Details

Time bar (total: 16.4s)

sample39.0ms

Algorithm
intervals
Results
21.0ms255×body80valid
0.0msbody160valid

simplify3.3s

Counts
1 → 1
Iterations
IterNodes
done5001
83263
71792
61228
5907
4476
3182
271
132
016

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 27.7b

localize26.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (+ y t) a)
1.3b
(- (* z (+ x y)) (* b y))
3.3b
(+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))
25.9b
(/ (+ (* (+ y t) a) (- (* z (+ x y)) (* b y))) (+ x (+ y t)))

rewrite173.0ms

Algorithm
rewrite-expression-head
Rules
38×*-un-lft-identity
18×add-sqr-sqrt
16×add-cube-cbrt
15×times-frac
13×distribute-lft-out
11×add-log-exp
10×associate-*l/
flip3-+ add-cbrt-cube frac-add add-exp-log flip-+
pow1 associate-/l/
associate-/r* flip3-- flip--
associate-+r+ associate-*l* associate--l+
associate-*r* associate-/l*
distribute-rgt-in associate-+r- sum-log sub-neg distribute-lft-in diff-log associate-/r/
cbrt-undiv +-commutative clear-num frac-2neg div-sub div-exp pow-prod-down prod-exp *-commutative cbrt-unprod div-inv unswap-sqr
Counts
4 → 100
Calls
4 calls:
16.0ms
(* (+ y t) a)
10.0ms
(- (* z (+ x y)) (* b y))
27.0ms
(+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))
117.0ms
(/ (+ (* (+ y t) a) (- (* z (+ x y)) (* b y))) (+ x (+ y t)))

series395.0ms

Counts
4 → 12
Calls
4 calls:
30.0ms
(* (+ y t) a)
41.0ms
(- (* z (+ x y)) (* b y))
134.0ms
(+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))
190.0ms
(/ (+ (* (+ y t) a) (- (* z (+ x y)) (* b y))) (+ x (+ y t)))

simplify1.6s

Counts
112 → 112
Iterations
IterNodes
done5001
22325
1527
0181

prune835.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 3.6b

localize6.0ms

rewrite0.0ms

Algorithm
rewrite-expression-head
Rules
Counts
0 → 0

series0.0ms

Counts
0 → 0

simplify0.0ms

Counts
0 → 0
Iterations
IterNodes
done0
00

prune54.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 3.6b

localize50.0ms

Local error

Found 4 expressions with local error:

0.2b
(/ 1 (/ (+ x (+ y t)) (+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))))
1.3b
(- (* z (+ x y)) (* b y))
3.3b
(+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))
26.0b
(/ (+ x (+ y t)) (+ (* (+ y t) a) (- (* z (+ x y)) (* b y))))

rewrite240.0ms

Algorithm
rewrite-expression-head
Rules
156×*-un-lft-identity
150×times-frac
76×add-sqr-sqrt add-cube-cbrt
48×distribute-lft-out
31×associate-/r/
28×associate-/r*
24×associate-*l/ frac-add
19×flip3-+ flip-+
17×add-exp-log
13×flip3-- flip--
11×add-cbrt-cube add-log-exp
div-exp associate-/l*
div-inv
pow1
cbrt-undiv associate-+r+ associate--l+
distribute-rgt-in rec-exp clear-num sum-log sub-neg frac-2neg distribute-lft-in diff-log 1-exp associate-/l/
+-commutative associate-+r- pow-flip inv-pow
Counts
4 → 202
Calls
4 calls:
100.0ms
(/ 1 (/ (+ x (+ y t)) (+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))))
10.0ms
(- (* z (+ x y)) (* b y))
28.0ms
(+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))
85.0ms
(/ (+ x (+ y t)) (+ (* (+ y t) a) (- (* z (+ x y)) (* b y))))

series935.0ms

Counts
4 → 12
Calls
4 calls:
637.0ms
(/ 1 (/ (+ x (+ y t)) (+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))))
36.0ms
(- (* z (+ x y)) (* b y))
138.0ms
(+ (* (+ y t) a) (- (* z (+ x y)) (* b y)))
124.0ms
(/ (+ x (+ y t)) (+ (* (+ y t) a) (- (* z (+ x y)) (* b y))))

simplify1.8s

Counts
214 → 214
Iterations
IterNodes
done5001
23195
1826
0283

prune999.0ms

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 3.1b

localize29.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (+ y t) a)
1.8b
(- (+ (* (+ y t) a) (* (+ y x) z)) (* b y))
2.6b
(+ (* (+ y t) a) (* (+ y x) z))
26.0b
(* (/ 1 (+ x (+ y t))) (- (+ (* (+ y t) a) (* (+ y x) z)) (* b y)))

rewrite264.0ms

Algorithm
rewrite-expression-head
Rules
34×*-un-lft-identity
25×add-sqr-sqrt associate-*l*
17×times-frac
16×add-cube-cbrt
15×add-exp-log
11×add-cbrt-cube associate-*l/ add-log-exp
10×distribute-lft-out
pow1
flip3-+ flip-+
associate-*r*
prod-exp
frac-add unswap-sqr
distribute-rgt-in sub-neg distribute-lft-in flip3-- associate--l+ cbrt-unprod flip--
frac-times sum-log diff-log div-exp pow-prod-down associate-*r/ associate-/r/ *-commutative
cbrt-undiv +-commutative rec-exp 1-exp div-inv
Counts
4 → 103
Calls
4 calls:
17.0ms
(* (+ y t) a)
57.0ms
(- (+ (* (+ y t) a) (* (+ y x) z)) (* b y))
11.0ms
(+ (* (+ y t) a) (* (+ y x) z))
176.0ms
(* (/ 1 (+ x (+ y t))) (- (+ (* (+ y t) a) (* (+ y x) z)) (* b y)))

series844.0ms

Counts
4 → 12
Calls
4 calls:
25.0ms
(* (+ y t) a)
112.0ms
(- (+ (* (+ y t) a) (* (+ y x) z)) (* b y))
55.0ms
(+ (* (+ y t) a) (* (+ y x) z))
651.0ms
(* (/ 1 (+ x (+ y t))) (- (+ (* (+ y t) a) (* (+ y x) z)) (* b y)))

simplify1.6s

Counts
115 → 115
Iterations
IterNodes
done5010
22516
1649
0209

prune628.0ms

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 3.1b

regimes1.0s

Accuracy

46.5% (13.1b remaining)

Error of 17.3b against oracle of 4.3b and baseline of 28.7b

bsearch131.0ms

Steps
ItersRangePoint
9
190.48575438544674
121699369396.6964
4617794.30963613
10
-1.3160740612192672e-52
-2.161818917794778e-63
-1.2430782448094334e-52

simplify4.0ms

Iterations
IterNodes
done34
134
024

end0.0ms

sample1.4s

Algorithm
intervals
Results
1.0s7998×body80valid
0.0msbody640valid
0.0msbody160valid