Details

Time bar (total: 24.2s)

sample79.0ms

Algorithm
intervals
Results
22.0ms29×body1280valid
12.0ms169×body80valid
9.0ms35×body640valid
7.0ms124×body80nan
3.0ms18×body320valid
2.0ms11×body640nan
2.0msbody1280nan
1.0msbody320nan
1.0msbody160valid
0.0msbody160nan

simplify6.1s

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

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 21.1b

localize16.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- x y) (- 1.0 y))
2.1b
(- 1.0 (/ (- x y) (- 1.0 y)))
3.1b
(log (- 1.0 (/ (- x y) (- 1.0 y))))

rewrite146.0ms

Algorithm
rewrite-expression-head
Rules
175×add-sqr-sqrt
169×*-un-lft-identity
102×times-frac
93×prod-diff
81×add-cube-cbrt
46×difference-of-squares
44×distribute-lft-out--
associate-/r/
flip3-- flip--
log-prod add-exp-log
associate-/r* add-cbrt-cube associate-/l* add-log-exp
pow1 div-inv
expm1-log1p-u fma-neg insert-posit16 log1p-expm1-u
log-div div-sub associate-/l/
cbrt-undiv clear-num sub-neg frac-2neg diff-log div-exp rem-log-exp log-pow associate--r-
Counts
3 → 190
Calls
3 calls:
22.0ms
(/ (- x y) (- 1.0 y))
56.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
57.0ms
(log (- 1.0 (/ (- x y) (- 1.0 y))))

series238.0ms

Counts
3 → 9
Calls
3 calls:
61.0ms
(/ (- x y) (- 1.0 y))
63.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
113.0ms
(log (- 1.0 (/ (- x y) (- 1.0 y))))

simplify2.6s

Counts
199 → 199
Iterations
IterNodes
done5000
22465
1878
0337

prune754.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.1b

localize50.0ms

Local error

Found 4 expressions with local error:

2.1b
(- 1.0 (/ (- x y) (- 1.0 y)))
2.1b
(- 1.0 (/ (- x y) (- 1.0 y)))
3.1b
(log (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
3.1b
(log (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))

rewrite234.0ms

Algorithm
rewrite-expression-head
Rules
278×add-sqr-sqrt
266×*-un-lft-identity
186×prod-diff
154×times-frac
138×add-cube-cbrt
68×difference-of-squares
64×distribute-lft-out--
18×log-prod
12×associate-/r/ sqrt-prod
10×flip3-- flip--
pow1 add-log-exp
fma-neg add-exp-log log-pow div-inv
expm1-log1p-u log-div add-cbrt-cube sqrt-div insert-posit16 log1p-expm1-u
sub-neg sqrt-pow1 pow1/2 diff-log div-sub rem-log-exp associate--r-
Counts
4 → 280
Calls
4 calls:
73.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
68.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
33.0ms
(log (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
34.0ms
(log (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))

series570.0ms

Counts
4 → 12
Calls
4 calls:
71.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
83.0ms
(- 1.0 (/ (- x y) (- 1.0 y)))
179.0ms
(log (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))
237.0ms
(log (sqrt (- 1.0 (/ (- x y) (- 1.0 y)))))

simplify1.9s

Counts
292 → 292
Iterations
IterNodes
done5001
22120
1794
0325

prune1.4s

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.1b

localize49.0ms

Local error

Found 4 expressions with local error:

0.2b
(- (log (- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y)))))) (log (+ (* 1.0 1.0) (+ (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))) (* 1.0 (/ (- x y) (- 1.0 y)))))))
2.1b
(- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y)))))
10.4b
(log (+ (* 1.0 1.0) (+ (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))) (* 1.0 (/ (- x y) (- 1.0 y))))))
11.9b
(log (- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))))))

rewrite576.0ms

Algorithm
rewrite-expression-head
Rules
21×*-un-lft-identity
19×add-sqr-sqrt pow1
17×prod-diff add-cube-cbrt
15×log-pow
14×log-prod
log-div
add-exp-log add-log-exp
fma-neg
expm1-log1p-u flip3-- add-cbrt-cube associate--l+ insert-posit16 log1p-expm1-u flip-- distribute-lft-out--
difference-cubes cube-unmult pow3 associate--r+
associate--l- sub-neg flip3-+ diff-log rem-log-exp flip-+ associate--r-
difference-of-squares
Counts
4 → 104
Calls
4 calls:
207.0ms
(- (log (- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y)))))) (log (+ (* 1.0 1.0) (+ (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))) (* 1.0 (/ (- x y) (- 1.0 y)))))))
126.0ms
(- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y)))))
124.0ms
(log (+ (* 1.0 1.0) (+ (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))) (* 1.0 (/ (- x y) (- 1.0 y))))))
117.0ms
(log (- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))))))

series1.3s

Counts
4 → 12
Calls
4 calls:
489.0ms
(- (log (- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y)))))) (log (+ (* 1.0 1.0) (+ (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))) (* 1.0 (/ (- x y) (- 1.0 y)))))))
189.0ms
(- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y)))))
209.0ms
(log (+ (* 1.0 1.0) (+ (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))) (* 1.0 (/ (- x y) (- 1.0 y))))))
435.0ms
(log (- (* (* 1.0 1.0) 1.0) (* (/ (- x y) (- 1.0 y)) (* (/ (- x y) (- 1.0 y)) (/ (- x y) (- 1.0 y))))))

simplify1.9s

Counts
116 → 116
Iterations
IterNodes
done5002
21880
1584
0221

prune637.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.1b

localize26.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (/ x y) (/ 1.0 y))
2.1b
(fma (/ 1.0 y) (/ x y) (- (/ x y) (/ 1.0 y)))
2.2b
(log (fma (/ 1.0 y) (/ x y) (- (/ x y) (/ 1.0 y))))

rewrite74.0ms

Algorithm
rewrite-expression-head
Rules
253×times-frac
207×add-sqr-sqrt
203×*-un-lft-identity
195×add-cube-cbrt
169×prod-diff
29×div-inv
13×fma-neg
add-log-exp
pow1 add-exp-log distribute-lft-out-- difference-of-squares
expm1-log1p-u log-prod add-cbrt-cube insert-posit16 log1p-expm1-u
sub-neg flip3-- distribute-rgt-out-- diff-log rem-log-exp log-pow frac-sub fma-udef flip-- sub-div
Counts
3 → 234
Calls
3 calls:
52.0ms
(- (/ x y) (/ 1.0 y))
0.0ms
(fma (/ 1.0 y) (/ x y) (- (/ x y) (/ 1.0 y)))
2.0ms
(log (fma (/ 1.0 y) (/ x y) (- (/ x y) (/ 1.0 y))))

series210.0ms

Counts
3 → 9
Calls
3 calls:
40.0ms
(- (/ x y) (/ 1.0 y))
54.0ms
(fma (/ 1.0 y) (/ x y) (- (/ x y) (/ 1.0 y)))
116.0ms
(log (fma (/ 1.0 y) (/ x y) (- (/ x y) (/ 1.0 y))))

simplify1.9s

Counts
243 → 243
Iterations
IterNodes
done5000
21987
1824
0371

prune1.0s

Pruning

5 alts after pruning (2 fresh and 3 done)

Merged error: 0.1b

regimes240.0ms

Accuracy

98.6% (0.2b remaining)

Error of 0.3b against oracle of 0.1b and baseline of 17.3b

bsearch164.0ms

Steps
ItersRangePoint
10
73049.03827748532
7.228602892249866e+20
98095783.98664801
8
-1.9646003160526948e+22
-3.442452386677413e+19
-3.475504821605494e+19

simplify8.0ms

Iterations
IterNodes
done26
126
023

end0.0ms

sample2.0s

Algorithm
intervals
Results
446.0ms5754×body80valid
443.0ms827×body1280valid
254.0ms3566×body80nan
223.0ms739×body640valid
167.0ms333×body1280nan
84.0ms374×body640nan
76.0ms428×body320valid
37.0ms234×body320nan
30.0ms252×body160valid
12.0ms113×body160nan