Details

Time bar (total: 22.8s)

sample193.0ms

Algorithm
intervals
Results
78.0ms796×body80nan
17.0ms185×body80valid
13.0ms13×body1280valid
10.0ms21×body640valid
5.0ms18×body320valid
4.0ms20×body160valid

simplify2.4s

Counts
1 → 1

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 7.1b

localize30.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (- z 1.0) (log (- 1.0 y)))
0.0b
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y))))
0.1b
(* (- x 1.0) (log y))
5.9b
(log (- 1.0 y))

rewrite171.0ms

Algorithm
rewrite-expression-head
Rules
37×log-prod
35×add-sqr-sqrt
31×*-un-lft-identity
17×add-cube-cbrt
16×distribute-rgt-in distribute-lft-in
12×associate-*l/
11×pow1
10×associate-+r+ associate-*l*
add-exp-log
associate-*r* add-cbrt-cube
flip3-- flip-- distribute-lft-out-- difference-of-squares
associate-+l+ add-log-exp
frac-add
log-pow
log-div pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
+-commutative flip3-+ rem-log-exp sum-log flip-+
Counts
4 → 109
Calls
4 calls:
46.0ms
(* (- z 1.0) (log (- 1.0 y)))
30.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y))))
48.0ms
(* (- x 1.0) (log y))
43.0ms
(log (- 1.0 y))

series392.0ms

Counts
4 → 12
Calls
4 calls:
49.0ms
(* (- z 1.0) (log (- 1.0 y)))
208.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y))))
84.0ms
(* (- x 1.0) (log y))
51.0ms
(log (- 1.0 y))

simplify1.0s

Counts
121 → 121

prune621.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

localize24.0ms

Local error

Found 4 expressions with local error:

0.0b
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
0.0b
(* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
0.0b
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
0.1b
(* (- x 1.0) (log y))

rewrite190.0ms

Algorithm
rewrite-expression-head
Rules
94×add-sqr-sqrt
80×times-frac
78×associate-*r*
57×*-un-lft-identity
56×unpow-prod-down
50×add-cube-cbrt
31×add-exp-log
27×flip3-- flip--
24×log-prod associate-*l/ unpow2 sqr-pow
19×unswap-sqr
16×distribute-rgt-in distribute-lft-in frac-add
13×associate-*l* add-cbrt-cube
12×pow1 frac-times prod-exp associate--l+
10×associate-+r+
div-exp
associate-*r/
pow-to-exp associate-+l+ pow-exp add-log-exp
sub-neg cbrt-unprod distribute-lft-out--
pow-prod-down *-commutative difference-of-squares
log-pow
cbrt-undiv +-commutative flip3-+ sum-log flip-+ div-inv
Counts
4 → 223
Calls
4 calls:
41.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
81.0ms
(* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
34.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
23.0ms
(* (- x 1.0) (log y))

series374.0ms

Counts
4 → 12
Calls
4 calls:
64.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
73.0ms
(* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
175.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
61.0ms
(* (- x 1.0) (log y))

simplify561.0ms

Counts
235 → 235

prune1.4s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.0b

localize55.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (cbrt y) (cbrt y))
0.6b
(cbrt y)
0.6b
(cbrt y)
0.6b
(cbrt y)

rewrite16.0ms

Algorithm
rewrite-expression-head
Rules
25×cbrt-prod
23×add-sqr-sqrt
15×add-cube-cbrt *-un-lft-identity
11×pow1
pow1/3
add-exp-log swap-sqr associate-*r* associate-*l*
add-cbrt-cube add-log-exp unswap-sqr
pow-prod-down pow-sqr pow-prod-up
pow2 pow-plus prod-exp *-commutative cbrt-unprod
Counts
4 → 73
Calls
4 calls:
11.0ms
(* (cbrt y) (cbrt y))
1.0ms
(cbrt y)
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series1.0s

Counts
4 → 12
Calls
4 calls:
272.0ms
(* (cbrt y) (cbrt y))
259.0ms
(cbrt y)
231.0ms
(cbrt y)
250.0ms
(cbrt y)

simplify751.0ms

Counts
85 → 85

prune526.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize68.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (pow (/ 1 y) -1/3) (cbrt y))
0.6b
(cbrt y)
0.6b
(cbrt y)
5.1b
(pow (/ 1 y) -1/3)

rewrite48.0ms

Algorithm
rewrite-expression-head
Rules
44×add-sqr-sqrt
32×unpow-prod-down
26×*-un-lft-identity
24×add-cube-cbrt
22×times-frac
21×add-exp-log
17×associate-*l*
14×cbrt-prod
10×unswap-sqr
pow-exp
pow1 associate-*r* prod-exp
add-cbrt-cube
div-exp add-log-exp sqr-pow
pow-unpow pow-pow
pow-to-exp rec-exp pow1/3 1-exp div-inv
pow-flip *-commutative cbrt-unprod inv-pow
Counts
4 → 102
Calls
4 calls:
36.0ms
(* (pow (/ 1 y) -1/3) (cbrt y))
1.0ms
(cbrt y)
1.0ms
(cbrt y)
7.0ms
(pow (/ 1 y) -1/3)

series1.5s

Counts
4 → 12
Calls
4 calls:
298.0ms
(* (pow (/ 1 y) -1/3) (cbrt y))
260.0ms
(cbrt y)
251.0ms
(cbrt y)
654.0ms
(pow (/ 1 y) -1/3)

simplify1.6s

Counts
114 → 114

prune977.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.0b

regimes342.0ms

Accuracy

-0.9% (0.4b remaining)

Error of 0.5b against oracle of 0.1b and baseline of 0.5b

bsearch0.0ms

simplify1.8s

end0.0ms

sample6.7s

Algorithm
intervals
Results
2.5s24105×body80nan
1.4s5857×body80valid
402.0ms786×body640valid
231.0ms270×body1280valid
230.0ms680×body320valid
184.0ms439×body160valid