Details

Time bar (total: 8.8s)

sample24.0ms

Algorithm
intervals
Results
11.0ms260×body80valid
1.0msbody640valid
0.0msbody320valid
0.0msbody160valid
0.0msbody1280valid

simplify83.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
0548
11418
23258
39648
434728
550028

prune3.0ms

Filtered
1 candidates to 0 candidates (0.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 5.5b

Counts
2 → 1

localize12.0ms

Local error

Found 3 expressions with local error:

0.0b
(tanh (/ x y))
0.0b
(- (tanh (/ t y)) (tanh (/ x y)))
5.3b
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

rewrite24.0ms

Algorithm
rewrite-expression-head
Rules
18×frac-sub
13×tanh-def
11×associate-*r/
pow1 add-exp-log add-sqr-sqrt *-un-lft-identity add-cbrt-cube
associate-*r* add-log-exp
add-cube-cbrt
sub-neg pow-prod-down prod-exp cbrt-unprod
distribute-rgt-in flip3-- distribute-lft-in flip-- distribute-lft-out-- difference-of-squares
diff-log associate-*l* *-commutative
Counts
3 → 68
Calls
3 calls:
2.0ms
(tanh (/ x y))
7.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
12.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

series519.0ms

Counts
3 → 9
Calls
3 calls:
90.0ms
(tanh (/ x y))
247.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
181.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

simplify66.0ms

Algorithm
egg-herbie
Counts
77 → 77
Iterations

Useful iterations: 1 (14.0ms)

IterNodesCost
0509961
12358906
25001906

prune232.0ms

Filtered
77 candidates to 59 candidates (76.6%)
Pruning

4 alts after pruning (3 fresh and 1 done)

PrunedKeptTotal
New74377
Fresh000
Picked011
Done000
Total74478

Merged error: 1.9b

Counts
78 → 4

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (tanh (/ t y)) (tanh (/ x y)))
0.0b
(tanh (/ x y))
1.5b
(* z (- (tanh (/ t y)) (tanh (/ x y))))
2.8b
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite37.0ms

Algorithm
rewrite-expression-head
Rules
33×associate-*r/
27×frac-sub
19×tanh-def
13×add-sqr-sqrt
11×pow1 add-exp-log *-un-lft-identity add-cbrt-cube
10×distribute-rgt-in distribute-lft-in
add-cube-cbrt sub-neg
associate-*r* associate-*l* add-log-exp
pow-prod-down prod-exp cbrt-unprod
flip3-- flip--
*-commutative distribute-lft-out-- difference-of-squares
diff-log unswap-sqr
Counts
4 → 105
Calls
4 calls:
7.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
2.0ms
(tanh (/ x y))
10.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
13.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

series765.0ms

Counts
4 → 12
Calls
4 calls:
262.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
93.0ms
(tanh (/ x y))
239.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
171.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

simplify71.0ms

Algorithm
egg-herbie
Counts
117 → 117
Iterations

Useful iterations: 1 (15.0ms)

IterNodesCost
05531404
124071324
250011324

prune335.0ms

Filtered
117 candidates to 85 candidates (72.6%)
Pruning

6 alts after pruning (5 fresh and 1 done)

PrunedKeptTotal
New1134117
Fresh112
Picked101
Done011
Total1156121

Merged error: 1.7b

Counts
121 → 6

localize17.0ms

Local error

Found 4 expressions with local error:

5.3b
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))
7.3b
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
7.3b
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
7.3b
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite51.0ms

Algorithm
rewrite-expression-head
Rules
44×associate-*r/
36×frac-sub
33×cbrt-div
24×tanh-def
pow1 add-exp-log add-cbrt-cube
add-sqr-sqrt *-un-lft-identity
add-cube-cbrt associate-*r*
flip3-- flip-- add-log-exp
cbrt-prod pow1/3 pow-prod-down prod-exp cbrt-unprod
distribute-rgt-in sub-neg distribute-lft-in
associate-*l* *-commutative distribute-lft-out-- difference-of-squares
Counts
4 → 95
Calls
4 calls:
13.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))
11.0ms
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
11.0ms
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
11.0ms
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))

series1.6s

Counts
4 → 12
Calls
4 calls:
181.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))
425.0ms
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
578.0ms
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
433.0ms
(cbrt (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))

simplify75.0ms

Algorithm
egg-herbie
Counts
107 → 107
Iterations

Useful iterations: 2 (57.0ms)

IterNodesCost
05631952
123661856
250011838

prune514.0ms

Filtered
107 candidates to 91 candidates (85.0%)
Pruning

6 alts after pruning (4 fresh and 2 done)

PrunedKeptTotal
New1070107
Fresh044
Picked011
Done011
Total1076113

Merged error: 1.7b

Counts
113 → 6

localize15.0ms

Local error

Found 4 expressions with local error:

1.5b
(* z (- (tanh (/ t y)) (tanh (/ x y))))
1.5b
(* z (- (tanh (/ t y)) (tanh (/ x y))))
5.0b
(sqrt (* z (- (tanh (/ t y)) (tanh (/ x y)))))
5.0b
(sqrt (* z (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite50.0ms

Algorithm
rewrite-expression-head
Rules
44×associate-*r/
36×frac-sub
24×tanh-def
22×sqrt-div
16×add-sqr-sqrt
14×pow1
12×*-un-lft-identity
10×associate-*r*
add-exp-log add-cube-cbrt add-cbrt-cube
associate-*l*
distribute-rgt-in sub-neg flip3-- distribute-lft-in sqrt-pow1 pow-prod-down flip-- add-log-exp
pow1/2 prod-exp sqrt-prod *-commutative cbrt-unprod distribute-lft-out-- difference-of-squares unswap-sqr
Counts
4 → 114
Calls
4 calls:
15.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
11.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
9.0ms
(sqrt (* z (- (tanh (/ t y)) (tanh (/ x y)))))
9.0ms
(sqrt (* z (- (tanh (/ t y)) (tanh (/ x y)))))

series2.9s

Counts
4 → 12
Calls
4 calls:
247.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
243.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
1.2s
(sqrt (* z (- (tanh (/ t y)) (tanh (/ x y)))))
1.2s
(sqrt (* z (- (tanh (/ t y)) (tanh (/ x y)))))

simplify69.0ms

Algorithm
egg-herbie
Counts
126 → 126
Iterations

Useful iterations: 1 (13.0ms)

IterNodesCost
04911776
119631700
250021700

prune504.0ms

Filtered
126 candidates to 100 candidates (79.4%)
Pruning

6 alts after pruning (3 fresh and 3 done)

PrunedKeptTotal
New1260126
Fresh033
Picked011
Done022
Total1266132

Merged error: 1.7b

Counts
132 → 6

regimes168.0ms

Accuracy

20.2% (2.7b remaining)

Error of 3.7b against oracle of 1.0b and baseline of 4.4b

bsearch2.0ms

simplify3.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
02821
13421
24521
34821
44821

end0.0ms

sample605.0ms

Algorithm
intervals
Results
345.0ms8277×body80valid
19.0ms118×body640valid
12.0ms41×body1280valid
8.0ms66×body320valid
3.0ms39×body160valid