Details

Time bar (total: 17.8s)

sample163.0ms

Algorithm
intervals
Results
41.0ms48×body10240exit
36.0ms47×body1280valid
24.0ms50×body640valid
11.0ms118×body80valid
7.0ms28×body320valid
6.0ms104×body80nan
3.0msbody640nan
3.0ms13×body160valid
2.0ms11×body320nan
1.0msbody160nan
0.0msbody1280nan

simplify2.9s

Counts
1 → 1
Iterations
IterNodes
done5001
73550
6735
5195
473
348
233
120
012

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 25.4b

localize36.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
2.0b
(+ (- 1.0 y) (* y (exp z)))
2.2b
(log (+ (- 1.0 y) (* y (exp z))))

rewrite161.0ms

Algorithm
rewrite-expression-head
Rules
13×add-sqr-sqrt *-un-lft-identity add-cube-cbrt
12×times-frac
pow1 add-log-exp
add-exp-log
add-cbrt-cube log-pow
log-div associate-/l*
log-prod associate-/r* flip3-+ flip-+
associate-+l+ sum-log div-sub
cbrt-undiv +-commutative clear-num sub-neg frac-2neg diff-log div-exp rem-log-exp associate-+l- div-inv
Counts
3 → 62
Calls
3 calls:
79.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
49.0ms
(+ (- 1.0 y) (* y (exp z)))
30.0ms
(log (+ (- 1.0 y) (* y (exp z))))

series387.0ms

Counts
3 → 9
Calls
3 calls:
234.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
49.0ms
(+ (- 1.0 y) (* y (exp z)))
104.0ms
(log (+ (- 1.0 y) (* y (exp z))))

simplify1.2s

Counts
71 → 71
Iterations
IterNodes
done5001
21772
1406
0172

prune465.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 4.8b

localize29.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (log (- 1.0 (- y (* y (exp z))))) t)
1.4b
(log (- 1.0 (- y (* y (exp z)))))
3.3b
(- y (* y (exp z)))

rewrite38.0ms

Algorithm
rewrite-expression-head
Rules
15×add-sqr-sqrt *-un-lft-identity
13×add-cube-cbrt
12×times-frac
pow1
add-exp-log
log-prod add-cbrt-cube log-pow add-log-exp
log-div associate-/l*
associate-/r* flip3-- flip--
div-sub
cbrt-undiv clear-num sub-neg frac-2neg diff-log div-exp rem-log-exp div-inv distribute-lft-out-- difference-of-squares
Counts
3 → 61
Calls
3 calls:
21.0ms
(/ (log (- 1.0 (- y (* y (exp z))))) t)
8.0ms
(log (- 1.0 (- y (* y (exp z)))))
4.0ms
(- y (* y (exp z)))

series353.0ms

Counts
3 → 9
Calls
3 calls:
219.0ms
(/ (log (- 1.0 (- y (* y (exp z))))) t)
93.0ms
(log (- 1.0 (- y (* y (exp z)))))
42.0ms
(- y (* y (exp z)))

simplify1.0s

Counts
70 → 70
Iterations
IterNodes
done5001
21713
1433
0187

prune452.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 4.8b

localize43.0ms

Local error

Found 4 expressions with local error:

1.5b
(log (* (cbrt (- 1.0 (- y (* y (exp z))))) (cbrt (- 1.0 (- y (* y (exp z)))))))
3.3b
(- y (* y (exp z)))
3.3b
(- y (* y (exp z)))
3.3b
(- y (* y (exp z)))

rewrite37.0ms

Algorithm
rewrite-expression-head
Rules
12×pow1 cbrt-div
10×add-log-exp
flip3-- log-pow flip--
log-div
add-exp-log
pow1/3
add-sqr-sqrt frac-times *-un-lft-identity add-cbrt-cube add-cube-cbrt
sub-neg diff-log
rem-log-exp pow-prod-down associate-*l/ associate-*r/ pow-sqr pow-prod-up
pow2 log-prod pow-plus prod-exp
Counts
4 → 63
Calls
4 calls:
24.0ms
(log (* (cbrt (- 1.0 (- y (* y (exp z))))) (cbrt (- 1.0 (- y (* y (exp z)))))))
4.0ms
(- y (* y (exp z)))
4.0ms
(- y (* y (exp z)))
4.0ms
(- y (* y (exp z)))

series343.0ms

Counts
4 → 12
Calls
4 calls:
219.0ms
(log (* (cbrt (- 1.0 (- y (* y (exp z))))) (cbrt (- 1.0 (- y (* y (exp z)))))))
41.0ms
(- y (* y (exp z)))
39.0ms
(- y (* y (exp z)))
43.0ms
(- y (* y (exp z)))

simplify1.2s

Counts
75 → 75
Iterations
IterNodes
done5001
21868
1432
0174

prune661.0ms

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 4.8b

localize38.0ms

Local error

Found 4 expressions with local error:

1.4b
(log (- 1.0 (- y (* y (exp z)))))
3.3b
(- y (* y (exp z)))
3.3b
(- y (* y (exp z)))
3.3b
(- y (* y (exp z)))

rewrite21.0ms

Algorithm
rewrite-expression-head
Rules
10×add-log-exp
add-sqr-sqrt *-un-lft-identity
pow1 log-prod add-exp-log add-cube-cbrt
flip3-- add-cbrt-cube flip--
sub-neg diff-log
log-div
rem-log-exp log-pow distribute-lft-out-- difference-of-squares
Counts
4 → 52
Calls
4 calls:
8.0ms
(log (- 1.0 (- y (* y (exp z)))))
4.0ms
(- y (* y (exp z)))
4.0ms
(- y (* y (exp z)))
4.0ms
(- y (* y (exp z)))

series200.0ms

Counts
4 → 12
Calls
4 calls:
78.0ms
(log (- 1.0 (- y (* y (exp z)))))
41.0ms
(- y (* y (exp z)))
39.0ms
(- y (* y (exp z)))
42.0ms
(- y (* y (exp z)))

simplify748.0ms

Counts
64 → 64
Iterations
IterNodes
done5001
21112
1274
0113

prune547.0ms

Pruning

7 alts after pruning (4 fresh and 3 done)

Merged error: 4.8b

regimes613.0ms

Accuracy

54.2% (4.9b remaining)

Error of 8.5b against oracle of 3.6b and baseline of 14.3b

bsearch1.0ms

simplify7.0ms

Iterations
IterNodes
done31
131
025

end0.0ms

sample6.1s

Algorithm
intervals
Results
2.1s1511×body10240exit
1.3s1481×body1280valid
746.0ms1495×body640valid
376.0ms3563×body80valid
287.0ms898×body320valid
165.0ms521×body160valid
154.0ms2511×body80nan
152.0ms276×body640nan
133.0ms79×body2560valid
48.0ms101×body1280nan
41.0ms191×body320nan
16.0ms121×body160nan