Details

Time bar (total: 7.6s)

sample27.0ms

Algorithm
intervals
Results
12.0ms263×body80valid
0.0msbody640valid
0.0msbody160valid
0.0msbody320valid

simplify74.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
0548
11418
23258
39648
434728
550028

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 4.2b

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(tanh (/ t y))
0.0b
(tanh (/ x y))
0.1b
(- (tanh (/ t y)) (tanh (/ x y)))
3.9b
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

rewrite71.0ms

Algorithm
rewrite-expression-head
Rules
18×frac-sub
14×tanh-def
11×associate-*r/
pow1 add-exp-log add-sqr-sqrt *-un-lft-identity add-cbrt-cube
add-log-exp
add-cube-cbrt associate-*r*
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
4 → 78
Calls
4 calls:
2.0ms
(tanh (/ t y))
2.0ms
(tanh (/ x y))
12.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
53.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

series506.0ms

Counts
4 → 12
Calls
4 calls:
72.0ms
(tanh (/ t y))
75.0ms
(tanh (/ x y))
208.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
150.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

simplify66.0ms

Algorithm
egg-herbie
Counts
90 → 90
Iterations

Useful iterations: 1 (13.0ms)

IterNodesCost
05121026
12370971
25002971

prune295.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 1.2b

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(tanh (/ x y))
0.1b
(- (tanh (/ t y)) (tanh (/ x y)))
0.7b
(* z (- (tanh (/ t y)) (tanh (/ x y))))
3.9b
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite139.0ms

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:
2.0ms
(tanh (/ x y))
12.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
44.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
77.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

series643.0ms

Counts
4 → 12
Calls
4 calls:
77.0ms
(tanh (/ x y))
210.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
204.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
152.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

simplify68.0ms

Algorithm
egg-herbie
Counts
117 → 117
Iterations

Useful iterations: 1 (16.0ms)

IterNodesCost
05531404
124071324
250011324

prune363.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 1.2b

localize17.0ms

Local error

Found 4 expressions with local error:

3.9b
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))
9.7b
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
9.7b
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
9.7b
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))

rewrite239.0ms

Algorithm
rewrite-expression-head
Rules
88×associate-*r/
36×frac-sub
33×cbrt-div
24×tanh-def
pow1 add-exp-log add-cbrt-cube
distribute-rgt-in distribute-lft-in
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
sub-neg flip3-- flip-- add-log-exp
cbrt-prod pow1/3 associate-*l* pow-prod-down prod-exp cbrt-unprod
associate-*r* *-commutative
Counts
4 → 97
Calls
4 calls:
75.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))
52.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
52.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
54.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))

series1.2s

Counts
4 → 12
Calls
4 calls:
146.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))
350.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
363.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
360.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))

simplify61.0ms

Algorithm
egg-herbie
Counts
109 → 109
Iterations

Useful iterations: 2 (44.0ms)

IterNodesCost
05651972
120151876
250031858

prune530.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 1.2b

localize24.0ms

Local error

Found 4 expressions with local error:

3.9b
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))
9.7b
(cbrt (* (* (cbrt y) (cbrt y)) (* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y)))))))
9.7b
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
9.7b
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))

rewrite322.0ms

Algorithm
rewrite-expression-head
Rules
99×associate-*r/
36×frac-sub
33×cbrt-div
24×tanh-def
pow1 add-exp-log add-cbrt-cube
distribute-rgt-in distribute-lft-in
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
sub-neg flip3-- flip-- add-log-exp
cbrt-prod pow1/3 associate-*l* pow-prod-down prod-exp cbrt-unprod
associate-*r* *-commutative
Counts
4 → 97
Calls
4 calls:
75.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))
138.0ms
(cbrt (* (* (cbrt y) (cbrt y)) (* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y)))))))
51.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
53.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))

series1.3s

Counts
4 → 12
Calls
4 calls:
150.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))
458.0ms
(cbrt (* (* (cbrt y) (cbrt y)) (* (cbrt y) (* z (- (tanh (/ t y)) (tanh (/ x y)))))))
352.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
350.0ms
(cbrt (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))

simplify73.0ms

Algorithm
egg-herbie
Counts
109 → 109
Iterations

Useful iterations: 2 (56.0ms)

IterNodesCost
06902085
125231979
250011963

prune621.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 1.2b

regimes184.0ms

Accuracy

41.5% (0.6b remaining)

Error of 1.7b against oracle of 1.1b and baseline of 2.1b

bsearch100.0ms

Steps
ItersRangePoint
10
4.78426270025405e-122
6.834045614424485e-112
1.1597346081003698e-120
10
-2.6688969501308382e+62
-9.366104350108347e+51
-9.467628902262625e+51

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
03517
13717
23717

end0.0ms

sample647.0ms

Algorithm
intervals
Results
305.0ms8327×body80valid
19.0ms95×body640valid
8.0ms42×body1280valid
8.0ms75×body320valid
3.0ms38×body160valid