Details

Time bar (total: 6.3s)

sample98.0ms

Algorithm
intervals
Results
23.0ms48×body1280valid
21.0ms42×body10240exit
12.0ms43×body640valid
7.0ms125×body80valid
7.0msbody2560valid
3.0ms21×body320valid
3.0ms81×body80nan
2.0ms16×body160valid
2.0msbody640nan
1.0msbody320nan
1.0msbody1280nan
0.0msbody160nan

simplify204.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0207
1337
2497
3717
4937
51807
62327
74117
87107
910927
1012407
1115587
1241917
1350017

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: 25.0b

Counts
2 → 1

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.1b
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
2.2b
(log (+ (- 1.0 y) (* y (exp z))))
2.9b
(+ (- 1.0 y) (* y (exp z)))

rewrite30.0ms

Algorithm
rewrite-expression-head
Rules
18×add-sqr-sqrt
16×add-cube-cbrt *-un-lft-identity
12×times-frac
11×pow1
add-log-exp
add-exp-log add-cbrt-cube
log-pow
log-div associate-/l*
log-prod flip3-+ associate-*r* associate-*l* associate-/r* flip-+
associate-+l+ div-sub sum-log
cbrt-undiv +-commutative associate-+l- sub-neg frac-2neg diff-log div-exp rem-log-exp pow-prod-down prod-exp clear-num *-commutative cbrt-unprod div-inv unswap-sqr
Counts
4 → 80
Calls
4 calls:
5.0ms
(* y (exp z))
8.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
8.0ms
(log (+ (- 1.0 y) (* y (exp z))))
6.0ms
(+ (- 1.0 y) (* y (exp z)))

series281.0ms

Counts
4 → 12
Calls
4 calls:
21.0ms
(* y (exp z))
151.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
74.0ms
(log (+ (- 1.0 y) (* y (exp z))))
35.0ms
(+ (- 1.0 y) (* y (exp z)))

simplify52.0ms

Algorithm
egg-herbie
Counts
92 → 92
Iterations

Useful iterations: 2 (43.0ms)

IterNodesCost
0452795
11740733
25001726

prune255.0ms

Filtered
92 candidates to 68 candidates (73.9%)
Pruning

5 alts after pruning (5 fresh and 0 done)

PrunedKeptTotal
New87592
Fresh000
Picked101
Done000
Total88593

Merged error: 3.6b

Counts
93 → 5

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(- x (/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t))
0.0b
(+ (* 0.5 (pow z 2)) (* 1.0 z))
2.9b
(/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t)
3.8b
(* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))

rewrite28.0ms

Algorithm
rewrite-expression-head
Rules
21×add-sqr-sqrt
16×*-un-lft-identity
14×add-cube-cbrt
10×times-frac
add-exp-log add-cbrt-cube add-log-exp
pow1
flip3-+ associate-*r* associate-*l* associate-/r* flip-+ associate-/l*
associate-*r/ associate-/l/ difference-of-squares
cbrt-undiv +-commutative distribute-rgt-in sub-neg flip3-- frac-2neg distribute-lft-in diff-log div-exp pow-prod-down prod-exp clear-num sum-log *-commutative flip-- cbrt-unprod div-inv distribute-lft-out-- unswap-sqr
Counts
4 → 77
Calls
4 calls:
10.0ms
(- x (/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t))
4.0ms
(+ (* 0.5 (pow z 2)) (* 1.0 z))
6.0ms
(/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t)
7.0ms
(* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))

series391.0ms

Counts
4 → 12
Calls
4 calls:
121.0ms
(- x (/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t))
69.0ms
(+ (* 0.5 (pow z 2)) (* 1.0 z))
117.0ms
(/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t)
84.0ms
(* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))

simplify53.0ms

Algorithm
egg-herbie
Counts
89 → 89
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
0402953
11641882
25002876

prune288.0ms

Filtered
89 candidates to 66 candidates (74.2%)
Pruning

11 alts after pruning (11 fresh and 0 done)

PrunedKeptTotal
New82789
Fresh044
Picked101
Done000
Total831194

Merged error: 3.6b

Counts
94 → 11

localize9.0ms

Local error

Found 2 expressions with local error:

0.0b
(- x (+ (* 1.0 (/ (* z y) t)) (/ (log 1.0) t)))
2.9b
(/ (* z y) t)

rewrite15.0ms

Algorithm
rewrite-expression-head
Rules
add-exp-log add-cbrt-cube add-log-exp
add-sqr-sqrt *-un-lft-identity
add-cube-cbrt
times-frac associate-/r*
pow1 cbrt-undiv diff-log div-exp
sub-neg flip3-- frac-2neg prod-exp clear-num sum-log flip-- cbrt-unprod div-inv associate-/l* associate--r+ distribute-lft-out-- difference-of-squares
Counts
2 → 37
Calls
2 calls:
10.0ms
(- x (+ (* 1.0 (/ (* z y) t)) (/ (log 1.0) t)))
4.0ms
(/ (* z y) t)

series102.0ms

Counts
2 → 6
Calls
2 calls:
84.0ms
(- x (+ (* 1.0 (/ (* z y) t)) (/ (log 1.0) t)))
19.0ms
(/ (* z y) t)

simplify80.0ms

Algorithm
egg-herbie
Counts
43 → 43
Iterations

Useful iterations: 1 (6.0ms)

IterNodesCost
0204286
1812256
23760256
35001256

prune120.0ms

Filtered
43 candidates to 29 candidates (67.4%)
Pruning

11 alts after pruning (10 fresh and 1 done)

PrunedKeptTotal
New38543
Fresh5510
Picked011
Done000
Total431154

Merged error: 3.0b

Counts
54 → 11

localize13.0ms

Local error

Found 4 expressions with local error:

2.9b
(/ (* z y) t)
20.2b
(cbrt (/ (* z y) t))
20.2b
(cbrt (/ (* z y) t))
20.2b
(cbrt (/ (* z y) t))

rewrite18.0ms

Algorithm
rewrite-expression-head
Rules
21×cbrt-prod
12×add-sqr-sqrt add-cube-cbrt *-un-lft-identity times-frac
add-exp-log add-cbrt-cube
pow1 div-inv add-log-exp
cbrt-div pow1/3 associate-/r*
cbrt-undiv div-exp
frac-2neg prod-exp clear-num cbrt-unprod associate-/l*
Counts
4 → 69
Calls
4 calls:
5.0ms
(/ (* z y) t)
3.0ms
(cbrt (/ (* z y) t))
6.0ms
(cbrt (/ (* z y) t))
3.0ms
(cbrt (/ (* z y) t))

series267.0ms

Counts
4 → 12
Calls
4 calls:
19.0ms
(/ (* z y) t)
84.0ms
(cbrt (/ (* z y) t))
84.0ms
(cbrt (/ (* z y) t))
79.0ms
(cbrt (/ (* z y) t))

simplify77.0ms

Algorithm
egg-herbie
Counts
81 → 81
Iterations

Useful iterations: 3 (66.0ms)

IterNodesCost
0181439
1697391
23119364
35003361

prune272.0ms

Filtered
81 candidates to 64 candidates (79.0%)
Pruning

12 alts after pruning (10 fresh and 2 done)

PrunedKeptTotal
New79281
Fresh189
Picked011
Done011
Total801292

Merged error: 3.0b

Counts
92 → 12

regimes472.0ms

Accuracy

63.5% (4.9b remaining)

Error of 8.7b against oracle of 3.8b and baseline of 17.2b

bsearch72.0ms

Steps
ItersRangePoint
8
-1.7954512872228914e-13
-2.0554488211069025e-17
-7.245223885126e-14

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04025
14025

end0.0ms

sample3.1s

Algorithm
intervals
Results
791.0ms1471×body1280valid
737.0ms1489×body10240exit
446.0ms1540×body640valid
214.0ms3570×body80valid
166.0ms902×body320valid
99.0ms77×body2560valid
93.0ms2602×body80nan
52.0ms470×body160valid
50.0ms258×body640nan
33.0ms119×body1280nan
24.0ms187×body320nan
8.0ms97×body160nan