Average Error: 0.2 → 0.0
Time: 15.6s
Precision: 64
Internal Precision: 128
\[\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1\]
\[\left(4 \cdot \left(\left(b \cdot b\right) \cdot \left(3 + a\right) + \left(1 - a\right) \cdot \left(a \cdot a\right)\right) + (2 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot a\right)\right) + \left({b}^{4} + {a}^{4}\right))_*\right) - 1\]

Error

Bits error versus a

Bits error versus b

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. Simplified0.0

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

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

Reproduce

herbie shell --seed 2019008 +o rules:numerics
(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: 15.3s)Debug log

sample148.0ms

Algorithm
intervals

simplify133.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

133.0ms
(- (+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))) 1)

prune12.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.2b

localize46.0ms

Local error

Found 4 expressions with local error:

0.7b
(* (* b b) (+ 3 a))
0.3b
(pow (+ (* a a) (* b b)) 2)
0.1b
(* (* a a) (- 1 a))
0.0b
(+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))

rewrite36.0ms

Algorithm
rewrite-expression-head
Counts
4 → 82
Calls

4 calls. Slowest were:

20.0ms
(+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
8.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))

series125.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

63.0ms
(+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
24.0ms
(* (* a a) (- 1 a))
19.0ms
(pow (+ (* a a) (* b b)) 2)
18.0ms
(* (* b b) (+ 3 a))

simplify2.7s

Counts
48 → 94
Calls

48 calls. Slowest were:

514.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
353.0ms
(* 4 (* (* b b) (+ 3 a)))
319.0ms
(* (* (* b b) (+ 3 a)) 4)

prune1.1s

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.0b

localize28.0ms

Local error

Found 4 expressions with local error:

0.7b
(* (* b b) (+ 3 a))
0.1b
(* (* a b) (* a b))
0.1b
(* (* a a) (- 1 a))
0.0b
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))

rewrite22.0ms

Algorithm
rewrite-expression-head
Counts
4 → 83
Calls

4 calls. Slowest were:

11.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
4.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))

series124.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

46.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
40.0ms
(* (* a a) (- 1 a))
21.0ms
(* (* b b) (+ 3 a))
16.0ms
(* (* a b) (* a b))

simplify3.7s

Counts
51 → 95
Calls

51 calls. Slowest were:

444.0ms
(* (* (* (* a b) (* a b)) (* a b)) (* (* (* a b) (* a b)) (* a b)))
419.0ms
(* (+ (* 1 1) (+ (* a a) (* 1 a))) (+ (* 3 3) (- (* a a) (* 3 a))))
308.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))

prune1.1s

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize18.0ms

Local error

Found 4 expressions with local error:

7.6b
(sqrt (+ (* a a) (* b b)))
0.7b
(* (* b b) (+ 3 a))
0.2b
(fma (fma b b (* a a)) (pow (sqrt (+ (* a a) (* b b))) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
0.1b
(* (* a a) (- 1 a))

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
4 → 71
Calls

4 calls. Slowest were:

4.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))
2.0ms
(sqrt (+ (* a a) (* b b)))

series131.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

72.0ms
(fma (fma b b (* a a)) (pow (sqrt (+ (* a a) (* b b))) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
23.0ms
(* (* a a) (- 1 a))
19.0ms
(sqrt (+ (* a a) (* b b)))
17.0ms
(* (* b b) (+ 3 a))

simplify1.0s

Counts
40 → 83
Calls

40 calls. Slowest were:

303.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
114.0ms
(sqrt (- (* (* a a) (* a a)) (* (* b b) (* b b))))
111.0ms
(+ (* 4 (pow a 2)) (+ (* 12 (pow b 2)) (* 4 (* a (pow b 2)))))

prune1.1s

Pruning

2 alts after pruning (0 fresh and 2 done)

Merged error: 0.0b

regimes50.0ms

Accuracy

0% (0.0b remaining)

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

bsearch3.0ms

end0.0ms

sample3.6s

Algorithm
intervals