Details

Time bar (total: 33.7s)

sample475.0ms

Algorithm
intervals
Results
156.0ms1521×body80nan
110.0ms485×body80valid

simplify1.4s

Counts
1 → 1
Iterations
IterNodes
done5001
53079
4563
3190
273
133
017

prune25.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 2.0b

localize39.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (- t 1.0) (log a))
0.3b
(* y (log z))
0.8b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
2.0b
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

rewrite250.0ms

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 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 → 112
Calls
4 calls:
18.0ms
(* (- t 1.0) (log a))
7.0ms
(* y (log z))
60.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
162.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series441.0ms

Counts
4 → 12
Calls
4 calls:
65.0ms
(* (- t 1.0) (log a))
42.0ms
(* y (log z))
131.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
204.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify799.0ms

Counts
124 → 124
Iterations
IterNodes
done5001
22439
1624
0277

prune877.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.1b

localize41.0ms

Local error

Found 4 expressions with local error:

0.2b
(pow a (- t 1.0))
0.2b
(/ (* (pow a (- t 1.0)) (pow z y)) (exp b))
0.5b
(* (pow a (- t 1.0)) (pow z y))
0.5b
(/ x (/ y (/ (* (pow a (- t 1.0)) (pow z y)) (exp b))))

rewrite114.0ms

Algorithm
rewrite-expression-head
Rules
201×times-frac
121×add-sqr-sqrt
109×*-un-lft-identity
107×add-cube-cbrt
68×add-exp-log
43×div-exp
29×associate-/r*
27×prod-exp
25×add-cbrt-cube
22×unpow-prod-up
19×pow-to-exp pow-exp
18×associate-*l* prod-diff div-inv
15×unpow-prod-down
11×cbrt-undiv
unswap-sqr sqr-pow
associate-*r*
pow1 pow-unpow associate-/r/
expm1-log1p-u log1p-expm1-u associate-/l* add-log-exp
cbrt-unprod pow-sub
clear-num sub-neg frac-2neg associate-*l/
pow-pow *-commutative distribute-lft-out-- difference-of-squares associate-/l/
Counts
4 → 256
Calls
4 calls:
9.0ms
(pow a (- t 1.0))
22.0ms
(/ (* (pow a (- t 1.0)) (pow z y)) (exp b))
29.0ms
(* (pow a (- t 1.0)) (pow z y))
37.0ms
(/ x (/ y (/ (* (pow a (- t 1.0)) (pow z y)) (exp b))))

series829.0ms

Counts
4 → 12
Calls
4 calls:
84.0ms
(pow a (- t 1.0))
285.0ms
(/ (* (pow a (- t 1.0)) (pow z y)) (exp b))
175.0ms
(* (pow a (- t 1.0)) (pow z y))
284.0ms
(/ x (/ y (/ (* (pow a (- t 1.0)) (pow z y)) (exp b))))

simplify789.0ms

Counts
268 → 268
Iterations
IterNodes
done5001
11439
0507

prune1.9s

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0b

localize29.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ y (/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b)))
0.2b
(/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b))
0.5b
(* (/ (pow a t) (pow a 1.0)) (pow z y))
0.5b
(/ x (/ y (/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b))))

rewrite166.0ms

Algorithm
rewrite-expression-head
Rules
343×add-exp-log
310×times-frac
298×div-exp
195×add-sqr-sqrt
136×*-un-lft-identity add-cube-cbrt
120×prod-exp
112×pow-to-exp pow-exp
73×unpow-prod-down
53×associate-*l*
52×add-cbrt-cube
43×sqr-pow
36×associate-/r*
30×unswap-sqr
26×cbrt-undiv
24×div-inv
cbrt-unprod
associate-*r* associate-/l*
associate-/r/
expm1-log1p-u pow1 log1p-expm1-u add-log-exp
clear-num frac-2neg
associate-*l/
*-commutative associate-/l/
Counts
4 → 425
Calls
4 calls:
27.0ms
(/ y (/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b)))
30.0ms
(/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b))
43.0ms
(* (/ (pow a t) (pow a 1.0)) (pow z y))
35.0ms
(/ x (/ y (/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b))))

series1.5s

Counts
4 → 12
Calls
4 calls:
369.0ms
(/ y (/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b)))
346.0ms
(/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b))
257.0ms
(* (/ (pow a t) (pow a 1.0)) (pow z y))
489.0ms
(/ x (/ y (/ (* (/ (pow a t) (pow a 1.0)) (pow z y)) (exp b))))

simplify586.0ms

Counts
437 → 437
Iterations
IterNodes
done5000
11723
0604

prune3.0s

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0b

localize46.0ms

Local error

Found 4 expressions with local error:

0.1b
(fma (- (- (log z))) y (- (* t (- (log a)))))
0.2b
(* t (- (log a)))
1.0b
(* (pow (/ 1 (pow a 1.0)) 1.0) (* (exp (- (fma (- (- (log z))) y (- (* t (- (log a))))) b)) (/ x y)))
4.7b
(* (exp (- (fma (- (- (log z))) y (- (* t (- (log a))))) b)) (/ x y))

rewrite304.0ms

Algorithm
rewrite-expression-head
Rules
90×add-exp-log
63×prod-exp
47×associate-*l*
46×add-sqr-sqrt
39×*-un-lft-identity pow-exp add-cube-cbrt
34×unpow-prod-down
31×times-frac div-exp
26×associate-*r*
20×add-cbrt-cube
12×pow-to-exp exp-sum
10×pow1
rec-exp 1-exp prod-diff
cbrt-unprod
log-prod distribute-neg-in
associate-*r/
distribute-lft-neg-in expm1-log1p-u distribute-rgt-neg-in exp-diff log1p-expm1-u add-log-exp sqr-pow
distribute-rgt-in distribute-lft-in *-commutative unswap-sqr
frac-times cbrt-undiv pow-prod-down associate-*l/ log-pow fma-udef div-inv
neg-mul-1 sub-neg associate--l+ distribute-rgt-neg-out
Counts
4 → 176
Calls
4 calls:
0.0ms
(fma (- (- (log z))) y (- (* t (- (log a)))))
10.0ms
(* t (- (log a)))
214.0ms
(* (pow (/ 1 (pow a 1.0)) 1.0) (* (exp (- (fma (- (- (log z))) y (- (* t (- (log a))))) b)) (/ x y)))
70.0ms
(* (exp (- (fma (- (- (log z))) y (- (* t (- (log a))))) b)) (/ x y))

series987.0ms

Counts
4 → 12
Calls
4 calls:
124.0ms
(fma (- (- (log z))) y (- (* t (- (log a)))))
46.0ms
(* t (- (log a)))
609.0ms
(* (pow (/ 1 (pow a 1.0)) 1.0) (* (exp (- (fma (- (- (log z))) y (- (* t (- (log a))))) b)) (/ x y)))
208.0ms
(* (exp (- (fma (- (- (log z))) y (- (* t (- (log a))))) b)) (/ x y))

simplify1.3s

Counts
188 → 188
Iterations
IterNodes
done5000
23653
1957
0371

prune1.7s

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0b

regimes1.1s

Accuracy

63.9% (0.7b remaining)

Error of 0.8b against oracle of 0.1b and baseline of 2.0b

bsearch640.0ms

Steps
ItersRangePoint
10
3.6735823116612524e+85
1.0065470425620452e+98
3.736249666656283e+85
8
-1.4720818240991487e+43
-8.259909428119404e+38
-8.08322652601083e+41

simplify1.1s

Iterations
IterNodes
done5001
61488
5570
4261
3130
275
156
038

end0.0ms

sample13.4s

Algorithm
intervals
Results
6.4s45456×body80nan
2.5s15204×body80valid