Expression 4, p15

Average Error: 0.0 → 0.0

Time: 5.3s

Precision: binary64

Cost: 704

\[\left(5 \leq a \land a \leq 10\right) \land \left(0 \leq b \land b \leq 0.001\right)\]

Math

\[\left(a + b\right) \cdot \left(a + b\right) \]

↓

\[\left(a + b\right) \cdot b + \left(a + b\right) \cdot a \]

FPCore

(FPCore (a b) :precision binary64 (* (+ a b) (+ a b)))

↓

(FPCore (a b) :precision binary64 (+ (* (+ a b) b) (* (+ a b) a)))

C

double code(double a, double b) {
	return (a + b) * (a + b);
}

↓

double code(double a, double b) {
	return ((a + b) * b) + ((a + b) * a);
}

Fortran

real(8) function code(a, b)
    real(8), intent (in) :: a
    real(8), intent (in) :: b
    code = (a + b) * (a + b)
end function

↓

real(8) function code(a, b)
    real(8), intent (in) :: a
    real(8), intent (in) :: b
    code = ((a + b) * b) + ((a + b) * a)
end function

Java

public static double code(double a, double b) {
	return (a + b) * (a + b);
}

↓

public static double code(double a, double b) {
	return ((a + b) * b) + ((a + b) * a);
}

Python

def code(a, b):
	return (a + b) * (a + b)

↓

def code(a, b):
	return ((a + b) * b) + ((a + b) * a)

Julia

function code(a, b)
	return Float64(Float64(a + b) * Float64(a + b))
end

↓

function code(a, b)
	return Float64(Float64(Float64(a + b) * b) + Float64(Float64(a + b) * a))
end

MATLAB

function tmp = code(a, b)
	tmp = (a + b) * (a + b);
end

↓

function tmp = code(a, b)
	tmp = ((a + b) * b) + ((a + b) * a);
end

Wolfram

code[a_, b_] := N[(N[(a + b), $MachinePrecision] * N[(a + b), $MachinePrecision]), $MachinePrecision]

↓

code[a_, b_] := N[(N[(N[(a + b), $MachinePrecision] * b), $MachinePrecision] + N[(N[(a + b), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]

Target

Original	0.0
Target	0.0
Herbie	0.0

\[\left(\left(b \cdot a + b \cdot b\right) + b \cdot a\right) + a \cdot a \]

Derivation

1. Initial program 0.0

   \[\left(a + b\right) \cdot \left(a + b\right) \]

2. Applied egg-rr 0.0

   \[\leadsto \color{blue}{\left(a + b\right) \cdot b + \left(a + b\right) \cdot a} \]

Alternatives

Alternative 1
Error	0.2
Cost	448

\[a \cdot \left(a + \left(b + b\right)\right) \]

Alternative 2
Error	0.0
Cost	448

\[\left(a + b\right) \cdot \left(a + b\right) \]

Alternative 3
Error	0.8
Cost	192

\[a \cdot a \]

Reproduce

herbie shell --seed 2023010 
(FPCore (a b)
  :name "Expression 4, p15"
  :precision binary64
  :pre (and (and (<= 5.0 a) (<= a 10.0)) (and (<= 0.0 b) (<= b 0.001)))

  :herbie-target
  (+ (+ (+ (* b a) (* b b)) (* b a)) (* a a))

  (* (+ a b) (+ a b)))