Details

Time bar (total: 16.5s)

sample110.0ms

Algorithm
intervals
Results
25.0ms27×body1280valid
22.0ms207×body80valid
17.0ms30×body640valid
8.0ms24×body320valid
7.0ms96×body80nan
2.0msbody160valid

simplify1.6s

Counts
1 → 1
Iterations
IterNodes
done5000
61983
5483
4150
354
227
118
010

prune9.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 4.1b

localize34.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ y (+ z y))
0.0b
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
0.1b
(* y (log (/ y (+ z y))))
5.6b
(log (/ y (+ z y)))

rewrite142.0ms

Algorithm
rewrite-expression-head
Rules
67×*-un-lft-identity
54×log-prod
48×times-frac
41×add-sqr-sqrt
39×add-cube-cbrt
18×distribute-rgt-in distribute-lft-in
14×distribute-lft-out
11×add-exp-log
pow1 add-cbrt-cube associate-/r/
add-log-exp
flip3-+ flip-+
associate-/r* associate-*r* div-inv
associate-*l* associate-/l*
div-exp rem-log-exp log-pow
cbrt-undiv +-commutative log-div clear-num sum-log frac-2neg pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
Counts
4 → 129
Calls
4 calls:
11.0ms
(/ y (+ z y))
102.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
18.0ms
(* y (log (/ y (+ z y))))
5.0ms
(log (/ y (+ z y)))

series378.0ms

Counts
4 → 12
Calls
4 calls:
70.0ms
(/ y (+ z y))
99.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
127.0ms
(* y (log (/ y (+ z y))))
82.0ms
(log (/ y (+ z y)))

simplify1.3s

Counts
141 → 141
Iterations
IterNodes
done5000
21293
1451
0199

prune1.0s

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0b

localize15.0ms

Local error

Found 1 expressions with local error:

0.0b
(+ x (/ (exp 0) y))

rewrite20.0ms

Algorithm
rewrite-expression-head
Rules
*-un-lft-identity add-log-exp
add-sqr-sqrt pow1 +-commutative sum-log flip3-+ add-cbrt-cube add-exp-log add-cube-cbrt flip-+ distribute-lft-out
Counts
1 → 12
Calls
1 calls:
19.0ms
(+ x (/ (exp 0) y))

series38.0ms

Counts
1 → 3
Calls
1 calls:
38.0ms
(+ x (/ (exp 0) y))

simplify2.3s

Counts
15 → 15
Iterations
IterNodes
done5000
32966
2352
180
030

prune71.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0b

localize10.0ms

Local error

Found 2 expressions with local error:

0.0b
(+ x (/ (exp (- z)) y))
0.0b
(/ (exp (- z)) y)

rewrite51.0ms

Algorithm
rewrite-expression-head
Rules
12×*-un-lft-identity
10×add-sqr-sqrt add-cube-cbrt
times-frac
add-cbrt-cube add-log-exp
associate-/r* add-exp-log associate-/l*
pow1 associate-/l/
neg-sub0 exp-neg cbrt-undiv +-commutative clear-num sum-log frac-2neg flip3-+ exp-diff div-exp flip-+ div-inv distribute-lft-out
Counts
2 → 41
Calls
2 calls:
29.0ms
(+ x (/ (exp (- z)) y))
20.0ms
(/ (exp (- z)) y)

series100.0ms

Counts
2 → 6
Calls
2 calls:
53.0ms
(+ x (/ (exp (- z)) y))
47.0ms
(/ (exp (- z)) y)

simplify899.0ms

Counts
47 → 47
Iterations
IterNodes
done5000
2754
1192
085

prune250.0ms

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0b

localize52.0ms

Local error

Found 4 expressions with local error:

0.1b
(* y (log (/ y (+ z y))))
0.2b
(* (sqrt (+ x (/ (exp (* y (log (/ y (+ z y))))) y))) (sqrt (+ x (/ (exp (* y (log (/ y (+ z y))))) y))))
5.6b
(log (/ y (+ z y)))
5.6b
(log (/ y (+ z y)))

rewrite856.0ms

Algorithm
rewrite-expression-head
Rules
84×*-un-lft-identity
72×log-prod
60×add-sqr-sqrt
48×times-frac
46×add-cube-cbrt
26×sqrt-prod
24×pow1
18×distribute-rgt-in distribute-lft-in distribute-lft-out
14×add-exp-log
12×sqrt-div
11×swap-sqr associate-*r*
10×flip3-+ associate-*l* flip-+
sqrt-pow1 add-cbrt-cube pow1/2 associate-/r/
pow-prod-up unswap-sqr
frac-times rem-log-exp pow-prod-down div-inv add-log-exp
pow-sqr log-pow
log-div div-exp associate-*l/ prod-exp associate-*r/ *-commutative cbrt-unprod
pow2 rem-square-sqrt pow-plus sqrt-unprod
Counts
4 → 175
Calls
4 calls:
17.0ms
(* y (log (/ y (+ z y))))
812.0ms
(* (sqrt (+ x (/ (exp (* y (log (/ y (+ z y))))) y))) (sqrt (+ x (/ (exp (* y (log (/ y (+ z y))))) y))))
5.0ms
(log (/ y (+ z y)))
5.0ms
(log (/ y (+ z y)))

series510.0ms

Counts
4 → 12
Calls
4 calls:
147.0ms
(* y (log (/ y (+ z y))))
194.0ms
(* (sqrt (+ x (/ (exp (* y (log (/ y (+ z y))))) y))) (sqrt (+ x (/ (exp (* y (log (/ y (+ z y))))) y))))
88.0ms
(log (/ y (+ z y)))
80.0ms
(log (/ y (+ z y)))

simplify1.8s

Counts
187 → 187
Iterations
IterNodes
done5001
21641
1535
0249

prune1.3s

Pruning

3 alts after pruning (0 fresh and 3 done)

Merged error: 0b

regimes402.0ms

Accuracy

70.2% (0.7b remaining)

Error of 0.8b against oracle of 0.1b and baseline of 2.4b

bsearch56.0ms

Steps
ItersRangePoint
6
0.0021791553575483446
0.02896948912313928
0.028513151261711524

simplify5.0ms

Iterations
IterNodes
done17
117
014

end0.0ms

sample3.1s

Algorithm
intervals
Results
1.1s964×body640valid
631.0ms765×body1280valid
551.0ms6568×body80valid
180.0ms3063×body80nan
149.0ms539×body320valid
54.0ms313×body160valid