Average Error: 32.2 → 8.8
Time: 1.7m
Precision: 64
Internal Precision: 128
\[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
\[\begin{array}{l} \mathbf{if}\;t \le -1.453093543357969 \cdot 10^{-63} \lor \neg \left(t \le 1.6747351839602278 \cdot 10^{-99}\right):\\ \;\;\;\;\frac{2}{\frac{\left(\left(t \cdot \frac{\sin k \cdot t}{\ell}\right) \cdot \tan k\right) \cdot \left(\left({\left(\frac{k}{t}\right)}^{2} + 1\right) + 1\right)}{\frac{\ell}{t}}}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\frac{\frac{\sin k}{\frac{\cos k}{\sin k}} \cdot \left(\frac{2 \cdot t}{\frac{\ell}{t}} + \frac{k \cdot k}{\ell}\right)}{\frac{\ell}{t}}}\\ \end{array}\]

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 t < -1.453093543357969e-63 or 1.6747351839602278e-99 < t

    1. Initial program 22.9

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    2. Using strategy rm
    3. Applied unpow322.9

      \[\leadsto \frac{2}{\left(\left(\frac{\color{blue}{\left(t \cdot t\right) \cdot t}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    4. Applied times-frac16.6

      \[\leadsto \frac{2}{\left(\left(\color{blue}{\left(\frac{t \cdot t}{\ell} \cdot \frac{t}{\ell}\right)} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    5. Applied associate-*l*14.4

      \[\leadsto \frac{2}{\left(\color{blue}{\left(\frac{t \cdot t}{\ell} \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right)} \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    6. Using strategy rm
    7. Applied associate-/l*9.1

      \[\leadsto \frac{2}{\left(\left(\color{blue}{\frac{t}{\frac{\ell}{t}}} \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    8. Using strategy rm
    9. Applied associate-*l/7.8

      \[\leadsto \frac{2}{\left(\color{blue}{\frac{t \cdot \left(\frac{t}{\ell} \cdot \sin k\right)}{\frac{\ell}{t}}} \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    10. Applied associate-*l/5.7

      \[\leadsto \frac{2}{\color{blue}{\frac{\left(t \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right) \cdot \tan k}{\frac{\ell}{t}}} \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    11. Applied associate-*l/5.1

      \[\leadsto \frac{2}{\color{blue}{\frac{\left(\left(t \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}{\frac{\ell}{t}}}}\]
    12. Taylor expanded around -inf 5.0

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

    if -1.453093543357969e-63 < t < 1.6747351839602278e-99

    1. Initial program 58.0

      \[\frac{2}{\left(\left(\frac{{t}^{3}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    2. Using strategy rm
    3. Applied unpow358.0

      \[\leadsto \frac{2}{\left(\left(\frac{\color{blue}{\left(t \cdot t\right) \cdot t}}{\ell \cdot \ell} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    4. Applied times-frac49.7

      \[\leadsto \frac{2}{\left(\left(\color{blue}{\left(\frac{t \cdot t}{\ell} \cdot \frac{t}{\ell}\right)} \cdot \sin k\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    5. Applied associate-*l*49.4

      \[\leadsto \frac{2}{\left(\color{blue}{\left(\frac{t \cdot t}{\ell} \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right)} \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    6. Using strategy rm
    7. Applied associate-/l*41.6

      \[\leadsto \frac{2}{\left(\left(\color{blue}{\frac{t}{\frac{\ell}{t}}} \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    8. Using strategy rm
    9. Applied associate-*l/41.6

      \[\leadsto \frac{2}{\left(\color{blue}{\frac{t \cdot \left(\frac{t}{\ell} \cdot \sin k\right)}{\frac{\ell}{t}}} \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    10. Applied associate-*l/42.7

      \[\leadsto \frac{2}{\color{blue}{\frac{\left(t \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right) \cdot \tan k}{\frac{\ell}{t}}} \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}\]
    11. Applied associate-*l/39.5

      \[\leadsto \frac{2}{\color{blue}{\frac{\left(\left(t \cdot \left(\frac{t}{\ell} \cdot \sin k\right)\right) \cdot \tan k\right) \cdot \left(\left(1 + {\left(\frac{k}{t}\right)}^{2}\right) + 1\right)}{\frac{\ell}{t}}}}\]
    12. Taylor expanded around inf 22.3

      \[\leadsto \frac{2}{\frac{\color{blue}{\frac{{\left(\sin k\right)}^{2} \cdot {k}^{2}}{\cos k \cdot \ell} + 2 \cdot \frac{{t}^{2} \cdot {\left(\sin k\right)}^{2}}{\ell \cdot \cos k}}}{\frac{\ell}{t}}}\]
    13. Simplified19.3

      \[\leadsto \frac{2}{\frac{\color{blue}{\left(\frac{2 \cdot t}{\frac{\ell}{t}} + \frac{k \cdot k}{\ell}\right) \cdot \frac{\sin k}{\frac{\cos k}{\sin k}}}}{\frac{\ell}{t}}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification8.8

    \[\leadsto \begin{array}{l} \mathbf{if}\;t \le -1.453093543357969 \cdot 10^{-63} \lor \neg \left(t \le 1.6747351839602278 \cdot 10^{-99}\right):\\ \;\;\;\;\frac{2}{\frac{\left(\left(t \cdot \frac{\sin k \cdot t}{\ell}\right) \cdot \tan k\right) \cdot \left(\left({\left(\frac{k}{t}\right)}^{2} + 1\right) + 1\right)}{\frac{\ell}{t}}}\\ \mathbf{else}:\\ \;\;\;\;\frac{2}{\frac{\frac{\sin k}{\frac{\cos k}{\sin k}} \cdot \left(\frac{2 \cdot t}{\frac{\ell}{t}} + \frac{k \cdot k}{\ell}\right)}{\frac{\ell}{t}}}\\ \end{array}\]

Reproduce

herbie shell --seed 2019008 
(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: 1.7m)Debug log

sample455.0ms

Algorithm
intervals

simplify150.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

150.0ms
(/ 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: 30.0b

localize58.0ms

Local error

Found 4 expressions with local error:

14.9b
(/ (pow t 3) (* l l))
13.6b
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
2.9b
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
2.2b
(* (/ (pow t 3) (* l l)) (sin k))

rewrite106.0ms

Algorithm
rewrite-expression-head
Counts
4 → 112
Calls

4 calls. Slowest were:

61.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
28.0ms
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
10.0ms
(* (/ (pow t 3) (* l l)) (sin k))

series564.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

280.0ms
(* (* (* (/ (pow t 3) (* l l)) (sin k)) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
193.0ms
(* (* (/ (pow t 3) (* l l)) (sin k)) (tan k))
64.0ms
(* (/ (pow t 3) (* l l)) (sin k))
27.0ms
(/ (pow t 3) (* l l))

simplify15.7s

Counts
98 → 124
Calls

98 calls. Slowest were:

708.0ms
(* (cos k) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))
690.0ms
(* (* l l) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))
656.0ms
(/ (* (pow t 3) (pow (sin k) 2)) (* (pow l 2) (cos k)))

prune2.0s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 15.6b

localize26.0ms

Local error

Found 4 expressions with local error:

13.6b
(* (* (* (/ (* t t) l) (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
8.4b
(/ (* t t) l)
3.8b
(* (/ t l) (sin k))
2.9b
(* (* (/ (* t t) l) (* (/ t l) (sin k))) (tan k))

rewrite169.0ms

Algorithm
rewrite-expression-head
Counts
4 → 107
Calls

4 calls. Slowest were:

108.0ms
(* (* (* (/ (* t t) l) (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
47.0ms
(* (* (/ (* t t) l) (* (/ t l) (sin k))) (tan k))
7.0ms
(* (/ t l) (sin k))

series621.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

348.0ms
(* (* (* (/ (* t t) l) (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
199.0ms
(* (* (/ (* t t) l) (* (/ t l) (sin k))) (tan k))
63.0ms
(* (/ t l) (sin k))
10.0ms
(/ (* t t) l)

simplify20.8s

Counts
99 → 119
Calls

99 calls. Slowest were:

755.0ms
(* (* l l) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))
724.0ms
(* (* l (cos k)) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))
687.0ms
(* (* l (cos k)) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))

prune1.9s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 9.8b

localize17.0ms

Local error

Found 4 expressions with local error:

13.6b
(* (* (* (/ t (/ l t)) (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
3.8b
(* (/ t l) (sin k))
2.9b
(* (* (/ t (/ l t)) (* (/ t l) (sin k))) (tan k))
0.8b
(* (/ t (/ l t)) (* (/ t l) (sin k)))

rewrite150.0ms

Algorithm
rewrite-expression-head
Counts
4 → 119
Calls

4 calls. Slowest were:

104.0ms
(* (* (* (/ t (/ l t)) (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
28.0ms
(* (* (/ t (/ l t)) (* (/ t l) (sin k))) (tan k))
9.0ms
(* (/ t (/ l t)) (* (/ t l) (sin k)))

series648.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

345.0ms
(* (* (* (/ t (/ l t)) (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
163.0ms
(* (* (/ t (/ l t)) (* (/ t l) (sin k))) (tan k))
76.0ms
(* (/ t (/ l t)) (* (/ t l) (sin k)))
64.0ms
(* (/ t l) (sin k))

simplify22.0s

Counts
112 → 131
Calls

112 calls. Slowest were:

752.0ms
(* (/ l t) (- (+ 1 (pow (/ k t) 2)) 1))
702.0ms
(* (/ l t) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))
679.0ms
(* (cos k) (+ (* (+ 1 (pow (/ k t) 2)) (+ 1 (pow (/ k t) 2))) (- (* 1 1) (* (+ 1 (pow (/ k t) 2)) 1))))

prune2.0s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 7.7b

localize14.0ms

Local error

Found 4 expressions with local error:

11.3b
(* (* (* t (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
7.4b
(/ (* (* (* t (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1)) (/ l t))
3.8b
(* (/ t l) (sin k))
3.2b
(* (* t (* (/ t l) (sin k))) (tan k))

rewrite75.0ms

Algorithm
rewrite-expression-head
Counts
4 → 105
Calls

4 calls. Slowest were:

28.0ms
(* (* (* t (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
23.0ms
(/ (* (* (* t (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1)) (/ l t))
17.0ms
(* (* t (* (/ t l) (sin k))) (tan k))

series1.1s

Counts
4 → 12
Calls

4 calls. Slowest were:

480.0ms
(* (* (* t (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
344.0ms
(/ (* (* (* t (* (/ t l) (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1)) (/ l t))
149.0ms
(* (* t (* (/ t l) (sin k))) (tan k))
85.0ms
(* (/ t l) (sin k))

simplify16.7s

Counts
90 → 117
Calls

90 calls. Slowest were:

809.0ms
(+ (/ (* (pow (sin k) 2) (pow k 2)) (* (cos k) l)) (* 2 (/ (* (pow t 2) (pow (sin k) 2)) (* l (cos k)))))
734.0ms
(* (* (* t (* t (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))
649.0ms
(* (* (* t (* t (sin k))) (tan k)) (+ (+ 1 (pow (/ k t) 2)) 1))

prune1.7s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 6.6b

regimes399.0ms

Accuracy

71.2% (2.2b remaining)

Error of 8.8b against oracle of 6.6b and baseline of 14.2b

bsearch1.2s

end0.0ms

sample14.2s

Algorithm
intervals