Bouland and Aaronson, Equation (25)

Average Error: 0.2 → 0.0

Time: 11.5s

Precision: binary64

Cost: 39488

Math

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

↓

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

FPCore

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

↓

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

C

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

↓

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

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(1.0 - Float64(3.0 * a)))))) - 1.0)
end

↓

function code(a, b)
	return Float64((hypot(a, b) ^ 4.0) + fma(4.0, fma(a, fma(a, a, a), Float64(b * Float64(b * fma(a, -3.0, 1.0)))), -1.0))
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[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]

↓

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

Derivation

1. Initial program 0.2

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

2. Simplified 0.0

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

   [Start] 0.2	\[ \left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1 \]
   associate--l+ [=>] 0.2	\[ \color{blue}{{\left(a \cdot a + b \cdot b\right)}^{2} + \left(4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right) - 1\right)} \]

3. Final simplification 0.0

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

Alternatives

Alternative 1
Error	0.2
Cost	14912

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

Alternative 2
Error	0.2
Cost	8320

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

Alternative 3
Error	0.2
Cost	7936

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

Alternative 4
Error	1.5
Cost	7689

\[\begin{array}{l} \mathbf{if}\;b \leq -6 \cdot 10^{-7} \lor \neg \left(b \leq 0.015\right):\\ \;\;\;\;-1 + \left({b}^{4} + \left(b \cdot b\right) \cdot \left(4 + 2 \cdot \left(a \cdot a\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({a}^{4} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right)\right)\right)\\ \end{array} \]

Alternative 5
Error	0.2
Cost	7684

\[\begin{array}{l} \mathbf{if}\;b \cdot b \leq 4 \cdot 10^{-21}:\\ \;\;\;\;-1 + \left({a}^{4} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({\left(a \cdot a + b \cdot b\right)}^{2} + b \cdot \left(b \cdot 4\right)\right)\\ \end{array} \]

Alternative 6
Error	1.6
Cost	7561

\[\begin{array}{l} \mathbf{if}\;b \leq -2.5 \cdot 10^{-7} \lor \neg \left(b \leq 0.015\right):\\ \;\;\;\;-1 + \left({b}^{4} + \left(b \cdot b\right) \cdot \left(4 + a \cdot -12\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left({a}^{4} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right)\right)\right)\\ \end{array} \]

Alternative 7
Error	1.7
Cost	7560

\[\begin{array}{l} \mathbf{if}\;b \leq -8 \cdot 10^{-7}:\\ \;\;\;\;-1 + \left({b}^{4} + 4 \cdot \left(b \cdot b\right)\right)\\ \mathbf{elif}\;b \leq 0.015:\\ \;\;\;\;-1 + \left({a}^{4} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot \left(a \cdot -12\right) + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\right)\\ \end{array} \]

Alternative 8
Error	2.7
Cost	7176

\[\begin{array}{l} \mathbf{if}\;b \leq -7.8 \cdot 10^{-7}:\\ \;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + \left(4 + a \cdot -12\right)\right)\\ \mathbf{elif}\;b \leq 0.015:\\ \;\;\;\;-1 + {a}^{3} \cdot \left(a + 4\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot \left(a \cdot -12\right) + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\right)\\ \end{array} \]

Alternative 9
Error	2.7
Cost	7176

\[\begin{array}{l} \mathbf{if}\;b \leq -1.28 \cdot 10^{-6}:\\ \;\;\;\;-1 + \left({b}^{4} + 4 \cdot \left(b \cdot b\right)\right)\\ \mathbf{elif}\;b \leq 0.0175:\\ \;\;\;\;-1 + {a}^{3} \cdot \left(a + 4\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot \left(a \cdot -12\right) + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\right)\\ \end{array} \]

Alternative 10
Error	3.2
Cost	6920

\[\begin{array}{l} \mathbf{if}\;b \leq -5.3 \cdot 10^{-7}:\\ \;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + \left(4 + a \cdot -12\right)\right)\\ \mathbf{elif}\;b \leq 0.015:\\ \;\;\;\;-1 + {a}^{4}\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot \left(a \cdot -12\right) + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\right)\\ \end{array} \]

Alternative 11
Error	3.5
Cost	6793

\[\begin{array}{l} \mathbf{if}\;a \leq -3 \cdot 10^{+17} \lor \neg \left(a \leq 3600\right):\\ \;\;\;\;{a}^{4}\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot \left(a \cdot -12\right) + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\right)\\ \end{array} \]

Alternative 12
Error	3.6
Cost	1481

\[\begin{array}{l} \mathbf{if}\;a \leq -3 \cdot 10^{+17} \lor \neg \left(a \leq 1850\right):\\ \;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(\left(b \cdot b\right) \cdot \left(a \cdot -12\right) + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\right)\\ \end{array} \]

Alternative 13
Error	3.6
Cost	1225

\[\begin{array}{l} \mathbf{if}\;a \leq -3 \cdot 10^{+17} \lor \neg \left(a \leq 4500\right):\\ \;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + \left(4 + a \cdot -12\right)\right)\\ \end{array} \]

Alternative 14
Error	3.6
Cost	969

\[\begin{array}{l} \mathbf{if}\;a \leq -3 \cdot 10^{+17} \lor \neg \left(a \leq 4500\right):\\ \;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(4 + b \cdot b\right)\\ \end{array} \]

Alternative 15
Error	13.3
Cost	841

\[\begin{array}{l} \mathbf{if}\;a \leq -2.4 \lor \neg \left(a \leq 0.41\right):\\ \;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + a \cdot \left(\left(b \cdot b\right) \cdot -12\right)\\ \end{array} \]

Alternative 16
Error	4.6
Cost	841

\[\begin{array}{l} \mathbf{if}\;a \leq -3 \cdot 10^{+17} \lor \neg \left(a \leq 2100\right):\\ \;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\ \mathbf{else}:\\ \;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b\right)\\ \end{array} \]

Alternative 17
Error	13.3
Cost	713

\[\begin{array}{l} \mathbf{if}\;a \leq -2.4 \lor \neg \left(a \leq 0.41\right):\\ \;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\ \mathbf{else}:\\ \;\;\;\;-1\\ \end{array} \]

Alternative 18
Error	23.8
Cost	64

\[-1 \]

Reproduce

herbie shell --seed 2023187 
(FPCore (a b)
  :name "Bouland and Aaronson, Equation (25)"
  :precision binary64
  (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))