Average Error: 46.2 → 0.0
Time: 6.9s
Precision: 64
Internal Precision: 128
\[\frac{\frac{\left(i \cdot i\right) \cdot \left(i \cdot i\right)}{\left(2 \cdot i\right) \cdot \left(2 \cdot i\right)}}{\left(2 \cdot i\right) \cdot \left(2 \cdot i\right) - 1.0}\]
\[\begin{array}{l} \mathbf{if}\;i \le 901.6077917941473:\\ \;\;\;\;\frac{\frac{i}{4} \cdot i}{(\left(4 \cdot i\right) \cdot i + \left(-1.0\right))_*}\\ \mathbf{else}:\\ \;\;\;\;(\left(\frac{0.015625}{i}\right) \cdot \left(\frac{1}{i}\right) + \frac{1}{16})_* + \frac{0.00390625}{{i}^{4}}\\ \end{array}\]

Error

Bits error versus i

Derivation

  1. Split input into 2 regimes
  2. if i < 901.6077917941473

    1. Initial program 45.1

      \[\frac{\frac{\left(i \cdot i\right) \cdot \left(i \cdot i\right)}{\left(2 \cdot i\right) \cdot \left(2 \cdot i\right)}}{\left(2 \cdot i\right) \cdot \left(2 \cdot i\right) - 1.0}\]
    2. Simplified0.0

      \[\leadsto \color{blue}{\frac{i \cdot \frac{i}{4}}{(\left(i \cdot 4\right) \cdot i + \left(-1.0\right))_*}}\]

    if 901.6077917941473 < i

    1. Initial program 47.4

      \[\frac{\frac{\left(i \cdot i\right) \cdot \left(i \cdot i\right)}{\left(2 \cdot i\right) \cdot \left(2 \cdot i\right)}}{\left(2 \cdot i\right) \cdot \left(2 \cdot i\right) - 1.0}\]
    2. Simplified32.2

      \[\leadsto \color{blue}{\frac{i \cdot \frac{i}{4}}{(\left(i \cdot 4\right) \cdot i + \left(-1.0\right))_*}}\]
    3. Using strategy rm
    4. Applied associate-/l*32.2

      \[\leadsto \color{blue}{\frac{i}{\frac{(\left(i \cdot 4\right) \cdot i + \left(-1.0\right))_*}{\frac{i}{4}}}}\]
    5. Taylor expanded around inf 0.0

      \[\leadsto \color{blue}{0.015625 \cdot \frac{1}{{i}^{2}} + \left(\frac{1}{16} + 0.00390625 \cdot \frac{1}{{i}^{4}}\right)}\]
    6. Simplified0.0

      \[\leadsto \color{blue}{(\left(\frac{0.015625}{i}\right) \cdot \left(\frac{1}{i}\right) + \frac{1}{16})_* + \frac{0.00390625}{{i}^{4}}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;i \le 901.6077917941473:\\ \;\;\;\;\frac{\frac{i}{4} \cdot i}{(\left(4 \cdot i\right) \cdot i + \left(-1.0\right))_*}\\ \mathbf{else}:\\ \;\;\;\;(\left(\frac{0.015625}{i}\right) \cdot \left(\frac{1}{i}\right) + \frac{1}{16})_* + \frac{0.00390625}{{i}^{4}}\\ \end{array}\]

Reproduce

herbie shell --seed 2019007 +o rules:numerics
(FPCore (i)
  :name "Octave 3.8, jcobi/4, as called"
  :pre (and (> i 0))
  (/ (/ (* (* i i) (* i i)) (* (* 2 i) (* 2 i))) (- (* (* 2 i) (* 2 i)) 1.0)))

Details

Time bar (total: 6.6s)Debug log

sample76.0ms

Algorithm
intervals

simplify129.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

129.0ms
(/ (/ (* (* i i) (* i i)) (* (* 2 i) (* 2 i))) (- (* (* 2 i) (* 2 i)) 1.0))

prune19.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 18.2b

localize33.0ms

Local error

Found 1 expressions with local error:

18.2b
(/ (* i (/ i 4)) (fma (* i 4) i (- 1.0)))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
1 → 22
Calls

1 calls. Slowest were:

8.0ms
(/ (* i (/ i 4)) (fma (* i 4) i (- 1.0)))

series54.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

54.0ms
(/ (* i (/ i 4)) (fma (* i 4) i (- 1.0)))

simplify645.0ms

Counts
15 → 25
Calls

15 calls. Slowest were:

185.0ms
(- (+ (* 0.25 (pow i 2)) (+ (* 1.0 (pow i 4)) (* 4.0 (pow i 6)))))
110.0ms
(- (log (* i (/ i 4))) (log (fma (* i 4) i (- 1.0))))
93.0ms
(/ (* (* (* i (/ i 4)) (* i (/ i 4))) (* i (/ i 4))) (* (* (fma (* i 4) i (- 1.0)) (fma (* i 4) i (- 1.0))) (fma (* i 4) i (- 1.0))))

prune246.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0b

localize6.0ms

Local error

Found 2 expressions with local error:

17.0b
(/ (fma (* i 4) i (- 1.0)) (/ i 4))
0.6b
(/ i (/ (fma (* i 4) i (- 1.0)) (/ i 4)))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
2 → 64
Calls

2 calls. Slowest were:

4.0ms
(/ (fma (* i 4) i (- 1.0)) (/ i 4))
1.0ms
(/ i (/ (fma (* i 4) i (- 1.0)) (/ i 4)))

series118.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

81.0ms
(/ (fma (* i 4) i (- 1.0)) (/ i 4))
37.0ms
(/ i (/ (fma (* i 4) i (- 1.0)) (/ i 4)))

simplify1.9s

Counts
55 → 70
Calls

55 calls. Slowest were:

376.0ms
(/ (* (* (fma (* i 4) i (- 1.0)) (fma (* i 4) i (- 1.0))) (fma (* i 4) i (- 1.0))) (* (* (/ i 4) (/ i 4)) (/ i 4)))
165.0ms
(- (+ (* 0.25 (pow i 2)) (+ (* 1.0 (pow i 4)) (* 4.0 (pow i 6)))))
86.0ms
(/ (fma (* i 4) i (- 1.0)) (/ 1 4))

prune634.0ms

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0b

localize29.0ms

Local error

Found 3 expressions with local error:

0.2b
(fma (/ 0.015625 i) (/ 1 i) 1/16)
0.1b
(/ 0.00390625 (pow i 4))
0.0b
(+ (fma (/ 0.015625 i) (/ 1 i) 1/16) (/ 0.00390625 (pow i 4)))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
3 → 43
Calls

3 calls. Slowest were:

4.0ms
(+ (fma (/ 0.015625 i) (/ 1 i) 1/16) (/ 0.00390625 (pow i 4)))
1.0ms
(/ 0.00390625 (pow i 4))
0.0ms
(fma (/ 0.015625 i) (/ 1 i) 1/16)

series72.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

36.0ms
(fma (/ 0.015625 i) (/ 1 i) 1/16)
20.0ms
(+ (fma (/ 0.015625 i) (/ 1 i) 1/16) (/ 0.00390625 (pow i 4)))
16.0ms
(/ 0.00390625 (pow i 4))

simplify510.0ms

Counts
17 → 52
Calls

17 calls. Slowest were:

79.0ms
(+ (* 0.015625 (/ 1 (pow i 2))) (+ 1/16 (* 0.00390625 (/ 1 (pow i 4)))))
78.0ms
(+ (* 0.015625 (/ 1 (pow i 2))) (+ 1/16 (* 0.00390625 (/ 1 (pow i 4)))))
75.0ms
(* (exp (fma (/ 0.015625 i) (/ 1 i) 1/16)) (exp (/ 0.00390625 (pow i 4))))

prune541.0ms

Pruning

3 alts after pruning (0 fresh and 3 done)

Merged error: 0b

regimes49.0ms

Accuracy

100% (0.0b remaining)

Error of 0.0b against oracle of 0.0b and baseline of 15.8b

bsearch108.0ms

end0.0ms

sample1.4s

Algorithm
intervals