
(FPCore (x) :precision binary32 (asinh x))
float code(float x) {
return asinhf(x);
}
function code(x) return asinh(x) end
function tmp = code(x) tmp = asinh(x); end
\begin{array}{l}
\\
\sinh^{-1} x
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 12 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary32 (copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))
float code(float x) {
return copysignf(logf((fabsf(x) + sqrtf(((x * x) + 1.0f)))), x);
}
function code(x) return copysign(log(Float32(abs(x) + sqrt(Float32(Float32(x * x) + Float32(1.0))))), x) end
function tmp = code(x) tmp = sign(x) * abs(log((abs(x) + sqrt(((x * x) + single(1.0)))))); end
\begin{array}{l}
\\
\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\end{array}
(FPCore (x)
:precision binary32
(let* ((t_0 (copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))
(t_1 (copysign (log (+ (fabs x) (hypot 1.0 x))) x)))
(if (<= t_0 -0.20000000298023224)
t_1
(if (<= t_0 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
t_1))))
float code(float x) {
float t_0 = copysignf(logf((fabsf(x) + sqrtf(((x * x) + 1.0f)))), x);
float t_1 = copysignf(logf((fabsf(x) + hypotf(1.0f, x))), x);
float tmp;
if (t_0 <= -0.20000000298023224f) {
tmp = t_1;
} else if (t_0 <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = t_1;
}
return tmp;
}
function code(x) t_0 = copysign(log(Float32(abs(x) + sqrt(Float32(Float32(x * x) + Float32(1.0))))), x) t_1 = copysign(log(Float32(abs(x) + hypot(Float32(1.0), x))), x) tmp = Float32(0.0) if (t_0 <= Float32(-0.20000000298023224)) tmp = t_1; elseif (t_0 <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = t_1; end return tmp end
function tmp_2 = code(x) t_0 = sign(x) * abs(log((abs(x) + sqrt(((x * x) + single(1.0)))))); t_1 = sign(x) * abs(log((abs(x) + hypot(single(1.0), x)))); tmp = single(0.0); if (t_0 <= single(-0.20000000298023224)) tmp = t_1; elseif (t_0 <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = t_1; end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)\\
t_1 := \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)\\
\mathbf{if}\;t\_0 \leq -0.20000000298023224:\\
\;\;\;\;t\_1\\
\mathbf{elif}\;t\_0 \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if (copysign.f32 (log.f32 (+.f32 (fabs.f32 x) (sqrt.f32 (+.f32 (*.f32 x x) #s(literal 1 binary32))))) x) < -0.200000003 or 0.200000003 < (copysign.f32 (log.f32 (+.f32 (fabs.f32 x) (sqrt.f32 (+.f32 (*.f32 x x) #s(literal 1 binary32))))) x) Initial program 58.1%
copysign-lowering-copysign.f32N/A
log-lowering-log.f32N/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
+-commutativeN/A
hypot-1-defN/A
hypot-lowering-hypot.f3299.9%
Simplified99.9%
if -0.200000003 < (copysign.f32 (log.f32 (+.f32 (fabs.f32 x) (sqrt.f32 (+.f32 (*.f32 x x) #s(literal 1 binary32))))) x) < 0.200000003Initial program 20.8%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3220.8%
Simplified20.8%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr13.1%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified100.0%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- (fabs x) x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign
(log
(+
(fabs x)
(* x (+ (+ (/ 0.5 (* x x)) 1.0) (/ -0.125 (* x (* x (* x x))))))))
x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf((fabsf(x) - x)), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((fabsf(x) + (x * (((0.5f / (x * x)) + 1.0f) + (-0.125f / (x * (x * (x * x)))))))), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(abs(x) - x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(abs(x) + Float32(x * Float32(Float32(Float32(Float32(0.5) / Float32(x * x)) + Float32(1.0)) + Float32(Float32(-0.125) / Float32(x * Float32(x * Float32(x * x)))))))), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log((abs(x) - x))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((abs(x) + (x * (((single(0.5) / (x * x)) + single(1.0)) + (single(-0.125) / (x * (x * (x * x))))))))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| - x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| + x \cdot \left(\left(\frac{0.5}{x \cdot x} + 1\right) + \frac{-0.125}{x \cdot \left(x \cdot \left(x \cdot x\right)\right)}\right)\right), x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3299.2%
Simplified99.2%
Taylor expanded in x around 0
sub-negN/A
mul-1-negN/A
copysign-lowering-copysign.f32N/A
log-lowering-log.f32N/A
mul-1-negN/A
sub-negN/A
--lowering--.f32N/A
fabs-lowering-fabs.f3299.2%
Simplified99.2%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
*-lowering-*.f32N/A
sub-negN/A
+-lowering-+.f32N/A
+-lowering-+.f32N/A
associate-*r/N/A
metadata-evalN/A
/-lowering-/.f32N/A
unpow2N/A
*-lowering-*.f32N/A
distribute-neg-fracN/A
metadata-evalN/A
pow-sqrN/A
metadata-evalN/A
/-lowering-/.f32N/A
unpow2N/A
associate-*l*N/A
unpow2N/A
cube-multN/A
*-lowering-*.f32N/A
cube-multN/A
unpow2N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3299.1%
Simplified99.1%
Final simplification99.4%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- (fabs x) x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log (+ (fabs x) (* x (+ (/ 0.5 (* x x)) 1.0)))) x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf((fabsf(x) - x)), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((fabsf(x) + (x * ((0.5f / (x * x)) + 1.0f)))), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(abs(x) - x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(abs(x) + Float32(x * Float32(Float32(Float32(0.5) / Float32(x * x)) + Float32(1.0))))), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log((abs(x) - x))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((abs(x) + (x * ((single(0.5) / (x * x)) + single(1.0)))))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| - x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| + x \cdot \left(\frac{0.5}{x \cdot x} + 1\right)\right), x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3299.2%
Simplified99.2%
Taylor expanded in x around 0
sub-negN/A
mul-1-negN/A
copysign-lowering-copysign.f32N/A
log-lowering-log.f32N/A
mul-1-negN/A
sub-negN/A
--lowering--.f32N/A
fabs-lowering-fabs.f3299.2%
Simplified99.2%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
*-lowering-*.f32N/A
+-lowering-+.f32N/A
associate-*r/N/A
metadata-evalN/A
/-lowering-/.f32N/A
unpow2N/A
*-lowering-*.f3298.5%
Simplified98.5%
Final simplification99.2%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- (fabs x) x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log (* x (+ (/ (- (fabs x) (/ -0.5 x)) x) 1.0))) x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf((fabsf(x) - x)), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((x * (((fabsf(x) - (-0.5f / x)) / x) + 1.0f))), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(abs(x) - x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(x * Float32(Float32(Float32(abs(x) - Float32(Float32(-0.5) / x)) / x) + Float32(1.0)))), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log((abs(x) - x))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((x * (((abs(x) - (single(-0.5) / x)) / x) + single(1.0))))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| - x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(x \cdot \left(\frac{\left|x\right| - \frac{-0.5}{x}}{x} + 1\right)\right), x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3299.2%
Simplified99.2%
Taylor expanded in x around 0
sub-negN/A
mul-1-negN/A
copysign-lowering-copysign.f32N/A
log-lowering-log.f32N/A
mul-1-negN/A
sub-negN/A
--lowering--.f32N/A
fabs-lowering-fabs.f3299.2%
Simplified99.2%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
*-lowering-*.f32N/A
associate-+r+N/A
metadata-evalN/A
associate-*r/N/A
+-commutativeN/A
+-lowering-+.f32N/A
/-lowering-/.f32N/A
fabs-lowering-fabs.f32N/A
+-lowering-+.f32N/A
associate-*r/N/A
metadata-evalN/A
/-lowering-/.f32N/A
unpow2N/A
*-lowering-*.f3298.4%
Simplified98.4%
Taylor expanded in x around -inf
mul-1-negN/A
distribute-rgt-neg-inN/A
*-lowering-*.f32N/A
sub-negN/A
mul-1-negN/A
distribute-neg-fracN/A
distribute-neg-outN/A
mul-1-negN/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-neg-inN/A
metadata-evalN/A
unsub-negN/A
--lowering--.f32N/A
Simplified98.4%
Final simplification99.2%
(FPCore (x)
:precision binary32
(let* ((t_0 (* x (* x x))))
(if (<= x -9999999827968.0)
(copysign (log (- x)) x)
(if (<= x -10.0)
(copysign (log (- (- x) (/ x (/ t_0 t_0)))) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log (+ x (fabs x))) x))))))
float code(float x) {
float t_0 = x * (x * x);
float tmp;
if (x <= -9999999827968.0f) {
tmp = copysignf(logf(-x), x);
} else if (x <= -10.0f) {
tmp = copysignf(logf((-x - (x / (t_0 / t_0)))), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((x + fabsf(x))), x);
}
return tmp;
}
function code(x) t_0 = Float32(x * Float32(x * x)) tmp = Float32(0.0) if (x <= Float32(-9999999827968.0)) tmp = copysign(log(Float32(-x)), x); elseif (x <= Float32(-10.0)) tmp = copysign(log(Float32(Float32(-x) - Float32(x / Float32(t_0 / t_0)))), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(x + abs(x))), x); end return tmp end
function tmp_2 = code(x) t_0 = x * (x * x); tmp = single(0.0); if (x <= single(-9999999827968.0)) tmp = sign(x) * abs(log(-x)); elseif (x <= single(-10.0)) tmp = sign(x) * abs(log((-x - (x / (t_0 / t_0))))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((x + abs(x)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -9999999827968:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(-x\right), x\right)\\
\mathbf{elif}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left(-x\right) - \frac{x}{\frac{t\_0}{t\_0}}\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(x + \left|x\right|\right), x\right)\\
\end{array}
\end{array}
if x < -9999999830000Initial program 28.3%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3246.4%
Simplified46.4%
if -9999999830000 < x < -10Initial program 99.9%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3298.0%
Simplified98.0%
copysign-lowering-copysign.f32N/A
Applied egg-rr98.0%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
Simplified96.9%
Final simplification92.5%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- (fabs x) x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log (+ x (fabs x))) x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf((fabsf(x) - x)), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((x + fabsf(x))), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(abs(x) - x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(x + abs(x))), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log((abs(x) - x))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((x + abs(x)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| - x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(x + \left|x\right|\right), x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3299.2%
Simplified99.2%
Taylor expanded in x around 0
sub-negN/A
mul-1-negN/A
copysign-lowering-copysign.f32N/A
log-lowering-log.f32N/A
mul-1-negN/A
sub-negN/A
--lowering--.f32N/A
fabs-lowering-fabs.f3299.2%
Simplified99.2%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
Simplified96.9%
Final simplification98.8%
(FPCore (x)
:precision binary32
(let* ((t_0 (* x (* x x))))
(if (<= x -9999999827968.0)
(copysign (log (- x)) x)
(if (<= x -10.0)
(copysign (log (- (- x) (/ x (/ t_0 t_0)))) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log (/ 0.5 x)) x))))))
float code(float x) {
float t_0 = x * (x * x);
float tmp;
if (x <= -9999999827968.0f) {
tmp = copysignf(logf(-x), x);
} else if (x <= -10.0f) {
tmp = copysignf(logf((-x - (x / (t_0 / t_0)))), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((0.5f / x)), x);
}
return tmp;
}
function code(x) t_0 = Float32(x * Float32(x * x)) tmp = Float32(0.0) if (x <= Float32(-9999999827968.0)) tmp = copysign(log(Float32(-x)), x); elseif (x <= Float32(-10.0)) tmp = copysign(log(Float32(Float32(-x) - Float32(x / Float32(t_0 / t_0)))), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(Float32(0.5) / x)), x); end return tmp end
function tmp_2 = code(x) t_0 = x * (x * x); tmp = single(0.0); if (x <= single(-9999999827968.0)) tmp = sign(x) * abs(log(-x)); elseif (x <= single(-10.0)) tmp = sign(x) * abs(log((-x - (x / (t_0 / t_0))))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((single(0.5) / x))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := x \cdot \left(x \cdot x\right)\\
\mathbf{if}\;x \leq -9999999827968:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(-x\right), x\right)\\
\mathbf{elif}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\left(-x\right) - \frac{x}{\frac{t\_0}{t\_0}}\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\frac{0.5}{x}\right), x\right)\\
\end{array}
\end{array}
if x < -9999999830000Initial program 28.3%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3246.4%
Simplified46.4%
if -9999999830000 < x < -10Initial program 99.9%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3298.0%
Simplified98.0%
copysign-lowering-copysign.f32N/A
Applied egg-rr98.0%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
*-lowering-*.f32N/A
associate-+r+N/A
metadata-evalN/A
associate-*r/N/A
+-commutativeN/A
+-lowering-+.f32N/A
/-lowering-/.f32N/A
fabs-lowering-fabs.f32N/A
+-lowering-+.f32N/A
associate-*r/N/A
metadata-evalN/A
/-lowering-/.f32N/A
unpow2N/A
*-lowering-*.f3298.4%
Simplified98.4%
Taylor expanded in x around 0
/-lowering-/.f3296.9%
Simplified96.9%
Final simplification92.5%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- 1.0 x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log (/ 0.5 x)) x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf((1.0f - x)), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf((0.5f / x)), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(Float32(1.0) - x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(Float32(Float32(0.5) / x)), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log((single(1.0) - x))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log((single(0.5) / x))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(1 - x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\frac{0.5}{x}\right), x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f327.9%
Simplified7.9%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr4.1%
Taylor expanded in x around 0
neg-mul-1N/A
unsub-negN/A
--lowering--.f3244.3%
Simplified44.3%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
*-lowering-*.f32N/A
associate-+r+N/A
metadata-evalN/A
associate-*r/N/A
+-commutativeN/A
+-lowering-+.f32N/A
/-lowering-/.f32N/A
fabs-lowering-fabs.f32N/A
+-lowering-+.f32N/A
associate-*r/N/A
metadata-evalN/A
/-lowering-/.f32N/A
unpow2N/A
*-lowering-*.f3298.4%
Simplified98.4%
Taylor expanded in x around 0
/-lowering-/.f3296.9%
Simplified96.9%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- 1.0 x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log x) x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf((1.0f - x)), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf(x), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(Float32(1.0) - x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(x), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log((single(1.0) - x))); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log(x)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(1 - x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log x, x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f327.9%
Simplified7.9%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr4.1%
Taylor expanded in x around 0
neg-mul-1N/A
unsub-negN/A
--lowering--.f3244.3%
Simplified44.3%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
mul-1-negN/A
log-recN/A
remove-double-negN/A
log-lowering-log.f3243.8%
Simplified43.8%
(FPCore (x)
:precision binary32
(if (<= x -10.0)
(copysign (log (- x)) x)
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log x) x))))
float code(float x) {
float tmp;
if (x <= -10.0f) {
tmp = copysignf(logf(-x), x);
} else if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf(x), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(-10.0)) tmp = copysign(log(Float32(-x)), x); elseif (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(x), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-10.0)) tmp = sign(x) * abs(log(-x)); elseif (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log(x)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(-x\right), x\right)\\
\mathbf{elif}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log x, x\right)\\
\end{array}
\end{array}
if x < -10Initial program 57.8%
Taylor expanded in x around -inf
mul-1-negN/A
neg-lowering-neg.f3244.3%
Simplified44.3%
if -10 < x < 0.200000003Initial program 22.0%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3221.6%
Simplified21.6%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr14.0%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified99.6%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
mul-1-negN/A
log-recN/A
remove-double-negN/A
log-lowering-log.f3243.8%
Simplified43.8%
(FPCore (x)
:precision binary32
(if (<= x 0.20000000298023224)
(copysign
(*
x
(+
-1.0
(*
(* x x)
(+
0.16666666666666666
(* x (* x (+ -0.075 (* (* x x) 0.044642857142857144))))))))
x)
(copysign (log x) x)))
float code(float x) {
float tmp;
if (x <= 0.20000000298023224f) {
tmp = copysignf((x * (-1.0f + ((x * x) * (0.16666666666666666f + (x * (x * (-0.075f + ((x * x) * 0.044642857142857144f)))))))), x);
} else {
tmp = copysignf(logf(x), x);
}
return tmp;
}
function code(x) tmp = Float32(0.0) if (x <= Float32(0.20000000298023224)) tmp = copysign(Float32(x * Float32(Float32(-1.0) + Float32(Float32(x * x) * Float32(Float32(0.16666666666666666) + Float32(x * Float32(x * Float32(Float32(-0.075) + Float32(Float32(x * x) * Float32(0.044642857142857144))))))))), x); else tmp = copysign(log(x), x); end return tmp end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(0.20000000298023224)) tmp = sign(x) * abs((x * (single(-1.0) + ((x * x) * (single(0.16666666666666666) + (x * (x * (single(-0.075) + ((x * x) * single(0.044642857142857144)))))))))); else tmp = sign(x) * abs(log(x)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 0.20000000298023224:\\
\;\;\;\;\mathsf{copysign}\left(x \cdot \left(-1 + \left(x \cdot x\right) \cdot \left(0.16666666666666666 + x \cdot \left(x \cdot \left(-0.075 + \left(x \cdot x\right) \cdot 0.044642857142857144\right)\right)\right)\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log x, x\right)\\
\end{array}
\end{array}
if x < 0.200000003Initial program 31.8%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3217.8%
Simplified17.8%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr11.3%
Taylor expanded in x around 0
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified74.1%
if 0.200000003 < x Initial program 57.2%
Taylor expanded in x around inf
mul-1-negN/A
log-recN/A
remove-double-negN/A
log-lowering-log.f3243.8%
Simplified43.8%
(FPCore (x) :precision binary32 (copysign (- x) x))
float code(float x) {
return copysignf(-x, x);
}
function code(x) return copysign(Float32(-x), x) end
function tmp = code(x) tmp = sign(x) * abs(-x); end
\begin{array}{l}
\\
\mathsf{copysign}\left(-x, x\right)
\end{array}
Initial program 38.7%
Taylor expanded in x around 0
associate-+r+N/A
+-lowering-+.f32N/A
+-commutativeN/A
+-lowering-+.f32N/A
fabs-lowering-fabs.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-commutativeN/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3215.7%
Simplified15.7%
+-commutativeN/A
flip-+N/A
/-lowering-/.f32N/A
metadata-evalN/A
sqr-absN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
--lowering--.f32N/A
*-rgt-identityN/A
metadata-evalN/A
metadata-evalN/A
pow-plusN/A
inv-powN/A
associate-*l*N/A
div-invN/A
*-commutativeN/A
clear-numN/A
un-div-invN/A
/-lowering-/.f32N/A
frac-2negN/A
neg-mul-1N/A
neg-mul-1N/A
times-fracN/A
metadata-evalN/A
Applied egg-rr9.9%
Taylor expanded in x around 0
neg-mul-1N/A
neg-lowering-neg.f3257.0%
Simplified57.0%
(FPCore (x) :precision binary32 (let* ((t_0 (/ 1.0 (fabs x)))) (copysign (log1p (+ (fabs x) (/ (fabs x) (+ (hypot 1.0 t_0) t_0)))) x)))
float code(float x) {
float t_0 = 1.0f / fabsf(x);
return copysignf(log1pf((fabsf(x) + (fabsf(x) / (hypotf(1.0f, t_0) + t_0)))), x);
}
function code(x) t_0 = Float32(Float32(1.0) / abs(x)) return copysign(log1p(Float32(abs(x) + Float32(abs(x) / Float32(hypot(Float32(1.0), t_0) + t_0)))), x) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\left|x\right|}\\
\mathsf{copysign}\left(\mathsf{log1p}\left(\left|x\right| + \frac{\left|x\right|}{\mathsf{hypot}\left(1, t\_0\right) + t\_0}\right), x\right)
\end{array}
\end{array}
herbie shell --seed 2024139
(FPCore (x)
:name "Rust f32::asinh"
:precision binary32
:alt
(! :herbie-platform default (let* ((ax (fabs x)) (ix (/ 1 ax))) (copysign (log1p (+ ax (/ ax (+ (hypot 1 ix) ix)))) x)))
(copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))