Bouland and Aaronson, Equation (24)

Average Error: 0.2 → 0.0

Time: 9.3s

Precision: binary64

Cost: 27008

Math

\[\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1 \]

↓

\[\left(\left({\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + -1\right) + 4 \cdot \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right)\right) + {a}^{3} \cdot -4 \]

FPCore

(FPCore (a b)
 :precision binary64
 (-
  (+
   (pow (+ (* a a) (* b b)) 2.0)
   (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))
  1.0))

↓

(FPCore (a b)
 :precision binary64
 (+
  (+ (+ (pow (hypot a b) 4.0) -1.0) (* 4.0 (fma (* b b) (+ a 3.0) (* a a))))
  (* (pow a 3.0) -4.0)))

C

double code(double a, double b) {
	return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}

↓

double code(double a, double b) {
	return ((pow(hypot(a, b), 4.0) + -1.0) + (4.0 * fma((b * b), (a + 3.0), (a * a)))) + (pow(a, 3.0) * -4.0);
}

Julia

function code(a, b)
	return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0)
end

↓

function code(a, b)
	return Float64(Float64(Float64((hypot(a, b) ^ 4.0) + -1.0) + Float64(4.0 * fma(Float64(b * b), Float64(a + 3.0), Float64(a * a)))) + Float64((a ^ 3.0) * -4.0))
end

Wolfram

code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]

↓

code[a_, b_] := N[(N[(N[(N[Power[N[Sqrt[a ^ 2 + b ^ 2], $MachinePrecision], 4.0], $MachinePrecision] + -1.0), $MachinePrecision] + N[(4.0 * N[(N[(b * b), $MachinePrecision] * N[(a + 3.0), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Power[a, 3.0], $MachinePrecision] * -4.0), $MachinePrecision]), $MachinePrecision]

Derivation

1. Initial program 0.2

   \[\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1 \]

2. Simplified 0.0

   \[\leadsto \color{blue}{\mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, {\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + -1\right)} \]
   Proof

   [Start] 0.2	\[ \left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1 \]
   associate--l+ [=>] 0.2	\[ \color{blue}{{\left(a \cdot a + b \cdot b\right)}^{2} + \left(4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right) - 1\right)} \]
   +-commutative [=>] 0.2	\[ \color{blue}{\left(4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right) - 1\right) + {\left(a \cdot a + b \cdot b\right)}^{2}} \]
   associate-+l- [=>] 0.2	\[ \color{blue}{4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right) - \left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)} \]
   fma-neg [=>] 0.2	\[ \color{blue}{\mathsf{fma}\left(4, \left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right), -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right)} \]
   +-commutative [=>] 0.2	\[ \mathsf{fma}\left(4, \color{blue}{\left(b \cdot b\right) \cdot \left(3 + a\right) + \left(a \cdot a\right) \cdot \left(1 - a\right)}, -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   distribute-rgt-out-- [<=] 0.2	\[ \mathsf{fma}\left(4, \left(b \cdot b\right) \cdot \left(3 + a\right) + \color{blue}{\left(1 \cdot \left(a \cdot a\right) - a \cdot \left(a \cdot a\right)\right)}, -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   *-lft-identity [=>] 0.2	\[ \mathsf{fma}\left(4, \left(b \cdot b\right) \cdot \left(3 + a\right) + \left(\color{blue}{a \cdot a} - a \cdot \left(a \cdot a\right)\right), -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   associate-+r- [=>] 0.2	\[ \mathsf{fma}\left(4, \color{blue}{\left(\left(b \cdot b\right) \cdot \left(3 + a\right) + a \cdot a\right) - a \cdot \left(a \cdot a\right)}, -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   fma-def [=>] 0.2	\[ \mathsf{fma}\left(4, \color{blue}{\mathsf{fma}\left(b \cdot b, 3 + a, a \cdot a\right)} - a \cdot \left(a \cdot a\right), -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   +-commutative [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, \color{blue}{a + 3}, a \cdot a\right) - a \cdot \left(a \cdot a\right), -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   cube-unmult [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - \color{blue}{{a}^{3}}, -\left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)\right) \]
   neg-sub0 [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{0 - \left(1 - {\left(a \cdot a + b \cdot b\right)}^{2}\right)}\right) \]
   associate--r- [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{\left(0 - 1\right) + {\left(a \cdot a + b \cdot b\right)}^{2}}\right) \]
   metadata-eval [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{-1} + {\left(a \cdot a + b \cdot b\right)}^{2}\right) \]
   metadata-eval [<=] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{\left(-1\right)} + {\left(a \cdot a + b \cdot b\right)}^{2}\right) \]
   +-commutative [<=] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{{\left(a \cdot a + b \cdot b\right)}^{2} + \left(-1\right)}\right) \]
   unpow2 [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{\left(a \cdot a + b \cdot b\right) \cdot \left(a \cdot a + b \cdot b\right)} + \left(-1\right)\right) \]
   unpow1 [<=] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{{\left(a \cdot a + b \cdot b\right)}^{1}} \cdot \left(a \cdot a + b \cdot b\right) + \left(-1\right)\right) \]
   sqr-pow [=>] 0.2	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{\left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot {\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)}\right)} \cdot \left(a \cdot a + b \cdot b\right) + \left(-1\right)\right) \]
   associate-*l* [=>] 0.1	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{{\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot \left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot \left(a \cdot a + b \cdot b\right)\right)} + \left(-1\right)\right) \]
   *-commutative [=>] 0.1	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{\left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot \left(a \cdot a + b \cdot b\right)\right) \cdot {\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)}} + \left(-1\right)\right) \]
   unpow1 [<=] 0.1	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot \color{blue}{{\left(a \cdot a + b \cdot b\right)}^{1}}\right) \cdot {\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} + \left(-1\right)\right) \]
   sqr-pow [=>] 0.1	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot \color{blue}{\left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} \cdot {\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)}\right)}\right) \cdot {\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} + \left(-1\right)\right) \]
   cube-unmult [=>] 0.1	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{{\left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)}\right)}^{3}} \cdot {\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)} + \left(-1\right)\right) \]
   pow-plus [=>] 0.0	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, \color{blue}{{\left({\left(a \cdot a + b \cdot b\right)}^{\left(\frac{1}{2}\right)}\right)}^{\left(3 + 1\right)}} + \left(-1\right)\right) \]
   metadata-eval [=>] 0.0	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, {\left({\left(a \cdot a + b \cdot b\right)}^{\color{blue}{0.5}}\right)}^{\left(3 + 1\right)} + \left(-1\right)\right) \]
   unpow1/2 [=>] 0.0	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, {\color{blue}{\left(\sqrt{a \cdot a + b \cdot b}\right)}}^{\left(3 + 1\right)} + \left(-1\right)\right) \]
   hypot-def [=>] 0.0	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, {\color{blue}{\left(\mathsf{hypot}\left(a, b\right)\right)}}^{\left(3 + 1\right)} + \left(-1\right)\right) \]
   metadata-eval [=>] 0.0	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, {\left(\mathsf{hypot}\left(a, b\right)\right)}^{\color{blue}{4}} + \left(-1\right)\right) \]
   metadata-eval [=>] 0.0	\[ \mathsf{fma}\left(4, \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) - {a}^{3}, {\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + \color{blue}{-1}\right) \]

3. Applied egg-rr 0.0

   \[\leadsto \color{blue}{\left(\left({\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + -1\right) + \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right) \cdot 4\right) + \left(-{a}^{3}\right) \cdot 4} \]

4. Final simplification 0.0

   \[\leadsto \left(\left({\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + -1\right) + 4 \cdot \mathsf{fma}\left(b \cdot b, a + 3, a \cdot a\right)\right) + {a}^{3} \cdot -4 \]

Alternatives

Alternative 1
Error	0.2
Cost	8196

\[\begin{array}{l} t_0 := {\left(b \cdot b + a \cdot a\right)}^{2}\\ \mathbf{if}\;a \leq -5 \cdot 10^{-8}:\\ \;\;\;\;-1 + \left(t_0 + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + a \cdot \left(b \cdot b\right)\right)\right)\\ \mathbf{elif}\;a \leq 3.9 \cdot 10^{-9}:\\ \;\;\;\;-1 + \left({b}^{4} + \left(b \cdot b\right) \cdot 12\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(t_0 + \left(1 - a\right) \cdot \left(4 \cdot \left(a \cdot a\right)\right)\right)\\ \end{array} \]

Alternative 2
Error	0.2
Cost	8192

\[-1 + \left({\left(b \cdot b + a \cdot a\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(a + 3\right)\right)\right) \]

Alternative 3
Error	0.2
Cost	8068

\[\begin{array}{l} \mathbf{if}\;b \cdot b \leq 3 \cdot 10^{-12}:\\ \;\;\;\;-1 + \left(4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(a + 3\right)\right) + {a}^{4}\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({\left(b \cdot b + a \cdot a\right)}^{2} + \left(b \cdot b\right) \cdot 12\right)\\ \end{array} \]

Alternative 4
Error	0.2
Cost	7689

\[\begin{array}{l} \mathbf{if}\;b \leq -3.4 \cdot 10^{-9} \lor \neg \left(b \leq 1.62 \cdot 10^{-6}\right):\\ \;\;\;\;-1 + \left({\left(b \cdot b + a \cdot a\right)}^{2} + \left(b \cdot b\right) \cdot 12\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(1 - a\right) \cdot \left(4 \cdot \left(a \cdot a\right)\right) + {a}^{4}\right)\\ \end{array} \]

Alternative 5
Error	1.2
Cost	7680

\[-1 + \left({\left(b \cdot b + a \cdot a\right)}^{2} + \left(1 - a\right) \cdot \left(4 \cdot \left(a \cdot a\right)\right)\right) \]

Alternative 6
Error	1.8
Cost	7561

\[\begin{array}{l} \mathbf{if}\;a \leq -2.7 \cdot 10^{-6} \lor \neg \left(a \leq 0.0003\right):\\ \;\;\;\;-1 + \left(a \cdot \left(a \cdot 4\right) + {a}^{3} \cdot \left(a + -4\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({b}^{4} + \left(b \cdot b\right) \cdot 12\right)\\ \end{array} \]

Alternative 7
Error	1.7
Cost	7561

\[\begin{array}{l} \mathbf{if}\;a \leq -1.2 \cdot 10^{-5} \lor \neg \left(a \leq 2.8 \cdot 10^{-6}\right):\\ \;\;\;\;-1 + \left(\left(1 - a\right) \cdot \left(4 \cdot \left(a \cdot a\right)\right) + {a}^{4}\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({b}^{4} + \left(b \cdot b\right) \cdot 12\right)\\ \end{array} \]

Alternative 8
Error	1.8
Cost	7305

\[\begin{array}{l} \mathbf{if}\;a \leq -1 \cdot 10^{-5} \lor \neg \left(a \leq 4.6 \cdot 10^{-7}\right):\\ \;\;\;\;-1 + \left(a \cdot a\right) \cdot \left(4 + a \cdot \left(a + -4\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({b}^{4} + \left(b \cdot b\right) \cdot 12\right)\\ \end{array} \]

Alternative 9
Error	1.9
Cost	1225

\[\begin{array}{l} \mathbf{if}\;a \leq -4 \cdot 10^{-5} \lor \neg \left(a \leq 1.22 \cdot 10^{-5}\right):\\ \;\;\;\;-1 + \left(a \cdot a\right) \cdot \left(4 + a \cdot \left(a + -4\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot 12 + \left(b \cdot b\right) \cdot \left(b \cdot b\right)\right)\\ \end{array} \]

Alternative 10
Error	1.9
Cost	1097

\[\begin{array}{l} \mathbf{if}\;a \leq -2.15 \cdot 10^{-5} \lor \neg \left(a \leq 1.1 \cdot 10^{-6}\right):\\ \;\;\;\;-1 + \left(a \cdot a\right) \cdot \left(4 + a \cdot \left(a + -4\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + 12\right)\\ \end{array} \]

Alternative 11
Error	11.9
Cost	704

\[-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + 12\right) \]

Alternative 12
Error	22.7
Cost	448

\[-1 + \left(b \cdot b\right) \cdot 12 \]

Alternative 13
Error	23.7
Cost	64

\[-1 \]

Reproduce

herbie shell --seed 2023012 
(FPCore (a b)
  :name "Bouland and Aaronson, Equation (24)"
  :precision binary64
  (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))