Details

Time bar (total: 33.6s)

sample771.0ms

Algorithm
intervals
Results
547.0ms1463×body80nan
54.0ms475×body80valid

simplify1.5s

Counts
1 → 1
Iterations
IterNodes
done5000
53114
4560
3180
265
132
017

prune17.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 1.6b

localize25.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (- t 1.0) (log a))
0.3b
(* y (log z))
1.1b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.5b
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

rewrite371.0ms

Algorithm
rewrite-expression-head
Rules
23×add-sqr-sqrt
19×*-un-lft-identity
15×add-cube-cbrt
13×add-cbrt-cube
12×log-prod add-exp-log
10×pow1 add-log-exp
associate-*r* associate-*l*
distribute-rgt-in distribute-lft-in
exp-prod
associate-/r* times-frac exp-sum prod-exp cbrt-unprod rem-exp-log
cbrt-undiv exp-diff diff-log div-exp pow-prod-down associate-*l/ log-pow *-commutative distribute-lft-out-- difference-of-squares unswap-sqr
clear-num sum-log sub-neg frac-2neg flip3-- associate--l+ associate-*r/ div-inv flip-- associate-/l* associate-/l/
Counts
4 → 95
Calls
4 calls:
32.0ms
(* (- t 1.0) (log a))
7.0ms
(* y (log z))
95.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
236.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series578.0ms

Counts
4 → 12
Calls
4 calls:
77.0ms
(* (- t 1.0) (log a))
52.0ms
(* y (log z))
194.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
255.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify848.0ms

Counts
107 → 107
Iterations
IterNodes
done5000
22139
1534
0233

prune951.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize43.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (pow z y) (/ (pow a (- t 1.0)) (exp b)))
0.2b
(/ (pow a (- t 1.0)) (exp b))
0.3b
(pow a (- t 1.0))
1.2b
(/ x (/ y (* (pow z y) (/ (pow a (- t 1.0)) (exp b)))))

rewrite122.0ms

Algorithm
rewrite-expression-head
Rules
99×times-frac
87×add-sqr-sqrt
70×add-exp-log
61×*-un-lft-identity
59×add-cube-cbrt
48×div-exp
34×unpow-prod-down
31×associate-*r*
25×add-cbrt-cube
24×prod-exp
16×pow-to-exp unpow-prod-up pow-exp sqr-pow
12×associate-/l* unswap-sqr
11×associate-/r*
10×cbrt-undiv
sub-neg
associate-*l* div-inv
pow1 pow-unpow associate-*r/ associate-/r/
cbrt-unprod add-log-exp
clear-num frac-2neg pow-sub
pow-pow *-commutative distribute-lft-out-- difference-of-squares associate-/l/
Counts
4 → 213
Calls
4 calls:
58.0ms
(* (pow z y) (/ (pow a (- t 1.0)) (exp b)))
19.0ms
(/ (pow a (- t 1.0)) (exp b))
10.0ms
(pow a (- t 1.0))
18.0ms
(/ x (/ y (* (pow z y) (/ (pow a (- t 1.0)) (exp b)))))

series843.0ms

Counts
4 → 12
Calls
4 calls:
232.0ms
(* (pow z y) (/ (pow a (- t 1.0)) (exp b)))
141.0ms
(/ (pow a (- t 1.0)) (exp b))
104.0ms
(pow a (- t 1.0))
365.0ms
(/ x (/ y (* (pow z y) (/ (pow a (- t 1.0)) (exp b)))))

simplify492.0ms

Counts
225 → 225
Iterations
IterNodes
done5001
11002
0369

prune1.8s

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.0b

localize43.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ y (* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b))))
0.3b
(* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b)))
0.3b
(* (pow z y) (pow a t))
1.2b
(/ x (/ y (* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b)))))

rewrite177.0ms

Algorithm
rewrite-expression-head
Rules
389×add-exp-log
237×prod-exp
214×div-exp
108×pow-to-exp pow-exp
61×add-cbrt-cube
60×times-frac
53×add-sqr-sqrt
41×*-un-lft-identity add-cube-cbrt
32×associate-*r*
22×cbrt-undiv
21×unpow-prod-down
19×cbrt-unprod
11×sqr-pow
associate-/r* unswap-sqr
associate-*l*
div-inv
pow1 associate-*r/ associate-/r/ associate-/l*
add-log-exp
clear-num frac-2neg *-commutative
pow-prod-down
Counts
4 → 279
Calls
4 calls:
57.0ms
(/ y (* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b))))
35.0ms
(* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b)))
27.0ms
(* (pow z y) (pow a t))
44.0ms
(/ x (/ y (* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b)))))

series1.5s

Counts
4 → 12
Calls
4 calls:
430.0ms
(/ y (* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b))))
445.0ms
(* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b)))
177.0ms
(* (pow z y) (pow a t))
465.0ms
(/ x (/ y (* (* (pow z y) (pow a t)) (/ (pow a (- 1.0)) (exp b)))))

simplify676.0ms

Counts
291 → 291
Iterations
IterNodes
done5000
11141
0386

prune1.6s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0b

localize55.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (pow a t) (pow a (- 1.0)))
0.2b
(/ (* (pow a t) (pow a (- 1.0))) (exp b))
0.3b
(* (* (/ 1 y) (pow z y)) (/ (* (pow a t) (pow a (- 1.0))) (exp b)))
1.2b
(* x (* (* (/ 1 y) (pow z y)) (/ (* (pow a t) (pow a (- 1.0))) (exp b))))

rewrite388.0ms

Algorithm
rewrite-expression-head
Rules
1066×add-exp-log
946×prod-exp
402×div-exp
256×pow-to-exp pow-exp
94×add-cbrt-cube
66×rec-exp 1-exp
48×cbrt-unprod
25×add-sqr-sqrt
20×cbrt-undiv
15×associate-*r*
13×*-un-lft-identity add-cube-cbrt
12×unpow-prod-down
11×pow1 associate-*l*
associate-*r/ unswap-sqr
sqr-pow
times-frac associate-*l/
pow-neg pow-prod-down add-log-exp
associate-/r* *-commutative associate-/l/
neg-sub0 frac-times un-div-inv div-inv pow-sub
clear-num frac-2neg pow-prod-up associate-/l*
Counts
4 → 420
Calls
4 calls:
27.0ms
(* (pow a t) (pow a (- 1.0)))
13.0ms
(/ (* (pow a t) (pow a (- 1.0))) (exp b))
82.0ms
(* (* (/ 1 y) (pow z y)) (/ (* (pow a t) (pow a (- 1.0))) (exp b)))
203.0ms
(* x (* (* (/ 1 y) (pow z y)) (/ (* (pow a t) (pow a (- 1.0))) (exp b))))

series1.6s

Counts
4 → 12
Calls
4 calls:
217.0ms
(* (pow a t) (pow a (- 1.0)))
209.0ms
(/ (* (pow a t) (pow a (- 1.0))) (exp b))
595.0ms
(* (* (/ 1 y) (pow z y)) (/ (* (pow a t) (pow a (- 1.0))) (exp b)))
546.0ms
(* x (* (* (/ 1 y) (pow z y)) (/ (* (pow a t) (pow a (- 1.0))) (exp b))))

simplify609.0ms

Counts
432 → 432
Iterations
IterNodes
done5000
11281
0391

prune1.3s

Pruning

7 alts after pruning (4 fresh and 3 done)

Merged error: 0b

regimes1.5s

Accuracy

10.7% (1.9b remaining)

Error of 1.9b against oracle of 0.0b and baseline of 2.1b

bsearch2.0ms

simplify1.2s

Iterations
IterNodes
done5000
52175
4403
3144
273
157
036

end0.0ms

sample14.7s

Algorithm
intervals
Results
6.5s45442×body80nan
3.3s15344×body80valid