Average Error: 0.2 → 0.0
Time: 14.7s
Precision: 64
Internal Precision: 128
\[\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1\]
\[\left(4 \cdot \left(\left(b \cdot b\right) \cdot \left(3 + a\right) + \left(a \cdot a\right) \cdot \left(1 - a\right)\right) + \left(\left(2 \cdot \left({a}^{2} \cdot {b}^{2}\right) + {a}^{4}\right) + {b}^{4}\right)\right) - 1\]

Error

Bits error versus a

Bits error versus b

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

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. Taylor expanded around 0 0.0

    \[\leadsto \left(\color{blue}{\left({b}^{4} + \left(2 \cdot \left({a}^{2} \cdot {b}^{2}\right) + {a}^{4}\right)\right)} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1\]
  3. Final simplification0.0

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

Reproduce

herbie shell --seed 2019004 
(FPCore (a b)
  :name "Bouland and Aaronson, Equation (24)"
  (- (+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))) 1))

Details

Time bar (total: 14.4s)Debug log

sample292.0ms

Algorithm
intervals

simplify122.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

121.0ms
(- (+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))) 1)

prune8.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.2b

localize52.0ms

Local error

Found 4 expressions with local error:

0.4b
(pow (+ (* a a) (* b b)) 2)
0.2b
(* (* b b) (+ 3 a))
0.1b
(* (* a a) (- 1 a))
0.0b
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))

rewrite39.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

19.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
7.0ms
(* (* a a) (- 1 a))
7.0ms
(* (* b b) (+ 3 a))

series118.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

40.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
35.0ms
(* (* a a) (- 1 a))
24.0ms
(* (* b b) (+ 3 a))
19.0ms
(pow (+ (* a a) (* b b)) 2)

simplify3.1s

Counts
50 → 85
Calls

50 calls. Slowest were:

321.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
267.0ms
(- (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))
249.0ms
(* 4 (* (* b b) (+ 3 a)))

prune823.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.0b

localize34.0ms

Local error

Found 4 expressions with local error:

1.3b
(* (pow a 2) (pow b 2))
0.2b
(* (* b b) (+ 3 a))
0.1b
(* (* a a) (- 1 a))
0.0b
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))

rewrite33.0ms

Algorithm
rewrite-expression-head
Counts
4 → 81
Calls

4 calls. Slowest were:

12.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
7.0ms
(* (* a a) (- 1 a))
7.0ms
(* (* b b) (+ 3 a))

series110.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

40.0ms
(* (* a a) (- 1 a))
37.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
17.0ms
(* (* b b) (+ 3 a))
16.0ms
(* (pow a 2) (pow b 2))

simplify2.5s

Counts
56 → 93
Calls

56 calls. Slowest were:

331.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
199.0ms
(- (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))
170.0ms
(sqrt (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))

prune1.1s

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize14.0ms

Local error

Found 4 expressions with local error:

9.8b
(sqrt (+ (* a a) (* b b)))
0.4b
(* (+ (* a a) (* b b)) (pow (sqrt (+ (* a a) (* b b))) 2))
0.2b
(* (* b b) (+ 3 a))
0.1b
(* (* a a) (- 1 a))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 81
Calls

4 calls. Slowest were:

10.0ms
(* (+ (* a a) (* b b)) (pow (sqrt (+ (* a a) (* b b))) 2))
3.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))

series79.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

22.0ms
(* (* a a) (- 1 a))
22.0ms
(sqrt (+ (* a a) (* b b)))
19.0ms
(* (+ (* a a) (* b b)) (pow (sqrt (+ (* a a) (* b b))) 2))
17.0ms
(* (* b b) (+ 3 a))

simplify1.5s

Counts
58 → 93
Calls

58 calls. Slowest were:

542.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
237.0ms
(* (+ (pow (* a a) 3) (pow (* b b) 3)) (pow (sqrt (+ (* a a) (* b b))) 2))
82.0ms
(sqrt (- (* (* a a) (* a a)) (* (* b b) (* b b))))

prune811.0ms

Pruning

2 alts after pruning (0 fresh and 2 done)

Merged error: 0.0b

regimes72.0ms

Accuracy

0% (0.0b remaining)

Error of 0.0b against oracle of 0.0b and baseline of 0.0b

bsearch3.0ms

end0.0ms

sample3.4s

Algorithm
intervals