Details

Time bar (total: 2.8s)

sample52.0ms

Algorithm
intervals
Results
17.0ms33×body1280valid
9.0ms205×body80valid
6.0ms23×body640valid
3.0ms89×body80nan
3.0ms16×body320valid
1.0ms10×body160valid

simplify125.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0187
1277
2547
31097
43077
57777
641367
750017

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: 4.6b

Counts
2 → 1

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ y (+ z y))
0.0b
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
0.1b
(* y (log (/ y (+ z y))))
7.9b
(log (/ y (+ z y)))

rewrite15.0ms

Algorithm
rewrite-expression-head
Rules
log-prod
associate-/r/
flip3-+ flip-+
clear-num div-inv
distribute-rgt-in log-div distribute-lft-in
frac-2neg log-rec
+-commutative *-commutative distribute-rgt-neg-out
Counts
4 → 23
Calls
4 calls:
3.0ms
(/ y (+ z y))
4.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
4.0ms
(* y (log (/ y (+ z y))))
3.0ms
(log (/ y (+ z y)))

series238.0ms

Counts
4 → 12
Calls
4 calls:
43.0ms
(/ y (+ z y))
72.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
72.0ms
(* y (log (/ y (+ z y))))
51.0ms
(log (/ y (+ z y)))

simplify57.0ms

Algorithm
egg-herbie
Counts
35 → 35
Iterations

Useful iterations: 2 (10.0ms)

IterNodesCost
0152180
1297177
2611175
31482175
45001175

prune97.0ms

Filtered
35 candidates to 27 candidates (77.1%)
Pruning

3 alts after pruning (3 fresh and 0 done)

PrunedKeptTotal
New32335
Fresh000
Picked101
Done000
Total33336

Merged error: 0.0b

Counts
36 → 3

localize6.0ms

Local error

Found 1 expressions with local error:

0.0b
(+ x (/ (exp (* y 0)) y))

rewrite3.0ms

Algorithm
rewrite-expression-head
Rules
+-commutative flip3-+ flip-+
Counts
1 → 3
Calls
1 calls:
3.0ms
(+ x (/ (exp (* y 0)) y))

series26.0ms

Counts
1 → 3
Calls
1 calls:
26.0ms
(+ x (/ (exp (* y 0)) y))

simplify76.0ms

Algorithm
egg-herbie
Counts
6 → 6
Iterations

Useful iterations: 3 (15.0ms)

IterNodesCost
05435
114529
236126
3111625
4500225

prune14.0ms

Filtered
6 candidates to 4 candidates (66.7%)
Pruning

3 alts after pruning (2 fresh and 1 done)

PrunedKeptTotal
New606
Fresh022
Picked011
Done000
Total639

Merged error: 0.0b

Counts
9 → 3

localize6.0ms

Local error

Found 2 expressions with local error:

0.0b
(+ x (/ (exp (* -1 z)) y))
0.0b
(/ (exp (* -1 z)) y)

rewrite7.0ms

Algorithm
rewrite-expression-head
Rules
+-commutative exp-neg frac-2neg mul-1-neg flip3-+ clear-num flip-+ div-inv associate-/l/
Counts
2 → 7
Calls
2 calls:
3.0ms
(+ x (/ (exp (* -1 z)) y))
4.0ms
(/ (exp (* -1 z)) y)

series44.0ms

Counts
2 → 6
Calls
2 calls:
21.0ms
(+ x (/ (exp (* -1 z)) y))
23.0ms
(/ (exp (* -1 z)) y)

simplify81.0ms

Algorithm
egg-herbie
Counts
13 → 13
Iterations

Useful iterations: 3 (18.0ms)

IterNodesCost
08059
117459
247759
3191858
4500158

prune24.0ms

Filtered
13 candidates to 9 candidates (69.2%)
Pruning

3 alts after pruning (1 fresh and 2 done)

PrunedKeptTotal
New13013
Fresh011
Picked011
Done011
Total13316

Merged error: 0.0b

Counts
16 → 3

localize14.0ms

Local error

Found 3 expressions with local error:

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

rewrite14.0ms

Algorithm
rewrite-expression-head
Rules
+-commutative
associate-+r+ associate--l+
flip3-+ flip-+
sub-neg flip3-- flip--
Counts
3 → 16
Calls
3 calls:
4.0ms
(+ (/ 1 y) (log y))
4.0ms
(+ x (+ (/ 1 y) (log y)))
6.0ms
(- (+ x (+ (/ 1 y) (log y))) (log z))

series247.0ms

Counts
3 → 9
Calls
3 calls:
189.0ms
(+ (/ 1 y) (log y))
21.0ms
(+ x (+ (/ 1 y) (log y)))
37.0ms
(- (+ x (+ (/ 1 y) (log y))) (log z))

simplify73.0ms

Algorithm
egg-herbie
Counts
25 → 25
Iterations

Useful iterations: 3 (69.0ms)

IterNodesCost
0202170
1618166
23260163
35001155

prune51.0ms

Filtered
25 candidates to 16 candidates (64.0%)
Pruning

3 alts after pruning (0 fresh and 3 done)

PrunedKeptTotal
New25025
Fresh000
Picked011
Done022
Total25328

Merged error: 0.0b

Counts
28 → 3

regimes52.0ms

Accuracy

70.5% (0.7b remaining)

Error of 0.8b against oracle of 0.1b and baseline of 2.4b

bsearch36.0ms

Steps
ItersRangePoint
8
1.2354083816328747e-12
3.3027572769117817e-09
3.261230445753836e-09

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
0218
1218

end0.0ms

sample1.4s

Algorithm
intervals
Results
337.0ms759×body1280valid
308.0ms6494×body80valid
237.0ms915×body640valid
100.0ms3070×body80nan
96.0ms549×body320valid
38.0ms353×body160valid