Average Error: 36.8 → 3.8
Time: 27.8s
Precision: 64
Internal Precision: 128
\[R \cdot \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) \cdot \left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) + \left(\phi_1 - \phi_2\right) \cdot \left(\phi_1 - \phi_2\right)}\]
\[\sqrt{\left(\sqrt[3]{\left(\log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right) \cdot \log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)\right) \cdot \log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)} \cdot \left(\lambda_1 - \lambda_2\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]

Error

Bits error versus R

Bits error versus lambda1

Bits error versus lambda2

Bits error versus phi1

Bits error versus phi2

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 36.8

    \[R \cdot \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) \cdot \left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_1 + \phi_2}{2}\right)\right) + \left(\phi_1 - \phi_2\right) \cdot \left(\phi_1 - \phi_2\right)}\]
  2. Initial simplification3.7

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \cos \left(\frac{\phi_2 + \phi_1}{2}\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  3. Using strategy rm
  4. Applied add-log-exp3.8

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \color{blue}{\log \left(e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  5. Using strategy rm
  6. Applied log1p-expm1-u3.8

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \log \color{blue}{\left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  7. Using strategy rm
  8. Applied add-cbrt-cube3.8

    \[\leadsto \sqrt{\left(\left(\lambda_1 - \lambda_2\right) \cdot \color{blue}{\sqrt[3]{\left(\log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right) \cdot \log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)\right) \cdot \log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)}}\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]
  9. Final simplification3.8

    \[\leadsto \sqrt{\left(\sqrt[3]{\left(\log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right) \cdot \log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)\right) \cdot \log \left(\log_* (1 + (e^{e^{\cos \left(\frac{\phi_2 + \phi_1}{2}\right)}} - 1)^*)\right)} \cdot \left(\lambda_1 - \lambda_2\right)\right)^2 + \left(\phi_1 - \phi_2\right)^2}^* \cdot R\]

Reproduce

herbie shell --seed 2018362 +o rules:numerics
(FPCore (R lambda1 lambda2 phi1 phi2)
  :name "Equirectangular approximation to distance on a great circle"
  (* R (sqrt (+ (* (* (- lambda1 lambda2) (cos (/ (+ phi1 phi2) 2))) (* (- lambda1 lambda2) (cos (/ (+ phi1 phi2) 2)))) (* (- phi1 phi2) (- phi1 phi2))))))

Details

Time bar (total: 15.5s)Debug log

start295.0ms

Algorithm
intervals

setup169.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 4.9b

localize25.0ms

Local error

Found 4 expressions with local error:

2.6b
(cos (/ (+ phi2 phi1) 2))
0.2b
(* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2)))
0.1b
(* (hypot (* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2))) (- phi1 phi2)) R)
0.0b
(hypot (* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2))) (- phi1 phi2))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 53
Calls

4 calls. Slowest were:

10.0ms
(* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2)))
5.0ms
(* (hypot (* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2))) (- phi1 phi2)) R)
4.0ms
(cos (/ (+ phi2 phi1) 2))

series955.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

455.0ms
(* (hypot (* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2))) (- phi1 phi2)) R)
386.0ms
(hypot (* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2))) (- phi1 phi2))
89.0ms
(* (- lambda1 lambda2) (cos (/ (+ phi2 phi1) 2)))
25.0ms
(cos (/ (+ phi2 phi1) 2))

simplify1.7s

Counts
24 → 65
Calls

24 calls. Slowest were:

355.0ms
(+ (/ (* lambda2 (* phi1 phi2)) (* (pow lambda1 2) (cos (* 1/2 (+ phi1 phi2))))) (+ (* lambda2 (cos (* 1/2 (+ phi1 phi2)))) (/ (* phi1 phi2) (* lambda1 (cos (* 1/2 (+ phi1 phi2)))))))
259.0ms
(* (* (* (- lambda1 lambda2) (- lambda1 lambda2)) (- lambda1 lambda2)) (* (* (cos (/ (+ phi2 phi1) 2)) (cos (/ (+ phi2 phi1) 2))) (cos (/ (+ phi2 phi1) 2))))
250.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))

prune1.1s

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 4.7b

localize28.0ms

Local error

Found 4 expressions with local error:

2.6b
(cos (/ (+ phi2 phi1) 2))
0.6b
(log (exp (cos (/ (+ phi2 phi1) 2))))
0.2b
(* (- lambda1 lambda2) (log (exp (cos (/ (+ phi2 phi1) 2)))))
0.2b
(exp (cos (/ (+ phi2 phi1) 2)))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 70
Calls

4 calls. Slowest were:

11.0ms
(* (- lambda1 lambda2) (log (exp (cos (/ (+ phi2 phi1) 2)))))
4.0ms
(log (exp (cos (/ (+ phi2 phi1) 2))))
3.0ms
(exp (cos (/ (+ phi2 phi1) 2)))

series149.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

71.0ms
(* (- lambda1 lambda2) (log (exp (cos (/ (+ phi2 phi1) 2)))))
41.0ms
(exp (cos (/ (+ phi2 phi1) 2)))
20.0ms
(cos (/ (+ phi2 phi1) 2))
17.0ms
(log (exp (cos (/ (+ phi2 phi1) 2))))

simplify1.6s

Counts
43 → 82
Calls

43 calls. Slowest were:

232.0ms
(* (* (* (- lambda1 lambda2) (- lambda1 lambda2)) (- lambda1 lambda2)) (* (* (log (exp (cos (/ (+ phi2 phi1) 2)))) (log (exp (cos (/ (+ phi2 phi1) 2))))) (log (exp (cos (/ (+ phi2 phi1) 2))))))
227.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))
209.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))

prune1.4s

Pruning

15 alts after pruning (15 fresh and 0 done)

Merged error: 4.7b

localize18.0ms

Local error

Found 4 expressions with local error:

2.6b
(cos (/ (+ phi2 phi1) 2))
0.6b
(expm1 (exp (cos (/ (+ phi2 phi1) 2))))
0.6b
(log (log1p (expm1 (exp (cos (/ (+ phi2 phi1) 2))))))
0.2b
(* (- lambda1 lambda2) (log (log1p (expm1 (exp (cos (/ (+ phi2 phi1) 2)))))))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 62
Calls

4 calls. Slowest were:

9.0ms
(* (- lambda1 lambda2) (log (log1p (expm1 (exp (cos (/ (+ phi2 phi1) 2)))))))
5.0ms
(cos (/ (+ phi2 phi1) 2))
1.0ms
(log (log1p (expm1 (exp (cos (/ (+ phi2 phi1) 2))))))

series364.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

139.0ms
(* (- lambda1 lambda2) (log (log1p (expm1 (exp (cos (/ (+ phi2 phi1) 2)))))))
105.0ms
(log (log1p (expm1 (exp (cos (/ (+ phi2 phi1) 2))))))
97.0ms
(expm1 (exp (cos (/ (+ phi2 phi1) 2))))
23.0ms
(cos (/ (+ phi2 phi1) 2))

simplify1.9s

Counts
34 → 74
Calls

34 calls. Slowest were:

354.0ms
(- (exp E) (+ (* 1/8 (* E (* (exp E) (pow phi2 2)))) (+ (* 1/4 (* E (* (exp E) (* phi1 phi2)))) 1)))
308.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))
259.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))

prune1.8s

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 4.7b

localize43.0ms

Local error

Found 4 expressions with local error:

2.6b
(cos (/ (+ phi2 phi1) 2))
2.6b
(cos (/ (+ phi2 phi1) 2))
2.6b
(cos (/ (+ phi2 phi1) 2))
0.6b
(expm1 (exp (cos (/ (+ phi2 phi1) 2))))

rewrite12.0ms

Algorithm
rewrite-expression-head
Counts
4 → 38
Calls

4 calls. Slowest were:

4.0ms
(cos (/ (+ phi2 phi1) 2))
4.0ms
(cos (/ (+ phi2 phi1) 2))
4.0ms
(cos (/ (+ phi2 phi1) 2))

series190.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

112.0ms
(expm1 (exp (cos (/ (+ phi2 phi1) 2))))
29.0ms
(cos (/ (+ phi2 phi1) 2))
25.0ms
(cos (/ (+ phi2 phi1) 2))
25.0ms
(cos (/ (+ phi2 phi1) 2))

simplify1.3s

Counts
13 → 50
Calls

13 calls. Slowest were:

303.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))
290.0ms
(- 1 (+ (* 1/4 (* phi1 phi2)) (* 1/8 (pow phi2 2))))
281.0ms
(- (exp E) (+ (* 1/8 (* E (* (exp E) (pow phi2 2)))) (+ (* 1/4 (* E (* (exp E) (* phi1 phi2)))) 1)))

prune1.4s

Pruning

14 alts after pruning (13 fresh and 1 done)

Merged error: 4.7b

regimes1.0s

Accuracy

0% (0.3b remaining)

Error of 3.8b against oracle of 3.6b and baseline of 3.8b

bsearch5.0ms