Details

Time bar (total: 27.2s)

sample182.0ms

Algorithm
intervals
Results
89.0ms832×body80nan
17.0ms185×body80valid
14.0ms26×body640valid
9.0ms10×body1280valid
6.0ms21×body320valid
3.0ms16×body160valid

simplify3.4s

Counts
1 → 1
Iterations
IterNodes
done5000
72731
61183
5592
4287
3116
249
126
014

prune7.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 8.0b

localize53.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
0.0b
(* (- z 1.0) (log (- 1.0 y)))
0.1b
(* (- x 1.0) (log y))
6.8b
(log (- 1.0 y))

rewrite143.0ms

Algorithm
rewrite-expression-head
Rules
29×add-sqr-sqrt
25×*-un-lft-identity
21×log-prod
13×add-cube-cbrt
11×pow1
10×associate-*l*
add-exp-log add-log-exp
distribute-rgt-in distribute-lft-in add-cbrt-cube associate-*r*
distribute-lft-out-- difference-of-squares
flip3-- associate-*l/ insert-posit16 flip--
log-pow
log-div diff-log pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
sum-log sub-neg rem-log-exp associate--l+
Counts
4 → 98
Calls
4 calls:
80.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
21.0ms
(* (- z 1.0) (log (- 1.0 y)))
33.0ms
(* (- x 1.0) (log y))
8.0ms
(log (- 1.0 y))

series377.0ms

Counts
4 → 12
Calls
4 calls:
197.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
45.0ms
(* (- z 1.0) (log (- 1.0 y)))
87.0ms
(* (- x 1.0) (log y))
48.0ms
(log (- 1.0 y))

simplify1.2s

Counts
110 → 110
Iterations
IterNodes
done5000
21504
1536
0235

prune513.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.1b

localize42.0ms

Local error

Found 4 expressions with local error:

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

rewrite501.0ms

Algorithm
rewrite-expression-head
Rules
32×associate--l+
28×associate-*l/
27×flip3-- flip--
26×add-sqr-sqrt add-cbrt-cube add-exp-log
24×log-prod
21×*-un-lft-identity
20×distribute-rgt-in distribute-lft-in
17×add-cube-cbrt
16×frac-add
14×pow1 associate-+r+
13×frac-times
11×associate-*l* prod-exp cbrt-unprod
10×associate-*r*
sub-neg
associate-*r/
associate-+l+ add-log-exp
pow-prod-down
cbrt-undiv div-exp insert-posit16
*-commutative unswap-sqr
distribute-lft-out-- difference-of-squares
+-commutative sum-log flip3-+ log-pow flip-+
Counts
4 → 150
Calls
4 calls:
61.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (- (log 1.0) (* (* (/ y 1.0) (/ y 1.0)) 1/2)) (* 1.0 y))))
393.0ms
(* (- z 1.0) (- (- (log 1.0) (* (* (/ y 1.0) (/ y 1.0)) 1/2)) (* 1.0 y)))
27.0ms
(* (* (/ y 1.0) (/ y 1.0)) 1/2)
17.0ms
(* (- x 1.0) (log y))

series374.0ms

Counts
4 → 12
Calls
4 calls:
175.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (- (log 1.0) (* (* (/ y 1.0) (/ y 1.0)) 1/2)) (* 1.0 y))))
83.0ms
(* (- z 1.0) (- (- (log 1.0) (* (* (/ y 1.0) (/ y 1.0)) 1/2)) (* 1.0 y)))
40.0ms
(* (* (/ y 1.0) (/ y 1.0)) 1/2)
76.0ms
(* (- x 1.0) (log y))

simplify2.8s

Counts
162 → 162
Iterations
IterNodes
done5003
24830
11040
0354

prune1.1s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.1b

localize74.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (cbrt y) (cbrt y))
0.7b
(cbrt y)
0.7b
(cbrt y)
0.7b
(cbrt y)

rewrite11.0ms

Algorithm
rewrite-expression-head
Rules
25×cbrt-prod
23×add-sqr-sqrt
15×*-un-lft-identity add-cube-cbrt
11×pow1
pow1/3
swap-sqr associate-*r* associate-*l* add-exp-log
add-cbrt-cube insert-posit16 add-log-exp unswap-sqr
pow-prod-down pow-sqr pow-prod-up
pow2 pow-plus prod-exp *-commutative cbrt-unprod
Counts
4 → 77
Calls
4 calls:
8.0ms
(* (cbrt y) (cbrt y))
1.0ms
(cbrt y)
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series1.1s

Counts
4 → 12
Calls
4 calls:
301.0ms
(* (cbrt y) (cbrt y))
268.0ms
(cbrt y)
241.0ms
(cbrt y)
248.0ms
(cbrt y)

simplify3.3s

Counts
89 → 89
Iterations
IterNodes
done5001
43895
31039
2380
1138
063

prune727.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.1b

localize85.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (cbrt y) (cbrt y))
0.7b
(cbrt y)
0.7b
(cbrt y)
5.1b
(pow y 1/3)

rewrite12.0ms

Algorithm
rewrite-expression-head
Rules
24×add-sqr-sqrt
22×cbrt-prod
16×*-un-lft-identity add-cube-cbrt
12×pow1
pow1/3
add-exp-log
swap-sqr associate-*r* associate-*l*
add-cbrt-cube insert-posit16 add-log-exp unswap-sqr
pow-unpow unpow-prod-down
pow-prod-down pow-sqr pow-prod-up
pow2 pow-to-exp pow-pow pow-plus unpow1/3 pow-exp prod-exp *-commutative cbrt-unprod sqr-pow
Counts
4 → 84
Calls
4 calls:
8.0ms
(* (cbrt y) (cbrt y))
1.0ms
(cbrt y)
1.0ms
(cbrt y)
2.0ms
(pow y 1/3)

series1.2s

Counts
4 → 12
Calls
4 calls:
286.0ms
(* (cbrt y) (cbrt y))
333.0ms
(cbrt y)
287.0ms
(cbrt y)
288.0ms
(pow y 1/3)

simplify2.4s

Counts
96 → 96
Iterations
IterNodes
done5000
44256
31356
2553
1245
092

prune830.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.1b

regimes464.0ms

Accuracy

0% (0.3b remaining)

Error of 0.4b against oracle of 0.1b and baseline of 0.4b

bsearch0.0ms

simplify18.0ms

Iterations
IterNodes
done38
138
030

end0.0ms

sample6.3s

Algorithm
intervals
Results
2.7s24405×body80nan
1.4s5990×body80valid
536.0ms730×body640valid
271.0ms641×body320valid
246.0ms258×body1280valid
82.0ms417×body160valid