Details

Time bar (total: 35.3s)

sample823.0ms

Algorithm
intervals
Results
665.0ms1421×body80nan
72.0ms475×body80valid

simplify1.0s

Counts
1 → 1
Iterations
IterNodes
done2008
51717
4477
3179
271
133
017

prune15.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.8b

localize31.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (- t 1.0) (log a))
0.3b
(* y (log z))
0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.0b
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

rewrite332.0ms

Algorithm
rewrite-expression-head
Rules
29×add-sqr-sqrt
25×*-un-lft-identity
21×add-cube-cbrt
13×add-cbrt-cube
12×log-prod exp-sum add-exp-log
10×pow1 add-log-exp
prod-diff
associate-*r* associate-*l*
distribute-rgt-in distribute-lft-in
exp-prod
expm1-log1p-u insert-posit16 log1p-expm1-u
associate-/r* times-frac 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 → 116
Calls
4 calls:
32.0ms
(* (- t 1.0) (log a))
14.0ms
(* y (log z))
83.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
200.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series569.0ms

Counts
4 → 12
Calls
4 calls:
70.0ms
(* (- t 1.0) (log a))
65.0ms
(* y (log z))
190.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
245.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify1.0s

Counts
128 → 128
Iterations
IterNodes
done2000
21896
1626
0281

prune989.0ms

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 0.7b

localize70.0ms

Local error

Found 4 expressions with local error:

0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.0b
(/ (* x (* (* (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

rewrite1.1s

Algorithm
rewrite-expression-head
Rules
36×exp-sum
33×add-sqr-sqrt *-un-lft-identity
27×prod-diff add-cube-cbrt
22×add-log-exp
18×add-exp-log
15×exp-prod exp-diff
14×add-cbrt-cube
12×cbrt-div
10×associate-*r/
rem-exp-log
associate-/l/
diff-log prod-exp cbrt-unprod
frac-times associate-*l/
expm1-log1p-u pow1 cbrt-undiv div-exp insert-posit16 log1p-expm1-u
associate-/r* sum-log sub-neg times-frac associate--l+ distribute-lft-out-- difference-of-squares
clear-num frac-2neg div-inv associate-/l*
Counts
4 → 128
Calls
4 calls:
120.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
102.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
60.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
844.0ms
(/ (* x (* (* (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

series732.0ms

Counts
4 → 12
Calls
4 calls:
179.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
154.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
168.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
231.0ms
(/ (* x (* (* (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

simplify1.0s

Counts
140 → 140
Iterations
IterNodes
done2004
21594
1481
0201

prune1.5s

Pruning

18 alts after pruning (18 fresh and 0 done)

Merged error: 0.6b

localize54.0ms

Local error

Found 4 expressions with local error:

0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
0.9b
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.0b
(/ (* x (* (* (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

rewrite1.1s

Algorithm
rewrite-expression-head
Rules
34×add-sqr-sqrt *-un-lft-identity
28×add-cube-cbrt
27×prod-diff
24×exp-sum
19×add-exp-log
16×add-log-exp
14×add-cbrt-cube
12×unpow-prod-up cbrt-div
10×exp-prod exp-diff associate-*r/
associate-/l/
prod-exp cbrt-unprod rem-exp-log
frac-times pow1 pow-unpow associate-*l/ pow-sub
expm1-log1p-u cbrt-undiv diff-log div-exp insert-posit16 log1p-expm1-u
associate-/r* sub-neg unpow-prod-down times-frac associate--l+ distribute-lft-out-- difference-of-squares
sum-log pow-exp
pow-to-exp e-exp-1 clear-num pow-pow frac-2neg div-inv associate-/l* sqr-pow
Counts
4 → 133
Calls
4 calls:
64.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
108.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
24.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
917.0ms
(/ (* x (* (* (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

series957.0ms

Counts
4 → 12
Calls
4 calls:
178.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
179.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
214.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
386.0ms
(/ (* x (* (* (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

simplify1.1s

Counts
145 → 145
Iterations
IterNodes
done2000
1666
0253

prune1.9s

Pruning

19 alts after pruning (19 fresh and 0 done)

Merged error: 0.5b

localize70.0ms

Local error

Found 4 expressions with local error:

0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
0.9b
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
0.9b
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.0b
(/ (* x (* (* (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

rewrite771.0ms

Algorithm
rewrite-expression-head
Rules
35×add-sqr-sqrt *-un-lft-identity
29×add-cube-cbrt
27×prod-diff
24×unpow-prod-up
20×add-exp-log
14×add-cbrt-cube
12×cbrt-div exp-sum
10×pow-unpow associate-*r/ pow-sub add-log-exp
associate-/l/
pow1 unpow-prod-down prod-exp cbrt-unprod
frac-times exp-prod exp-diff associate-*l/
expm1-log1p-u cbrt-undiv div-exp pow-exp insert-posit16 log1p-expm1-u
associate-/r* sub-neg times-frac associate--l+ distribute-lft-out-- difference-of-squares rem-exp-log
pow-to-exp e-exp-1 pow-pow diff-log sqr-pow
clear-num sum-log frac-2neg div-inv associate-/l*
Counts
4 → 138
Calls
4 calls:
77.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
45.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
29.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
617.0ms
(/ (* x (* (* (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

series887.0ms

Counts
4 → 12
Calls
4 calls:
171.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
171.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
181.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
364.0ms
(/ (* x (* (* (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (cbrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b)))) (cbrt (pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

simplify956.0ms

Counts
150 → 150
Iterations
IterNodes
done2001
1668
0257

prune1.8s

Pruning

25 alts after pruning (25 fresh and 0 done)

Merged error: 0.4b

regimes2.9s

Accuracy

0% (1.4b remaining)

Error of 1.9b against oracle of 0.6b and baseline of 1.9b

bsearch0.0ms

simplify5.0ms

Iterations
IterNodes
done27
227
125
022

end0.0ms

sample13.6s

Algorithm
intervals
Results
7.5s45078×body80nan
3.0s15120×body80valid