Average Error: 23.6 → 12.3
Time: 39.7s
Precision: 64
Internal Precision: 128
\[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
\[\frac{\sqrt[3]{(\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot \left((\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot \log \left(e^{(\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_*}\right)\right)}}{2.0}\]

Error

Bits error versus alpha

Bits error versus beta

Bits error versus i

Derivation

  1. Initial program 23.6

    \[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
  2. Simplified12.3

    \[\leadsto \color{blue}{\frac{(\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}}\]
  3. Using strategy rm
  4. Applied div-inv12.3

    \[\leadsto \frac{(\color{blue}{\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right)} \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}\]
  5. Using strategy rm
  6. Applied add-cbrt-cube12.3

    \[\leadsto \frac{\color{blue}{\sqrt[3]{\left((\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_* \cdot (\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*\right) \cdot (\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}}}{2.0}\]
  7. Using strategy rm
  8. Applied add-log-exp12.3

    \[\leadsto \frac{\sqrt[3]{\left((\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_* \cdot \color{blue}{\log \left(e^{(\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}\right)}\right) \cdot (\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}}{2.0}\]
  9. Final simplification12.3

    \[\leadsto \frac{\sqrt[3]{(\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot \left((\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot \log \left(e^{(\left(\left(\beta - \alpha\right) \cdot \frac{1}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_*}\right)\right)}}{2.0}\]

Reproduce

herbie shell --seed 2019008 +o rules:numerics
(FPCore (alpha beta i)
  :name "Octave 3.8, jcobi/2"
  :pre (and (> alpha -1) (> beta -1) (> i 0))
  (/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2 i))) (+ (+ (+ alpha beta) (* 2 i)) 2.0)) 1.0) 2.0))

Details

Time bar (total: 38.1s)Debug log

sample90.0ms

Algorithm
intervals

simplify572.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

572.0ms
(/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2 i))) (+ (+ (+ alpha beta) (* 2 i)) 2.0)) 1.0) 2.0)

prune14.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 13.4b

localize62.0ms

Local error

Found 3 expressions with local error:

1.6b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.0b
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
0.0b
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
3 → 81
Calls

3 calls. Slowest were:

8.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
6.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)

series242.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

114.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
67.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
61.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify3.2s

Counts
75 → 90
Calls

75 calls. Slowest were:

389.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
223.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))
206.0ms
(/ (* (* (- beta alpha) (- beta alpha)) (- beta alpha)) (* (* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (+ beta 2.0) (fma 2 i alpha))) (+ (+ beta 2.0) (fma 2 i alpha))))

prune1.2s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 13.2b

localize24.0ms

Local error

Found 4 expressions with local error:

2.5b
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.1b
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))
0.0b
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))
0.0b
(/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))

rewrite29.0ms

Algorithm
rewrite-expression-head
Counts
4 → 93
Calls

4 calls. Slowest were:

11.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))
10.0ms
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))
6.0ms
(/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))

series330.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

145.0ms
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
81.0ms
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))
60.0ms
(/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))
44.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify4.2s

Counts
68 → 105
Calls

68 calls. Slowest were:

401.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
383.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
318.0ms
(* (- (pow beta 3) (pow alpha 3)) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))

prune1.7s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 13.2b

localize18.0ms

Local error

Found 4 expressions with local error:

2.5b
(+ (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0)
0.1b
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))
0.1b
(* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
0.0b
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

rewrite54.0ms

Algorithm
rewrite-expression-head
Counts
4 → 126
Calls

4 calls. Slowest were:

27.0ms
(+ (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0)
15.0ms
(* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
5.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

series434.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

180.0ms
(* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
156.0ms
(+ (* (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0)
59.0ms
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))
38.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify14.7s

Counts
109 → 138
Calls

109 calls. Slowest were:

664.0ms
(* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta))
632.0ms
(* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta))
612.0ms
(* (* (- (* beta beta) (* alpha alpha)) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (+ beta alpha))

prune1.9s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 13.2b

localize12.0ms

Local error

Found 4 expressions with local error:

2.5b
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
2.5b
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
2.5b
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.1b
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
4 → 59
Calls

4 calls. Slowest were:

7.0ms
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))
0.0ms
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.0ms
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)

series456.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

142.0ms
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
123.0ms
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
108.0ms
(fma (* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
83.0ms
(* (- beta alpha) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))

simplify4.1s

Counts
32 → 71
Calls

32 calls. Slowest were:

475.0ms
(* (* (* (- beta alpha) (- beta alpha)) (- beta alpha)) (* (* (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha)))))
443.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
305.0ms
(* (- (pow beta 3) (pow alpha 3)) (/ 1 (+ (+ beta 2.0) (fma 2 i alpha))))

prune1.1s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 13.1b

regimes377.0ms

Accuracy

0% (0.3b remaining)

Error of 12.3b against oracle of 12.0b and baseline of 12.3b

bsearch3.0ms

end0.0ms

sample3.2s

Algorithm
intervals