Details

Time bar (total: 6.2s)

sample97.0ms

Algorithm
intervals
Results
27.0ms49×body1280valid
21.0ms38×body10240exit
13.0ms48×body640valid
7.0ms127×body80valid
3.0ms19×body320valid
2.0ms72×body80nan
2.0msbody2560valid
1.0msbody640nan
1.0ms12×body160valid
1.0msbody1280nan
1.0msbody320nan
0.0msbody160nan

simplify229.0ms

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

1 alts after pruning (1 fresh and 0 done)

Merged error: 19.7b

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)
1.0b
(+ (- 1.0 y) (* y (exp z)))
1.3b
(log (+ (- 1.0 y) (* y (exp z))))

rewrite52.0ms

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))
23.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
13.0ms
(+ (- 1.0 y) (* y (exp z)))
9.0ms
(log (+ (- 1.0 y) (* y (exp z))))

series279.0ms

Counts
4 → 12
Calls
4 calls:
24.0ms
(* y (exp z))
148.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
36.0ms
(+ (- 1.0 y) (* y (exp z)))
72.0ms
(log (+ (- 1.0 y) (* y (exp z))))

simplify50.0ms

Algorithm
egg-herbie
Counts
92 → 92
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
0452795
11740733
25001726

prune280.0ms

Filtered
92 candidates to 68 candidates (73.9%)
Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 3.0b

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (- 1 (exp z)) y)
0.1b
(/ (log (- 1.0 (* (- 1 (exp z)) y))) t)
1.3b
(log (- 1.0 (* (- 1 (exp z)) y)))
3.0b
(- 1 (exp z))

rewrite30.0ms

Algorithm
rewrite-expression-head
Rules
24×add-sqr-sqrt
22×*-un-lft-identity
16×add-cube-cbrt
12×times-frac
11×pow1
add-exp-log
add-cbrt-cube
associate-*l* add-log-exp
log-pow
log-div flip3-- flip-- associate-/l* difference-of-squares
log-prod associate-*r* associate-/r*
div-sub associate-*l/ distribute-lft-out--
cbrt-undiv 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 → 85
Calls
4 calls:
16.0ms
(* (- 1 (exp z)) y)
7.0ms
(/ (log (- 1.0 (* (- 1 (exp z)) y))) t)
2.0ms
(log (- 1.0 (* (- 1 (exp z)) y)))
3.0ms
(- 1 (exp z))

series222.0ms

Counts
4 → 12
Calls
4 calls:
38.0ms
(* (- 1 (exp z)) y)
117.0ms
(/ (log (- 1.0 (* (- 1 (exp z)) y))) t)
54.0ms
(log (- 1.0 (* (- 1 (exp z)) y)))
13.0ms
(- 1 (exp z))

simplify53.0ms

Algorithm
egg-herbie
Counts
97 → 97
Iterations

Useful iterations: 2 (44.0ms)

IterNodesCost
0450786
11808729
25001725

prune289.0ms

Filtered
97 candidates to 70 candidates (72.2%)
Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 3.0b

localize14.0ms

Local error

Found 4 expressions with local error:

1.4b
(log (cbrt (- 1.0 (* (- 1 (exp z)) y))))
1.4b
(log (cbrt (- 1.0 (* (- 1 (exp z)) y))))
3.0b
(- 1 (exp z))
3.0b
(- 1 (exp z))

rewrite13.0ms

Algorithm
rewrite-expression-head
Rules
14×add-sqr-sqrt *-un-lft-identity
12×log-prod
add-cube-cbrt add-log-exp
pow1 add-exp-log cbrt-prod
log-div cbrt-div flip3-- log-pow add-cbrt-cube flip-- difference-of-squares
sub-neg pow1/3 diff-log rem-log-exp distribute-lft-out--
Counts
4 → 66
Calls
4 calls:
2.0ms
(log (cbrt (- 1.0 (* (- 1 (exp z)) y))))
2.0ms
(log (cbrt (- 1.0 (* (- 1 (exp z)) y))))
3.0ms
(- 1 (exp z))
3.0ms
(- 1 (exp z))

series262.0ms

Counts
4 → 12
Calls
4 calls:
114.0ms
(log (cbrt (- 1.0 (* (- 1 (exp z)) y))))
121.0ms
(log (cbrt (- 1.0 (* (- 1 (exp z)) y))))
13.0ms
(- 1 (exp z))
14.0ms
(- 1 (exp z))

simplify38.0ms

Algorithm
egg-herbie
Counts
78 → 78
Iterations

Useful iterations: 2 (30.0ms)

IterNodesCost
0290666
11059608
25001596

prune327.0ms

Filtered
78 candidates to 58 candidates (74.4%)
Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 3.0b

localize13.0ms

Local error

Found 4 expressions with local error:

1.3b
(log (- 1.0 (* (- 1 (exp z)) y)))
1.3b
(log (- 1.0 (* (- 1 (exp z)) y)))
3.0b
(- 1 (exp z))
3.0b
(- 1 (exp z))

rewrite12.0ms

Algorithm
rewrite-expression-head
Rules
12×add-sqr-sqrt *-un-lft-identity
add-log-exp
pow1 add-exp-log add-cube-cbrt log-prod
log-div flip3-- add-cbrt-cube flip-- difference-of-squares
sub-neg diff-log rem-log-exp log-pow distribute-lft-out--
Counts
4 → 58
Calls
4 calls:
2.0ms
(log (- 1.0 (* (- 1 (exp z)) y)))
2.0ms
(log (- 1.0 (* (- 1 (exp z)) y)))
3.0ms
(- 1 (exp z))
3.0ms
(- 1 (exp z))

series147.0ms

Counts
4 → 12
Calls
4 calls:
60.0ms
(log (- 1.0 (* (- 1 (exp z)) y)))
60.0ms
(log (- 1.0 (* (- 1 (exp z)) y)))
13.0ms
(- 1 (exp z))
13.0ms
(- 1 (exp z))

simplify147.0ms

Algorithm
egg-herbie
Counts
70 → 70
Iterations

Useful iterations: 2 (30.0ms)

IterNodesCost
0259520
11018472
24986460
35001460

prune266.0ms

Filtered
70 candidates to 52 candidates (74.3%)
Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 3.0b

regimes293.0ms

Accuracy

59.9% (4.1b remaining)

Error of 8.7b against oracle of 4.6b and baseline of 14.8b

bsearch2.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04429
14429

end0.0ms

sample3.1s

Algorithm
intervals
Results
752.0ms1532×body10240exit
743.0ms1428×body1280valid
461.0ms1608×body640valid
205.0ms3487×body80valid
167.0ms929×body320valid
104.0ms83×body2560valid
86.0ms2458×body80nan
55.0ms494×body160valid
49.0ms254×body640nan
33.0ms115×body1280nan
20.0ms161×body320nan
9.0ms107×body160nan