Details

Time bar (total: 18.6s)

sample36.0ms

Algorithm
intervals
Results
15.0ms269×body80valid
1.0msbody1280valid
0.0msbody320valid
0.0msbody640valid
0.0msbody160valid

simplify1.2s

Counts
1 → 1

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 5.1b

localize19.0ms

Local error

Found 3 expressions with local error:

0.0b
(tanh (/ t y))
0.0b
(+ x (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
5.6b
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

rewrite122.0ms

Algorithm
rewrite-expression-head
Rules
11×associate-*r/
frac-sub
pow1 add-exp-log add-cbrt-cube
tanh-def
add-sqr-sqrt *-un-lft-identity
associate-*r* add-log-exp
distribute-rgt-in add-cube-cbrt sub-neg associate-+r+ distribute-lft-in
pow-prod-down prod-exp cbrt-unprod
+-commutative flip3-- flip3-+ associate-*l* sum-log *-commutative flip-- flip-+ distribute-lft-out-- difference-of-squares
Counts
3 → 60
Calls
3 calls:
4.0ms
(tanh (/ t y))
16.0ms
(+ x (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
100.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

series896.0ms

Counts
3 → 9
Calls
3 calls:
127.0ms
(tanh (/ t y))
530.0ms
(+ x (* (* y z) (- (tanh (/ t y)) (tanh (/ x y)))))
239.0ms
(* (* y z) (- (tanh (/ t y)) (tanh (/ x y))))

simplify1.1s

Counts
69 → 69

prune395.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.2b

localize16.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ x (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
0.0b
(tanh (/ t y))
0.7b
(* z (- (tanh (/ t y)) (tanh (/ x y))))
4.1b
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite227.0ms

Algorithm
rewrite-expression-head
Rules
33×associate-*r/
18×distribute-rgt-in distribute-lft-in frac-sub
13×tanh-def
11×pow1 add-exp-log add-sqr-sqrt add-cbrt-cube
10×sub-neg
*-un-lft-identity
associate-+r+
add-cube-cbrt
associate-*r* associate-*l* add-log-exp
pow-prod-down prod-exp cbrt-unprod
flip3-- *-commutative flip--
+-commutative flip3-+ sum-log flip-+ distribute-lft-out-- difference-of-squares unswap-sqr
Counts
4 → 101
Calls
4 calls:
10.0ms
(+ x (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
2.0ms
(tanh (/ t y))
63.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
149.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

series1.3s

Counts
4 → 12
Calls
4 calls:
574.0ms
(+ x (* y (* z (- (tanh (/ t y)) (tanh (/ x y))))))
137.0ms
(tanh (/ t y))
313.0ms
(* z (- (tanh (/ t y)) (tanh (/ x y))))
231.0ms
(* y (* z (- (tanh (/ t y)) (tanh (/ x y)))))

simplify1.2s

Counts
113 → 113

prune584.0ms

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0b

localize41.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt z)
0.6b
(cbrt z)
0.6b
(* (* (cbrt z) (cbrt z)) (* (cbrt z) (- (tanh (/ t y)) (tanh (/ x y)))))
4.1b
(* y (* (* (cbrt z) (cbrt z)) (* (cbrt z) (- (tanh (/ t y)) (tanh (/ x y))))))

rewrite481.0ms

Algorithm
rewrite-expression-head
Rules
55×associate-*r/
34×pow1 add-exp-log
32×distribute-rgt-in distribute-lft-in
22×add-cbrt-cube
21×pow-prod-down prod-exp cbrt-unprod
18×frac-sub
12×sub-neg tanh-def
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
cbrt-prod
associate-*l* add-log-exp
flip3-- pow1/3 associate-*r* *-commutative flip--
Counts
4 → 117
Calls
4 calls:
1.0ms
(cbrt z)
1.0ms
(cbrt z)
155.0ms
(* (* (cbrt z) (cbrt z)) (* (cbrt z) (- (tanh (/ t y)) (tanh (/ x y)))))
319.0ms
(* y (* (* (cbrt z) (cbrt z)) (* (cbrt z) (- (tanh (/ t y)) (tanh (/ x y))))))

series1.3s

Counts
4 → 12
Calls
4 calls:
317.0ms
(cbrt z)
286.0ms
(cbrt z)
363.0ms
(* (* (cbrt z) (cbrt z)) (* (cbrt z) (- (tanh (/ t y)) (tanh (/ x y)))))
288.0ms
(* y (* (* (cbrt z) (cbrt z)) (* (cbrt z) (- (tanh (/ t y)) (tanh (/ x y))))))

simplify1.4s

Counts
129 → 129

prune585.0ms

Pruning

7 alts after pruning (4 fresh and 3 done)

Merged error: 0b

localize25.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt z)
0.7b
(pow (cbrt z) 3)
1.8b
(* (* (cbrt y) (pow (cbrt z) 3)) (- (tanh (/ t y)) (tanh (/ x y))))
2.1b
(* (* (cbrt y) (cbrt y)) (* (* (cbrt y) (pow (cbrt z) 3)) (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite374.0ms

Algorithm
rewrite-expression-head
Rules
52×add-exp-log
36×prod-exp
33×associate-*r/
21×add-cbrt-cube
19×pow1
18×frac-sub cbrt-unprod
13×add-sqr-sqrt *-un-lft-identity
12×tanh-def
11×add-cube-cbrt
10×distribute-rgt-in distribute-lft-in
cbrt-prod pow-prod-down
sub-neg unpow-prod-down cube-prod associate-*r*
pow-to-exp pow-exp add-log-exp
pow-unpow
flip3-- pow-pow pow1/3 associate-*l* *-commutative flip--
cube-mult unpow3 distribute-lft-out-- rem-cube-cbrt difference-of-squares sqr-pow
Counts
4 → 126
Calls
4 calls:
2.0ms
(cbrt z)
7.0ms
(pow (cbrt z) 3)
100.0ms
(* (* (cbrt y) (pow (cbrt z) 3)) (- (tanh (/ t y)) (tanh (/ x y))))
255.0ms
(* (* (cbrt y) (cbrt y)) (* (* (cbrt y) (pow (cbrt z) 3)) (- (tanh (/ t y)) (tanh (/ x y)))))

series1.5s

Counts
4 → 12
Calls
4 calls:
287.0ms
(cbrt z)
304.0ms
(pow (cbrt z) 3)
566.0ms
(* (* (cbrt y) (pow (cbrt z) 3)) (- (tanh (/ t y)) (tanh (/ x y))))
333.0ms
(* (* (cbrt y) (cbrt y)) (* (* (cbrt y) (pow (cbrt z) 3)) (- (tanh (/ t y)) (tanh (/ x y)))))

simplify2.2s

Counts
138 → 138

prune624.0ms

Pruning

7 alts after pruning (3 fresh and 4 done)

Merged error: 0b

regimes255.0ms

Accuracy

0% (1.6b remaining)

Error of 2.0b against oracle of 0.4b and baseline of 2.0b

bsearch0.0ms

simplify1.2s

end0.0ms

sample1.5s

Algorithm
intervals
Results
1.0s8336×body80valid
30.0ms108×body640valid
14.0ms45×body1280valid
9.0ms50×body320valid
5.0ms35×body160valid