Average Error: 47.2 → 18.2
Time: 1.5m
Precision: 64
Internal Precision: 128
\[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
\[\begin{array}{l} \mathbf{if}\;\ell \cdot \ell \le 0.0:\\ \;\;\;\;\frac{2}{\left(\left({k}^{6} \cdot \frac{1}{6} + {k}^{4}\right) + {k}^{8} \cdot \frac{31}{360}\right) \cdot \frac{\frac{t}{\ell}}{\ell}}\\ \mathbf{elif}\;\ell \cdot \ell \le 2.724912876006757 \cdot 10^{+292}:\\ \;\;\;\;\frac{2}{\frac{\left(k \cdot t\right) \cdot k}{{\ell}^{2}} \cdot \frac{{\left(\sin k\right)}^{2}}{\cos k}}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\left(\left({\left(\frac{k}{t}\right)}^{2} + 1\right) - 1\right) \cdot \left(\tan k \cdot \left(\frac{t}{\ell} \cdot \left(\sin k \cdot \frac{t \cdot t}{\ell}\right)\right)\right)}\\ \end{array}\]

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 3 regimes
  2. if (* l l) < 0.0

    1. Initial program 45.4

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Taylor expanded around inf 20.4

      \[\leadsto \frac{2}{\color{blue}{\frac{t \cdot \left({k}^{2} \cdot {\left(\sin k\right)}^{2}\right)}{{\ell}^{2} \cdot \cos k}}}\]
    3. Using strategy rm
    4. Applied associate-*r*19.6

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

      \[\leadsto \frac{2}{\frac{\left(t \cdot \color{blue}{\left(k \cdot k\right)}\right) \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    7. Applied associate-*r*19.6

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(\left(t \cdot k\right) \cdot k\right)} \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    8. Taylor expanded around 0 22.3

      \[\leadsto \frac{2}{\color{blue}{\frac{1}{6} \cdot \frac{t \cdot {k}^{6}}{{\ell}^{2}} + \left(\frac{31}{360} \cdot \frac{t \cdot {k}^{8}}{{\ell}^{2}} + \frac{t \cdot {k}^{4}}{{\ell}^{2}}\right)}}\]
    9. Simplified18.2

      \[\leadsto \frac{2}{\color{blue}{\frac{\frac{t}{\ell}}{\ell} \cdot \left(\frac{31}{360} \cdot {k}^{8} + \left({k}^{4} + {k}^{6} \cdot \frac{1}{6}\right)\right)}}\]

    if 0.0 < (* l l) < 2.724912876006757e+292

    1. Initial program 43.7

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Taylor expanded around inf 15.2

      \[\leadsto \frac{2}{\color{blue}{\frac{t \cdot \left({k}^{2} \cdot {\left(\sin k\right)}^{2}\right)}{{\ell}^{2} \cdot \cos k}}}\]
    3. Using strategy rm
    4. Applied associate-*r*13.0

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(t \cdot {k}^{2}\right) \cdot {\left(\sin k\right)}^{2}}}{{\ell}^{2} \cdot \cos k}}\]
    5. Using strategy rm
    6. Applied unpow213.0

      \[\leadsto \frac{2}{\frac{\left(t \cdot \color{blue}{\left(k \cdot k\right)}\right) \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    7. Applied associate-*r*9.2

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(\left(t \cdot k\right) \cdot k\right)} \cdot {\left(\sin k\right)}^{2}}{{\ell}^{2} \cdot \cos k}}\]
    8. Using strategy rm
    9. Applied times-frac7.5

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

    if 2.724912876006757e+292 < (* l l)

    1. Initial program 61.7

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    2. Using strategy rm
    3. Applied cube-mult61.7

      \[\leadsto \frac{2}{\left(\left(\frac{\color{blue}{t \cdot \left(t \cdot t\right)}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    4. Applied times-frac51.7

      \[\leadsto \frac{2}{\left(\left(\color{blue}{\left(\frac{t}{\ell} \cdot \frac{t \cdot t}{\ell}\right)} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) - 1\right)}\]
    5. Applied associate-*l*51.7

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \le 0.0:\\ \;\;\;\;\frac{2}{\left(\left({k}^{6} \cdot \frac{1}{6} + {k}^{4}\right) + {k}^{8} \cdot \frac{31}{360}\right) \cdot \frac{\frac{t}{\ell}}{\ell}}\\ \mathbf{elif}\;\ell \cdot \ell \le 2.724912876006757 \cdot 10^{+292}:\\ \;\;\;\;\frac{2}{\frac{\left(k \cdot t\right) \cdot k}{{\ell}^{2}} \cdot \frac{{\left(\sin k\right)}^{2}}{\cos k}}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\left(\left({\left(\frac{k}{t}\right)}^{2} + 1\right) - 1\right) \cdot \left(\tan k \cdot \left(\frac{t}{\ell} \cdot \left(\sin k \cdot \frac{t \cdot t}{\ell}\right)\right)\right)}\\ \end{array}\]

Reproduce

herbie shell --seed 2019016 
(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: 1.4m)Debug log

sample1.3s

Algorithm
intervals
Results
434×(pre true 80)
140×(body real 1280)
76×(body real 640)
70×(body real 2560)
68×(body real 80)
34×(body real 5120)
28×(body real 320)
18×(body real 160)

simplify92.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
92.0ms
(/ 2 (* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1)))

prune9.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 44.1b

localize45.0ms

Local error

Found 4 expressions with local error:

30.3b
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
16.2b
(/ (pow t 3) (* l l))
1.9b
(- (+ 1 (pow (/ k t) 2)) 1)
1.0b
(* (/ (pow t 3) (* l l)) (sin k))

rewrite71.0ms

Algorithm
rewrite-expression-head
Rules
32×add-exp-log
25×add-cbrt-cube
15×prod-exp
15×pow1
13×associate-*l/
12×add-sqr-sqrt
11×cbrt-unprod
10×add-cube-cbrt
10×associate-*l*
10×times-frac
10×*-un-lft-identity
frac-times
pow-prod-down
associate-*r*
tan-quot
div-exp
associate-/l*
flip--
associate-*r/
flip3--
add-log-exp
associate--l+
unpow3
distribute-lft-in
sub-neg
cbrt-undiv
pow-to-exp
cube-mult
distribute-rgt-in
div-inv
*-commutative
difference-of-sqr-1
frac-2neg
associate-/r*
clear-num
Counts
4 → 106
Calls
4 calls:
Slowest
49.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
10.0ms
(- (+ 1 (pow (/ k t) 2)) 1)
5.0ms
(/ (pow t 3) (* l l))
5.0ms
(* (/ (pow t 3) (* l l)) (sin k))

series447.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
315.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
81.0ms
(* (/ (pow t 3) (* l l)) (sin k))
28.0ms
(/ (pow t 3) (* l l))
23.0ms
(- (+ 1 (pow (/ k t) 2)) 1)

simplify16.6s

Counts
87 → 118
Calls
87 calls:
Slowest
815.0ms
(* (* (* (pow t 3) (sin k)) (tan k)) (- (+ 1 (pow (/ k t) 2)) 1))
802.0ms
(* (* (* (pow t 3) (sin k)) (sin k)) (- (+ 1 (pow (/ k t) 2)) 1))
707.0ms
(- (+ 1 (pow (/ k t) 2)) 1)
640.0ms
(sqrt (- (+ 1 (pow (/ k t) 2)) 1))
583.0ms
(* (* (* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))) (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))) (* (* (- (+ 1 (pow (/ k t) 2)) 1) (- (+ 1 (pow (/ k t) 2)) 1)) (- (+ 1 (pow (/ k t) 2)) 1)))

prune1.9s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 16.9b

localize53.0ms

Local error

Found 4 expressions with local error:

20.5b
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
4.6b
(* 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)

rewrite33.0ms

Algorithm
rewrite-expression-head
Rules
12×add-exp-log
add-cbrt-cube
add-cube-cbrt
*-un-lft-identity
associate-/r*
add-sqr-sqrt
pow1
add-log-exp
div-inv
div-exp
unpow-prod-down
prod-exp
times-frac
frac-2neg
clear-num
cbrt-undiv
pow-to-exp
unpow2
associate-/l*
cbrt-unprod
*-commutative
associate-/r/
pow-exp
associate-*r*
pow-pow
Counts
4 → 57
Calls
4 calls:
Slowest
18.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
9.0ms
(* t (* (pow k 2) (pow (sin k) 2)))
2.0ms
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))
2.0ms
(pow (sin k) 2)

series591.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
273.0ms
(/ 2 (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))
243.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
61.0ms
(* t (* (pow k 2) (pow (sin k) 2)))
15.0ms
(pow (sin k) 2)

simplify5.9s

Counts
32 → 69
Calls
32 calls:
Slowest
587.0ms
(cbrt (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))
553.0ms
(/ (* (* (* 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))))
515.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
510.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
498.0ms
(sqrt (/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k))))

prune1.1s

Pruning

16 alts after pruning (16 fresh and 0 done)

Merged error: 14.8b

localize21.0ms

Local error

Found 4 expressions with local error:

20.5b
(/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k)))
5.5b
(* 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)

rewrite30.0ms

Algorithm
rewrite-expression-head
Rules
39×add-exp-log
17×prod-exp
16×add-cbrt-cube
12×div-exp
pow-to-exp
add-cube-cbrt
*-un-lft-identity
add-sqr-sqrt
associate-/r*
pow1
add-log-exp
cbrt-unprod
pow-exp
associate-*r*
cbrt-undiv
div-inv
unpow-prod-down
unpow2
times-frac
frac-2neg
clear-num
associate-/l*
*-commutative
associate-/r/
pow-pow
Counts
4 → 71
Calls
4 calls:
Slowest
22.0ms
(/ (* (* 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
(* t (pow k 2))
2.0ms
(pow (sin k) 2)

series483.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
241.0ms
(/ 2 (/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k))))
198.0ms
(/ (* (* t (pow k 2)) (pow (sin k) 2)) (* (pow l 2) (cos k)))
25.0ms
(pow (sin k) 2)
18.0ms
(* t (pow k 2))

simplify6.1s

Counts
46 → 83
Calls
46 calls:
Slowest
552.0ms
(- (+ (log (* t (pow k 2))) (* (log (sin k)) 2)) (log (* (pow l 2) (cos k))))
551.0ms
(- (+ (log (* t (pow k 2))) (* (log (sin k)) 2)) (log (* (pow l 2) (cos k))))
503.0ms
(/ (* (* (* (* 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))))
472.0ms
(/ (* (* (* (* 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) (cos k)) (* (pow l 2) (cos k))) (* (pow l 2) (cos k))))
452.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))

prune1.3s

Pruning

16 alts after pruning (15 fresh and 1 done)

Merged error: 13.3b

localize13.0ms

Local error

Found 4 expressions with local error:

20.5b
(/ (* (* (* 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)
0.1b
(* (* (* t k) k) (pow (sin k) 2))

rewrite22.0ms

Algorithm
rewrite-expression-head
Rules
44×add-exp-log
20×prod-exp
18×add-cbrt-cube
12×div-exp
pow-to-exp
add-cube-cbrt
*-un-lft-identity
add-sqr-sqrt
associate-*r*
unpow-prod-down
associate-/r*
cbrt-unprod
pow-exp
pow1
add-log-exp
cbrt-undiv
div-inv
unpow2
times-frac
frac-2neg
clear-num
associate-/l*
*-commutative
associate-/r/
associate-*l*
pow-pow
Counts
4 → 79
Calls
4 calls:
Slowest
11.0ms
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
7.0ms
(* (* (* t k) k) (pow (sin k) 2))
1.0ms
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))
1.0ms
(pow (sin k) 2)

series574.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
275.0ms
(/ 2 (/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k))))
211.0ms
(/ (* (* (* t k) k) (pow (sin k) 2)) (* (pow l 2) (cos k)))
73.0ms
(* (* (* t k) k) (pow (sin k) 2))
15.0ms
(pow (sin k) 2)

simplify6.5s

Counts
55 → 91
Calls
55 calls:
Slowest
577.0ms
(* (* (* (* (* t k) k) (* (* t k) k)) (* (* t k) k)) (* (* (pow (sin k) 2) (pow (sin k) 2)) (pow (sin k) 2)))
554.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
543.0ms
(/ (* (* (* (* (* t k) k) (pow (sin k) 2)) (* (* (* t k) k) (pow (sin k) 2))) (* (* (* t k) k) (pow (sin k) 2))) (* (* (* (pow l 2) (pow l 2)) (pow l 2)) (* (* (cos k) (cos k)) (cos k))))
530.0ms
(/ (* t (* (pow k 2) (pow (sin k) 2))) (* (pow l 2) (cos k)))
515.0ms
(/ (* (* (* (* (* t k) k) (pow (sin k) 2)) (* (* (* t k) k) (pow (sin k) 2))) (* (* (* t k) k) (pow (sin k) 2))) (* (* (* (pow l 2) (cos k)) (* (pow l 2) (cos k))) (* (pow l 2) (cos k))))

prune1.3s

Pruning

20 alts after pruning (19 fresh and 1 done)

Merged error: 12.5b

regimes823.0ms

Accuracy

22.7% (5.9b remaining)

Error of 18.2b against oracle of 12.3b and baseline of 19.9b

bsearch15.0ms

end0.0ms

sample41.6s

Algorithm
intervals
Results
13267×(pre true 80)
4079×(body real 1280)
2526×(body real 640)
2193×(body real 2560)
2012×(body real 80)
1047×(body real 320)
934×(body real 5120)
476×(body real 160)