Average Error: 47.6 → 18.9
Time: 1.7m
Precision: 64
Internal Precision: 128
\[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
\[\begin{array}{l} \mathbf{if}\;k \le -0.02496175920108493:\\ \;\;\;\;\frac{2}{\frac{\left({\left(\sin k\right)}^{2} \cdot k\right) \cdot \left(t \cdot k\right)}{{\ell}^{2} \cdot \cos k}}\\ \mathbf{elif}\;k \le -7.87339514779147 \cdot 10^{-79}:\\ \;\;\;\;\frac{2}{\frac{\frac{t}{\ell}}{\ell} \cdot \left({k}^{4} + \frac{1}{6} \cdot {k}^{6}\right)}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\frac{\left(t \cdot k\right) \cdot k}{\frac{{\ell}^{2} \cdot \cos k}{{\left(\sin k\right)}^{2}}}}\\ \end{array}\]

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 3 regimes
  2. if k < -0.02496175920108493

    1. Initial program 44.7

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Taylor expanded around inf 19.7

      \[\leadsto \frac{2}{\color{blue}{\frac{t \cdot \left({k}^{2} \cdot {\left(\sin k\right)}^{2}\right)}{{\ell}^{2} \cdot \cos k}}}\]
    3. Using strategy rm
    4. Applied associate-*r*19.8

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(t \cdot {k}^{2}\right) \cdot {\left(\sin k\right)}^{2}}}{{\ell}^{2} \cdot \cos k}}\]
    5. Using strategy rm
    6. Applied unpow219.8

      \[\leadsto \frac{2}{\frac{\left(t \cdot \color{blue}{\left(k \cdot k\right)}\right) \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    7. Applied associate-*r*16.8

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(\left(t \cdot k\right) \cdot k\right)} \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    8. Using strategy rm
    9. Applied associate-*l*16.8

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

    if -0.02496175920108493 < k < -7.87339514779147e-79

    1. Initial program 56.7

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Taylor expanded around 0 20.8

      \[\leadsto \frac{2}{\color{blue}{\frac{1}{6} \cdot \frac{t \cdot {k}^{6}}{{\ell}^{2}} + \frac{t \cdot {k}^{4}}{{\ell}^{2}}}}\]
    3. Simplified11.4

      \[\leadsto \frac{2}{\color{blue}{\frac{\frac{t}{\ell}}{\ell} \cdot \left({k}^{4} + {k}^{6} \cdot \frac{1}{6}\right)}}\]

    if -7.87339514779147e-79 < k

    1. Initial program 48.5

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Taylor expanded around inf 27.1

      \[\leadsto \frac{2}{\color{blue}{\frac{t \cdot \left({k}^{2} \cdot {\left(\sin k\right)}^{2}\right)}{{\ell}^{2} \cdot \cos k}}}\]
    3. Using strategy rm
    4. Applied associate-*r*24.7

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(t \cdot {k}^{2}\right) \cdot {\left(\sin k\right)}^{2}}}{{\ell}^{2} \cdot \cos k}}\]
    5. Using strategy rm
    6. Applied unpow224.7

      \[\leadsto \frac{2}{\frac{\left(t \cdot \color{blue}{\left(k \cdot k\right)}\right) \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    7. Applied associate-*r*22.8

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(\left(t \cdot k\right) \cdot k\right)} \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    8. Using strategy rm
    9. Applied associate-/l*21.2

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;k \le -0.02496175920108493:\\ \;\;\;\;\frac{2}{\frac{\left({\left(\sin k\right)}^{2} \cdot k\right) \cdot \left(t \cdot k\right)}{{\ell}^{2} \cdot \cos k}}\\ \mathbf{elif}\;k \le -7.87339514779147 \cdot 10^{-79}:\\ \;\;\;\;\frac{2}{\frac{\frac{t}{\ell}}{\ell} \cdot \left({k}^{4} + \frac{1}{6} \cdot {k}^{6}\right)}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\frac{\left(t \cdot k\right) \cdot k}{\frac{{\ell}^{2} \cdot \cos k}{{\left(\sin k\right)}^{2}}}}\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 
(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: 1.6m)Debug log

sample1.4s

Algorithm
intervals

simplify100.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

100.0ms
(/ 2 (* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1)))

prune13.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 45.9b

localize88.0ms

Local error

Found 4 expressions with local error:

33.3b
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
13.7b
(/ (pow t 3) (* l l))
2.0b
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
1.5b
(* (/ (pow t 3) (* l l)) (sin k))

rewrite125.0ms

Algorithm
rewrite-expression-head
Counts
4 → 117
Calls

4 calls. Slowest were:

78.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
27.0ms
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
11.0ms
(* (/ (pow t 3) (* l l)) (sin k))

series692.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

395.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
176.0ms
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
90.0ms
(* (/ (pow t 3) (* l l)) (sin k))
30.0ms
(/ (pow t 3) (* l l))

simplify20.7s

Counts
103 → 129
Calls

103 calls. Slowest were:

916.0ms
(* (* (* (pow t 3) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
891.0ms
(* (* (* (pow t 3) (sin k)) (sin k)) (- (+ 1 (pow (/ k t) 2)) 1))
817.0ms
(sqrt (- (+ 1 (pow (/ k t) 2)) 1))

prune2.3s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 18.5b

localize35.0ms

Local error

Found 4 expressions with local error:

18.6b
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
6.5b
(* t (* (pow k 2) (pow (sin k) 2)))
0.3b
(pow (sin k) 2)
0.3b
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))

rewrite38.0ms

Algorithm
rewrite-expression-head
Counts
4 → 57
Calls

4 calls. Slowest were:

18.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
14.0ms
(* t (* (pow k 2) (pow (sin k) 2)))
3.0ms
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))

series668.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

278.0ms
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))
268.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
96.0ms
(* t (* (pow k 2) (pow (sin k) 2)))
25.0ms
(pow (sin k) 2)

simplify6.4s

Counts
32 → 69
Calls

32 calls. Slowest were:

651.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
623.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
544.0ms
(cbrt (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))

prune1.1s

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 15.3b

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)))
5.5b
(* t (pow k 2))
0.3b
(pow (sin k) 2)
0.3b
(/ 2 (/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k))))

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
4 → 71
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)

series501.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

247.0ms
(/ 2 (/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k))))
204.0ms
(/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k)))
25.0ms
(* t (pow k 2))
24.0ms
(pow (sin k) 2)

simplify7.0s

Counts
46 → 83
Calls

46 calls. Slowest were:

709.0ms
(- (+ (log (* t (pow k 2))) (* (log (sin k)) 2)) (log (* (pow l 2) (cos k))))
616.0ms
(/ (* (* (* (* 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))))
599.0ms
(/ (* (* (* (* 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) (pow l 2)) (pow l 2)) (* (* (cos k) (cos k)) (cos k))))

prune1.5s

Pruning

17 alts after pruning (17 fresh and 0 done)

Merged error: 12.6b

localize16.0ms

Local error

Found 4 expressions with local error:

18.6b
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
0.3b
(pow (sin k) 2)
0.3b
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))
0.2b
(* (* (* t k) k) (pow (sin k) 2))

rewrite29.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

13.0ms
(* (* (* t k) k) (pow (sin k) 2))
12.0ms
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
1.0ms
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))

series624.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

295.0ms
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))
224.0ms
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
79.0ms
(* (* (* t k) k) (pow (sin k) 2))
26.0ms
(pow (sin k) 2)

simplify7.3s

Counts
55 → 91
Calls

55 calls. Slowest were:

890.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
723.0ms
(* (* (* (* (* t k) k) (* (* t k) k)) (* (* t k) k)) (* (* (pow (sin k) 2) (pow (sin k) 2)) (pow (sin k) 2)))
623.0ms
(/ (* (* (* (* (* 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))))

prune1.4s

Pruning

18 alts after pruning (18 fresh and 0 done)

Merged error: 12.4b

regimes544.0ms

Accuracy

5.8% (6.0b remaining)

Error of 18.9b against oracle of 12.9b and baseline of 19.3b

bsearch1.8s

end0.0ms

sample41.7s

Algorithm
intervals