Average Error: 0.2 → 0.0
Time: 19.4s
Precision: 64
Internal Precision: 128
\[\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1\]
\[\left(4 \cdot \left(\left(b \cdot b\right) \cdot \left(3 + a\right) + \left(1 - a\right) \cdot \left(a \cdot a\right)\right) + (\left(\left(a \cdot b\right) \cdot \left(a \cdot b\right)\right) \cdot 2 + \left({a}^{4} + {b}^{4}\right))_*\right) - 1\]

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 inf 0.0

    \[\leadsto \left(\color{blue}{\left({b}^{4} + \left({a}^{4} + 2 \cdot \left({a}^{2} \cdot {b}^{2}\right)\right)\right)} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1\]
  3. Simplified0.0

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

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

Reproduce

herbie shell --seed 2019004 +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: 19.1s)Debug log

sample216.0ms

Algorithm
intervals

simplify144.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

144.0ms
(- (+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))) 1)

prune10.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.2b

localize39.0ms

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))))

rewrite40.0ms

Algorithm
rewrite-expression-head
Counts
4 → 81
Calls

4 calls. Slowest were:

20.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
7.0ms
(* (* a a) (- 1 a))
7.0ms
(* (* b b) (+ 3 a))

series138.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

47.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
40.0ms
(* (* a a) (- 1 a))
26.0ms
(pow (+ (* a a) (* b b)) 2)
24.0ms
(* (* b b) (+ 3 a))

simplify4.8s

Counts
50 → 93
Calls

50 calls. Slowest were:

712.0ms
(* (+ (* 1 1) (+ (* a a) (* 1 a))) (+ (* 3 3) (- (* a a) (* 3 a))))
435.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
339.0ms
(* (* (* b b) (+ 3 a)) 4)

prune1.4s

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.0b

localize27.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (* b b) (+ 3 a))
0.2b
(* (* 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:

10.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
4.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))

series113.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

35.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
32.0ms
(* (* b b) (+ 3 a))
25.0ms
(* (* a a) (- 1 a))
21.0ms
(* (* a b) (* a b))

simplify3.8s

Counts
51 → 95
Calls

51 calls. Slowest were:

500.0ms
(* (* (* (* a b) (* a b)) (* a b)) (* (* (* a b) (* a b)) (* a b)))
413.0ms
(* (+ (* 1 1) (+ (* a a) (* 1 a))) (+ (* 3 3) (- (* a a) (* 3 a))))
318.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))

prune1.2s

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize25.0ms

Local error

Found 4 expressions with local error:

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

rewrite19.0ms

Algorithm
rewrite-expression-head
Counts
4 → 88
Calls

4 calls. Slowest were:

8.0ms
(* (fma b b (* a a)) (pow (sqrt (+ (* a a) (* b b))) 2))
4.0ms
(* (* a a) (- 1 a))
4.0ms
(* (* b b) (+ 3 a))

series91.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

32.0ms
(* (fma b b (* a a)) (pow (sqrt (+ (* a a) (* b b))) 2))
22.0ms
(* (* a a) (- 1 a))
19.0ms
(sqrt (+ (* a a) (* b b)))
19.0ms
(* (* b b) (+ 3 a))

simplify1.6s

Counts
56 → 100
Calls

56 calls. Slowest were:

432.0ms
(* (* (* (fma b b (* a a)) (fma b b (* a a))) (fma b b (* a a))) (* (* (pow (sqrt (+ (* a a) (* b b))) 2) (pow (sqrt (+ (* a a) (* b b))) 2)) (pow (sqrt (+ (* a a) (* b b))) 2)))
313.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
116.0ms
(sqrt (- (* (* a a) (* a a)) (* (* b b) (* b b))))

prune1.1s

Pruning

2 alts after pruning (0 fresh and 2 done)

Merged error: 0.0b

regimes58.0ms

Accuracy

0% (0.0b remaining)

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

bsearch3.0ms

end0.0ms

sample4.3s

Algorithm
intervals