Logistic distribution

Average Error: 0.2 → 0.1

Time: 12.1s

Precision: binary32

Cost: 3552

\[0 \leq s \land s \leq 1.0651631\]

Math

\[\frac{e^{\frac{-\left|x\right|}{s}}}{\left(s \cdot \left(1 + e^{\frac{-\left|x\right|}{s}}\right)\right) \cdot \left(1 + e^{\frac{-\left|x\right|}{s}}\right)} \]

↓

\[\frac{\frac{1}{2 + 2 \cdot \cosh \left(\frac{x}{s}\right)}}{s} \]

FPCore

(FPCore (x s)
 :precision binary32
 (/
  (exp (/ (- (fabs x)) s))
  (* (* s (+ 1.0 (exp (/ (- (fabs x)) s)))) (+ 1.0 (exp (/ (- (fabs x)) s))))))

↓

(FPCore (x s) :precision binary32 (/ (/ 1.0 (+ 2.0 (* 2.0 (cosh (/ x s))))) s))

C

float code(float x, float s) {
	return expf((-fabsf(x) / s)) / ((s * (1.0f + expf((-fabsf(x) / s)))) * (1.0f + expf((-fabsf(x) / s))));
}

↓

float code(float x, float s) {
	return (1.0f / (2.0f + (2.0f * coshf((x / s))))) / s;
}

Fortran

real(4) function code(x, s)
    real(4), intent (in) :: x
    real(4), intent (in) :: s
    code = exp((-abs(x) / s)) / ((s * (1.0e0 + exp((-abs(x) / s)))) * (1.0e0 + exp((-abs(x) / s))))
end function

↓

real(4) function code(x, s)
    real(4), intent (in) :: x
    real(4), intent (in) :: s
    code = (1.0e0 / (2.0e0 + (2.0e0 * cosh((x / s))))) / s
end function

Julia

function code(x, s)
	return Float32(exp(Float32(Float32(-abs(x)) / s)) / Float32(Float32(s * Float32(Float32(1.0) + exp(Float32(Float32(-abs(x)) / s)))) * Float32(Float32(1.0) + exp(Float32(Float32(-abs(x)) / s)))))
end

↓

function code(x, s)
	return Float32(Float32(Float32(1.0) / Float32(Float32(2.0) + Float32(Float32(2.0) * cosh(Float32(x / s))))) / s)
end

MATLAB

function tmp = code(x, s)
	tmp = exp((-abs(x) / s)) / ((s * (single(1.0) + exp((-abs(x) / s)))) * (single(1.0) + exp((-abs(x) / s))));
end

↓

function tmp = code(x, s)
	tmp = (single(1.0) / (single(2.0) + (single(2.0) * cosh((x / s))))) / s;
end

Derivation

1. Initial program 0.2

   \[\frac{e^{\frac{-\left|x\right|}{s}}}{\left(s \cdot \left(1 + e^{\frac{-\left|x\right|}{s}}\right)\right) \cdot \left(1 + e^{\frac{-\left|x\right|}{s}}\right)} \]

2. Simplified 0.2

   \[\leadsto \color{blue}{\frac{\frac{1}{s}}{e^{\frac{\left|x\right|}{-s}} + \left(e^{\frac{\left|x\right|}{s}} + 2\right)}} \]
   Proof
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) (neg.f32 s))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) (Rewrite<= mul-1-neg_binary32 (*.f32 -1 s)))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (Rewrite=> associate-/r*_binary32 (/.f32 (/.f32 (fabs.f32 x) -1) s))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (/.f32 (fabs.f32 x) (Rewrite<= metadata-eval (/.f32 1 -1))) s)) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (Rewrite<= associate-/l*_binary32 (/.f32 (*.f32 (fabs.f32 x) -1) 1)) s)) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (/.f32 (Rewrite<= *-commutative_binary32 (*.f32 -1 (fabs.f32 x))) 1) s)) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (/.f32 (Rewrite<= neg-mul-1_binary32 (neg.f32 (fabs.f32 x))) 1) s)) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (/.f32 (Rewrite=> /-rgt-identity_binary32 (neg.f32 (fabs.f32 x))) s)) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (Rewrite<= +-lft-identity_binary32 (+.f32 0 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (+.f32 (Rewrite<= +-inverses_binary32 (-.f32 (/.f32 (fabs.f32 x) s) (/.f32 (fabs.f32 x) s))) (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 57 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (+.f32 (Rewrite<= unsub-neg_binary32 (+.f32 (/.f32 (fabs.f32 x) s) (neg.f32 (/.f32 (fabs.f32 x) s)))) (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (+.f32 (+.f32 (/.f32 (fabs.f32 x) s) (Rewrite<= distribute-frac-neg_binary32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (exp.f32 (Rewrite<= associate-+r+_binary32 (+.f32 (/.f32 (fabs.f32 x) s) (+.f32 (/.f32 (neg.f32 (fabs.f32 x)) s) (/.f32 (neg.f32 (fabs.f32 x)) s))))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (Rewrite<= prod-exp_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (exp.f32 (+.f32 (/.f32 (neg.f32 (fabs.f32 x)) s) (/.f32 (neg.f32 (fabs.f32 x)) s))))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 119 points increase in error, 1 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite<= prod-exp_binary32 (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 2))): 2 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite<= metadata-eval (+.f32 1 1))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (Rewrite<= associate-+l+_binary32 (+.f32 (+.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 1) 1)))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (+.f32 (Rewrite<= *-rgt-identity_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 1)) 1) 1))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 1) (Rewrite<= rgt-mult-inverse_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (/.f32 1 (exp.f32 (/.f32 (fabs.f32 x) s)))))) 1))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 1) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite<= exp-neg_binary32 (exp.f32 (neg.f32 (/.f32 (fabs.f32 x) s)))))) 1))): 1 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) 1) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (exp.f32 (Rewrite<= distribute-frac-neg_binary32 (/.f32 (neg.f32 (fabs.f32 x)) s))))) 1))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (Rewrite<= distribute-lft-in_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))) 1))): 0 points increase in error, 1 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (Rewrite<= *-commutative_binary32 (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (exp.f32 (/.f32 (fabs.f32 x) s)))) 1))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (Rewrite=> *-commutative_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))) 1))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (Rewrite<= rgt-mult-inverse_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (/.f32 1 (exp.f32 (/.f32 (fabs.f32 x) s)))))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite<= exp-neg_binary32 (exp.f32 (neg.f32 (/.f32 (fabs.f32 x) s)))))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (exp.f32 (Rewrite<= distribute-frac-neg_binary32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (+.f32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (Rewrite<= distribute-lft-in_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 1 points increase in error, 1 points decrease in error
   (/.f32 (/.f32 1 s) (Rewrite<= distribute-lft-in_binary32 (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 8 points increase in error, 175 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite=> +-commutative_binary32 (+.f32 (+.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite<= associate-+r+_binary32 (+.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))))): 4 points increase in error, 7 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 (Rewrite<= *-rgt-identity_binary32 (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) 1)) (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (+.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (Rewrite<= distribute-lft-in_binary32 (*.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))))): 7 points increase in error, 4 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (Rewrite=> distribute-rgt1-in_binary32 (*.f32 (+.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) 1) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 3 points increase in error, 1 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (exp.f32 (/.f32 (fabs.f32 x) s)) (*.f32 (Rewrite<= +-commutative_binary32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (Rewrite<= *-commutative_binary32 (*.f32 (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (exp.f32 (/.f32 (fabs.f32 x) s))))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (*.f32 (Rewrite<= /-rgt-identity_binary32 (/.f32 (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) 1)) (exp.f32 (/.f32 (fabs.f32 x) s)))): 0 points increase in error, 0 points decrease in error
   (/.f32 (/.f32 1 s) (Rewrite<= associate-/r/_binary32 (/.f32 (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (/.f32 1 (exp.f32 (/.f32 (fabs.f32 x) s)))))): 2 points increase in error, 3 points decrease in error
   (/.f32 (/.f32 1 s) (/.f32 (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (Rewrite<= exp-neg_binary32 (exp.f32 (neg.f32 (/.f32 (fabs.f32 x) s)))))): 5 points increase in error, 3 points decrease in error
   (/.f32 (/.f32 1 s) (/.f32 (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (exp.f32 (Rewrite<= distribute-frac-neg_binary32 (/.f32 (neg.f32 (fabs.f32 x)) s))))): 0 points increase in error, 0 points decrease in error
   (Rewrite<= associate-/l*_binary32 (/.f32 (*.f32 (/.f32 1 s) (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (*.f32 (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))): 3 points increase in error, 12 points decrease in error
   (Rewrite=> times-frac_binary32 (*.f32 (/.f32 (/.f32 1 s) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (/.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))): 6 points increase in error, 6 points decrease in error
   (*.f32 (Rewrite<= associate-/r*_binary32 (/.f32 1 (*.f32 s (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))) (/.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))): 9 points increase in error, 5 points decrease in error
   (Rewrite<= times-frac_binary32 (/.f32 (*.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))) (*.f32 (*.f32 s (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))): 9 points increase in error, 7 points decrease in error
   (Rewrite<= associate-*r/_binary32 (*.f32 1 (/.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (*.f32 (*.f32 s (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s))))))): 0 points increase in error, 0 points decrease in error
   (Rewrite=> *-lft-identity_binary32 (/.f32 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)) (*.f32 (*.f32 s (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))) (+.f32 1 (exp.f32 (/.f32 (neg.f32 (fabs.f32 x)) s)))))): 0 points increase in error, 0 points decrease in error

3. Applied egg-rr 0.2

   \[\leadsto \color{blue}{\frac{1}{s} \cdot \frac{1}{2 + 2 \cdot \cosh \left(\frac{x}{s}\right)}} \]

4. Applied egg-rr 0.1

   \[\leadsto \color{blue}{\frac{\frac{1}{\mathsf{fma}\left(2, \cosh \left(\frac{x}{s}\right), 2\right)}}{s}} \]

5. Applied egg-rr 0.1

   \[\leadsto \frac{\frac{1}{\color{blue}{2 + 2 \cdot \cosh \left(\frac{x}{s}\right)}}}{s} \]

6. Final simplification 0.1

   \[\leadsto \frac{\frac{1}{2 + 2 \cdot \cosh \left(\frac{x}{s}\right)}}{s} \]

Alternatives

Alternative 1
Error	1.7
Cost	3556

\[\begin{array}{l} t_0 := e^{\frac{x}{s}}\\ \mathbf{if}\;x \leq -1.5000000047566153 \cdot 10^{-29}:\\ \;\;\;\;\frac{\frac{t_0}{s}}{4}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{s \cdot \left(t_0 + 3\right)}\\ \end{array} \]

Alternative 2
Error	3.2
Cost	3492

\[\begin{array}{l} \mathbf{if}\;x \leq -2.0000000063421537 \cdot 10^{-29}:\\ \;\;\;\;\frac{\frac{e^{\frac{x}{s}}}{s}}{4}\\ \mathbf{elif}\;x \leq 4.999999858590343 \cdot 10^{-10}:\\ \;\;\;\;\frac{1}{s} \cdot \frac{1}{4 + \frac{x}{s \cdot \frac{s}{x}}}\\ \mathbf{else}:\\ \;\;\;\;\left(1 + \frac{s}{x \cdot x}\right) + -1\\ \end{array} \]

Alternative 3
Error	4.5
Cost	620

\[\begin{array}{l} t_0 := \frac{\frac{1}{4 + \frac{x}{\frac{s \cdot s}{x}}}}{s}\\ \mathbf{if}\;x \leq -1.5000000047566153 \cdot 10^{-29}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 2.999999997758287 \cdot 10^{-32}:\\ \;\;\;\;\frac{0.25}{s}\\ \mathbf{elif}\;x \leq 5.5000000998006726 \cdot 10^{-8}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;\left(1 + \frac{s}{x \cdot x}\right) + -1\\ \end{array} \]

Alternative 4
Error	5.4
Cost	552

\[\begin{array}{l} \mathbf{if}\;x \leq -1.5000000047566153 \cdot 10^{-29}:\\ \;\;\;\;\frac{\frac{1}{4 + \frac{x}{\frac{s \cdot s}{x}}}}{s}\\ \mathbf{elif}\;x \leq 4.999999858590343 \cdot 10^{-10}:\\ \;\;\;\;\frac{\frac{1}{4 + \frac{x}{s} \cdot \frac{x}{s}}}{s}\\ \mathbf{else}:\\ \;\;\;\;\left(1 + \frac{s}{x \cdot x}\right) + -1\\ \end{array} \]

Alternative 5
Error	5.7
Cost	548

\[\begin{array}{l} \mathbf{if}\;x \leq 4.999999858590343 \cdot 10^{-10}:\\ \;\;\;\;\frac{1}{s} \cdot \frac{1}{4 + \frac{x}{s \cdot \frac{s}{x}}}\\ \mathbf{else}:\\ \;\;\;\;\left(1 + \frac{s}{x \cdot x}\right) + -1\\ \end{array} \]

Alternative 6
Error	6.2
Cost	424

\[\begin{array}{l} t_0 := \left(1 + \frac{s}{x \cdot x}\right) + -1\\ \mathbf{if}\;x \leq -9.9999998245167 \cdot 10^{-14}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 4.99999991225835 \cdot 10^{-14}:\\ \;\;\;\;\frac{0.25}{s}\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 7
Error	11.9
Cost	360

\[\begin{array}{l} \mathbf{if}\;x \leq -0.0007999999797903001:\\ \;\;\;\;\frac{s}{x \cdot x}\\ \mathbf{elif}\;x \leq 0.05999999865889549:\\ \;\;\;\;\frac{0.25}{s}\\ \mathbf{else}:\\ \;\;\;\;\frac{s}{x} \cdot \frac{1}{x}\\ \end{array} \]

Alternative 8
Error	11.8
Cost	296

\[\begin{array}{l} t_0 := \frac{s}{x \cdot x}\\ \mathbf{if}\;x \leq -0.0007999999797903001:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 0.05999999865889549:\\ \;\;\;\;\frac{0.25}{s}\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 9
Error	23.1
Cost	96

\[\frac{0.25}{s} \]

Alternative 10
Error	29.3
Cost	32

\[1 \]

Reproduce

herbie shell --seed 2022290 
(FPCore (x s)
  :name "Logistic distribution"
  :precision binary32
  :pre (and (<= 0.0 s) (<= s 1.0651631))
  (/ (exp (/ (- (fabs x)) s)) (* (* s (+ 1.0 (exp (/ (- (fabs x)) s)))) (+ 1.0 (exp (/ (- (fabs x)) s))))))