Average Error: 24.0 → 12.3
Time: 1.4m
Precision: 64
Internal Precision: 128
\[\frac{\frac{\frac{\left(\alpha + \beta\right) \cdot \left(\beta - \alpha\right)}{\left(\alpha + \beta\right) + 2 \cdot i}}{\left(\left(\alpha + \beta\right) + 2 \cdot i\right) + 2.0} + 1.0}{2.0}\]
\[\frac{\frac{e^{\log \left(\log \left(e^{{1.0}^{3} + {\left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)} \cdot \frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right)}^{3}}\right)\right)}}{\left(1.0 \cdot 1.0 - \left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)} \cdot \frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) \cdot 1.0\right) + \left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)} \cdot \frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta - \alpha}{(2 \cdot i + \alpha)_* + \left(2.0 + \beta\right)} \cdot \frac{\alpha + \beta}{\beta + (2 \cdot i + \alpha)_*}\right)}}{2.0}\]

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. Initial simplification12.3

    \[\leadsto \frac{(\left(\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*}\right) \cdot \left(\frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta}\right) + 1.0)_*}{2.0}\]
  3. Using strategy rm
  4. Applied fma-udef12.3

    \[\leadsto \frac{\color{blue}{\frac{\beta - \alpha}{\left(\beta + 2.0\right) + (2 \cdot i + \alpha)_*} \cdot \frac{\beta + \alpha}{(2 \cdot i + \alpha)_* + \beta} + 1.0}}{2.0}\]
  5. Using strategy rm
  6. Applied flip3-+12.3

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

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

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

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

Reproduce

herbie shell --seed 2018362 +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: 1.3m)Debug log

start116.0ms

Algorithm
intervals

setup755.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 16.4b

localize50.0ms

Local error

Found 3 expressions with local error:

2.2b
(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))

rewrite13.0ms

Algorithm
rewrite-expression-head
Counts
3 → 81
Calls

3 calls. Slowest were:

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

series252.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

131.0ms
(fma (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)) 1.0)
76.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
46.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify3.2s

Counts
75 → 90
Calls

75 calls. Slowest were:

374.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))
207.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))
207.0ms
(- (+ (* 4.0 (/ 1 (pow beta 2))) 2.0) (* 2.0 (/ 1 beta)))

prune1.7s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 16.0b

localize17.0ms

Local error

Found 4 expressions with local error:

2.2b
(+ (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0)
0.1b
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
0.0b
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
0.0b
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

rewrite67.0ms

Algorithm
rewrite-expression-head
Counts
4 → 139
Calls

4 calls. Slowest were:

28.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
18.0ms
(+ (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0)
14.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))

series464.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

181.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
138.0ms
(+ (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0)
83.0ms
(/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha)))
62.0ms
(/ (+ beta alpha) (+ (fma 2 i alpha) beta))

simplify8.0s

Counts
124 → 151
Calls

124 calls. Slowest were:

628.0ms
(* (/ (* (* (- 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)))) (/ (* (* (+ beta alpha) (+ beta alpha)) (+ beta alpha)) (* (* (+ (fma 2 i alpha) beta) (+ (fma 2 i alpha) beta)) (+ (fma 2 i alpha) beta))))
616.0ms
(* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta))
513.0ms
(+ (* (+ beta 2.0) (+ beta 2.0)) (- (* (fma 2 i alpha) (fma 2 i alpha)) (* (+ beta 2.0) (fma 2 i alpha))))

prune2.7s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 16.0b

localize34.0ms

Local error

Found 4 expressions with local error:

2.2b
(+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))
1.2b
(- (* 1.0 1.0) (* (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0))
0.1b
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
0.1b
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))

rewrite37.0ms

Algorithm
rewrite-expression-head
Counts
4 → 149
Calls

4 calls. Slowest were:

14.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
13.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
5.0ms
(+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))

series7.5s

Counts
4 → 12
Calls

4 calls. Slowest were:

6.8s
(+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))
265.0ms
(- (* 1.0 1.0) (* (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0))
223.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
209.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))

simplify15.7s

Counts
116 → 161
Calls

116 calls. Slowest were:

941.0ms
(* (cbrt (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3)) (cbrt (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3)))
785.0ms
(* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta))
724.0ms
(* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta))

prune4.3s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 16.0b

localize16.0ms

Local error

Found 4 expressions with local error:

2.2b
(+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))
2.2b
(log (exp (+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))))
1.2b
(- (* 1.0 1.0) (* (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0))
0.1b
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))

rewrite53.0ms

Algorithm
rewrite-expression-head
Counts
4 → 114
Calls

4 calls. Slowest were:

26.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))
15.0ms
(log (exp (+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))))
5.0ms
(+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))

series15.0s

Counts
4 → 12
Calls

4 calls. Slowest were:

7.6s
(log (exp (+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))))
6.9s
(+ (pow (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 3) (pow 1.0 3))
299.0ms
(- (* 1.0 1.0) (* (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) 1.0))
181.0ms
(* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta)))

simplify11.2s

Counts
81 → 126
Calls

81 calls. Slowest were:

738.0ms
(* (+ (+ beta 2.0) (fma 2 i alpha)) (+ (fma 2 i alpha) beta))
588.0ms
(* (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))) (* (/ (- beta alpha) (+ (+ beta 2.0) (fma 2 i alpha))) (/ (+ beta alpha) (+ (fma 2 i alpha) beta))))
516.0ms
(* (/ (* (* (- 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)))) (/ (* (* (+ beta alpha) (+ beta alpha)) (+ beta alpha)) (* (* (+ (fma 2 i alpha) beta) (+ (fma 2 i alpha) beta)) (+ (fma 2 i alpha) beta))))

prune3.8s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 16.0b

regimes424.0ms

Accuracy

0% (0.3b remaining)

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

bsearch10.0ms