Average Error: 0.2 → 0.0
Time: 18.8s
Precision: 64
Internal Precision: 128
\[\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1\]
\[\left(\left(\left(b \cdot b\right) \cdot \left(3 + a\right) + \left(a \cdot a\right) \cdot \left(1 - a\right)\right) \cdot 4 + (\left(e^{\log \left(\left(a \cdot b\right) \cdot \left(a \cdot b\right)\right)}\right) \cdot 2 + \left({b}^{4} + {a}^{4}\right))_*\right) - 1\]

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 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. Using strategy rm
  5. Applied add-exp-log0.0

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

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

Reproduce

herbie shell --seed 2019005 +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: 18.5s)Debug log

sample194.0ms

Algorithm
intervals

simplify131.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

131.0ms
(- (+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))) 1)

prune7.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.2b

localize33.0ms

Local error

Found 4 expressions with local error:

1.1b
(* (* b b) (+ 3 a))
0.4b
(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)))))

rewrite35.0ms

Algorithm
rewrite-expression-head
Counts
4 → 82
Calls

4 calls. Slowest were:

25.0ms
(+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
4.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))

series160.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

84.0ms
(+ (pow (+ (* a a) (* b b)) 2) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
28.0ms
(* (* b b) (+ 3 a))
26.0ms
(pow (+ (* a a) (* b b)) 2)
22.0ms
(* (* a a) (- 1 a))

simplify2.1s

Counts
48 → 94
Calls

48 calls. Slowest were:

297.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
221.0ms
(* (* (* b b) (+ 3 a)) 4)
216.0ms
(- (+ (* 4 (pow a 2)) (* 12 (pow b 2))) (* 4 (pow a 3)))

prune813.0ms

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.0b

localize22.0ms

Local error

Found 4 expressions with local error:

1.1b
(* (* b b) (+ 3 a))
0.2b
(* (* a b) (* a b))
0.1b
(* (* a a) (- 1 a))
0.0b
(+ (fma (* (* a b) (* a b)) 2 (+ (pow b 4) (pow a 4))) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 81
Calls

4 calls. Slowest were:

4.0ms
(+ (fma (* (* a b) (* a b)) 2 (+ (pow b 4) (pow a 4))) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
4.0ms
(* (* a a) (- 1 a))
3.0ms
(* (* b b) (+ 3 a))

series118.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

58.0ms
(+ (fma (* (* a b) (* a b)) 2 (+ (pow b 4) (pow a 4))) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
22.0ms
(* (* a a) (- 1 a))
21.0ms
(* (* b b) (+ 3 a))
16.0ms
(* (* a b) (* a b))

simplify2.6s

Counts
46 → 93
Calls

46 calls. Slowest were:

514.0ms
(* (* (* (* a b) (* a b)) (* a b)) (* (* (* a b) (* a b)) (* a b)))
321.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
309.0ms
(- (+ (* 4 (pow a 2)) (* 12 (pow b 2))) (* 4 (pow a 3)))

prune1.2s

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.0b

localize22.0ms

Local error

Found 4 expressions with local error:

38.3b
(log (* (* a b) (* a b)))
2.1b
(exp (log (* (* a b) (* a b))))
1.1b
(* (* b b) (+ 3 a))
0.2b
(* (* a b) (* a b))

rewrite31.0ms

Algorithm
rewrite-expression-head
Counts
4 → 75
Calls

4 calls. Slowest were:

11.0ms
(exp (log (* (* a b) (* a b))))
7.0ms
(log (* (* a b) (* a b)))
6.0ms
(* (* a b) (* a b))

series106.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

54.0ms
(log (* (* a b) (* a b)))
19.0ms
(* (* b b) (+ 3 a))
17.0ms
(* (* a b) (* a b))
16.0ms
(exp (log (* (* a b) (* a b))))

simplify1.1s

Counts
43 → 87
Calls

43 calls. Slowest were:

403.0ms
(* (* (* (* a b) (* a b)) (* a b)) (* (* (* a b) (* a b)) (* a b)))
211.0ms
(- (+ (* 2 (log (/ -1 a))) (* 2 (log (/ -1 b)))))
114.0ms
(- (+ (* 2 (log (/ 1 b))) (* 2 (log (/ 1 a)))))

prune1.4s

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.0b

localize20.0ms

Local error

Found 4 expressions with local error:

1.1b
(* (* b b) (+ 3 a))
0.2b
(fma (fma b b (* a a)) (+ (* a a) (* b b)) (* 4 (+ (* (* a a) (- 1 a)) (* (* 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 → 75
Calls

4 calls. Slowest were:

24.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
7.0ms
(* (* a a) (- 1 a))
6.0ms
(* (* b b) (+ 3 a))

series181.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

88.0ms
(fma (fma b b (* a a)) (+ (* a a) (* b b)) (* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a)))))
35.0ms
(* (* a a) (- 1 a))
30.0ms
(* 4 (+ (* (* a a) (- 1 a)) (* (* b b) (+ 3 a))))
28.0ms
(* (* b b) (+ 3 a))

simplify3.6s

Counts
45 → 87
Calls

45 calls. Slowest were:

460.0ms
(* (+ (* 1 1) (+ (* a a) (* 1 a))) (+ (* 3 3) (- (* a a) (* 3 a))))
332.0ms
(* (* (* (* a a) (* a a)) (* a a)) (* (* (- 1 a) (- 1 a)) (- 1 a)))
312.0ms
(* (+ 1 a) (+ (* 3 3) (- (* a a) (* 3 a))))

prune748.0ms

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.0b

regimes62.0ms

Accuracy

0% (0.0b remaining)

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

bsearch3.0ms

end0.0ms

sample3.8s

Algorithm
intervals