46_u)))))));
	end
	return tmp
end
\begin{array}{l}
t_0 := \left\lfloor d\right\rfloor  \cdot \left\lfloor d\right\rfloor \\
t_1 := \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor  \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_0\right)\\
t_2 := \left\lfloor w\right\rfloor  \cdot \left\lfloor w\right\rfloor \\
t_3 := \left|\left\lfloor h\right\rfloor \right|\\
\mathbf{if}\;\left|dX.v\right| \leq 867.397216796875:\\
\;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_2, dX.u \cdot dX.u, t\_0 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , t\_1\right)\right)}\right)\\

\mathbf{else}:\\
\;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(t\_1, \mathsf{fma}\left(t\_0 \cdot dX.w, dX.w, \mathsf{fma}\left(\left(\left|dX.v\right| \cdot t\_3\right) \cdot t\_3, \left|dX.v\right|, t\_2 \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right)\\


\end{array}
Derivation
  1. Split input into 2 regimes
  2. if dX.v < 867.397217

    1. Initial program 67.8%

      \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
    2. Taylor expanded in dX.v around 0

      \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left({dX.u}^{2} \cdot {\left(\left\lfloor w\right\rfloor \right)}^{2} + {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}, \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
    3. Step-by-step derivation
      1. Applied rewrites60.4%

        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left({dX.u}^{2}, {\left(\left\lfloor w\right\rfloor \right)}^{2}, {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
      2. Applied rewrites60.4%

        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right)\right)\right)}\right) \]

      if 867.397217 < dX.v

      1. Initial program 67.8%

        \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
      2. Taylor expanded in dY.u around 0

        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), {dY.v}^{2} \cdot {\left(\left\lfloor h\right\rfloor \right)}^{2} + {dY.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right)}\right) \]
      3. Step-by-step derivation
        1. Applied rewrites60.6%

          \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \mathsf{fma}\left({dY.v}^{2}, {\left(\left\lfloor h\right\rfloor \right)}^{2}, {dY.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right)\right)}\right) \]
        2. Applied rewrites60.6%

          \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right), \mathsf{fma}\left(\left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot dX.w, dX.w, \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dX.v, dX.v, \left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \right) \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right) \]
        3. Step-by-step derivation
          1. Applied rewrites60.6%

            \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right), \mathsf{fma}\left(\left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot dX.w, dX.w, \mathsf{fma}\left(\left(dX.v \cdot \left|\left\lfloor h\right\rfloor \right|\right) \cdot \left|\left\lfloor h\right\rfloor \right|, dX.v, \left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \right) \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right) \]
        4. Recombined 2 regimes into one program.
        5. Add Preprocessing

        Alternative 3: 65.5% accurate, 1.1× speedup?

        \[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
        \[\begin{array}{l} t_0 := \left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \\ t_1 := \left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \\ t_2 := \left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \\ t_3 := \mathsf{fma}\left(t\_1 \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_2\right)\\ \mathbf{if}\;\left|dX.v\right| \leq 867.397216796875:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_0, dX.u \cdot dX.u, t\_2 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , t\_3\right)\right)}\right)\\ \mathbf{else}:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(t\_3, \mathsf{fma}\left(t\_2 \cdot dX.w, dX.w, \mathsf{fma}\left(t\_1 \cdot \left|dX.v\right|, \left|dX.v\right|, t\_0 \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right)\\ \end{array} \]
        (FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
          :precision binary32
          :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                                     (<= w 16384.0))
                                                (and (<= 1.0 h)
                                                     (<= h 16384.0)))
                                           (and (<= 1.0 d)
                                                (<= d 4096.0)))
                                      (and (<= 1e-20 (fabs dX.u))
                                           (<= (fabs dX.u) 1e+20)))
                                 (and (<= 1e-20 (fabs dX.v))
                                      (<= (fabs dX.v) 1e+20)))
                            (and (<= 1e-20 (fabs dX.w))
                                 (<= (fabs dX.w) 1e+20)))
                       (and (<= 1e-20 (fabs dY.u))
                            (<= (fabs dY.u) 1e+20)))
                  (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
             (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
          (let* ((t_0 (* (floor w) (floor w)))
               (t_1 (* (floor h) (floor h)))
               (t_2 (* (floor d) (floor d)))
               (t_3 (fma (* t_1 dY.v) dY.v (* (* dY.w dY.w) t_2))))
          (if (<= (fabs dX.v) 867.397216796875)
            (log2
             (sqrt
              (fmax
               (fma t_0 (* dX.u dX.u) (* t_2 (* dX.w dX.w)))
               (fma (* (* dY.u dY.u) (floor w)) (floor w) t_3))))
            (log2
             (sqrt
              (fmax
               t_3
               (fma
                (* t_2 dX.w)
                dX.w
                (fma
                 (* t_1 (fabs dX.v))
                 (fabs dX.v)
                 (* t_0 (* dX.u dX.u))))))))))
        float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
        	float t_0 = floorf(w) * floorf(w);
        	float t_1 = floorf(h) * floorf(h);
        	float t_2 = floorf(d) * floorf(d);
        	float t_3 = fmaf((t_1 * dY_46_v), dY_46_v, ((dY_46_w * dY_46_w) * t_2));
        	float tmp;
        	if (fabsf(dX_46_v) <= 867.397216796875f) {
        		tmp = log2f(sqrtf(fmaxf(fmaf(t_0, (dX_46_u * dX_46_u), (t_2 * (dX_46_w * dX_46_w))), fmaf(((dY_46_u * dY_46_u) * floorf(w)), floorf(w), t_3))));
        	} else {
        		tmp = log2f(sqrtf(fmaxf(t_3, fmaf((t_2 * dX_46_w), dX_46_w, fmaf((t_1 * fabsf(dX_46_v)), fabsf(dX_46_v), (t_0 * (dX_46_u * dX_46_u)))))));
        	}
        	return tmp;
        }
        
        function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
        	t_0 = Float32(floor(w) * floor(w))
        	t_1 = Float32(floor(h) * floor(h))
        	t_2 = Float32(floor(d) * floor(d))
        	t_3 = fma(Float32(t_1 * dY_46_v), dY_46_v, Float32(Float32(dY_46_w * dY_46_w) * t_2))
        	tmp = Float32(0.0)
        	if (abs(dX_46_v) <= Float32(867.397216796875))
        		tmp = log2(sqrt(fmax(fma(t_0, Float32(dX_46_u * dX_46_u), Float32(t_2 * Float32(dX_46_w * dX_46_w))), fma(Float32(Float32(dY_46_u * dY_46_u) * floor(w)), floor(w), t_3))));
        	else
        		tmp = log2(sqrt(fmax(t_3, fma(Float32(t_2 * dX_46_w), dX_46_w, fma(Float32(t_1 * abs(dX_46_v)), abs(dX_46_v), Float32(t_0 * Float32(dX_46_u * dX_46_u)))))));
        	end
        	return tmp
        end
        
        \begin{array}{l}
        t_0 := \left\lfloor w\right\rfloor  \cdot \left\lfloor w\right\rfloor \\
        t_1 := \left\lfloor h\right\rfloor  \cdot \left\lfloor h\right\rfloor \\
        t_2 := \left\lfloor d\right\rfloor  \cdot \left\lfloor d\right\rfloor \\
        t_3 := \mathsf{fma}\left(t\_1 \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_2\right)\\
        \mathbf{if}\;\left|dX.v\right| \leq 867.397216796875:\\
        \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_0, dX.u \cdot dX.u, t\_2 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , t\_3\right)\right)}\right)\\
        
        \mathbf{else}:\\
        \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(t\_3, \mathsf{fma}\left(t\_2 \cdot dX.w, dX.w, \mathsf{fma}\left(t\_1 \cdot \left|dX.v\right|, \left|dX.v\right|, t\_0 \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right)\\
        
        
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if dX.v < 867.397217

          1. Initial program 67.8%

            \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
          2. Taylor expanded in dX.v around 0

            \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left({dX.u}^{2} \cdot {\left(\left\lfloor w\right\rfloor \right)}^{2} + {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}, \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
          3. Step-by-step derivation
            1. Applied rewrites60.4%

              \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left({dX.u}^{2}, {\left(\left\lfloor w\right\rfloor \right)}^{2}, {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
            2. Applied rewrites60.4%

              \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right)\right)\right)}\right) \]

            if 867.397217 < dX.v

            1. Initial program 67.8%

              \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
            2. Taylor expanded in dY.u around 0

              \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), {dY.v}^{2} \cdot {\left(\left\lfloor h\right\rfloor \right)}^{2} + {dY.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right)}\right) \]
            3. Step-by-step derivation
              1. Applied rewrites60.6%

                \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \mathsf{fma}\left({dY.v}^{2}, {\left(\left\lfloor h\right\rfloor \right)}^{2}, {dY.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right)\right)}\right) \]
              2. Applied rewrites60.6%

                \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right), \mathsf{fma}\left(\left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot dX.w, dX.w, \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dX.v, dX.v, \left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \right) \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right) \]
            4. Recombined 2 regimes into one program.
            5. Add Preprocessing

            Alternative 4: 65.5% accurate, 1.1× speedup?

            \[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
            \[\begin{array}{l} t_0 := \left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \\ t_1 := \left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \\ t_2 := \left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \\ t_3 := \left(dY.w \cdot dY.w\right) \cdot t\_2\\ t_4 := dY.u \cdot \left\lfloor w\right\rfloor \\ \mathbf{if}\;\left|dX.v\right| \leq 1017.895263671875:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_0, dX.u \cdot dX.u, t\_2 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(t\_1 \cdot dY.v, dY.v, t\_3\right)\right)\right)}\right)\\ \mathbf{else}:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_4, t\_4, t\_3\right), \mathsf{fma}\left(t\_2 \cdot dX.w, dX.w, \mathsf{fma}\left(t\_1 \cdot \left|dX.v\right|, \left|dX.v\right|, t\_0 \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right)\\ \end{array} \]
            (FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
              :precision binary32
              :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                                         (<= w 16384.0))
                                                    (and (<= 1.0 h)
                                                         (<= h 16384.0)))
                                               (and (<= 1.0 d)
                                                    (<= d 4096.0)))
                                          (and (<= 1e-20 (fabs dX.u))
                                               (<= (fabs dX.u) 1e+20)))
                                     (and (<= 1e-20 (fabs dX.v))
                                          (<= (fabs dX.v) 1e+20)))
                                (and (<= 1e-20 (fabs dX.w))
                                     (<= (fabs dX.w) 1e+20)))
                           (and (<= 1e-20 (fabs dY.u))
                                (<= (fabs dY.u) 1e+20)))
                      (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
                 (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
              (let* ((t_0 (* (floor w) (floor w)))
                   (t_1 (* (floor h) (floor h)))
                   (t_2 (* (floor d) (floor d)))
                   (t_3 (* (* dY.w dY.w) t_2))
                   (t_4 (* dY.u (floor w))))
              (if (<= (fabs dX.v) 1017.895263671875)
                (log2
                 (sqrt
                  (fmax
                   (fma t_0 (* dX.u dX.u) (* t_2 (* dX.w dX.w)))
                   (fma
                    (* (* dY.u dY.u) (floor w))
                    (floor w)
                    (fma (* t_1 dY.v) dY.v t_3)))))
                (log2
                 (sqrt
                  (fmax
                   (fma t_4 t_4 t_3)
                   (fma
                    (* t_2 dX.w)
                    dX.w
                    (fma
                     (* t_1 (fabs dX.v))
                     (fabs dX.v)
                     (* t_0 (* dX.u dX.u))))))))))
            float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
            	float t_0 = floorf(w) * floorf(w);
            	float t_1 = floorf(h) * floorf(h);
            	float t_2 = floorf(d) * floorf(d);
            	float t_3 = (dY_46_w * dY_46_w) * t_2;
            	float t_4 = dY_46_u * floorf(w);
            	float tmp;
            	if (fabsf(dX_46_v) <= 1017.895263671875f) {
            		tmp = log2f(sqrtf(fmaxf(fmaf(t_0, (dX_46_u * dX_46_u), (t_2 * (dX_46_w * dX_46_w))), fmaf(((dY_46_u * dY_46_u) * floorf(w)), floorf(w), fmaf((t_1 * dY_46_v), dY_46_v, t_3)))));
            	} else {
            		tmp = log2f(sqrtf(fmaxf(fmaf(t_4, t_4, t_3), fmaf((t_2 * dX_46_w), dX_46_w, fmaf((t_1 * fabsf(dX_46_v)), fabsf(dX_46_v), (t_0 * (dX_46_u * dX_46_u)))))));
            	}
            	return tmp;
            }
            
            function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
            	t_0 = Float32(floor(w) * floor(w))
            	t_1 = Float32(floor(h) * floor(h))
            	t_2 = Float32(floor(d) * floor(d))
            	t_3 = Float32(Float32(dY_46_w * dY_46_w) * t_2)
            	t_4 = Float32(dY_46_u * floor(w))
            	tmp = Float32(0.0)
            	if (abs(dX_46_v) <= Float32(1017.895263671875))
            		tmp = log2(sqrt(fmax(fma(t_0, Float32(dX_46_u * dX_46_u), Float32(t_2 * Float32(dX_46_w * dX_46_w))), fma(Float32(Float32(dY_46_u * dY_46_u) * floor(w)), floor(w), fma(Float32(t_1 * dY_46_v), dY_46_v, t_3)))));
            	else
            		tmp = log2(sqrt(fmax(fma(t_4, t_4, t_3), fma(Float32(t_2 * dX_46_w), dX_46_w, fma(Float32(t_1 * abs(dX_46_v)), abs(dX_46_v), Float32(t_0 * Float32(dX_46_u * dX_46_u)))))));
            	end
            	return tmp
            end
            
            \begin{array}{l}
            t_0 := \left\lfloor w\right\rfloor  \cdot \left\lfloor w\right\rfloor \\
            t_1 := \left\lfloor h\right\rfloor  \cdot \left\lfloor h\right\rfloor \\
            t_2 := \left\lfloor d\right\rfloor  \cdot \left\lfloor d\right\rfloor \\
            t_3 := \left(dY.w \cdot dY.w\right) \cdot t\_2\\
            t_4 := dY.u \cdot \left\lfloor w\right\rfloor \\
            \mathbf{if}\;\left|dX.v\right| \leq 1017.895263671875:\\
            \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_0, dX.u \cdot dX.u, t\_2 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(t\_1 \cdot dY.v, dY.v, t\_3\right)\right)\right)}\right)\\
            
            \mathbf{else}:\\
            \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_4, t\_4, t\_3\right), \mathsf{fma}\left(t\_2 \cdot dX.w, dX.w, \mathsf{fma}\left(t\_1 \cdot \left|dX.v\right|, \left|dX.v\right|, t\_0 \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right)\\
            
            
            \end{array}
            
            Derivation
            1. Split input into 2 regimes
            2. if dX.v < 1017.89526

              1. Initial program 67.8%

                \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
              2. Taylor expanded in dX.v around 0

                \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left({dX.u}^{2} \cdot {\left(\left\lfloor w\right\rfloor \right)}^{2} + {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}, \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
              3. Step-by-step derivation
                1. Applied rewrites60.4%

                  \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left({dX.u}^{2}, {\left(\left\lfloor w\right\rfloor \right)}^{2}, {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                2. Applied rewrites60.4%

                  \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right)\right)\right)}\right) \]

                if 1017.89526 < dX.v

                1. Initial program 67.8%

                  \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                2. Taylor expanded in dY.v around 0

                  \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), {dY.u}^{2} \cdot {\left(\left\lfloor w\right\rfloor \right)}^{2} + {dY.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right)}\right) \]
                3. Step-by-step derivation
                  1. Applied rewrites60.9%

                    \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \mathsf{fma}\left({dY.u}^{2}, {\left(\left\lfloor w\right\rfloor \right)}^{2}, {dY.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right)\right)}\right) \]
                  2. Applied rewrites60.9%

                    \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(dY.u \cdot \left\lfloor w\right\rfloor , dY.u \cdot \left\lfloor w\right\rfloor , \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right), \mathsf{fma}\left(\left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot dX.w, dX.w, \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dX.v, dX.v, \left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor \right) \cdot \left(dX.u \cdot dX.u\right)\right)\right)\right)}\right) \]
                4. Recombined 2 regimes into one program.
                5. Add Preprocessing

                Alternative 5: 65.4% accurate, 1.1× speedup?

                \[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
                \[\begin{array}{l} t_0 := \left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \\ t_1 := \left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \\ t_2 := \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(t\_0 \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_1\right)\right)\\ \mathbf{if}\;\left|dX.v\right| \leq 15870918:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, t\_1 \cdot \left(dX.w \cdot dX.w\right)\right), t\_2\right)}\right)\\ \mathbf{else}:\\ \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_1 \cdot dX.w, dX.w, t\_0 \cdot \left(\left|dX.v\right| \cdot \left|dX.v\right|\right)\right), t\_2\right)}\right)\\ \end{array} \]
                (FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
                  :precision binary32
                  :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                                             (<= w 16384.0))
                                                        (and (<= 1.0 h)
                                                             (<= h 16384.0)))
                                                   (and (<= 1.0 d)
                                                        (<= d 4096.0)))
                                              (and (<= 1e-20 (fabs dX.u))
                                                   (<= (fabs dX.u) 1e+20)))
                                         (and (<= 1e-20 (fabs dX.v))
                                              (<= (fabs dX.v) 1e+20)))
                                    (and (<= 1e-20 (fabs dX.w))
                                         (<= (fabs dX.w) 1e+20)))
                               (and (<= 1e-20 (fabs dY.u))
                                    (<= (fabs dY.u) 1e+20)))
                          (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
                     (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
                  (let* ((t_0 (* (floor h) (floor h)))
                       (t_1 (* (floor d) (floor d)))
                       (t_2
                        (fma
                         (* (* dY.u dY.u) (floor w))
                         (floor w)
                         (fma (* t_0 dY.v) dY.v (* (* dY.w dY.w) t_1)))))
                  (if (<= (fabs dX.v) 15870918.0)
                    (log2
                     (sqrt
                      (fmax
                       (fma
                        (* (floor w) (floor w))
                        (* dX.u dX.u)
                        (* t_1 (* dX.w dX.w)))
                       t_2)))
                    (log2
                     (sqrt
                      (fmax
                       (fma (* t_1 dX.w) dX.w (* t_0 (* (fabs dX.v) (fabs dX.v))))
                       t_2))))))
                float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
                	float t_0 = floorf(h) * floorf(h);
                	float t_1 = floorf(d) * floorf(d);
                	float t_2 = fmaf(((dY_46_u * dY_46_u) * floorf(w)), floorf(w), fmaf((t_0 * dY_46_v), dY_46_v, ((dY_46_w * dY_46_w) * t_1)));
                	float tmp;
                	if (fabsf(dX_46_v) <= 15870918.0f) {
                		tmp = log2f(sqrtf(fmaxf(fmaf((floorf(w) * floorf(w)), (dX_46_u * dX_46_u), (t_1 * (dX_46_w * dX_46_w))), t_2)));
                	} else {
                		tmp = log2f(sqrtf(fmaxf(fmaf((t_1 * dX_46_w), dX_46_w, (t_0 * (fabsf(dX_46_v) * fabsf(dX_46_v)))), t_2)));
                	}
                	return tmp;
                }
                
                function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
                	t_0 = Float32(floor(h) * floor(h))
                	t_1 = Float32(floor(d) * floor(d))
                	t_2 = fma(Float32(Float32(dY_46_u * dY_46_u) * floor(w)), floor(w), fma(Float32(t_0 * dY_46_v), dY_46_v, Float32(Float32(dY_46_w * dY_46_w) * t_1)))
                	tmp = Float32(0.0)
                	if (abs(dX_46_v) <= Float32(15870918.0))
                		tmp = log2(sqrt(fmax(fma(Float32(floor(w) * floor(w)), Float32(dX_46_u * dX_46_u), Float32(t_1 * Float32(dX_46_w * dX_46_w))), t_2)));
                	else
                		tmp = log2(sqrt(fmax(fma(Float32(t_1 * dX_46_w), dX_46_w, Float32(t_0 * Float32(abs(dX_46_v) * abs(dX_46_v)))), t_2)));
                	end
                	return tmp
                end
                
                \begin{array}{l}
                t_0 := \left\lfloor h\right\rfloor  \cdot \left\lfloor h\right\rfloor \\
                t_1 := \left\lfloor d\right\rfloor  \cdot \left\lfloor d\right\rfloor \\
                t_2 := \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(t\_0 \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_1\right)\right)\\
                \mathbf{if}\;\left|dX.v\right| \leq 15870918:\\
                \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor  \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, t\_1 \cdot \left(dX.w \cdot dX.w\right)\right), t\_2\right)}\right)\\
                
                \mathbf{else}:\\
                \;\;\;\;\log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(t\_1 \cdot dX.w, dX.w, t\_0 \cdot \left(\left|dX.v\right| \cdot \left|dX.v\right|\right)\right), t\_2\right)}\right)\\
                
                
                \end{array}
                
                Derivation
                1. Split input into 2 regimes
                2. if dX.v < 15870918

                  1. Initial program 67.8%

                    \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                  2. Taylor expanded in dX.v around 0

                    \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left({dX.u}^{2} \cdot {\left(\left\lfloor w\right\rfloor \right)}^{2} + {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}, \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                  3. Step-by-step derivation
                    1. Applied rewrites60.4%

                      \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left({dX.u}^{2}, {\left(\left\lfloor w\right\rfloor \right)}^{2}, {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                    2. Applied rewrites60.4%

                      \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right)\right)\right)}\right) \]

                    if 15870918 < dX.v

                    1. Initial program 67.8%

                      \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                    2. Taylor expanded in dX.u around 0

                      \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left({dX.v}^{2} \cdot {\left(\left\lfloor h\right\rfloor \right)}^{2} + {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}, \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                    3. Step-by-step derivation
                      1. Applied rewrites60.8%

                        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left({dX.v}^{2}, {\left(\left\lfloor h\right\rfloor \right)}^{2}, {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                      2. Applied rewrites60.8%

                        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot dX.w, dX.w, \left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot \left(dX.v \cdot dX.v\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right)\right)\right)}\right) \]
                    4. Recombined 2 regimes into one program.
                    5. Add Preprocessing

                    Alternative 6: 60.4% accurate, 1.2× speedup?

                    \[\left(\left(\left(\left(\left(\left(\left(\left(1 \leq w \land w \leq 16384\right) \land \left(1 \leq h \land h \leq 16384\right)\right) \land \left(1 \leq d \land d \leq 4096\right)\right) \land \left(10^{-20} \leq \left|dX.u\right| \land \left|dX.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.v\right| \land \left|dX.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dX.w\right| \land \left|dX.w\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.u\right| \land \left|dY.u\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.v\right| \land \left|dY.v\right| \leq 10^{+20}\right)\right) \land \left(10^{-20} \leq \left|dY.w\right| \land \left|dY.w\right| \leq 10^{+20}\right)\]
                    \[\begin{array}{l} t_0 := \left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \\ \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, t\_0 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_0\right)\right)\right)}\right) \end{array} \]
                    (FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
                      :precision binary32
                      :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w)
                                                                 (<= w 16384.0))
                                                            (and (<= 1.0 h)
                                                                 (<= h 16384.0)))
                                                       (and (<= 1.0 d)
                                                            (<= d 4096.0)))
                                                  (and (<= 1e-20 (fabs dX.u))
                                                       (<= (fabs dX.u) 1e+20)))
                                             (and (<= 1e-20 (fabs dX.v))
                                                  (<= (fabs dX.v) 1e+20)))
                                        (and (<= 1e-20 (fabs dX.w))
                                             (<= (fabs dX.w) 1e+20)))
                                   (and (<= 1e-20 (fabs dY.u))
                                        (<= (fabs dY.u) 1e+20)))
                              (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20)))
                         (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
                      (let* ((t_0 (* (floor d) (floor d))))
                      (log2
                       (sqrt
                        (fmax
                         (fma (* (floor w) (floor w)) (* dX.u dX.u) (* t_0 (* dX.w dX.w)))
                         (fma
                          (* (* dY.u dY.u) (floor w))
                          (floor w)
                          (fma
                           (* (* (floor h) (floor h)) dY.v)
                           dY.v
                           (* (* dY.w dY.w) t_0))))))))
                    float code(float w, float h, float d, float dX_46_u, float dX_46_v, float dX_46_w, float dY_46_u, float dY_46_v, float dY_46_w) {
                    	float t_0 = floorf(d) * floorf(d);
                    	return log2f(sqrtf(fmaxf(fmaf((floorf(w) * floorf(w)), (dX_46_u * dX_46_u), (t_0 * (dX_46_w * dX_46_w))), fmaf(((dY_46_u * dY_46_u) * floorf(w)), floorf(w), fmaf(((floorf(h) * floorf(h)) * dY_46_v), dY_46_v, ((dY_46_w * dY_46_w) * t_0))))));
                    }
                    
                    function code(w, h, d, dX_46_u, dX_46_v, dX_46_w, dY_46_u, dY_46_v, dY_46_w)
                    	t_0 = Float32(floor(d) * floor(d))
                    	return log2(sqrt(fmax(fma(Float32(floor(w) * floor(w)), Float32(dX_46_u * dX_46_u), Float32(t_0 * Float32(dX_46_w * dX_46_w))), fma(Float32(Float32(dY_46_u * dY_46_u) * floor(w)), floor(w), fma(Float32(Float32(floor(h) * floor(h)) * dY_46_v), dY_46_v, Float32(Float32(dY_46_w * dY_46_w) * t_0))))))
                    end
                    
                    \begin{array}{l}
                    t_0 := \left\lfloor d\right\rfloor  \cdot \left\lfloor d\right\rfloor \\
                    \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor  \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, t\_0 \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor  \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot t\_0\right)\right)\right)}\right)
                    \end{array}
                    
                    Derivation
                    1. Initial program 67.8%

                      \[\log_{2} \left(\sqrt{\mathsf{max}\left(\left(\left(\left\lfloor w\right\rfloor \cdot dX.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dX.u\right) + \left(\left\lfloor h\right\rfloor \cdot dX.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dX.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dX.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dX.w\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                    2. Taylor expanded in dX.v around 0

                      \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left({dX.u}^{2} \cdot {\left(\left\lfloor w\right\rfloor \right)}^{2} + {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}, \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                    3. Step-by-step derivation
                      1. Applied rewrites60.4%

                        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left({dX.u}^{2}, {\left(\left\lfloor w\right\rfloor \right)}^{2}, {dX.w}^{2} \cdot {\left(\left\lfloor d\right\rfloor \right)}^{2}\right), \left(\left(\left\lfloor w\right\rfloor \cdot dY.u\right) \cdot \left(\left\lfloor w\right\rfloor \cdot dY.u\right) + \left(\left\lfloor h\right\rfloor \cdot dY.v\right) \cdot \left(\left\lfloor h\right\rfloor \cdot dY.v\right)\right) + \left(\left\lfloor d\right\rfloor \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot dY.w\right)\right)}\right) \]
                      2. Applied rewrites60.4%

                        \[\leadsto \log_{2} \left(\sqrt{\mathsf{max}\left(\mathsf{fma}\left(\left\lfloor w\right\rfloor \cdot \left\lfloor w\right\rfloor , dX.u \cdot dX.u, \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right) \cdot \left(dX.w \cdot dX.w\right)\right), \mathsf{fma}\left(\left(dY.u \cdot dY.u\right) \cdot \left\lfloor w\right\rfloor , \left\lfloor w\right\rfloor , \mathsf{fma}\left(\left(\left\lfloor h\right\rfloor \cdot \left\lfloor h\right\rfloor \right) \cdot dY.v, dY.v, \left(dY.w \cdot dY.w\right) \cdot \left(\left\lfloor d\right\rfloor \cdot \left\lfloor d\right\rfloor \right)\right)\right)\right)}\right) \]
                      3. Add Preprocessing

                      Reproduce

                      ?
                      herbie shell --seed 2026070 
                      (FPCore (w h d dX.u dX.v dX.w dY.u dY.v dY.w)
                        :name "Isotropic LOD (LOD)"
                        :precision binary32
                        :pre (and (and (and (and (and (and (and (and (and (<= 1.0 w) (<= w 16384.0)) (and (<= 1.0 h) (<= h 16384.0))) (and (<= 1.0 d) (<= d 4096.0))) (and (<= 1e-20 (fabs dX.u)) (<= (fabs dX.u) 1e+20))) (and (<= 1e-20 (fabs dX.v)) (<= (fabs dX.v) 1e+20))) (and (<= 1e-20 (fabs dX.w)) (<= (fabs dX.w) 1e+20))) (and (<= 1e-20 (fabs dY.u)) (<= (fabs dY.u) 1e+20))) (and (<= 1e-20 (fabs dY.v)) (<= (fabs dY.v) 1e+20))) (and (<= 1e-20 (fabs dY.w)) (<= (fabs dY.w) 1e+20)))
                        (log2 (sqrt (fmax (+ (+ (* (* (floor w) dX.u) (* (floor w) dX.u)) (* (* (floor h) dX.v) (* (floor h) dX.v))) (* (* (floor d) dX.w) (* (floor d) dX.w))) (+ (+ (* (* (floor w) dY.u) (* (floor w) dY.u)) (* (* (floor h) dY.v) (* (floor h) dY.v))) (* (* (floor d) dY.w) (* (floor d) dY.w)))))))