Details

Time bar (total: 1.1m)

sample53.0ms

Algorithm
intervals
Results
25.0ms272×body80valid
1.0msbody640valid
1.0msbody1280valid
0.0msbody320valid
0.0msbody160valid

simplify2.1s

Counts
1 → 1
Iterations
IterNodes
done5001
53026
4906
3317
2141
154
012

prune10.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.8b

localize20.0ms

Local error

Found 2 expressions with local error:

0.0b
(- (tanh (/ t y)) (tanh (/ x y)))
4.1b
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

rewrite92.0ms

Algorithm
rewrite-expression-head
Rules
18×frac-sub
12×tanh-def
11×associate-*r/
add-sqr-sqrt pow1 *-un-lft-identity add-cbrt-cube add-exp-log
associate-*r*
add-log-exp
sub-neg pow-prod-down prod-exp add-cube-cbrt cbrt-unprod
distribute-rgt-in distribute-lft-in flip3-- flip-- distribute-lft-out-- difference-of-squares
diff-log associate-*l* *-commutative
Counts
2 → 58
Calls
2 calls:
18.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
70.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

series564.0ms

Counts
2 → 6
Calls
2 calls:
311.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
253.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

simplify1.6s

Counts
64 → 64
Iterations
IterNodes
done5000
21887
1500
0153

prune389.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.7b

localize40.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (tanh (/ t y)) (tanh (/ x y)))
0.2b
(* z (- (tanh (/ t y)) (tanh (/ x y))))
3.1b
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite141.0ms

Algorithm
rewrite-expression-head
Rules
33×associate-*r/
27×frac-sub
18×tanh-def
12×add-sqr-sqrt
10×distribute-rgt-in pow1 *-un-lft-identity distribute-lft-in add-cbrt-cube add-exp-log
sub-neg
associate-*r* associate-*l* add-cube-cbrt
add-log-exp
pow-prod-down prod-exp cbrt-unprod
flip3-- flip--
*-commutative distribute-lft-out-- difference-of-squares
diff-log unswap-sqr
Counts
3 → 95
Calls
3 calls:
10.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
35.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
92.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

series824.0ms

Counts
3 → 9
Calls
3 calls:
288.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
278.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
258.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

simplify1.9s

Counts
104 → 104
Iterations
IterNodes
done5000
21967
1556
0187

prune793.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.6b

localize77.0ms

Local error

Found 4 expressions with local error:

1.8b
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
1.8b
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
1.8b
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
3.1b
(* y (* z (* (* (cbrt (- (tanh (/ t y)) (tanh (/ x y)))) (cbrt (- (tanh (/ t y)) (tanh (/ x y))))) (cbrt (- (tanh (/ t y)) (tanh (/ x y)))))))

rewrite2.9s

Algorithm
rewrite-expression-head
Rules
4785×cbrt-div
3915×frac-sub
3597×associate-*r/
3025×frac-times
2610×tanh-def
435×flip3-- flip--
275×associate-*l/
18×pow1 add-exp-log
15×cbrt-prod
14×add-sqr-sqrt *-un-lft-identity add-cbrt-cube
10×pow-prod-down prod-exp cbrt-unprod
add-cube-cbrt
add-log-exp
pow1/3 associate-*l* distribute-lft-out-- difference-of-squares
associate-*r* *-commutative
Counts
4 → 1823
Calls
4 calls:
19.0ms
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
18.0ms
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
18.0ms
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
2.3s
(* y (* z (* (* (cbrt (- (tanh (/ t y)) (tanh (/ x y)))) (cbrt (- (tanh (/ t y)) (tanh (/ x y))))) (cbrt (- (tanh (/ t y)) (tanh (/ x y)))))))

series2.0s

Counts
4 → 12
Calls
4 calls:
537.0ms
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
599.0ms
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
562.0ms
(cbrt (- (tanh (/ t y)) (tanh (/ x y))))
262.0ms
(* y (* z (* (* (cbrt (- (tanh (/ t y)) (tanh (/ x y)))) (cbrt (- (tanh (/ t y)) (tanh (/ x y))))) (cbrt (- (tanh (/ t y)) (tanh (/ x y)))))))

simplify12.3s

Counts
1835 → 1835
Iterations
IterNodes
done5543
05543

prune35.6s

Pruning

5 alts after pruning (2 fresh and 3 done)

Merged error: 0.6b

localize74.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
1.2b
(* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y)))))
2.3b
(* (* (cbrt y) (cbrt y)) (* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y))))))

rewrite333.0ms

Algorithm
rewrite-expression-head
Rules
55×associate-*r/
32×distribute-rgt-in distribute-lft-in
30×pow1 add-exp-log
18×add-cbrt-cube pow-prod-down prod-exp frac-sub cbrt-unprod
12×sub-neg tanh-def
cbrt-prod
add-sqr-sqrt *-un-lft-identity add-cube-cbrt
associate-*l*
add-log-exp
flip3-- pow1/3 associate-*r* *-commutative flip--
Counts
4 → 117
Calls
4 calls:
1.0ms
(cbrt y)
1.0ms
(cbrt y)
82.0ms
(* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y)))))
245.0ms
(* (* (cbrt y) (cbrt y)) (* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y))))))

series1.4s

Counts
4 → 12
Calls
4 calls:
316.0ms
(cbrt y)
312.0ms
(cbrt y)
525.0ms
(* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y)))))
259.0ms
(* (* (cbrt y) (cbrt y)) (* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y))))))

simplify2.2s

Counts
129 → 129
Iterations
IterNodes
done5000
22521
1686
0211

prune765.0ms

Pruning

5 alts after pruning (2 fresh and 3 done)

Merged error: 0.6b

regimes472.0ms

Accuracy

0% (0.4b remaining)

Error of 1.5b against oracle of 1.1b and baseline of 1.5b

bsearch0.0ms

simplify2.0ms

Iterations
IterNodes
done19
119
014

end0.0ms

sample1.3s

Algorithm
intervals
Results
873.0ms8353×body80valid
59.0ms109×body640valid
20.0ms48×body1280valid
12.0ms52×body320valid
5.0ms39×body160valid