Details

Time bar (total: 9.3s)

sample113.0ms

Algorithm
intervals
Results
38.0ms711×body80nan
10.0ms180×body80valid
8.0ms11×body1280valid
8.0ms26×body640valid
5.0ms24×body320valid
2.0ms17×body160valid

simplify134.0ms

Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0269
1499
21189
32569
45339
512509
626379
742979
845739
945889
1045889
done45889

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 6.2b

localize14.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
0.1b
(* (- x 1.0) (log y))
2.2b
(log (- 1.0 y))

rewrite118.0ms

Algorithm
rewrite-expression-head
Rules
16×add-sqr-sqrt
14×*-un-lft-identity
11×log-prod
add-cube-cbrt add-log-exp
pow1
add-exp-log
associate-*l* add-cbrt-cube
associate-*r*
distribute-rgt-in flip3-- distribute-lft-in flip-- distribute-lft-out-- difference-of-squares
log-div diff-log associate-*l/ log-pow
sub-neg rem-log-exp pow-prod-down prod-exp associate--l+ sum-log *-commutative cbrt-unprod unswap-sqr
Counts
3 → 61
Calls
3 calls:
86.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
24.0ms
(* (- x 1.0) (log y))
5.0ms
(log (- 1.0 y))

series260.0ms

Counts
3 → 9
Calls
3 calls:
160.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
58.0ms
(* (- x 1.0) (log y))
42.0ms
(log (- 1.0 y))

simplify37.0ms

Counts
70 → 70
Iterations

Useful iterations: 2 (31.0ms)

IterNodesCost
0387535
11306476
25002456
done5002456

prune230.0ms

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.1b

localize24.0ms

Local error

Found 4 expressions with local error:

0.0b
(* 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)))))))
0.0b
(* (- 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))

rewrite194.0ms

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)))
32.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
85.0ms
(* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
24.0ms
(* (- x 1.0) (log y))

series328.0ms

Counts
4 → 12
Calls
4 calls:
50.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
155.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
68.0ms
(* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
55.0ms
(* (- x 1.0) (log y))

simplify52.0ms

Counts
235 → 235
Iterations

Useful iterations: 1 (27.0ms)

IterNodesCost
013322812
150012662
done50012662

prune945.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.1b

localize33.0ms

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×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:
12.0ms
(* (cbrt y) (cbrt y))
1.0ms
(cbrt y)
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series736.0ms

Counts
4 → 12
Calls
4 calls:
194.0ms
(* (cbrt y) (cbrt y))
184.0ms
(cbrt y)
174.0ms
(cbrt y)
183.0ms
(cbrt y)

simplify88.0ms

Counts
85 → 85
Iterations

Useful iterations: 3 (84.0ms)

IterNodesCost
0115288
1472261
22959238
35003235
done5003235

prune453.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.1b

localize36.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (log (* (cbrt 1) (pow y 2/3))) (- x 1.0))
0.3b
(+ (* (log (* (cbrt 1) (pow y 2/3))) (- x 1.0)) (+ (* (log (cbrt y)) (- x 1.0)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))))
0.7b
(cbrt y)
6.1b
(pow y 2/3)

rewrite106.0ms

Algorithm
rewrite-expression-head
Rules
78×associate-*r/
68×frac-add
59×flip3-- flip--
16×frac-times
13×add-sqr-sqrt
11×*-un-lft-identity
add-cube-cbrt add-log-exp
pow1 associate-*l/
add-exp-log
add-cbrt-cube
associate-*r*
distribute-rgt-in sub-neg associate-+l+ distribute-lft-in associate-*l*
cbrt-prod unpow-prod-down pow-unpow flip3-+ sum-log flip-+
+-commutative pow-to-exp associate-+r+ pow-pow pow1/3 pow-prod-down pow-exp prod-exp log-pow *-commutative cbrt-unprod distribute-lft-out-- difference-of-squares unswap-sqr sqr-pow
Counts
4 → 108
Calls
4 calls:
40.0ms
(* (log (* (cbrt 1) (pow y 2/3))) (- x 1.0))
54.0ms
(+ (* (log (* (cbrt 1) (pow y 2/3))) (- x 1.0)) (+ (* (log (cbrt y)) (- x 1.0)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))))
1.0ms
(cbrt y)
3.0ms
(pow y 2/3)

series758.0ms

Counts
4 → 12
Calls
4 calls:
164.0ms
(* (log (* (cbrt 1) (pow y 2/3))) (- x 1.0))
250.0ms
(+ (* (log (* (cbrt 1) (pow y 2/3))) (- x 1.0)) (+ (* (log (cbrt y)) (- x 1.0)) (* (- z 1.0) (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))))
177.0ms
(cbrt y)
167.0ms
(pow y 2/3)

simplify74.0ms

Counts
120 → 120
Iterations

Useful iterations: 1 (34.0ms)

IterNodesCost
015684341
150034275
done50034275

prune903.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.0b

regimes301.0ms

Accuracy

0% (0.3b remaining)

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

bsearch0.0ms

simplify1.0ms

Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04223
14223
done4223

end0.0ms

sample3.3s

Algorithm
intervals
Results
1.2s24405×body80nan
327.0ms5913×body80valid
242.0ms792×body640valid
162.0ms266×body1280valid
120.0ms638×body320valid
51.0ms435×body160valid