Details

Time bar (total: 10.6s)

sample177.0ms

Algorithm
intervals
Results
100.0ms111×body1280valid
46.0ms85×body640valid
10.0ms30×body320valid
2.0ms11×body160valid
2.0ms19×body80valid

simplify5.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
02012
12112
22112

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.9b

localize20.0ms

Local error

Found 4 expressions with local error:

0.2b
(atan2 (* (cos phi2) (sin (- lambda1 lambda2))) (+ (cos phi1) (* (cos phi2) (cos (- lambda1 lambda2)))))
0.5b
(+ (cos phi1) (* (cos phi2) (cos (- lambda1 lambda2))))
3.5b
(cos (- lambda1 lambda2))
3.6b
(sin (- lambda1 lambda2))

rewrite35.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
pow1 add-exp-log add-sqr-sqrt add-cube-cbrt *-un-lft-identity add-cbrt-cube
cos-diff
sub-neg cos-sum associate-+r+ sin-sum
+-commutative distribute-rgt-in distribute-lft-in flip3-+ sum-log sin-diff flip-+
Counts
4 → 40
Calls
4 calls:
0.0ms
(atan2 (* (cos phi2) (sin (- lambda1 lambda2))) (+ (cos phi1) (* (cos phi2) (cos (- lambda1 lambda2)))))
9.0ms
(+ (cos phi1) (* (cos phi2) (cos (- lambda1 lambda2))))
14.0ms
(cos (- lambda1 lambda2))
10.0ms
(sin (- lambda1 lambda2))

series133.0ms

Counts
4 → 12
Calls
4 calls:
10.0ms
(atan2 (* (cos phi2) (sin (- lambda1 lambda2))) (+ (cos phi1) (* (cos phi2) (cos (- lambda1 lambda2)))))
90.0ms
(+ (cos phi1) (* (cos phi2) (cos (- lambda1 lambda2))))
14.0ms
(cos (- lambda1 lambda2))
19.0ms
(sin (- lambda1 lambda2))

simplify117.0ms

Algorithm
egg-herbie
Counts
52 → 52
Iterations

Useful iterations: 2 (13.0ms)

IterNodesCost
0205421
1508375
21327374
33685374
45002374

prune255.0ms

Pruning

16 alts after pruning (16 fresh and 0 done)

Merged error: 0.6b

localize30.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (sin lambda1) (sin (- lambda2)))
0.2b
(atan2 (* (cos phi2) (sin (- lambda1 lambda2))) (+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2)))))))
0.5b
(+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))))
3.6b
(sin (- lambda1 lambda2))

rewrite38.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt
pow1 add-exp-log add-cube-cbrt *-un-lft-identity add-cbrt-cube add-log-exp
associate-+r+
sub-neg associate-*r* associate-*l*
distribute-rgt-in distribute-lft-in sin-sum
+-commutative flip3-+ pow-prod-down prod-exp sin-neg sum-log sin-diff *-commutative distribute-rgt-neg-out cbrt-unprod flip-+ sin-mult unswap-sqr
Counts
4 → 52
Calls
4 calls:
15.0ms
(* (sin lambda1) (sin (- lambda2)))
0.0ms
(atan2 (* (cos phi2) (sin (- lambda1 lambda2))) (+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2)))))))
10.0ms
(+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))))
10.0ms
(sin (- lambda1 lambda2))

series290.0ms

Counts
4 → 12
Calls
4 calls:
50.0ms
(* (sin lambda1) (sin (- lambda2)))
15.0ms
(atan2 (* (cos phi2) (sin (- lambda1 lambda2))) (+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2)))))))
206.0ms
(+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))))
19.0ms
(sin (- lambda1 lambda2))

simplify85.0ms

Algorithm
egg-herbie
Counts
64 → 64
Iterations

Useful iterations: 2 (23.0ms)

IterNodesCost
0285712
1845629
23301618
35002618

prune349.0ms

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 0.1b

localize30.0ms

Local error

Found 4 expressions with local error:

0.2b
(- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))
0.2b
(atan2 (* (cos phi2) (+ (* (sin lambda1) (cos lambda2)) (* (cos lambda1) (sin (- lambda2))))) (+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2)))))))
0.2b
(* (sin lambda1) (sin (- lambda2)))
0.5b
(+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))))

rewrite46.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt add-log-exp
pow1 add-exp-log add-cube-cbrt *-un-lft-identity add-cbrt-cube
associate-+r+
sub-neg associate-*r* associate-*l* sin-mult
distribute-rgt-in distribute-lft-in cos-mult
+-commutative flip3-- flip3-+ diff-log pow-prod-down prod-exp sin-neg sum-log *-commutative distribute-rgt-neg-out frac-sub flip-- cbrt-unprod flip-+ sub-div unswap-sqr
Counts
4 → 56
Calls
4 calls:
18.0ms
(- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))
0.0ms
(atan2 (* (cos phi2) (+ (* (sin lambda1) (cos lambda2)) (* (cos lambda1) (sin (- lambda2))))) (+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2)))))))
17.0ms
(* (sin lambda1) (sin (- lambda2)))
9.0ms
(+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))))

series353.0ms

Counts
4 → 12
Calls
4 calls:
77.0ms
(- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))
18.0ms
(atan2 (* (cos phi2) (+ (* (sin lambda1) (cos lambda2)) (* (cos lambda1) (sin (- lambda2))))) (+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2)))))))
50.0ms
(* (sin lambda1) (sin (- lambda2)))
207.0ms
(+ (cos phi1) (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))))

simplify120.0ms

Algorithm
egg-herbie
Counts
68 → 68
Iterations

Useful iterations: 2 (31.0ms)

IterNodesCost
0370937
11173827
24892801
35001801

prune376.0ms

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.1b

localize43.0ms

Local error

Found 4 expressions with local error:

0.3b
(+ (pow (cos phi1) 3) (pow (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) 3))
0.3b
(pow (cos phi1) 3)
0.6b
(pow (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) 3)
0.8b
(- (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) (cos phi1))

rewrite126.0ms

Algorithm
rewrite-expression-head
Rules
10×*-un-lft-identity
pow1 add-exp-log add-sqr-sqrt add-cube-cbrt add-cbrt-cube add-log-exp
pow-unpow
cube-div unpow-prod-down cube-prod associate-*r/ associate--l+
sub-neg pow-pow pow-exp rem-cube-cbrt
distribute-rgt-in cube-mult pow-to-exp flip3-- distribute-lft-in unpow3 cos-mult flip-- sin-mult sqr-pow
+-commutative flip3-+ diff-log pow-prod-down prod-exp sum-log sum-cubes frac-sub cbrt-unprod flip-+ distribute-lft-out sub-div
Counts
4 → 78
Calls
4 calls:
19.0ms
(+ (pow (cos phi1) 3) (pow (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) 3))
3.0ms
(pow (cos phi1) 3)
35.0ms
(pow (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) 3)
66.0ms
(- (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) (cos phi1))

series1.4s

Counts
4 → 12
Calls
4 calls:
1.0s
(+ (pow (cos phi1) 3) (pow (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) 3))
25.0ms
(pow (cos phi1) 3)
189.0ms
(pow (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) 3)
194.0ms
(- (* (cos phi2) (- (* (cos lambda1) (cos lambda2)) (* (sin lambda1) (sin (- lambda2))))) (cos phi1))

simplify101.0ms

Algorithm
egg-herbie
Counts
90 → 90
Iterations

Useful iterations: 2 (87.0ms)

IterNodesCost
06731163
132081028
250021024

prune465.0ms

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.1b

regimes568.0ms

Accuracy

0% (0.2b remaining)

Error of 0.3b against oracle of 0.1b and baseline of 0.3b

bsearch0.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04769
14769

end0.0ms

sample5.4s

Algorithm
intervals
Results
3.2s3541×body1280valid
1.3s2402×body640valid
320.0ms942×body320valid
91.0ms397×body160valid
76.0ms718×body80valid