Details

Time bar (total: 31.1s)

sample147.0ms

Algorithm
intervals
Results
72.0ms750×body80nan
15.0ms190×body80valid
8.0msbody1280valid
7.0ms17×body640valid
6.0ms22×body320valid
4.0ms21×body160valid

simplify3.6s

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

prune4.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 6.0b

localize26.0ms

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)))) t)
0.1b
(* (- x 1.0) (log y))
7.5b
(log (- 1.0 y))

rewrite104.0ms

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:
20.0ms
(* (- z 1.0) (log (- 1.0 y)))
59.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
20.0ms
(* (- x 1.0) (log y))
3.0ms
(log (- 1.0 y))

series403.0ms

Counts
4 → 12
Calls
4 calls:
57.0ms
(* (- z 1.0) (log (- 1.0 y)))
237.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
60.0ms
(* (- x 1.0) (log y))
49.0ms
(log (- 1.0 y))

simplify1.3s

Counts
110 → 110
Iterations
IterNodes
done5002
21500
1536
0235

prune631.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.1b

localize53.0ms

Local error

Found 4 expressions with local error:

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

rewrite351.0ms

Algorithm
rewrite-expression-head
Rules
132×associate-*l/
91×flip3-- flip--
66×frac-times
54×frac-sub
52×frac-add
42×associate-*r/
33×associate--l+
26×add-sqr-sqrt
24×log-prod
22×*-un-lft-identity
20×distribute-rgt-in distribute-lft-in
16×add-cube-cbrt
14×associate-+r+
11×add-log-exp
10×associate-*l*
pow1 sub-neg
add-cbrt-cube add-exp-log
associate-*r*
associate-+l+
insert-posit16
distribute-lft-out-- difference-of-squares
sum-log diff-log pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
+-commutative flip3-+ log-pow flip-+
Counts
4 → 192
Calls
4 calls:
158.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (- (log 1.0) (* 1.0 y)) (* (* (/ y 1.0) (/ y 1.0)) 1/2)))) t)
67.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (- (log 1.0) (* 1.0 y)) (* (* (/ y 1.0) (/ y 1.0)) 1/2))))
96.0ms
(* (- z 1.0) (- (- (log 1.0) (* 1.0 y)) (* (* (/ y 1.0) (/ y 1.0)) 1/2)))
21.0ms
(* (- x 1.0) (log y))

series596.0ms

Counts
4 → 12
Calls
4 calls:
268.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (- (log 1.0) (* 1.0 y)) (* (* (/ y 1.0) (/ y 1.0)) 1/2)))) t)
153.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (- (log 1.0) (* 1.0 y)) (* (* (/ y 1.0) (/ y 1.0)) 1/2))))
88.0ms
(* (- z 1.0) (- (- (log 1.0) (* 1.0 y)) (* (* (/ y 1.0) (/ y 1.0)) 1/2)))
86.0ms
(* (- x 1.0) (log y))

simplify2.3s

Counts
204 → 204
Iterations
IterNodes
done5001
11475
0511

prune1.6s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.1b

localize73.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (* (- x 1.0) (log y)) (+ (* (- (log 1.0) (* 1.0 y)) (- z 1.0)) (* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2))))
0.0b
(+ (* (- (log 1.0) (* 1.0 y)) (- z 1.0)) (* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2)))
0.1b
(* (- x 1.0) (log y))
6.6b
(* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2))

rewrite306.0ms

Algorithm
rewrite-expression-head
Rules
598×associate-*l/
444×frac-add
389×flip3-- flip--
357×frac-times
216×associate-*r/
31×add-cbrt-cube add-exp-log
17×add-sqr-sqrt
16×pow1 prod-exp cbrt-unprod
15×*-un-lft-identity
12×log-prod
11×add-cube-cbrt add-log-exp
10×associate-+l+ associate-*l*
distribute-rgt-in distribute-lft-in
pow-prod-down
associate-*r*
cbrt-undiv sum-log flip3-+ div-exp flip-+ insert-posit16
+-commutative sub-neg *-commutative distribute-lft-out-- difference-of-squares
associate-+r+ log-pow unswap-sqr
Counts
4 → 375
Calls
4 calls:
75.0ms
(+ (* (- x 1.0) (log y)) (+ (* (- (log 1.0) (* 1.0 y)) (- z 1.0)) (* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2))))
45.0ms
(+ (* (- (log 1.0) (* 1.0 y)) (- z 1.0)) (* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2)))
21.0ms
(* (- x 1.0) (log y))
126.0ms
(* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2))

series426.0ms

Counts
4 → 12
Calls
4 calls:
188.0ms
(+ (* (- x 1.0) (log y)) (+ (* (- (log 1.0) (* 1.0 y)) (- z 1.0)) (* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2))))
78.0ms
(+ (* (- (log 1.0) (* 1.0 y)) (- z 1.0)) (* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2)))
88.0ms
(* (- x 1.0) (log y))
72.0ms
(* (- z 1.0) (* (* (/ y 1.0) (/ y 1.0)) -1/2))

simplify3.9s

Counts
387 → 387
Iterations
IterNodes
done5005
14422
01200

prune3.9s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.1b

localize79.0ms

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)

rewrite16.0ms

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:
13.0ms
(* (cbrt y) (cbrt y))
1.0ms
(cbrt y)
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series1.2s

Counts
4 → 12
Calls
4 calls:
344.0ms
(* (cbrt y) (cbrt y))
301.0ms
(cbrt y)
291.0ms
(cbrt y)
303.0ms
(cbrt y)

simplify3.3s

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

prune634.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

regimes394.0ms

Accuracy

0% (0.3b remaining)

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

bsearch0.0ms

simplify7.0ms

Iterations
IterNodes
done33
133
026

end0.0ms

sample5.7s

Algorithm
intervals
Results
2.8s23832×body80nan
1.0s5868×body80valid
420.0ms778×body640valid
233.0ms682×body320valid
219.0ms253×body1280valid
129.0ms445×body160valid