Average Error: 16.5 → 4.0
Time: 49.6s
Precision: 64
Internal Precision: 128
\[\cos^{-1} \left(\sin \phi_1 \cdot \sin \phi_2 + \left(\cos \phi_1 \cdot \cos \phi_2\right) \cdot \cos \left(\lambda_1 - \lambda_2\right)\right) \cdot R\]
\[R \cdot \left(\frac{\pi}{2} - \sin^{-1} \left((\left((\left(\cos \lambda_2\right) \cdot \left(\cos \lambda_1\right) + \left(\log_* (1 + (e^{\sin \lambda_2 \cdot \sin \lambda_1} - 1)^*)\right))_*\right) \cdot \left(\cos \phi_2 \cdot \cos \phi_1\right) + \left(\sin \phi_1 \cdot \sin \phi_2\right))_*\right)\right)\]

Error

Bits error versus R

Bits error versus lambda1

Bits error versus lambda2

Bits error versus phi1

Bits error versus phi2

Derivation

  1. Initial program 16.5

    \[\cos^{-1} \left(\sin \phi_1 \cdot \sin \phi_2 + \left(\cos \phi_1 \cdot \cos \phi_2\right) \cdot \cos \left(\lambda_1 - \lambda_2\right)\right) \cdot R\]
  2. Initial simplification16.5

    \[\leadsto R \cdot \cos^{-1} \left((\left(\cos \phi_1 \cdot \cos \phi_2\right) \cdot \left(\cos \left(\lambda_1 - \lambda_2\right)\right) + \left(\sin \phi_2 \cdot \sin \phi_1\right))_*\right)\]
  3. Using strategy rm
  4. Applied cos-diff3.9

    \[\leadsto R \cdot \cos^{-1} \left((\left(\cos \phi_1 \cdot \cos \phi_2\right) \cdot \color{blue}{\left(\cos \lambda_1 \cdot \cos \lambda_2 + \sin \lambda_1 \cdot \sin \lambda_2\right)} + \left(\sin \phi_2 \cdot \sin \phi_1\right))_*\right)\]
  5. Taylor expanded around inf 3.9

    \[\leadsto \color{blue}{R \cdot \cos^{-1} \left((\left(\cos \phi_1 \cdot \cos \phi_2\right) \cdot \left(\sin \lambda_2 \cdot \sin \lambda_1 + \cos \lambda_1 \cdot \cos \lambda_2\right) + \left(\sin \phi_1 \cdot \sin \phi_2\right))_*\right)}\]
  6. Simplified3.9

    \[\leadsto \color{blue}{R \cdot \cos^{-1} \left((\left((\left(\cos \lambda_2\right) \cdot \left(\cos \lambda_1\right) + \left(\sin \lambda_1 \cdot \sin \lambda_2\right))_*\right) \cdot \left(\cos \phi_2 \cdot \cos \phi_1\right) + \left(\sin \phi_1 \cdot \sin \phi_2\right))_*\right)}\]
  7. Using strategy rm
  8. Applied log1p-expm1-u3.9

    \[\leadsto R \cdot \cos^{-1} \left((\left((\left(\cos \lambda_2\right) \cdot \left(\cos \lambda_1\right) + \color{blue}{\left(\log_* (1 + (e^{\sin \lambda_1 \cdot \sin \lambda_2} - 1)^*)\right)})_*\right) \cdot \left(\cos \phi_2 \cdot \cos \phi_1\right) + \left(\sin \phi_1 \cdot \sin \phi_2\right))_*\right)\]
  9. Using strategy rm
  10. Applied acos-asin4.0

    \[\leadsto R \cdot \color{blue}{\left(\frac{\pi}{2} - \sin^{-1} \left((\left((\left(\cos \lambda_2\right) \cdot \left(\cos \lambda_1\right) + \left(\log_* (1 + (e^{\sin \lambda_1 \cdot \sin \lambda_2} - 1)^*)\right))_*\right) \cdot \left(\cos \phi_2 \cdot \cos \phi_1\right) + \left(\sin \phi_1 \cdot \sin \phi_2\right))_*\right)\right)}\]
  11. Final simplification4.0

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

Reproduce

herbie shell --seed 2018362 +o rules:numerics
(FPCore (R lambda1 lambda2 phi1 phi2)
  :name "Spherical law of cosines"
  (* (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) R))

Details

Time bar (total: 17.5s)Debug log

start1.8s

Algorithm
intervals

setup99.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 15.4b

localize65.0ms

Local error

Found 4 expressions with local error:

2.2b
(cos (- lambda1 lambda2))
1.0b
(acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1))))
0.2b
(* R (acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1)))))
0.2b
(fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1)))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
4 → 45
Calls

4 calls. Slowest were:

3.0ms
(cos (- lambda1 lambda2))
1.0ms
(* R (acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1)))))
0.0ms
(acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1))))

series245.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

161.0ms
(fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1)))
36.0ms
(cos (- lambda1 lambda2))
30.0ms
(* R (acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1)))))
18.0ms
(acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi2) (sin phi1))))

simplify500.0ms

Counts
18 → 57
Calls

18 calls. Slowest were:

102.0ms
(- (+ (* phi1 phi2) 1) (* 1/2 (pow phi1 2)))
51.0ms
(- (+ 1 (* lambda2 lambda1)) (* 1/2 (pow lambda1 2)))
40.0ms
(* R (acos (fma (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2)) (* (sin phi1) (sin phi2)))))

prune1.1s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 4.3b

localize44.0ms

Local error

Found 4 expressions with local error:

1.0b
(acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1))))
0.3b
(* R (acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1)))))
0.2b
(fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1)))
0.2b
(* (sin lambda1) (sin lambda2))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
4 → 53
Calls

4 calls. Slowest were:

4.0ms
(* (sin lambda1) (sin lambda2))
1.0ms
(* R (acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1)))))
0.0ms
(acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1))))

series353.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

262.0ms
(fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1)))
45.0ms
(* (sin lambda1) (sin lambda2))
31.0ms
(* R (acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1)))))
14.0ms
(acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1))))

simplify2.9s

Counts
24 → 65
Calls

24 calls. Slowest were:

334.0ms
(sqrt (acos (fma (* (cos phi1) (cos phi2)) (+ (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin phi2) (sin phi1)))))
293.0ms
(acos (fma (* (cos phi1) (cos phi2)) (+ (* (sin lambda1) (sin lambda2)) (* (cos lambda1) (cos lambda2))) (* (sin phi1) (sin phi2))))
287.0ms
(* (acos (fma (* (cos phi1) (cos phi2)) (+ (* (sin lambda1) (sin lambda2)) (* (cos lambda1) (cos lambda2))) (* (sin phi1) (sin phi2)))) R)

prune1.6s

Pruning

15 alts after pruning (15 fresh and 0 done)

Merged error: 4.2b

localize20.0ms

Local error

Found 4 expressions with local error:

1.0b
(acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))
0.3b
(* R (acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))))
0.2b
(fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))
0.2b
(* (sin lambda1) (sin lambda2))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
4 → 53
Calls

4 calls. Slowest were:

4.0ms
(* (sin lambda1) (sin lambda2))
1.0ms
(* R (acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))))
0.0ms
(acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))

series396.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

296.0ms
(fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))
54.0ms
(* (sin lambda1) (sin lambda2))
30.0ms
(* R (acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))))
16.0ms
(acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))

simplify1.7s

Counts
24 → 65
Calls

24 calls. Slowest were:

264.0ms
(+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (sin lambda2) (sin lambda1)))) (* (sin phi1) (sin phi2))))
163.0ms
(* (acos (fma (fma (cos lambda2) (cos lambda1) (* (sin lambda1) (sin lambda2))) (* (cos phi1) (cos phi2)) (* (sin phi1) (sin phi2)))) R)
148.0ms
(+ (* (cos phi1) (* (cos phi2) (* (sin lambda1) (sin lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (* (sin phi1) (sin phi2))))

prune1.6s

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 4.2b

localize21.0ms

Local error

Found 4 expressions with local error:

1.0b
(acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))
0.3b
(* R (acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))))
0.2b
(fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))
0.2b
(* (sin lambda1) (sin lambda2))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
4 → 53
Calls

4 calls. Slowest were:

4.0ms
(* (sin lambda1) (sin lambda2))
1.0ms
(* R (acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))))
0.0ms
(acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))

series451.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

328.0ms
(fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))
58.0ms
(* (sin lambda1) (sin lambda2))
52.0ms
(* R (acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2)))))
14.0ms
(acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))

simplify1.6s

Counts
24 → 65
Calls

24 calls. Slowest were:

175.0ms
(+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (sin lambda2) (sin lambda1)))) (* (sin phi1) (sin phi2))))
160.0ms
(acos (fma (fma (cos lambda2) (cos lambda1) (log1p (expm1 (* (sin lambda1) (sin lambda2))))) (* (cos phi2) (cos phi1)) (* (sin phi1) (sin phi2))))
159.0ms
(+ (* (cos phi1) (* (cos phi2) (* (sin lambda1) (sin lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (* (sin phi1) (sin phi2))))

prune1.7s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 4.2b

regimes1.3s

Accuracy

0% (0.4b remaining)

Error of 4.0b against oracle of 3.6b and baseline of 4.0b

bsearch4.0ms