Average Error: 47.4 → 18.9
Time: 1.5m
Precision: 64
Internal Precision: 128
\[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
\[\begin{array}{l} \mathbf{if}\;\ell \cdot \ell \le 1.1997133799852223 \cdot 10^{+295}:\\ \;\;\;\;\frac{2}{\frac{{\left(\sin k\right)}^{2}}{\cos k} \cdot \frac{\left(t \cdot k\right) \cdot k}{{\ell}^{2}}}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\left(\left(\sin k \cdot \left(\frac{t}{\ell} \cdot \frac{t \cdot t}{\ell}\right)\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\\ \end{array}\]

Error

Bits error versus t

Bits error versus l

Bits error versus k

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if (* l l) < 1.1997133799852223e+295

    1. Initial program 44.6

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Taylor expanded around -inf 17.2

      \[\leadsto \frac{2}{\color{blue}{\frac{t \cdot \left({k}^{2} \cdot {\left(\sin k\right)}^{2}\right)}{{\ell}^{2} \cdot \cos k}}}\]
    3. Using strategy rm
    4. Applied associate-*r*15.7

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(t \cdot {k}^{2}\right) \cdot {\left(\sin k\right)}^{2}}}{{\ell}^{2} \cdot \cos k}}\]
    5. Using strategy rm
    6. Applied unpow215.7

      \[\leadsto \frac{2}{\frac{\left(t \cdot \color{blue}{\left(k \cdot k\right)}\right) \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    7. Applied associate-*r*13.2

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(\left(t \cdot k\right) \cdot k\right)} \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    8. Using strategy rm
    9. Applied times-frac12.3

      \[\leadsto \frac{2}{\color{blue}{\frac{\left(t \cdot k\right) \cdot k}{{\ell}^{2}} \cdot \frac{{\left(\sin k\right)}^{2}}{\cos k}}}\]

    if 1.1997133799852223e+295 < (* l l)

    1. Initial program 61.2

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Using strategy rm
    3. Applied cube-mult61.2

      \[\leadsto \frac{2}{\left(\left(\frac{\color{blue}{t \cdot \left(t \cdot t\right)}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    4. Applied times-frac51.5

      \[\leadsto \frac{2}{\left(\left(\color{blue}{\left(\frac{t}{\ell} \cdot \frac{t \cdot t}{\ell}\right)} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification18.9

    \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \le 1.1997133799852223 \cdot 10^{+295}:\\ \;\;\;\;\frac{2}{\frac{{\left(\sin k\right)}^{2}}{\cos k} \cdot \frac{\left(t \cdot k\right) \cdot k}{{\ell}^{2}}}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\left(\left(\sin k \cdot \left(\frac{t}{\ell} \cdot \frac{t \cdot t}{\ell}\right)\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\\ \end{array}\]

Reproduce

herbie shell --seed 2019007 +o rules:numerics
(FPCore (t l k)
  :name "Toniolo and Linder, Equation (10-)"
  (/ 2 (* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))))

Details

Time bar (total: 1.5m)Debug log

sample960.0ms

Algorithm
intervals

simplify110.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

110.0ms
(/ 2 (* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1)))

prune19.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 47.2b

localize52.0ms

Local error

Found 4 expressions with local error:

33.8b
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
14.3b
(/ (pow t 3) (* l l))
1.3b
(- (+ 1 (pow (/ k t) 2)) 1)
1.0b
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))

rewrite98.0ms

Algorithm
rewrite-expression-head
Counts
4 → 115
Calls

4 calls. Slowest were:

47.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
25.0ms
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
17.0ms
(- (+ 1 (pow (/ k t) 2)) 1)

series639.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

428.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
170.0ms
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
26.0ms
(/ (pow t 3) (* l l))
14.0ms
(- (+ 1 (pow (/ k t) 2)) 1)

simplify19.1s

Counts
89 → 127
Calls

89 calls. Slowest were:

1.4s
(* (* (* (pow t 3) (sin k)) (sin k)) (- (+ 1 (pow (/ k t) 2)) 1))
1.0s
(cbrt (- (+ 1 (pow (/ k t) 2)) 1))
870.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- 1))

prune2.2s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 18.2b

localize55.0ms

Local error

Found 4 expressions with local error:

18.6b
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
10.3b
(* t (* (pow k 2) (pow (sin k) 2)))
0.5b
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))
0.4b
(pow (sin k) 2)

rewrite22.0ms

Algorithm
rewrite-expression-head
Counts
4 → 65
Calls

4 calls. Slowest were:

13.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
5.0ms
(* t (* (pow k 2) (pow (sin k) 2)))
2.0ms
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))

series610.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

285.0ms
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))
211.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
99.0ms
(* t (* (pow k 2) (pow (sin k) 2)))
15.0ms
(pow (sin k) 2)

simplify5.6s

Counts
32 → 77
Calls

32 calls. Slowest were:

553.0ms
(- (log (* t (* (pow k 2) (pow (sin k) 2)))) (log (* (pow l 2) (cos k))))
522.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
519.0ms
(sqrt (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))

prune1.2s

Pruning

15 alts after pruning (15 fresh and 0 done)

Merged error: 13.9b

localize11.0ms

Local error

Found 4 expressions with local error:

18.6b
(/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k)))
9.2b
(* t (pow k 2))
0.5b
(/ 2 (/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k))))
0.4b
(pow (sin k) 2)

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

10.0ms
(/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k)))
2.0ms
(/ 2 (/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k))))
2.0ms
(pow (sin k) 2)

series546.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

302.0ms
(/ 2 (/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k))))
214.0ms
(/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k)))
16.0ms
(* t (pow k 2))
15.0ms
(pow (sin k) 2)

simplify6.0s

Counts
46 → 91
Calls

46 calls. Slowest were:

896.0ms
(/ (* (* (* (* t (pow k 2)) (* t (pow k 2))) (* t (pow k 2))) (* (* (pow (sin k) 2) (pow (sin k) 2)) (pow (sin k) 2))) (* (* (* (pow l 2) (pow l 2)) (pow l 2)) (* (* (cos k) (cos k)) (cos k))))
562.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
503.0ms
(/ (* (* (* (* t (pow k 2)) (pow (sin k) 2)) (* (* t (pow k 2)) (pow (sin k) 2))) (* (* t (pow k 2)) (pow (sin k) 2))) (* (* (* (pow l 2) (cos k)) (* (pow l 2) (cos k))) (* (pow l 2) (cos k))))

prune1.5s

Pruning

18 alts after pruning (18 fresh and 0 done)

Merged error: 11.7b

localize27.0ms

Local error

Found 4 expressions with local error:

18.6b
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
0.5b
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))
0.4b
(pow (sin k) 2)
0.3b
(* (* (* t k) k) (pow (sin k) 2))

rewrite49.0ms

Algorithm
rewrite-expression-head
Counts
4 → 87
Calls

4 calls. Slowest were:

27.0ms
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
16.0ms
(* (* (* t k) k) (pow (sin k) 2))
2.0ms
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))

series595.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

296.0ms
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))
208.0ms
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
76.0ms
(* (* (* t k) k) (pow (sin k) 2))
15.0ms
(pow (sin k) 2)

simplify6.6s

Counts
55 → 99
Calls

55 calls. Slowest were:

558.0ms
(/ (* (* (* (* (* t k) k) (* (* t k) k)) (* (* t k) k)) (* (* (pow (sin k) 2) (pow (sin k) 2)) (pow (sin k) 2))) (* (* (* (pow l 2) (pow l 2)) (pow l 2)) (* (* (cos k) (cos k)) (cos k))))
538.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
535.0ms
(* (* (* (* (* t k) k) (* (* t k) k)) (* (* t k) k)) (* (* (pow (sin k) 2) (pow (sin k) 2)) (pow (sin k) 2)))

prune1.5s

Pruning

19 alts after pruning (19 fresh and 0 done)

Merged error: 11.1b

regimes733.0ms

Accuracy

16.6% (6.8b remaining)

Error of 18.9b against oracle of 12.0b and baseline of 20.2b

bsearch10.0ms

end0.0ms

sample41.9s

Algorithm
intervals