Details

Time bar (total: 1.1m)

sample75.0ms

Algorithm
intervals
Results
13.0ms186×body80valid
9.0ms23×body1280valid
7.0ms29×body640valid
6.0ms115×body80nan
4.0ms11×body1280nan
3.0ms14×body640nan
2.0msbody320valid
1.0msbody160valid
1.0msbody320nan
0.0msbody160nan

simplify14.7s

Counts
1 → 1
Iterations
IterNodes
done5000
2294985
2284965
2274945
2264924
2254899
2244880
2234860
2224837
2214816
2204797
2194775
2184754
2174733
2164711
2154691
2144670
2134645
2124626
2114606
2104583
2094562
2084543
2074521
2064500
2054479
2044457
2034437
2024416
2014393
2004374
1994354
1984331
1974310
1964291
1954269
1944248
1934227
1924207
1914187
1904166
1894143
1884124
1874104
1864081
1854060
1844041
1834019
1823998
1813977
1803957
1793937
1783916
1773891
1763872
1753852
1743829
1733808
1723789
1713767
1703746
1693725
1683703
1673683
1663662
1653637
1643618
1633598
1623575
1613554
1603535
1593513
1583492
1573471
1563449
1553429
1543408
1533385
1523366
1513346
1503323
1493302
1483283
1473261
1463240
1453219
1443195
1433175
1423154
1413129
1403110
1393090
1383067
1373046
1363027
1353005
1342984
1332963
1322943
1312923
1302902
1292879
1282860
1272840
1262817
1252796
1242777
1232755
1222734
1212713
1202693
1192673
1182652
1172627
1162608
1152588
1142565
1132544
1122525
1112503
1102482
1092461
1082441
1072421
1062400
1052377
1042358
1032338
1022315
1012294
1002275
992253
982232
972211
962189
952169
942148
932125
922106
912086
902063
892042
882023
872001
861980
851959
841939
831919
821898
811873
801854
791834
781811
771790
761771
751749
741728
731707
721687
711667
701646
691623
681604
671584
661561
651540
641521
631499
621478
611457
601435
591415
581394
571371
561352
551332
541309
531288
521269
511247
501226
491205
481185
471165
461144
451119
441100
431080
421057
411036
401017
39995
38974
37953
36933
35913
34892
33867
32848
31828
30805
29784
28765
27743
26722
25701
24681
23661
22640
21617
20598
19578
18555
17534
16515
15493
14472
13451
12428
11406
10360
9273
8126
786
675
565
453
340
229
119
09

prune19.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 17.6b

localize51.0ms

Local error

Found 4 expressions with local error:

0.0b
(- 1.0 (log (- 1.0 (/ (- x y) (- 1.0 y)))))
0.0b
(/ (- x y) (- 1.0 y))
2.5b
(- 1.0 (/ (- x y) (- 1.0 y)))
5.8b
(log (- 1.0 (/ (- x y) (- 1.0 y))))

rewrite402.0ms

Algorithm
rewrite-expression-head
Rules
192×add-sqr-sqrt
184×*-un-lft-identity
105×prod-diff
103×times-frac
91×add-cube-cbrt
49×difference-of-squares
47×distribute-lft-out--
12×log-prod
pow1 flip3-- flip--
associate-/r/
add-exp-log add-log-exp
add-cbrt-cube fma-neg associate--r+
associate-/r* log-pow associate-/l*
expm1-log1p-u log-div insert-posit16 log1p-expm1-u div-inv
associate--r-
sub-neg diff-log div-sub associate-/l/
cbrt-undiv clear-num frac-2neg div-exp rem-log-exp
Counts
4 → 231
Calls
4 calls:
106.0ms
(- 1.0 (log (- 1.0 (/ (- x y) (- 1.0 y)))))
37.0ms
(/ (- x y) (- 1.0 y))
117.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
114.0ms
(log (- 1.0 (/ (- x y) (- 1.0 y))))

series507.0ms

Counts
4 → 12
Calls
4 calls:
181.0ms
(- 1.0 (log (- 1.0 (/ (- x y) (- 1.0 y)))))
68.0ms
(/ (- x y) (- 1.0 y))
106.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
152.0ms
(log (- 1.0 (/ (- x y) (- 1.0 y))))

simplify5.6s

Counts
243 → 243
Iterations
IterNodes
done5000
22878
11027
0393

prune2.2s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.2b

localize69.0ms

Local error

Found 4 expressions with local error:

0.0b
(log (/ (exp 1.0) (- 1.0 (/ (- x y) (- 1.0 y)))))
0.0b
(/ (- x y) (- 1.0 y))
0.1b
(/ (exp 1.0) (- 1.0 (/ (- x y) (- 1.0 y))))
2.5b
(- 1.0 (/ (- x y) (- 1.0 y)))

rewrite371.0ms

Algorithm
rewrite-expression-head
Rules
226×add-sqr-sqrt
202×*-un-lft-identity
144×times-frac
102×add-cube-cbrt
93×prod-diff
58×difference-of-squares
50×distribute-lft-out--
24×log-prod
12×associate-/r/
11×associate-/r*
add-exp-log
flip3-- add-cbrt-cube flip-- associate-/l*
div-inv add-log-exp
pow1
expm1-log1p-u insert-posit16 log1p-expm1-u
fma-neg div-exp
cbrt-undiv clear-num frac-2neg div-sub rem-log-exp associate-/l/
log-div sub-neg diff-log log-pow associate--r-
Counts
4 → 252
Calls
4 calls:
69.0ms
(log (/ (exp 1.0) (- 1.0 (/ (- x y) (- 1.0 y)))))
44.0ms
(/ (- x y) (- 1.0 y))
126.0ms
(/ (exp 1.0) (- 1.0 (/ (- x y) (- 1.0 y))))
93.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))

series679.0ms

Counts
4 → 12
Calls
4 calls:
313.0ms
(log (/ (exp 1.0) (- 1.0 (/ (- x y) (- 1.0 y)))))
69.0ms
(/ (- x y) (- 1.0 y))
199.0ms
(/ (exp 1.0) (- 1.0 (/ (- x y) (- 1.0 y))))
97.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))

simplify5.9s

Counts
264 → 264
Iterations
IterNodes
done5002
23216
11126
0437

prune2.7s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.1b

localize104.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (/ 1 (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))))
0.1b
(/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
2.5b
(- 1.0 (/ (- x y) (- 1.0 y)))
2.5b
(- 1.0 (/ (- x y) (- 1.0 y)))

rewrite1.1s

Algorithm
rewrite-expression-head
Rules
410×add-sqr-sqrt
334×*-un-lft-identity
265×times-frac
186×prod-diff
184×add-cube-cbrt
84×difference-of-squares
72×distribute-lft-out--
71×sqrt-prod
33×associate-*r* associate-*l*
23×add-exp-log
18×add-cbrt-cube associate-/r/
15×unswap-sqr
11×flip3-- flip--
associate-/r* div-exp div-inv
prod-exp add-log-exp
pow1 fma-neg sqrt-div
cbrt-undiv
expm1-log1p-u cbrt-unprod insert-posit16 log1p-expm1-u
associate-/l*
rec-exp sub-neg diff-log 1-exp div-sub associate--r-
frac-times clear-num frac-2neg pow-prod-down associate-*l/ associate-*r/ *-commutative
Counts
4 → 394
Calls
4 calls:
709.0ms
(* (/ 1 (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))))
121.0ms
(/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
116.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
85.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))

series786.0ms

Counts
4 → 12
Calls
4 calls:
225.0ms
(* (/ 1 (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))))
336.0ms
(/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
95.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
129.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))

simplify6.7s

Counts
406 → 406
Iterations
IterNodes
done5000
23866
11350
0489

prune4.2s

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.1b

localize100.0ms

Local error

Found 4 expressions with local error:

0.2b
(/ (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
0.2b
(expm1 (log1p (/ (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))))
2.5b
(- 1.0 (/ (- x y) (- 1.0 y)))
2.5b
(- 1.0 (/ (- x y) (- 1.0 y)))

rewrite680.0ms

Algorithm
rewrite-expression-head
Rules
812×add-sqr-sqrt
783×times-frac
614×*-un-lft-identity
384×sqrt-prod
362×add-cube-cbrt
192×difference-of-squares
186×prod-diff
126×distribute-lft-out--
34×associate-/r/
33×associate-/l*
22×sqrt-div
19×flip3-- flip--
17×div-inv
associate-/r* add-cbrt-cube
add-exp-log add-log-exp
fma-neg
expm1-log1p-u pow1 insert-posit16 log1p-expm1-u
cbrt-undiv div-exp
sub-neg diff-log div-sub associate--r-
expm1-log1p clear-num frac-2neg expm1-udef associate-/l/
Counts
4 → 601
Calls
4 calls:
317.0ms
(/ (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
1.0ms
(expm1 (log1p (/ (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))))
97.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
107.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))

series2.0s

Counts
4 → 12
Calls
4 calls:
243.0ms
(/ (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
1.6s
(expm1 (log1p (/ (/ (exp 1.0) (sqrt (- 1.0 (/ (- x y) (- 1.0 y))))) (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))))
76.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
95.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))

simplify7.1s

Counts
613 → 613
Iterations
IterNodes
done5001
24342
11763
0735

prune5.7s

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.1b

regimes625.0ms

Accuracy

99.5% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 18.9b

bsearch288.0ms

Steps
ItersRangePoint
10
0.00018705152818348546
24130438545.104744
51921085.77104035
8
-871508905171.6743
-135490375.57476136
-224500362.70196208

simplify29.0ms

Iterations
IterNodes
done58
258
153
038

end0.0ms

sample2.7s

Algorithm
intervals
Results
790.0ms832×body1280valid
516.0ms5628×body80valid
300.0ms846×body640valid
243.0ms3796×body80nan
132.0ms333×body1280nan
90.0ms455×body320valid
83.0ms366×body640nan
36.0ms213×body320nan
31.0ms239×body160valid
16.0ms141×body160nan