Average Error: 24.0 → 12.5
Time: 26.6s
Precision: 64
Internal Precision: 128
\[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
\[\frac{\sqrt[3]{\left((\left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}\right) \cdot \left(\left(\alpha + \beta\right) \cdot \frac{1}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot (\left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}\right) \cdot \left(\left(\alpha + \beta\right) \cdot \frac{1}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_*\right) \cdot e^{\log \left(\log \left(e^{(\left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}\right) \cdot \left(\left(\alpha + \beta\right) \cdot \frac{1}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_*}\right)\right)}}}{2.0}\]

Error

Bits error versus alpha

Bits error versus beta

Bits error versus i

Derivation

  1. Initial program 24.0

    \[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
  2. Simplified12.5

    \[\leadsto \color{blue}{\frac{(\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}}\]
  3. Using strategy rm
  4. Applied div-inv12.5

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

    \[\leadsto \frac{\color{blue}{\sqrt[3]{\left((\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_* \cdot (\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*\right) \cdot (\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}}}{2.0}\]
  7. Using strategy rm
  8. Applied add-log-exp12.5

    \[\leadsto \frac{\sqrt[3]{\left((\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_* \cdot (\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*\right) \cdot \color{blue}{\log \left(e^{(\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}\right)}}}{2.0}\]
  9. Using strategy rm
  10. Applied add-exp-log12.5

    \[\leadsto \frac{\sqrt[3]{\left((\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_* \cdot (\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*\right) \cdot \color{blue}{e^{\log \left(\log \left(e^{(\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\left(\beta + \alpha\right) \cdot \frac{1}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}\right)\right)}}}}{2.0}\]
  11. Final simplification12.5

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

Reproduce

herbie shell --seed 2019007 +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: 24.9s)Debug log

sample89.0ms

Algorithm
intervals

simplify680.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

679.0ms
(/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2 i))) (+ (+ (+ alpha beta) (* 2 i)) 2.0)) 1.0) 2.0)

prune14.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 11.9b

localize37.0ms

Local error

Found 3 expressions with local error:

1.5b
(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))

rewrite26.0ms

Algorithm
rewrite-expression-head
Counts
3 → 81
Calls

3 calls. Slowest were:

12.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
11.0ms
(/ (+ 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)

series232.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

122.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
56.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
53.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify3.2s

Counts
75 → 90
Calls

75 calls. Slowest were:

430.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
189.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))
171.0ms
(/ (* (* (+ beta alpha) (+ beta alpha)) (+ beta alpha)) (* (* (+ (fma 2 i alpha) beta) (+ (fma 2 i alpha) beta)) (+ (fma 2 i alpha) beta)))

prune1.2s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 11.6b

localize12.0ms

Local error

Found 4 expressions with local error:

2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
0.2b
(* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta)))
0.0b
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
0.0b
(/ 1 (+ (fma 2 i alpha) beta))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 97
Calls

4 calls. Slowest were:

6.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
5.0ms
(/ 1 (+ (fma 2 i alpha) beta))
5.0ms
(* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta)))

series284.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

104.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
79.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
63.0ms
(* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta)))
37.0ms
(/ 1 (+ (fma 2 i alpha) beta))

simplify4.5s

Counts
75 → 109
Calls

75 calls. Slowest were:

623.0ms
(* (- (* beta beta) (* alpha alpha)) (/ 1 (+ (fma 2 i alpha) beta)))
457.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
239.0ms
(* (+ (* beta beta) (- (* alpha alpha) (* beta alpha))) (+ (fma 2 i alpha) beta))

prune1.6s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 11.6b

localize18.0ms

Local error

Found 4 expressions with local error:

2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
0.2b
(* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta)))

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
4 → 59
Calls

4 calls. Slowest were:

9.0ms
(* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta)))
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)

series377.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

112.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
110.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
95.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
60.0ms
(* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta)))

simplify3.3s

Counts
32 → 71
Calls

32 calls. Slowest were:

686.0ms
(* (- (* beta beta) (* alpha alpha)) (/ 1 (+ (fma 2 i alpha) beta)))
335.0ms
(* (+ (* beta beta) (- (* alpha alpha) (* beta alpha))) (+ (fma 2 i alpha) beta))
234.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))

prune1.3s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 11.6b

localize18.0ms

Local error

Found 4 expressions with local error:

2.7b
(log (exp (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)))
2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
2.7b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
4 → 48
Calls

4 calls. Slowest were:

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

series435.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

145.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
99.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
97.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)
93.0ms
(log (exp (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)))

simplify3.0s

Counts
20 → 60
Calls

20 calls. Slowest were:

311.0ms
(log (exp (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))))))
217.0ms
(log (* (cbrt (exp (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0))) (cbrt (exp (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0)))))
203.0ms
(sqrt (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (* (+ beta alpha) (/ 1 (+ (fma 2 i alpha) beta))) 1.0))

prune1.2s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 11.6b

regimes331.0ms

Accuracy

0% (0.3b remaining)

Error of 12.5b against oracle of 12.2b and baseline of 12.5b

bsearch6.0ms

end0.0ms

sample3.2s

Algorithm
intervals