Details

Time bar (total: 51.2s)

sample453.0ms

Algorithm
intervals
Results
260.0ms1460×body80nan
101.0ms504×body80valid

simplify5.1s

Counts
1 → 1
Iterations
IterNodes
67660
51421
4477
3179
271
133
017

prune18.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.9b

localize64.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (- 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)

rewrite313.0ms

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:
35.0ms
(* (- t 1.0) (log a))
14.0ms
(* y (log z))
85.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
177.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series583.0ms

Counts
4 → 12
Calls
4 calls:
90.0ms
(* (- t 1.0) (log a))
44.0ms
(* y (log z))
201.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
247.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify4.5s

Counts
128 → 128
Iterations
IterNodes
35841
21598
1597
0281

prune2.1s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.7b

localize71.0ms

Local error

Found 4 expressions with local error:

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

rewrite715.0ms

Algorithm
rewrite-expression-head
Rules
19×add-sqr-sqrt *-un-lft-identity add-cbrt-cube
17×add-cube-cbrt
16×add-exp-log
12×exp-sum
10×add-log-exp
associate-/r* times-frac prod-diff
cbrt-undiv div-exp
exp-prod
expm1-log1p-u pow1 exp-diff insert-posit16 log1p-expm1-u
clear-num frac-2neg prod-exp associate-*r/ cbrt-unprod div-inv associate-/l* rem-exp-log associate-/l/
diff-log
sum-log sub-neg associate--l+ distribute-lft-out-- difference-of-squares
Counts
4 → 106
Calls
4 calls:
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)
209.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)
222.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series696.0ms

Counts
4 → 12
Calls
4 calls:
124.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
212.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)
175.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)
184.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify1.9s

Counts
118 → 118
Iterations
IterNodes
34235
21081
1388
0176

prune2.1s

Pruning

16 alts after pruning (15 fresh and 1 done)

Merged error: 0.6b

localize58.0ms

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)

rewrite977.0ms

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:
85.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
87.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
79.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
723.0ms
(/ (* 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)

series666.0ms

Counts
4 → 12
Calls
4 calls:
141.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
144.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
159.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
221.0ms
(/ (* 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)

simplify2.7s

Counts
140 → 140
Iterations
IterNodes
35773
21433
1466
0201

prune2.7s

Pruning

19 alts after pruning (18 fresh and 1 done)

Merged error: 0.6b

localize58.0ms

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))
1.0b
(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)

rewrite948.0ms

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:
119.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
116.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
38.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
672.0ms
(/ (* 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)

series884.0ms

Counts
4 → 12
Calls
4 calls:
163.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
175.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
197.0ms
(pow E (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
349.0ms
(/ (* 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)

simplify2.8s

Counts
145 → 145
Iterations
IterNodes
36348
21870
1629
0253

prune2.8s

Pruning

19 alts after pruning (18 fresh and 1 done)

Merged error: 0.5b

regimes2.5s

Accuracy

0% (1.5b remaining)

Error of 2.1b against oracle of 0.6b and baseline of 2.1b

bsearch0.0ms

simplify9.0ms

Iterations
IterNodes
230
130
025

end0.0ms

sample15.7s

Algorithm
intervals
Results
8.9s46375×body80nan
2.9s15323×body80valid