Details

Time bar (total: 39.9s)

sample313.0ms

Algorithm
intervals
Results
162.0ms1418×body80nan
60.0ms481×body80valid

simplify2.6s

Counts
1 → 1
Iterations
IterNodes
done5002
51717
4477
3179
271
133
017

prune17.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.9b

localize77.0ms

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)

rewrite359.0ms

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:
34.0ms
(* (- t 1.0) (log a))
14.0ms
(* y (log z))
72.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
237.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series585.0ms

Counts
4 → 12
Calls
4 calls:
98.0ms
(* (- t 1.0) (log a))
56.0ms
(* y (log z))
178.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
253.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify2.2s

Counts
128 → 128
Iterations
IterNodes
done5002
21896
1626
0281

prune1.1s

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 0.7b

localize70.0ms

Local error

Found 4 expressions with local error:

0.3b
(* y (log z))
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 (* (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

rewrite2.0s

Algorithm
rewrite-expression-head
Rules
30×add-sqr-sqrt
28×*-un-lft-identity
24×exp-sum add-cube-cbrt
18×prod-diff
16×add-log-exp
15×add-cbrt-cube add-exp-log
10×exp-prod
pow1
log-prod exp-diff rem-exp-log
expm1-log1p-u sqrt-div diff-log associate-*r* prod-exp associate-*r/ cbrt-unprod insert-posit16 log1p-expm1-u
distribute-rgt-in cbrt-undiv associate-/r* distribute-lft-in times-frac div-exp associate-*l* associate-/l/
sum-log sub-neg associate--l+ distribute-lft-out-- difference-of-squares
frac-times clear-num frac-2neg pow-prod-down associate-*l/ log-pow *-commutative div-inv associate-/l* unswap-sqr
Counts
4 → 119
Calls
4 calls:
7.0ms
(* y (log z))
64.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
112.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.8s
(/ (* x (* (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

series698.0ms

Counts
4 → 12
Calls
4 calls:
74.0ms
(* y (log z))
205.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
208.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
211.0ms
(/ (* x (* (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

simplify2.0s

Counts
131 → 131
Iterations
IterNodes
done5001
21678
1539
0233

prune1.5s

Pruning

15 alts after pruning (15 fresh and 0 done)

Merged error: 0.6b

localize92.0ms

Local error

Found 4 expressions with local error:

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

rewrite863.0ms

Algorithm
rewrite-expression-head
Rules
30×add-sqr-sqrt
28×*-un-lft-identity
24×exp-sum add-cube-cbrt
18×prod-diff
15×add-cbrt-cube add-exp-log
13×add-log-exp
10×exp-prod
pow1
log-prod exp-diff
rem-exp-log
expm1-log1p-u sqrt-div associate-*r* prod-exp associate-*r/ cbrt-unprod insert-posit16 log1p-expm1-u
distribute-rgt-in cbrt-undiv associate-/r* distribute-lft-in times-frac diff-log div-exp associate-*l* associate-/l/
sub-neg associate--l+ distribute-lft-out-- difference-of-squares
frac-times clear-num sum-log frac-2neg pow-prod-down associate-*l/ log-pow *-commutative fma-udef div-inv associate-/l* unswap-sqr
Counts
4 → 118
Calls
4 calls:
7.0ms
(* y (log z))
12.0ms
(exp (- (fma (log a) (- 1.0) (* y (log z))) (fma t (- (log a)) b)))
109.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
732.0ms
(/ (* x (* (sqrt (exp (- (fma (log a) (- 1.0) (* y (log z))) (fma t (- (log a)) b)))) (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

series1.0s

Counts
4 → 12
Calls
4 calls:
62.0ms
(* y (log z))
214.0ms
(exp (- (fma (log a) (- 1.0) (* y (log z))) (fma t (- (log a)) b)))
191.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
577.0ms
(/ (* x (* (sqrt (exp (- (fma (log a) (- 1.0) (* y (log z))) (fma t (- (log a)) b)))) (sqrt (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))))) y)

simplify3.1s

Counts
130 → 130
Iterations
IterNodes
done5000
22026
1659
0308

prune1.5s

Pruning

17 alts after pruning (16 fresh and 1 done)

Merged error: 0.6b

localize101.0ms

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)

rewrite1.2s

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:
108.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
121.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
89.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
873.0ms
(/ (* 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)

series835.0ms

Counts
4 → 12
Calls
4 calls:
208.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
191.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
187.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
248.0ms
(/ (* 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)

simplify2.0s

Counts
140 → 140
Iterations
IterNodes
done5000
21594
1481
0201

prune1.5s

Pruning

20 alts after pruning (19 fresh and 1 done)

Merged error: 0.5b

regimes3.0s

Accuracy

0% (1.1b remaining)

Error of 1.8b against oracle of 0.7b and baseline of 1.8b

bsearch0.0ms

simplify3.0ms

Iterations
IterNodes
done20
120
019

end0.0ms

sample11.1s

Algorithm
intervals
Results
6.7s45031×body80nan
2.0s15175×body80valid