HairBSDF, Mp, upper

Percentage Accurate: 98.6% → 98.8%
Time: 43.1s
Alternatives: 17
Speedup: 1.0×

Specification

?
\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/
 (*
  (exp (- (/ (* sinTheta_i sinTheta_O) v)))
  (/ (* cosTheta_i cosTheta_O) v))
 (* (* (sinh (/ 1.0 v)) 2.0) v)))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (expf(-((sinTheta_i * sinTheta_O) / v)) * ((cosTheta_i * cosTheta_O) / v)) / ((sinhf((1.0f / v)) * 2.0f) * v);
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (exp(-((sintheta_i * sintheta_o) / v)) * ((costheta_i * costheta_o) / v)) / ((sinh((1.0e0 / v)) * 2.0e0) * v)
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(exp(Float32(-Float32(Float32(sinTheta_i * sinTheta_O) / v))) * Float32(Float32(cosTheta_i * cosTheta_O) / v)) / Float32(Float32(sinh(Float32(Float32(1.0) / v)) * Float32(2.0)) * v))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (exp(-((sinTheta_i * sinTheta_O) / v)) * ((cosTheta_i * cosTheta_O) / v)) / ((sinh((single(1.0) / v)) * single(2.0)) * v);
end
\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v}

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 17 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: 98.6% accurate, 1.0× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/
 (*
  (exp (- (/ (* sinTheta_i sinTheta_O) v)))
  (/ (* cosTheta_i cosTheta_O) v))
 (* (* (sinh (/ 1.0 v)) 2.0) v)))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (expf(-((sinTheta_i * sinTheta_O) / v)) * ((cosTheta_i * cosTheta_O) / v)) / ((sinhf((1.0f / v)) * 2.0f) * v);
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (exp(-((sintheta_i * sintheta_o) / v)) * ((costheta_i * costheta_o) / v)) / ((sinh((1.0e0 / v)) * 2.0e0) * v)
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(exp(Float32(-Float32(Float32(sinTheta_i * sinTheta_O) / v))) * Float32(Float32(cosTheta_i * cosTheta_O) / v)) / Float32(Float32(sinh(Float32(Float32(1.0) / v)) * Float32(2.0)) * v))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (exp(-((sinTheta_i * sinTheta_O) / v)) * ((cosTheta_i * cosTheta_O) / v)) / ((sinh((single(1.0) / v)) * single(2.0)) * v);
end
\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v}

Alternative 1: 98.8% accurate, 1.0× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/
 (*
  (exp (- (/ (* sinTheta_i sinTheta_O) v)))
  (* cosTheta_O (* cosTheta_i (/ 1.0 v))))
 (* (* (sinh (/ 1.0 v)) 2.0) v)))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (expf(-((sinTheta_i * sinTheta_O) / v)) * (cosTheta_O * (cosTheta_i * (1.0f / v)))) / ((sinhf((1.0f / v)) * 2.0f) * v);
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (exp(-((sintheta_i * sintheta_o) / v)) * (costheta_o * (costheta_i * (1.0e0 / v)))) / ((sinh((1.0e0 / v)) * 2.0e0) * v)
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(exp(Float32(-Float32(Float32(sinTheta_i * sinTheta_O) / v))) * Float32(cosTheta_O * Float32(cosTheta_i * Float32(Float32(1.0) / v)))) / Float32(Float32(sinh(Float32(Float32(1.0) / v)) * Float32(2.0)) * v))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (exp(-((sinTheta_i * sinTheta_O) / v)) * (cosTheta_O * (cosTheta_i * (single(1.0) / v)))) / ((sinh((single(1.0) / v)) * single(2.0)) * v);
end
\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites98.8%

    \[\leadsto \frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  3. Add Preprocessing

Alternative 2: 98.6% accurate, 0.9× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\left(e^{\left(-sinTheta\_i\right) \cdot \frac{sinTheta\_O}{v}} \cdot \mathsf{min}\left(cosTheta\_i, cosTheta\_O\right)\right) \cdot \frac{\frac{\mathsf{max}\left(cosTheta\_i, cosTheta\_O\right)}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (*
 (*
  (exp (* (- sinTheta_i) (/ sinTheta_O v)))
  (fmin cosTheta_i cosTheta_O))
 (/ (/ (fmax cosTheta_i cosTheta_O) v) (* (sinh (/ 1.0 v)) (+ v v)))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (expf((-sinTheta_i * (sinTheta_O / v))) * fminf(cosTheta_i, cosTheta_O)) * ((fmaxf(cosTheta_i, cosTheta_O) / v) / (sinhf((1.0f / v)) * (v + v)));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (exp((-sintheta_i * (sintheta_o / v))) * fmin(costheta_i, costheta_o)) * ((fmax(costheta_i, costheta_o) / v) / (sinh((1.0e0 / v)) * (v + v)))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(exp(Float32(Float32(-sinTheta_i) * Float32(sinTheta_O / v))) * fmin(cosTheta_i, cosTheta_O)) * Float32(Float32(fmax(cosTheta_i, cosTheta_O) / v) / Float32(sinh(Float32(Float32(1.0) / v)) * Float32(v + v))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (exp((-sinTheta_i * (sinTheta_O / v))) * min(cosTheta_i, cosTheta_O)) * ((max(cosTheta_i, cosTheta_O) / v) / (sinh((single(1.0) / v)) * (v + v)));
end
\left(e^{\left(-sinTheta\_i\right) \cdot \frac{sinTheta\_O}{v}} \cdot \mathsf{min}\left(cosTheta\_i, cosTheta\_O\right)\right) \cdot \frac{\frac{\mathsf{max}\left(cosTheta\_i, cosTheta\_O\right)}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites98.6%

    \[\leadsto \frac{\frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\sinh \left(\frac{1}{v}\right)} \cdot \frac{e^{\left(-sinTheta\_i\right) \cdot \frac{sinTheta\_O}{v}}}{v + v} \]
  3. Applied rewrites98.6%

    \[\leadsto \left(e^{\left(-sinTheta\_i\right) \cdot \frac{sinTheta\_O}{v}} \cdot cosTheta\_i\right) \cdot \frac{\frac{cosTheta\_O}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
  4. Add Preprocessing

Alternative 3: 98.5% accurate, 1.4× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{1 \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/
 (* 1.0 (* cosTheta_O (* cosTheta_i (/ 1.0 v))))
 (* (sinh (/ 1.0 v)) (+ v v))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (1.0f * (cosTheta_O * (cosTheta_i * (1.0f / v)))) / (sinhf((1.0f / v)) * (v + v));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (1.0e0 * (costheta_o * (costheta_i * (1.0e0 / v)))) / (sinh((1.0e0 / v)) * (v + v))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(Float32(1.0) * Float32(cosTheta_O * Float32(cosTheta_i * Float32(Float32(1.0) / v)))) / Float32(sinh(Float32(Float32(1.0) / v)) * Float32(v + v)))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (single(1.0) * (cosTheta_O * (cosTheta_i * (single(1.0) / v)))) / (sinh((single(1.0) / v)) * (v + v));
end
\frac{1 \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites98.8%

    \[\leadsto \frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  3. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{1 \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  4. Applied rewrites98.5%

    \[\leadsto \frac{1 \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  5. Applied rewrites98.5%

    \[\leadsto \frac{1 \cdot \left(cosTheta\_O \cdot \left(cosTheta\_i \cdot \frac{1}{v}\right)\right)}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
  6. Add Preprocessing

Alternative 4: 98.5% accurate, 1.5× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{\left(cosTheta\_i \cdot cosTheta\_O\right) \cdot \frac{1}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/
 (* (* cosTheta_i cosTheta_O) (/ 1.0 v))
 (* (* (sinh (/ 1.0 v)) 2.0) v)))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return ((cosTheta_i * cosTheta_O) * (1.0f / v)) / ((sinhf((1.0f / v)) * 2.0f) * v);
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = ((costheta_i * costheta_o) * (1.0e0 / v)) / ((sinh((1.0e0 / v)) * 2.0e0) * v)
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(Float32(cosTheta_i * cosTheta_O) * Float32(Float32(1.0) / v)) / Float32(Float32(sinh(Float32(Float32(1.0) / v)) * Float32(2.0)) * v))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = ((cosTheta_i * cosTheta_O) * (single(1.0) / v)) / ((sinh((single(1.0) / v)) * single(2.0)) * v);
end
\frac{\left(cosTheta\_i \cdot cosTheta\_O\right) \cdot \frac{1}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites98.7%

    \[\leadsto \frac{\left(cosTheta\_i \cdot cosTheta\_O\right) \cdot \left(\frac{1}{v} \cdot e^{\left(-sinTheta\_i\right) \cdot \frac{sinTheta\_O}{v}}\right)}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  3. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{\left(cosTheta\_i \cdot cosTheta\_O\right) \cdot \frac{1}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  4. Applied rewrites98.5%

    \[\leadsto \frac{\left(cosTheta\_i \cdot cosTheta\_O\right) \cdot \frac{1}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  5. Add Preprocessing

Alternative 5: 98.4% accurate, 1.4× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\mathsf{min}\left(cosTheta\_i, cosTheta\_O\right) \cdot \frac{\frac{\mathsf{max}\left(cosTheta\_i, cosTheta\_O\right)}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (*
 (fmin cosTheta_i cosTheta_O)
 (/ (/ (fmax cosTheta_i cosTheta_O) v) (* (sinh (/ 1.0 v)) (+ v v)))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return fminf(cosTheta_i, cosTheta_O) * ((fmaxf(cosTheta_i, cosTheta_O) / v) / (sinhf((1.0f / v)) * (v + v)));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = fmin(costheta_i, costheta_o) * ((fmax(costheta_i, costheta_o) / v) / (sinh((1.0e0 / v)) * (v + v)))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(fmin(cosTheta_i, cosTheta_O) * Float32(Float32(fmax(cosTheta_i, cosTheta_O) / v) / Float32(sinh(Float32(Float32(1.0) / v)) * Float32(v + v))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = min(cosTheta_i, cosTheta_O) * ((max(cosTheta_i, cosTheta_O) / v) / (sinh((single(1.0) / v)) * (v + v)));
end
\mathsf{min}\left(cosTheta\_i, cosTheta\_O\right) \cdot \frac{\frac{\mathsf{max}\left(cosTheta\_i, cosTheta\_O\right)}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  3. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  4. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_i \cdot cosTheta\_O}{\left(v \cdot v\right) \cdot \left(e^{\frac{1}{v}} - e^{-\frac{1}{v}}\right)} \]
  5. Applied rewrites98.4%

    \[\leadsto cosTheta\_i \cdot \frac{cosTheta\_O}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)} \]
  6. Applied rewrites98.4%

    \[\leadsto cosTheta\_i \cdot \frac{\frac{cosTheta\_O}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
  7. Add Preprocessing

Alternative 6: 98.4% accurate, 1.6× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[cosTheta\_O \cdot \frac{\frac{cosTheta\_i}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (* cosTheta_O (/ (/ cosTheta_i v) (* (sinh (/ 1.0 v)) (+ v v)))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return cosTheta_O * ((cosTheta_i / v) / (sinhf((1.0f / v)) * (v + v)));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = costheta_o * ((costheta_i / v) / (sinh((1.0e0 / v)) * (v + v)))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(cosTheta_O * Float32(Float32(cosTheta_i / v) / Float32(sinh(Float32(Float32(1.0) / v)) * Float32(v + v))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = cosTheta_O * ((cosTheta_i / v) / (sinh((single(1.0) / v)) * (v + v)));
end
cosTheta\_O \cdot \frac{\frac{cosTheta\_i}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  3. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  4. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_i \cdot cosTheta\_O}{\left(v \cdot v\right) \cdot \left(e^{\frac{1}{v}} - e^{-\frac{1}{v}}\right)} \]
  5. Applied rewrites98.4%

    \[\leadsto cosTheta\_O \cdot \frac{cosTheta\_i}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)} \]
  6. Applied rewrites98.4%

    \[\leadsto cosTheta\_O \cdot \frac{\frac{cosTheta\_i}{v}}{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)} \]
  7. Add Preprocessing

Alternative 7: 98.4% accurate, 1.7× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[cosTheta\_i \cdot \frac{cosTheta\_O}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (* cosTheta_i (/ cosTheta_O (* v (* (sinh (/ 1.0 v)) (+ v v))))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return cosTheta_i * (cosTheta_O / (v * (sinhf((1.0f / v)) * (v + v))));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = costheta_i * (costheta_o / (v * (sinh((1.0e0 / v)) * (v + v))))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(cosTheta_i * Float32(cosTheta_O / Float32(v * Float32(sinh(Float32(Float32(1.0) / v)) * Float32(v + v)))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = cosTheta_i * (cosTheta_O / (v * (sinh((single(1.0) / v)) * (v + v))));
end
cosTheta\_i \cdot \frac{cosTheta\_O}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  3. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  4. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_i \cdot cosTheta\_O}{\left(v \cdot v\right) \cdot \left(e^{\frac{1}{v}} - e^{-\frac{1}{v}}\right)} \]
  5. Applied rewrites98.4%

    \[\leadsto cosTheta\_i \cdot \frac{cosTheta\_O}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)} \]
  6. Add Preprocessing

Alternative 8: 98.4% accurate, 1.2× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{max}\left(\left|cosTheta\_i\right|, cosTheta\_O\right) \cdot \frac{\mathsf{min}\left(\left|cosTheta\_i\right|, cosTheta\_O\right)}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)}\right) \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (*
 (copysign 1.0 cosTheta_i)
 (*
  (fmax (fabs cosTheta_i) cosTheta_O)
  (/
   (fmin (fabs cosTheta_i) cosTheta_O)
   (* v (* (sinh (/ 1.0 v)) (+ v v)))))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return copysignf(1.0f, cosTheta_i) * (fmaxf(fabsf(cosTheta_i), cosTheta_O) * (fminf(fabsf(cosTheta_i), cosTheta_O) / (v * (sinhf((1.0f / v)) * (v + v)))));
}
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(copysign(Float32(1.0), cosTheta_i) * Float32(fmax(abs(cosTheta_i), cosTheta_O) * Float32(fmin(abs(cosTheta_i), cosTheta_O) / Float32(v * Float32(sinh(Float32(Float32(1.0) / v)) * Float32(v + v))))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (sign(cosTheta_i) * abs(single(1.0))) * (max(abs(cosTheta_i), cosTheta_O) * (min(abs(cosTheta_i), cosTheta_O) / (v * (sinh((single(1.0) / v)) * (v + v)))));
end
\mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{max}\left(\left|cosTheta\_i\right|, cosTheta\_O\right) \cdot \frac{\mathsf{min}\left(\left|cosTheta\_i\right|, cosTheta\_O\right)}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)}\right)
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  3. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_O \cdot cosTheta\_i}{{v}^{2} \cdot \left(e^{\frac{1}{v}} - \frac{1}{e^{\frac{1}{v}}}\right)} \]
  4. Applied rewrites98.3%

    \[\leadsto \frac{cosTheta\_i \cdot cosTheta\_O}{\left(v \cdot v\right) \cdot \left(e^{\frac{1}{v}} - e^{-\frac{1}{v}}\right)} \]
  5. Applied rewrites98.4%

    \[\leadsto cosTheta\_O \cdot \frac{cosTheta\_i}{v \cdot \left(\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)\right)} \]
  6. Add Preprocessing

Alternative 9: 59.2% accurate, 1.0× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\begin{array}{l} t_0 := \mathsf{max}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)\\ \mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{copysign}\left(1, cosTheta\_O\right) \cdot \frac{1}{v \cdot \frac{\frac{\mathsf{fma}\left(2, \frac{v}{t\_0}, 2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{t\_0}\right)}{v}}{\mathsf{min}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)}}\right) \end{array} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (let* ((t_0 (fmax (fabs cosTheta_i) (fabs cosTheta_O))))
  (*
   (copysign 1.0 cosTheta_i)
   (*
    (copysign 1.0 cosTheta_O)
    (/
     1.0
     (*
      v
      (/
       (/
        (fma 2.0 (/ v t_0) (* 2.0 (/ (* sinTheta_O sinTheta_i) t_0)))
        v)
       (fmin (fabs cosTheta_i) (fabs cosTheta_O)))))))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	float t_0 = fmaxf(fabsf(cosTheta_i), fabsf(cosTheta_O));
	return copysignf(1.0f, cosTheta_i) * (copysignf(1.0f, cosTheta_O) * (1.0f / (v * ((fmaf(2.0f, (v / t_0), (2.0f * ((sinTheta_O * sinTheta_i) / t_0))) / v) / fminf(fabsf(cosTheta_i), fabsf(cosTheta_O))))));
}
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	t_0 = fmax(abs(cosTheta_i), abs(cosTheta_O))
	return Float32(copysign(Float32(1.0), cosTheta_i) * Float32(copysign(Float32(1.0), cosTheta_O) * Float32(Float32(1.0) / Float32(v * Float32(Float32(fma(Float32(2.0), Float32(v / t_0), Float32(Float32(2.0) * Float32(Float32(sinTheta_O * sinTheta_i) / t_0))) / v) / fmin(abs(cosTheta_i), abs(cosTheta_O)))))))
end
\begin{array}{l}
t_0 := \mathsf{max}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)\\
\mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{copysign}\left(1, cosTheta\_O\right) \cdot \frac{1}{v \cdot \frac{\frac{\mathsf{fma}\left(2, \frac{v}{t\_0}, 2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{t\_0}\right)}{v}}{\mathsf{min}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)}}\right)
\end{array}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites93.4%

    \[\leadsto \frac{1}{\frac{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}{\frac{\frac{cosTheta\_i \cdot cosTheta\_O}{v}}{e^{\frac{sinTheta\_i \cdot sinTheta\_O}{v}}}}} \]
  3. Taylor expanded in v around inf

    \[\leadsto \frac{1}{v \cdot \left(2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot \left(cosTheta\_i \cdot v\right)} + 2 \cdot \frac{1}{cosTheta\_O \cdot cosTheta\_i}\right)} \]
  4. Applied rewrites36.4%

    \[\leadsto \frac{1}{v \cdot \mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot \left(cosTheta\_i \cdot v\right)}, 2 \cdot \frac{1}{cosTheta\_O \cdot cosTheta\_i}\right)} \]
  5. Taylor expanded in cosTheta_i around 0

    \[\leadsto \frac{1}{v \cdot \frac{2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot v} + 2 \cdot \frac{1}{cosTheta\_O}}{cosTheta\_i}} \]
  6. Applied rewrites59.2%

    \[\leadsto \frac{1}{v \cdot \frac{\mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot v}, 2 \cdot \frac{1}{cosTheta\_O}\right)}{cosTheta\_i}} \]
  7. Taylor expanded in v around 0

    \[\leadsto \frac{1}{v \cdot \frac{\frac{2 \cdot \frac{v}{cosTheta\_O} + 2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O}}{v}}{cosTheta\_i}} \]
  8. Applied rewrites59.2%

    \[\leadsto \frac{1}{v \cdot \frac{\frac{\mathsf{fma}\left(2, \frac{v}{cosTheta\_O}, 2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O}\right)}{v}}{cosTheta\_i}} \]
  9. Add Preprocessing

Alternative 10: 59.2% accurate, 1.0× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\begin{array}{l} t_0 := \mathsf{max}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)\\ \mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{copysign}\left(1, cosTheta\_O\right) \cdot \frac{1}{v \cdot \frac{\mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{t\_0 \cdot v}, 2 \cdot \frac{1}{t\_0}\right)}{\mathsf{min}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)}}\right) \end{array} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (let* ((t_0 (fmax (fabs cosTheta_i) (fabs cosTheta_O))))
  (*
   (copysign 1.0 cosTheta_i)
   (*
    (copysign 1.0 cosTheta_O)
    (/
     1.0
     (*
      v
      (/
       (fma
        2.0
        (/ (* sinTheta_O sinTheta_i) (* t_0 v))
        (* 2.0 (/ 1.0 t_0)))
       (fmin (fabs cosTheta_i) (fabs cosTheta_O)))))))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	float t_0 = fmaxf(fabsf(cosTheta_i), fabsf(cosTheta_O));
	return copysignf(1.0f, cosTheta_i) * (copysignf(1.0f, cosTheta_O) * (1.0f / (v * (fmaf(2.0f, ((sinTheta_O * sinTheta_i) / (t_0 * v)), (2.0f * (1.0f / t_0))) / fminf(fabsf(cosTheta_i), fabsf(cosTheta_O))))));
}
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	t_0 = fmax(abs(cosTheta_i), abs(cosTheta_O))
	return Float32(copysign(Float32(1.0), cosTheta_i) * Float32(copysign(Float32(1.0), cosTheta_O) * Float32(Float32(1.0) / Float32(v * Float32(fma(Float32(2.0), Float32(Float32(sinTheta_O * sinTheta_i) / Float32(t_0 * v)), Float32(Float32(2.0) * Float32(Float32(1.0) / t_0))) / fmin(abs(cosTheta_i), abs(cosTheta_O)))))))
end
\begin{array}{l}
t_0 := \mathsf{max}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)\\
\mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{copysign}\left(1, cosTheta\_O\right) \cdot \frac{1}{v \cdot \frac{\mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{t\_0 \cdot v}, 2 \cdot \frac{1}{t\_0}\right)}{\mathsf{min}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)}}\right)
\end{array}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites93.4%

    \[\leadsto \frac{1}{\frac{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}{\frac{\frac{cosTheta\_i \cdot cosTheta\_O}{v}}{e^{\frac{sinTheta\_i \cdot sinTheta\_O}{v}}}}} \]
  3. Taylor expanded in v around inf

    \[\leadsto \frac{1}{v \cdot \left(2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot \left(cosTheta\_i \cdot v\right)} + 2 \cdot \frac{1}{cosTheta\_O \cdot cosTheta\_i}\right)} \]
  4. Applied rewrites36.4%

    \[\leadsto \frac{1}{v \cdot \mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot \left(cosTheta\_i \cdot v\right)}, 2 \cdot \frac{1}{cosTheta\_O \cdot cosTheta\_i}\right)} \]
  5. Taylor expanded in cosTheta_i around 0

    \[\leadsto \frac{1}{v \cdot \frac{2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot v} + 2 \cdot \frac{1}{cosTheta\_O}}{cosTheta\_i}} \]
  6. Applied rewrites59.2%

    \[\leadsto \frac{1}{v \cdot \frac{\mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot v}, 2 \cdot \frac{1}{cosTheta\_O}\right)}{cosTheta\_i}} \]
  7. Add Preprocessing

Alternative 11: 59.2% accurate, 3.9× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{1}{v \cdot \frac{2}{cosTheta\_O \cdot cosTheta\_i}} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/ 1.0 (* v (/ 2.0 (* cosTheta_O cosTheta_i)))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return 1.0f / (v * (2.0f / (cosTheta_O * cosTheta_i)));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = 1.0e0 / (v * (2.0e0 / (costheta_o * costheta_i)))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(1.0) / Float32(v * Float32(Float32(2.0) / Float32(cosTheta_O * cosTheta_i))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = single(1.0) / (v * (single(2.0) / (cosTheta_O * cosTheta_i)));
end
\frac{1}{v \cdot \frac{2}{cosTheta\_O \cdot cosTheta\_i}}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites93.4%

    \[\leadsto \frac{1}{\frac{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}{\frac{\frac{cosTheta\_i \cdot cosTheta\_O}{v}}{e^{\frac{sinTheta\_i \cdot sinTheta\_O}{v}}}}} \]
  3. Taylor expanded in v around inf

    \[\leadsto \frac{1}{v \cdot \left(2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot \left(cosTheta\_i \cdot v\right)} + 2 \cdot \frac{1}{cosTheta\_O \cdot cosTheta\_i}\right)} \]
  4. Applied rewrites36.4%

    \[\leadsto \frac{1}{v \cdot \mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot \left(cosTheta\_i \cdot v\right)}, 2 \cdot \frac{1}{cosTheta\_O \cdot cosTheta\_i}\right)} \]
  5. Taylor expanded in cosTheta_i around 0

    \[\leadsto \frac{1}{v \cdot \frac{2 \cdot \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot v} + 2 \cdot \frac{1}{cosTheta\_O}}{cosTheta\_i}} \]
  6. Applied rewrites59.2%

    \[\leadsto \frac{1}{v \cdot \frac{\mathsf{fma}\left(2, \frac{sinTheta\_O \cdot sinTheta\_i}{cosTheta\_O \cdot v}, 2 \cdot \frac{1}{cosTheta\_O}\right)}{cosTheta\_i}} \]
  7. Taylor expanded in sinTheta_i around 0

    \[\leadsto \frac{1}{v \cdot \frac{2}{cosTheta\_O \cdot cosTheta\_i}} \]
  8. Applied rewrites59.2%

    \[\leadsto \frac{1}{v \cdot \frac{2}{cosTheta\_O \cdot cosTheta\_i}} \]
  9. Add Preprocessing

Alternative 12: 59.1% accurate, 4.0× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{1}{\frac{v + v}{cosTheta\_i \cdot cosTheta\_O}} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/ 1.0 (/ (+ v v) (* cosTheta_i cosTheta_O))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return 1.0f / ((v + v) / (cosTheta_i * cosTheta_O));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = 1.0e0 / ((v + v) / (costheta_i * costheta_o))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(1.0) / Float32(Float32(v + v) / Float32(cosTheta_i * cosTheta_O)))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = single(1.0) / ((v + v) / (cosTheta_i * cosTheta_O));
end
\frac{1}{\frac{v + v}{cosTheta\_i \cdot cosTheta\_O}}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Applied rewrites93.4%

    \[\leadsto \frac{1}{\frac{\sinh \left(\frac{1}{v}\right) \cdot \left(v + v\right)}{\frac{\frac{cosTheta\_i \cdot cosTheta\_O}{v}}{e^{\frac{sinTheta\_i \cdot sinTheta\_O}{v}}}}} \]
  3. Taylor expanded in v around inf

    \[\leadsto \frac{1}{2 \cdot \frac{v}{cosTheta\_O \cdot cosTheta\_i}} \]
  4. Applied rewrites59.1%

    \[\leadsto \frac{1}{2 \cdot \frac{v}{cosTheta\_O \cdot cosTheta\_i}} \]
  5. Applied rewrites59.1%

    \[\leadsto \frac{1}{\frac{v + v}{cosTheta\_i \cdot cosTheta\_O}} \]
  6. Add Preprocessing

Alternative 13: 58.6% accurate, 4.1× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\left(0.5 \cdot \left(cosTheta\_i \cdot cosTheta\_O\right)\right) \cdot \frac{1}{v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (* (* 0.5 (* cosTheta_i cosTheta_O)) (/ 1.0 v)))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (0.5f * (cosTheta_i * cosTheta_O)) * (1.0f / v);
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (0.5e0 * (costheta_i * costheta_o)) * (1.0e0 / v)
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(Float32(0.5) * Float32(cosTheta_i * cosTheta_O)) * Float32(Float32(1.0) / v))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (single(0.5) * (cosTheta_i * cosTheta_O)) * (single(1.0) / v);
end
\left(0.5 \cdot \left(cosTheta\_i \cdot cosTheta\_O\right)\right) \cdot \frac{1}{v}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in v around inf

    \[\leadsto \frac{1}{2} \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  3. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  4. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \left(\left(cosTheta\_i \cdot cosTheta\_O\right) \cdot \frac{1}{v}\right) \]
  5. Applied rewrites58.6%

    \[\leadsto \left(0.5 \cdot \left(cosTheta\_i \cdot cosTheta\_O\right)\right) \cdot \frac{1}{v} \]
  6. Add Preprocessing

Alternative 14: 58.6% accurate, 5.3× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\frac{0.5 \cdot \left(cosTheta\_i \cdot cosTheta\_O\right)}{v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (/ (* 0.5 (* cosTheta_i cosTheta_O)) v))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return (0.5f * (cosTheta_i * cosTheta_O)) / v;
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = (0.5e0 * (costheta_i * costheta_o)) / v
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(Float32(0.5) * Float32(cosTheta_i * cosTheta_O)) / v)
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (single(0.5) * (cosTheta_i * cosTheta_O)) / v;
end
\frac{0.5 \cdot \left(cosTheta\_i \cdot cosTheta\_O\right)}{v}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in v around inf

    \[\leadsto \frac{1}{2} \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  3. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  4. Applied rewrites58.6%

    \[\leadsto \frac{0.5 \cdot \left(cosTheta\_i \cdot cosTheta\_O\right)}{v} \]
  5. Add Preprocessing

Alternative 15: 58.5% accurate, 5.3× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (* 0.5 (/ (* cosTheta_O cosTheta_i) v)))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return 0.5f * ((cosTheta_O * cosTheta_i) / v);
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = 0.5e0 * ((costheta_o * costheta_i) / v)
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(0.5) * Float32(Float32(cosTheta_O * cosTheta_i) / v))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = single(0.5) * ((cosTheta_O * cosTheta_i) / v);
end
0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v}
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in v around inf

    \[\leadsto \frac{1}{2} \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  3. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  4. Add Preprocessing

Alternative 16: 58.5% accurate, 1.8× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[\mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{copysign}\left(1, cosTheta\_O\right) \cdot \left(0.5 \cdot \left(\mathsf{min}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right) \cdot \frac{\mathsf{max}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)}{v}\right)\right)\right) \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (*
 (copysign 1.0 cosTheta_i)
 (*
  (copysign 1.0 cosTheta_O)
  (*
   0.5
   (*
    (fmin (fabs cosTheta_i) (fabs cosTheta_O))
    (/ (fmax (fabs cosTheta_i) (fabs cosTheta_O)) v))))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return copysignf(1.0f, cosTheta_i) * (copysignf(1.0f, cosTheta_O) * (0.5f * (fminf(fabsf(cosTheta_i), fabsf(cosTheta_O)) * (fmaxf(fabsf(cosTheta_i), fabsf(cosTheta_O)) / v))));
}
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(copysign(Float32(1.0), cosTheta_i) * Float32(copysign(Float32(1.0), cosTheta_O) * Float32(Float32(0.5) * Float32(fmin(abs(cosTheta_i), abs(cosTheta_O)) * Float32(fmax(abs(cosTheta_i), abs(cosTheta_O)) / v)))))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = (sign(cosTheta_i) * abs(single(1.0))) * ((sign(cosTheta_O) * abs(single(1.0))) * (single(0.5) * (min(abs(cosTheta_i), abs(cosTheta_O)) * (max(abs(cosTheta_i), abs(cosTheta_O)) / v))));
end
\mathsf{copysign}\left(1, cosTheta\_i\right) \cdot \left(\mathsf{copysign}\left(1, cosTheta\_O\right) \cdot \left(0.5 \cdot \left(\mathsf{min}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right) \cdot \frac{\mathsf{max}\left(\left|cosTheta\_i\right|, \left|cosTheta\_O\right|\right)}{v}\right)\right)\right)
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in v around inf

    \[\leadsto \frac{1}{2} \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  3. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  4. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \left(cosTheta\_i \cdot \frac{cosTheta\_O}{v}\right) \]
  5. Add Preprocessing

Alternative 17: 58.5% accurate, 3.4× speedup?

\[\left(\left(\left(\left(\left(-1 \leq cosTheta\_i \land cosTheta\_i \leq 1\right) \land \left(-1 \leq cosTheta\_O \land cosTheta\_O \leq 1\right)\right) \land \left(-1 \leq sinTheta\_i \land sinTheta\_i \leq 1\right)\right) \land \left(-1 \leq sinTheta\_O \land sinTheta\_O \leq 1\right)\right) \land 0.1 < v\right) \land v \leq 1.5707964\]
\[0.5 \cdot \left(\mathsf{max}\left(cosTheta\_i, cosTheta\_O\right) \cdot \frac{\mathsf{min}\left(cosTheta\_i, cosTheta\_O\right)}{v}\right) \]
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i)
                              (<= cosTheta_i 1.0))
                         (and (<= -1.0 cosTheta_O)
                              (<= cosTheta_O 1.0)))
                    (and (<= -1.0 sinTheta_i)
                         (<= sinTheta_i 1.0)))
               (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0)))
          (< 0.1 v))
     (<= v 1.5707964))
  (*
 0.5
 (* (fmax cosTheta_i cosTheta_O) (/ (fmin cosTheta_i cosTheta_O) v))))
float code(float cosTheta_i, float cosTheta_O, float sinTheta_i, float sinTheta_O, float v) {
	return 0.5f * (fmaxf(cosTheta_i, cosTheta_O) * (fminf(cosTheta_i, cosTheta_O) / v));
}
real(4) function code(costheta_i, costheta_o, sintheta_i, sintheta_o, v)
use fmin_fmax_functions
    real(4), intent (in) :: costheta_i
    real(4), intent (in) :: costheta_o
    real(4), intent (in) :: sintheta_i
    real(4), intent (in) :: sintheta_o
    real(4), intent (in) :: v
    code = 0.5e0 * (fmax(costheta_i, costheta_o) * (fmin(costheta_i, costheta_o) / v))
end function
function code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	return Float32(Float32(0.5) * Float32(fmax(cosTheta_i, cosTheta_O) * Float32(fmin(cosTheta_i, cosTheta_O) / v)))
end
function tmp = code(cosTheta_i, cosTheta_O, sinTheta_i, sinTheta_O, v)
	tmp = single(0.5) * (max(cosTheta_i, cosTheta_O) * (min(cosTheta_i, cosTheta_O) / v));
end
0.5 \cdot \left(\mathsf{max}\left(cosTheta\_i, cosTheta\_O\right) \cdot \frac{\mathsf{min}\left(cosTheta\_i, cosTheta\_O\right)}{v}\right)
Derivation
  1. Initial program 98.6%

    \[\frac{e^{-\frac{sinTheta\_i \cdot sinTheta\_O}{v}} \cdot \frac{cosTheta\_i \cdot cosTheta\_O}{v}}{\left(\sinh \left(\frac{1}{v}\right) \cdot 2\right) \cdot v} \]
  2. Taylor expanded in v around inf

    \[\leadsto \frac{1}{2} \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  3. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \frac{cosTheta\_O \cdot cosTheta\_i}{v} \]
  4. Applied rewrites58.5%

    \[\leadsto 0.5 \cdot \left(cosTheta\_O \cdot \frac{cosTheta\_i}{v}\right) \]
  5. Add Preprocessing

Reproduce

?
herbie shell --seed 2026089 +o generate:egglog
(FPCore (cosTheta_i cosTheta_O sinTheta_i sinTheta_O v)
  :name "HairBSDF, Mp, upper"
  :precision binary32
  :pre (and (and (and (and (and (and (<= -1.0 cosTheta_i) (<= cosTheta_i 1.0)) (and (<= -1.0 cosTheta_O) (<= cosTheta_O 1.0))) (and (<= -1.0 sinTheta_i) (<= sinTheta_i 1.0))) (and (<= -1.0 sinTheta_O) (<= sinTheta_O 1.0))) (< 0.1 v)) (<= v 1.5707964))
  (/ (* (exp (- (/ (* sinTheta_i sinTheta_O) v))) (/ (* cosTheta_i cosTheta_O) v)) (* (* (sinh (/ 1.0 v)) 2.0) v)))