Details

Time bar (total: 12.4s)

sample44.0ms

Algorithm
intervals
Results
16.0ms237×body80valid
3.0ms13×body640valid
3.0ms10×body1280valid
3.0ms13×body320valid
1.0msbody160valid

simplify1.4s

Counts
1 → 1
Iterations
IterNodes
done5005
72087
6873
5342
4176
3101
250
122
011

prune4.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 12.3b

localize23.0ms

Local error

Found 3 expressions with local error:

0.0b
(* (- z t) y)
1.4b
(- (+ x y) (/ (* (- z t) y) (- a t)))
9.1b
(/ (* (- z t) y) (- a t))

rewrite88.0ms

Algorithm
rewrite-expression-head
Rules
18×*-un-lft-identity
17×add-sqr-sqrt
10×add-cbrt-cube add-exp-log
add-log-exp
add-cube-cbrt
pow1 associate-/r* times-frac associate-*l* distribute-lft-out--
flip3-- associate-*l/ flip-- difference-of-squares
associate-*r* insert-posit16
cbrt-undiv diff-log div-exp prod-exp associate-/r/ frac-sub cbrt-unprod associate-/l/
clear-num sum-log sub-neg frac-2neg flip3-+ pow-prod-down associate--l+ *-commutative flip-+ div-inv distribute-lft-out associate-/l* unswap-sqr
Counts
3 → 73
Calls
3 calls:
17.0ms
(* (- z t) y)
50.0ms
(- (+ x y) (/ (* (- z t) y) (- a t)))
20.0ms
(/ (* (- z t) y) (- a t))

series287.0ms

Counts
3 → 9
Calls
3 calls:
44.0ms
(* (- z t) y)
153.0ms
(- (+ x y) (/ (* (- z t) y) (- a t)))
90.0ms
(/ (* (- z t) y) (- a t))

simplify1.2s

Counts
82 → 82
Iterations
IterNodes
done5001
21373
1395
0153

prune401.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 3.4b

localize41.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ x (- y (/ (* (- z t) y) (- a t))))
0.0b
(* (- z t) y)
2.4b
(- y (/ (* (- z t) y) (- a t)))
9.1b
(/ (* (- z t) y) (- a t))

rewrite101.0ms

Algorithm
rewrite-expression-head
Rules
21×*-un-lft-identity
18×add-sqr-sqrt
11×add-cbrt-cube add-exp-log add-log-exp
add-cube-cbrt
pow1
associate-/r* times-frac associate-*l* distribute-lft-out--
flip3-- associate-*l/ insert-posit16 flip-- difference-of-squares
associate-*r*
cbrt-undiv associate-+r+ sum-log sub-neg diff-log div-exp prod-exp associate-/r/ cbrt-unprod distribute-lft-out associate-/l/
+-commutative clear-num associate-+r- frac-2neg flip3-+ pow-prod-down *-commutative flip-+ div-inv associate-/l* unswap-sqr
Counts
4 → 86
Calls
4 calls:
32.0ms
(+ x (- y (/ (* (- z t) y) (- a t))))
21.0ms
(* (- z t) y)
12.0ms
(- y (/ (* (- z t) y) (- a t)))
33.0ms
(/ (* (- z t) y) (- a t))

series347.0ms

Counts
4 → 12
Calls
4 calls:
148.0ms
(+ x (- y (/ (* (- z t) y) (- a t))))
32.0ms
(* (- z t) y)
94.0ms
(- y (/ (* (- z t) y) (- a t)))
72.0ms
(/ (* (- z t) y) (- a t))

simplify1.3s

Counts
98 → 98
Iterations
IterNodes
done5000
21238
1384
0150

prune484.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 3.1b

localize27.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ x (- y (* (- z t) (/ y (- a t)))))
0.0b
(/ y (- a t))
5.0b
(- y (* (- z t) (/ y (- a t))))
9.9b
(* (- z t) (/ y (- a t)))

rewrite73.0ms

Algorithm
rewrite-expression-head
Rules
45×add-sqr-sqrt
42×*-un-lft-identity
31×times-frac
24×add-cube-cbrt
21×associate-*r*
11×add-cbrt-cube add-exp-log add-log-exp
distribute-lft-out-- difference-of-squares
pow1
associate-/r* flip3-- associate-*l* flip--
associate-/r/ insert-posit16
associate-/l*
frac-times cbrt-undiv associate-+r+ sum-log sub-neg diff-log div-exp associate-*l/ prod-exp cbrt-unprod div-inv unswap-sqr
+-commutative clear-num associate-+r- frac-2neg flip3-+ pow-prod-down associate-*r/ *-commutative flip-+ distribute-lft-out
Counts
4 → 115
Calls
4 calls:
11.0ms
(+ x (- y (* (- z t) (/ y (- a t)))))
8.0ms
(/ y (- a t))
5.0ms
(- y (* (- z t) (/ y (- a t))))
47.0ms
(* (- z t) (/ y (- a t)))

series437.0ms

Counts
4 → 12
Calls
4 calls:
172.0ms
(+ x (- y (* (- z t) (/ y (- a t)))))
32.0ms
(/ y (- a t))
132.0ms
(- y (* (- z t) (/ y (- a t))))
101.0ms
(* (- z t) (/ y (- a t)))

simplify1.4s

Counts
127 → 127
Iterations
IterNodes
done5000
21601
1443
0178

prune555.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 3.1b

localize27.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ 1 (- a t))
0.2b
(* y (/ 1 (- a t)))
8.4b
(- y (* (- z t) (* y (/ 1 (- a t)))))
9.9b
(* (- z t) (* y (/ 1 (- a t))))

rewrite83.0ms

Algorithm
rewrite-expression-head
Rules
48×add-sqr-sqrt
42×*-un-lft-identity
32×times-frac add-exp-log
25×add-cube-cbrt
22×associate-*r*
20×add-cbrt-cube
13×prod-exp
12×pow1
associate-*l* distribute-lft-out-- difference-of-squares
cbrt-unprod
flip3-- div-exp associate-*r/ flip-- add-log-exp
associate-/r*
frac-times pow-prod-down associate-/r/ un-div-inv insert-posit16
cbrt-undiv rec-exp 1-exp associate-/l* unswap-sqr
associate-*l/ *-commutative div-inv
clear-num sub-neg frac-2neg diff-log pow-flip inv-pow
Counts
4 → 133
Calls
4 calls:
8.0ms
(/ 1 (- a t))
27.0ms
(* y (/ 1 (- a t)))
6.0ms
(- y (* (- z t) (* y (/ 1 (- a t)))))
40.0ms
(* (- z t) (* y (/ 1 (- a t))))

series296.0ms

Counts
4 → 12
Calls
4 calls:
44.0ms
(/ 1 (- a t))
43.0ms
(* y (/ 1 (- a t)))
129.0ms
(- y (* (- z t) (* y (/ 1 (- a t)))))
79.0ms
(* (- z t) (* y (/ 1 (- a t))))

simplify1.4s

Counts
145 → 145
Iterations
IterNodes
done5000
21433
1441
0181

prune504.0ms

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 3.1b

regimes471.0ms

Accuracy

-22.6% (6.5b remaining)

Error of 10.4b against oracle of 3.9b and baseline of 9.2b

bsearch87.0ms

Steps
ItersRangePoint
9
1.3078459179729294e+100
1.0942324262445282e+106
5.8516997634450565e+103
8
-2.2626552322333282e+57
-3.605419337961467e+54
-3.882750870169282e+54

simplify4.0ms

Iterations
IterNodes
done35
135
026

end0.0ms

sample1.4s

Algorithm
intervals
Results
896.0ms7354×body80valid
84.0ms433×body640valid
59.0ms403×body320valid
56.0ms236×body1280valid
24.0ms253×body160valid
4.0ms14×body2560valid