Average Error: 23.8 → 12.4
Time: 1.1m
Precision: 64
Internal Precision: 128
\[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
\[\frac{\sqrt[3]{(\left(\frac{\frac{\beta - \alpha}{\sqrt{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}}}{\sqrt{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot \left((\left(\frac{\frac{\beta - \alpha}{\sqrt{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}}}{\sqrt{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_* \cdot (\left(\frac{\frac{\beta - \alpha}{\sqrt{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}}}{\sqrt{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)}}\right) \cdot \left(\frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) + 1.0)_*\right)}}{2.0}\]

Error

Bits error versus alpha

Bits error versus beta

Bits error versus i

Derivation

  1. Initial program 23.8

    \[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
  2. Simplified12.4

    \[\leadsto \color{blue}{\frac{(\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}}\]
  3. Using strategy rm
  4. Applied add-sqr-sqrt12.4

    \[\leadsto \frac{(\left(\frac{\beta - \alpha}{\color{blue}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*} \cdot \sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}\]
  5. Applied associate-/r*12.4

    \[\leadsto \frac{(\color{blue}{\left(\frac{\frac{\beta - \alpha}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}\right)} \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}\]
  6. Using strategy rm
  7. Applied add-cbrt-cube12.4

    \[\leadsto \frac{\color{blue}{\sqrt[3]{\left((\left(\frac{\frac{\beta - \alpha}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_* \cdot (\left(\frac{\frac{\beta - \alpha}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*\right) \cdot (\left(\frac{\frac{\beta - \alpha}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}}{\sqrt{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}}}{2.0}\]
  8. Final simplification12.4

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

Reproduce

herbie shell --seed 2019004 +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: 1.0m)Debug log

sample111.0ms

Algorithm
intervals

simplify604.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

604.0ms
(/ (+ (/ (/ (* (+ alpha beta) (- beta alpha)) (+ (+ alpha beta) (* 2 i))) (+ (+ (+ alpha beta) (* 2 i)) 2.0)) 1.0) 2.0)

prune29.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 12.4b

localize59.0ms

Local error

Found 3 expressions with local error:

2.3b
(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))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
3 → 81
Calls

3 calls. Slowest were:

12.0ms
(/ (- 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)

series196.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

103.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
49.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
43.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify2.8s

Counts
75 → 90
Calls

75 calls. Slowest were:

340.0ms
(+ (* (+ 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)))
163.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))

prune1.2s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 12.2b

localize28.0ms

Local error

Found 4 expressions with local error:

2.3b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
2.3b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
2.3b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.0b
(cbrt (* (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)))

rewrite14.0ms

Algorithm
rewrite-expression-head
Counts
4 → 42
Calls

4 calls. Slowest were:

12.0ms
(cbrt (* (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)))
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)

series490.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

141.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
139.0ms
(cbrt (* (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)))
111.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
98.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)

simplify2.6s

Counts
14 → 54
Calls

14 calls. Slowest were:

552.0ms
(cbrt (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)))
231.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))
223.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))

prune908.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 12.2b

localize22.0ms

Local error

Found 4 expressions with local error:

2.3b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
2.3b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
2.3b
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.2b
(pow (* (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) 1/3)

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 55
Calls

4 calls. Slowest were:

15.0ms
(pow (* (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) 1/3)
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)

series1000.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

675.0ms
(pow (* (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) 1/3)
124.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
106.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
94.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)

simplify4.6s

Counts
26 → 67
Calls

26 calls. Slowest were:

519.0ms
(* (+ (log (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0))) (log (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0))) 1/3)
509.0ms
(pow (* (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0) (fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)) 1/3)
231.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))

prune1.1s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 12.2b

localize16.0ms

Local error

Found 4 expressions with local error:

7.8b
(fma (/ (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
0.4b
(/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))
0.2b
(/ (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))
0.0b
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

rewrite65.0ms

Algorithm
rewrite-expression-head
Counts
4 → 336
Calls

4 calls. Slowest were:

29.0ms
(/ (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))
15.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))
6.0ms
(/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))

series693.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

440.0ms
(/ (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))
107.0ms
(fma (/ (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
103.0ms
(/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))
44.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify36.4s

Counts
518 → 348
Calls

518 calls. Slowest were:

475.0ms
(/ (* (* (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))) (/ (- beta alpha) (sqrt (+ (+ beta 2.0) (fma 2 i alpha))))) (* (* (sqrt (+ (+ beta 2.0) (fma 2 i alpha))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))) (sqrt (+ (+ beta 2.0) (fma 2 i alpha)))))
460.0ms
(sqrt (+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha)))))
445.0ms
(sqrt (+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha)))))

prune6.3s

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 12.2b

regimes505.0ms

Accuracy

0% (0.4b remaining)

Error of 12.4b against oracle of 12.1b and baseline of 12.4b

bsearch3.0ms

end0.0ms

sample2.6s

Algorithm
intervals