Details

Time bar (total: 7.5s)

sample120.0ms

Algorithm
intervals
Results
47.0ms802×body80nan
11.0ms17×body1280valid
11.0ms170×body80valid
8.0ms23×body640valid
6.0ms27×body320valid
3.0ms20×body160valid

simplify24.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0217
1307
2397
3457
4607
5887
61257
71767
82087
92257
102937
112937

prune3.0ms

Filtered
1 candidates to 0 candidates (0.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 10.1b

Counts
2 → 1

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (+ (* x (log y)) (* z (log (- 1.0 y)))) t)
0.0b
(* z (log (- 1.0 y)))
0.3b
(* x (log y))
6.7b
(log (- 1.0 y))

rewrite23.0ms

Algorithm
rewrite-expression-head
Rules
25×add-sqr-sqrt
21×log-prod *-un-lft-identity
13×add-cube-cbrt
11×pow1
add-exp-log add-log-exp
distribute-rgt-in distribute-lft-in associate-*r* add-cbrt-cube
associate-*l*
distribute-lft-out-- difference-of-squares
log-pow
log-div flip3-- diff-log pow-prod-down prod-exp *-commutative flip-- cbrt-unprod unswap-sqr
sub-neg rem-log-exp associate--l+ sum-log
Counts
4 → 86
Calls
4 calls:
6.0ms
(- (+ (* x (log y)) (* z (log (- 1.0 y)))) t)
6.0ms
(* z (log (- 1.0 y)))
5.0ms
(* x (log y))
3.0ms
(log (- 1.0 y))

series235.0ms

Counts
4 → 12
Calls
4 calls:
85.0ms
(- (+ (* x (log y)) (* z (log (- 1.0 y)))) t)
65.0ms
(* z (log (- 1.0 y)))
38.0ms
(* x (log y))
47.0ms
(log (- 1.0 y))

simplify47.0ms

Algorithm
egg-herbie
Counts
98 → 98
Iterations

Useful iterations: 2 (39.0ms)

IterNodesCost
0436628
11539553
25002530

prune239.0ms

Filtered
98 candidates to 66 candidates (67.3%)
Pruning

9 alts after pruning (9 fresh and 0 done)

PrunedKeptTotal
New89998
Fresh000
Picked101
Done000
Total90999

Merged error: 0.1b

Counts
99 → 9

localize17.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) t)
0.0b
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
0.0b
(+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
0.3b
(* x (log y))

rewrite32.0ms

Algorithm
rewrite-expression-head
Rules
24×add-sqr-sqrt log-prod
21×*-un-lft-identity
16×distribute-rgt-in add-cube-cbrt distribute-lft-in
13×associate--l+
11×add-log-exp
10×pow1 associate-+r+ associate-*r*
add-exp-log add-cbrt-cube
associate-+l+ associate-*l*
sub-neg
distribute-lft-out--
flip3-- diff-log associate-*r/ pow-prod-down prod-exp sum-log log-pow *-commutative flip-- cbrt-unprod difference-of-squares unswap-sqr
+-commutative flip3-+ flip-+
Counts
4 → 101
Calls
4 calls:
6.0ms
(- (+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) t)
9.0ms
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
10.0ms
(+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
4.0ms
(* x (log y))

series459.0ms

Counts
4 → 12
Calls
4 calls:
185.0ms
(- (+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) t)
105.0ms
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
132.0ms
(+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
37.0ms
(* x (log y))

simplify55.0ms

Algorithm
egg-herbie
Counts
113 → 113
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
04351202
116501138
250021111

prune334.0ms

Filtered
113 candidates to 75 candidates (66.4%)
Pruning

9 alts after pruning (9 fresh and 0 done)

PrunedKeptTotal
New1103113
Fresh268
Picked101
Done000
Total1139122

Merged error: 0.1b

Counts
122 → 9

localize25.0ms

Local error

Found 4 expressions with local error:

0.0b
(log (sqrt y))
0.0b
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
0.3b
(* x (log (sqrt y)))
0.3b
(* (log (sqrt y)) x)

rewrite24.0ms

Algorithm
rewrite-expression-head
Rules
26×add-sqr-sqrt
24×log-prod
21×*-un-lft-identity
18×add-cube-cbrt
17×pow1
15×associate-*r*
12×associate-*l*
11×add-exp-log distribute-rgt-in distribute-lft-in
10×log-pow add-cbrt-cube
sqrt-prod
associate--l+
add-log-exp
sqrt-pow1 pow1/2 pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
sub-neg associate-*r/ distribute-lft-out--
flip3-- rem-log-exp flip-- difference-of-squares
Counts
4 → 104
Calls
4 calls:
2.0ms
(log (sqrt y))
9.0ms
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
5.0ms
(* x (log (sqrt y)))
4.0ms
(* (log (sqrt y)) x)

series377.0ms

Counts
4 → 12
Calls
4 calls:
67.0ms
(log (sqrt y))
105.0ms
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
87.0ms
(* x (log (sqrt y)))
117.0ms
(* (log (sqrt y)) x)

simplify50.0ms

Algorithm
egg-herbie
Counts
116 → 116
Iterations

Useful iterations: 2 (40.0ms)

IterNodesCost
0406856
11649760
25001744

prune389.0ms

Filtered
116 candidates to 74 candidates (63.8%)
Pruning

9 alts after pruning (9 fresh and 0 done)

PrunedKeptTotal
New1151116
Fresh088
Picked101
Done000
Total1169125

Merged error: 0.0b

Counts
125 → 9

localize28.0ms

Local error

Found 4 expressions with local error:

0.3b
(* x (log (cbrt y)))
0.3b
(+ (* x (* 2 (log (cbrt y)))) (* x (log (cbrt y))))
0.7b
(cbrt y)
0.7b
(cbrt y)

rewrite21.0ms

Algorithm
rewrite-expression-head
Rules
48×log-prod
36×distribute-rgt-in distribute-lft-in
30×cbrt-prod
26×add-sqr-sqrt
24×add-cube-cbrt associate-+l+ *-un-lft-identity
12×associate-+r+
pow1
add-exp-log add-cbrt-cube add-log-exp
associate-*r*
pow1/3 associate-*l*
log-pow
+-commutative flip3-+ pow-prod-down prod-exp sum-log *-commutative cbrt-unprod flip-+ distribute-lft-out unswap-sqr
Counts
4 → 102
Calls
4 calls:
5.0ms
(* x (log (cbrt y)))
10.0ms
(+ (* x (* 2 (log (cbrt y)))) (* x (log (cbrt y))))
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series573.0ms

Counts
4 → 12
Calls
4 calls:
95.0ms
(* x (log (cbrt y)))
104.0ms
(+ (* x (* 2 (log (cbrt y)))) (* x (log (cbrt y))))
184.0ms
(cbrt y)
189.0ms
(cbrt y)

simplify55.0ms

Algorithm
egg-herbie
Counts
114 → 114
Iterations

Useful iterations: 2 (47.0ms)

IterNodesCost
0345729
11431634
25001547

prune480.0ms

Filtered
114 candidates to 92 candidates (80.7%)
Pruning

9 alts after pruning (8 fresh and 1 done)

PrunedKeptTotal
New1140114
Fresh088
Picked011
Done000
Total1149123

Merged error: 0.0b

Counts
123 → 9

regimes337.0ms

Accuracy

0% (0.3b remaining)

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

bsearch0.0ms

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
03319
13319

end0.0ms

sample3.6s

Algorithm
intervals
Results
1.5s23982×body80nan
346.0ms5491×body80valid
315.0ms904×body640valid
270.0ms412×body1280valid
163.0ms781×body320valid
61.0ms458×body160valid