UAI 2016 Inference Evaluation
Organizer: Vibhav Gogate (Email: vgogate at hlt dot utdallas dot edu)
Tuning Results for wmb-is solver
Note: Problem names and types have been made anonymous. PR: |log(Z/Z*)|, where Z is the exact partition function and Z* is the approximate. MAR: Hellinger distances. MAP: un-normalized MAP value. MMAP: given E = evidence, Q = query; log(Z) where Z is the partition function of P(E,Q). If the solver did not output a value, “error” is reported.
PR.UAI
Problem | 1 min | 20 mins | 1 hour |
1 | 0.0 | 0.0 | 0.0 |
2 | 9.99999999998e-05 | 0.0 | 0.0 |
3 | 0.0 | 0.0 | 0.0 |
4 | 0.0 | 0.0 | 0.0 |
5 | 0.0 | 0.0 | 0.0 |
6 | 0.000100000000003 | 0.0 | 0.0 |
7 | 2.3874 | 2.7396 | 2.7163 |
8 | 0.000600000000006 | 0.0 | 0.0 |
9 | 0.0 | 0.0 | 0.0 |
10 | 0.0 | 0.0 | 0.0 |
11 | 0.0 | 0.0 | 0.0 |
12 | 0.0 | 0.0 | 0.0 |
13 | 0.0 | 0.0 | 0.0 |
14 | 0.0 | 0.0 | 0.0 |
15 | 0.0 | 0.0 | 0.0 |
16 | 0.0002 | 0.0 | 0.0 |
17 | 0.0 | 0.0 | 0.0 |
18 | 0.0 | 0.0 | 0.0 |
19 | 0.0 | 0.0 | 0.0 |
20 | 0.0 | 0.0 | 0.0 |
21 | 0.0 | 0.0 | 0.0 |
22 | 0.3362 | 0.002 | 0.0345 |
23 | 0.000200000000007 | 9.99999999962e-05 | 9.99999999962e-05 |
24 | 0.0 | 0.0 | 0.0 |
25 | 0.0 | 0.0 | 0.0 |
26 | 9.99999999962e-05 | 0.0 | 0.0 |
27 | 0.0 | 0.0 | 0.0 |
28 | 0.0 | 0.0 | 0.0 |
29 | 0.0 | 0.0 | 0.0 |
30 | 0.00700000000001 | 0.0 | 0.000999999999991 |
31 | 0.447 | 0.0589 | 0.0079 |
32 | 0.0 | 0.0 | 0.0 |
33 | 0.0 | 0.0 | 0.0 |
34 | 0.8245 | 0.00710000000001 | 0.0101 |
35 | 0.0 | 0.0 | 0.0 |
36 | 0.4345 | 0.0 | 0.0 |
37 | 9.99999999998e-05 | 0.0 | 9.99999999998e-05 |
38 | 0.0 | 0.0 | 0.0 |
39 | 9.99999999962e-05 | 0.0 | 0.0 |
40 | 0.000100000000003 | 0.0 | 0.0 |
41 | 0.0 | 0.0 | 0.0 |
42 | 0.0 | 0.0 | 0.0 |
43 | 0.0 | 0.0 | 0.0 |
44 | 0.0131 | 0.000299999999996 | 0.000300000000003 |
45 | 0.00048 | 0.0 | 0.0 |
46 | 0.0312 | 0.0014 | 0.001 |
47 | 0.1078 | 0.0402 | 0.0299 |
48 | 0.0 | 0.0 | 0.0 |
49 | 0.0036 | 0.0002 | 0.0 |
50 | 0.0 | 0.0 | 0.0 |
51 | 0.0 | 0.0 | 0.0 |
52 | 0.0 | 0.0 | 0.0 |
53 | 0.0 | 0.0 | 0.0 |
54 | 0.0 | 0.0 | 0.0 |
55 | 0.0 | 0.0 | 0.0 |
56 | 0.00200000000001 | 0.0 | 0.0 |
57 | 0.0 | 0.0 | 0.0 |
58 | 0.0 | 0.0 | 0.0 |
59 | 0.0 | 0.0 | 0.0 |
60 | 0.0 | 0.0 | 0.0 |
61 | 9.99999999998e-05 | 9.99999999998e-05 | 0.0 |
62 | 0.0 | 0.0 | 0.0 |
63 | 0.0 | 0.0 | 0.0 |
64 | 0.0 | 0.0 | 0.0 |
65 | 0.0 | 0.0 | 0.0 |
66 | 0.0 | 0.0 | 0.0 |
67 | 0.0 | 0.0 | 0.0 |
68 | 0.0 | 0.0 | 0.0 |
69 | 0.0 | 0.0 | 0.0 |
70 | 0.000100000000003 | 0.0 | 0.0 |
71 | 0.0 | 0.0 | 0.0 |
72 | 0.0 | 0.0 | 0.0 |
73 | 0.0 | 0.0 | 0.0 |
74 | 0.0 | 0.0 | 0.0 |
75 | 0.0 | 0.0 | 0.0 |
76 | 0.000999999999976 | 0.0 | 0.0 |
77 | 0.0 | 0.0 | 0.0 |
78 | 0.0 | 0.0 | 0.0 |
79 | 0.0 | 0.0 | 0.0 |
80 | 0.0 | 0.0 | 0.0 |
81 | 0.0 | 0.0 | 0.0 |
82 | 0.000200000000007 | 0.000200000000007 | 0.000100000000003 |
83 | 0.0 | 0.0 | 0.0 |
84 | 0.000100000000003 | 0.00429999999999 | 0.00210000000001 |
85 | 0.0 | 0.0 | 0.0 |
86 | 0.00170000000001 | 0.0 | 0.0 |
87 | 0.0 | 0.0 | 0.0 |
88 | 0.0 | 0.0 | 0.0 |
89 | 9.99999999998e-05 | 9.99999999998e-05 | 0.0 |
90 | 1.1846 | 0.4829 | 0.2056 |
91 | 0.0 | 0.0 | 0.0 |
92 | 0.0 | 0.0 | 0.0 |
93 | 0.0 | 0.0 | 0.0 |
94 | 0.0002 | 0.0 | 0.0 |
95 | 0.0366 | 0.0105 | 0.0145 |
96 | 0.0 | 0.0 | 0.0 |
97 | 0.0 | 0.0 | 0.0 |
98 | 0.0 | 0.0 | 0.0 |
99 | 0.0 | 0.0 | 0.0 |
100 | 0.0 | 0.0 | 0.0 |
101 | 9.99999999998e-05 | 0.0 | 0.0 |
102 | 0.0 | 0.0 | 0.0 |
103 | 0.0 | 0.0 | 0.0 |
104 | 0.00399999999999 | 0.0 | 0.0 |
105 | 0.0027 | 0.0002 | 0.000100000000003 |
106 | 0.0 | 0.0 | 0.0 |
107 | 0.0 | 0.0 | 0.0 |
108 | 0.0 | 0.0 | 0.0 |
109 | 0.0 | 0.0 | 0.0 |
110 | 0.0 | 0.0 | 0.0 |
111 | 0.000100000000003 | 0.0 | 0.0 |
112 | 0.0 | 0.0 | 0.0 |
113 | 0.0 | 0.0 | 0.0 |
114 | 0.0 | 0.0 | 0.0 |
115 | 0.0 | 0.0 | 0.0 |
116 | 0.0 | 0.0 | 0.0 |
117 | 0.0 | 0.0 | 0.0 |
118 | 0.000100000000003 | 0.0 | 0.0 |
119 | 0.0 | 0.0 | 0.0 |
120 | 0.0 | 0.0 | 0.0 |
121 | 0.0 | 0.0 | 0.0 |
122 | 0.0 | 0.0 | 0.0 |
123 | 0.000100000000003 | 0.0 | 0.0 |
124 | 0.0 | 0.0 | 0.0 |
125 | 0.0 | 0.0 | 0.0 |
126 | 0.2177 | 0.0101 | 0.00790000000001 |
127 | 0.0 | 0.0 | 0.0 |
128 | 9.99999999998e-05 | 0.0 | 0.0 |
129 | 0.0 | 0.0 | 0.0 |
130 | 0.0 | 0.0 | 0.0 |
131 | 0.0 | 0.0 | 0.0 |
132 | 0.0 | 0.0 | 0.0 |
133 | 0.0 | 0.0 | 0.0 |
134 | 0.0082 | 0.0 | 0.0 |
135 | 7.99999999996e-05 | 0.0 | 0.0 |
136 | 0.0 | 0.0 | 0.0 |
137 | 0.0 | 0.0 | 0.0 |
138 | 2.738 | 0.004 | 0.004 |
139 | 41.4347223201 | 17.6007223201 | 17.1167223201 |
140 | 0.0152982198 | 0.0028982198 | 0.0020982198 |
141 | 17.3290872104 | 11.3312872104 | 10.6528872104 |
142 | 0.01392014309 | 0.00631014309 | 0.00301985691 |
143 | 0.000579843900001 | 0.0006798439 | 0.000379843899999 |
144 | 0.000199739800003 | 2.60200000213e-07 | 2.60200000213e-07 |
145 | 68.7645026727 | 7.0276026727 | 6.4462026727 |
146 | 212.162330604 | 135.416330604 | 134.738330604 |
147 | 229.922063109 | 145.544063109 | 144.866063109 |
148 | 299.599385103 | 152.076385103 | 151.398385103 |
149 | 348.046169893 | 188.330169893 | 187.652169893 |
150 | 124.520543501 | 86.5655435006 | 85.9835435006 |
151 | 111.625269095 | 75.1909690951 | 74.6094690951 |
152 | 167.747080469 | 109.437080469 | 108.855080469 |
153 | 62.0922026727 | 8.1451026727 | 7.5636026727 |
154 | 211.953330604 | 153.860330604 | 153.278330604 |
155 | 229.903063109 | 150.730063109 | 150.051063109 |
156 | 300.347385103 | 152.076385103 | 151.398385103 |
157 | 348.143169893 | 188.330169893 | 187.652169893 |
158 | 320.332676577 | 282.214676577 | 281.341676577 |
159 | 0.800752832 | 0.000247168000044 | 0.000247168000044 |
160 | 275.756562368 | 2489398.26856 | 2489398.26856 |
161 | error | 159210.112869 | 159209.112869 |
162 | nan | nan | nan |
163 | 86.0212 | 6.16575 | 5.48738 |
164 | 336.946 | 30.002 | 30.6787 |
165 | 26.2734 | 9.0209 | 8.15295 |
166 | 249.233 | 55.4795 | 54.898 |
167 | 214.453 | 39.8669 | 39.1885 |
168 | 1.03817 | 0.349901 | 0.010794 |
169 | 241.905 | 28.5369 | 27.8585 |
170 | 278.121 | 24.4577 | 23.7793 |
|
MAR.UAI
Problem | 1 min | 20 mins | 1 hour |
1 | 0.00119605958809 | 0.000315532649659 | 0.000184027622738 |
2 | 0.002051868342 | 0.000510700491551 | 0.000291437830038 |
3 | 0.000717493741091 | 0.000212257578514 | 0.000117016347202 |
4 | 0.000939446426 | 0.000211260980295 | 0.000170380255908 |
5 | 0.000449836030228 | 0.000119661121755 | 8.93961333746e-05 |
6 | 0.002157322329 | 0.000511875007032 | 0.000289178668703 |
7 | 0.00179211280693 | 0.000516369392254 | 0.000269159441067 |
8 | 0.00135923318727 | 0.000353595735641 | 0.000188936823944 |
9 | 0.00164494716227 | 0.000482518264259 | 0.000258389505971 |
10 | 0.000985436132952 | 0.000226467617395 | 0.000141744812347 |
11 | 0.0020880043069 | 0.000514978011203 | 0.000290236416884 |
12 | 0.000711064955949 | 0.000196024953563 | 0.000115102544264 |
13 | 0.00125317932361 | 0.00036213475947 | 0.000198550253612 |
14 | 0.000983062519198 | 0.000222143128957 | 0.000151261316354 |
15 | 0.00217002811194 | 0.000552240947451 | 0.000308556287337 |
16 | 0.00205151440907 | 0.000258759082986 | 0.000187577390791 |
17 | 0.00142743999539 | 0.00039902600389 | 0.000272405630084 |
18 | 0.0011961149192 | 0.000312263408741 | 0.000182340016036 |
19 | 0.000448430209738 | 0.000115222002301 | 7.18095027518e-05 |
20 | 0.00124761446495 | 0.000335403779085 | 0.000183917386679 |
21 | 0.0444195120199 | 0.0116112604031 | 0.00920704166259 |
22 | 0.00215567678531 | 0.000552754608985 | 0.00032453389121 |
23 | 0.000596780868848 | 0.00022684104536 | 0.000116031427857 |
24 | 0.00108148952983 | 0.000218431557174 | 0.000140513967361 |
25 | 0.0012903123721 | 0.000333403152905 | 0.000181894537588 |
26 | 0.00121365178424 | 0.0003312103066 | 0.00017615156636 |
27 | 0.0011520598018 | 0.000270615534791 | 0.000163240779646 |
28 | 0.0021888300439 | 0.000517187046872 | 0.000299227476929 |
29 | 0.00241668157423 | 0.000613783976228 | 0.000330632917113 |
30 | 0.046917469249 | 0.017588203863 | 0.012450487804 |
31 | 0.00164005065708 | 0.0004489956778 | 0.000255746929737 |
32 | 0.00135945472582 | 0.000423053555583 | 0.000112456375059 |
33 | 0.0957369224384 | 0.0210628944854 | 0.00812652389389 |
34 | 0.000218418463192 | 0.00020119097791 | 4.10913289013e-05 |
35 | 0.217129464864 | 8.12992279697e-05 | 3.73847831821e-05 |
36 | 0.00161600438437 | 0.000475870620654 | 0.000243063229709 |
37 | 0.0012942261661 | 0.000343621169195 | 0.000190304235482 |
38 | 0.00171775909365 | 0.000445057985495 | 0.000262967225047 |
39 | 0.00211621728779 | 0.000526195835882 | 0.000297829784117 |
40 | 0.000971336156805 | 0.000368988664681 | 0.00013672949336 |
41 | 0.00210705944782 | 0.000522351606681 | 0.000294967476572 |
42 | 0.00128802672689 | 0.000388527181281 | 0.000223236906888 |
43 | 0.0050704665133 | 0.000529478991379 | 0.000322185945216 |
44 | 0.00109390555636 | 0.000293577000885 | 0.000181744427736 |
45 | 0.00782630660585 | 0.00116175762281 | 0.000778457984733 |
46 | 0.0860740910237 | 0.0138648021509 | 0.0063663192651 |
47 | 0.00112106241062 | 0.000234288041104 | 0.000145269465402 |
48 | 0.00184706033859 | 0.000381838263762 | 0.000283914767028 |
49 | 0.00120042239559 | 0.00032388028671 | 0.000183989712942 |
50 | 0.00139226182714 | 0.000375569345485 | 0.000181705337686 |
51 | 0.00165206181895 | 0.000493915306791 | 0.000254946114744 |
52 | 0.00171950574092 | 0.000505706119776 | 0.000257827434645 |
53 | 0.000693009531125 | 0.000212144150376 | 0.000105057413268 |
54 | 0.00183329444228 | 0.000457566911727 | 0.000233908924685 |
55 | 0.000988360001372 | 0.000310450877333 | 0.000178435189154 |
56 | 0.00151384309611 | 0.000429053474116 | 0.000250581765933 |
57 | 0.00171945953402 | 0.00044347019861 | 0.000260882794215 |
58 | 0.000603349167657 | 0.000192074065404 | 0.000104614567456 |
59 | 0.00194883811127 | 0.000453683227806 | 0.000217294690486 |
60 | 0.00204158829968 | 0.00057121117668 | 0.000293322940485 |
61 | 0.00174324487974 | 0.000480893355188 | 0.000248832237771 |
62 | 0.00120998683746 | 0.000235158708387 | 0.000160541597432 |
63 | 0.00185231131383 | 0.000495489333344 | 0.000264470693453 |
64 | 0.00090063557952 | 0.000208008273551 | 0.000150942851591 |
65 | 0.000911524351494 | 0.000290759016092 | 0.000176618896851 |
66 | 0.00131540672007 | 0.000350959334522 | 0.000197720170372 |
67 | 0.0012780170668 | 0.000347679184675 | 0.000189546704785 |
68 | 0.00174072591355 | 0.000494138581216 | 0.000251750470556 |
69 | 0.0009244213788 | 0.000266798433743 | 0.000160016212587 |
70 | 0.00165234255623 | 0.000474540389535 | 0.000252798577551 |
71 | 0.000294873400986 | 0.000150798465266 | 0.000106003007868 |
72 | 0.00159162930503 | 0.000442821374205 | 0.000255443955232 |
73 | 0.000961609553541 | 0.000231162085192 | 0.000144711898832 |
74 | 0.00126107900432 | 0.000340885050445 | 0.000137136914792 |
75 | 0.00204048270616 | 0.000588259211353 | 0.000296593719245 |
76 | 0.00116833442566 | 0.000319301235309 | 0.000185215653422 |
77 | 0.00135556789481 | 0.000328266193403 | 0.000189857634758 |
78 | 0.00208388881421 | 0.00051820155824 | 0.000289439676665 |
79 | 0.00118789296042 | 0.000336060507888 | 0.000165719369941 |
80 | 0.00228030196746 | 0.000612085155338 | 0.000305534167795 |
81 | 0.00196865077612 | 0.000529668193547 | 0.000300945885648 |
82 | 0.00819024988507 | 0.00123518648853 | 0.000787037685214 |
83 | 0.000132001540852 | 2.3296461556e-05 | 1.83402992603e-05 |
84 | 0.00180087570464 | 0.000490573776687 | 0.000299115935088 |
85 | 0.000543732041637 | 0.000221939430098 | 5.8813318838e-05 |
86 | 0.00220343395071 | 0.000375875850241 | 0.000139445782496 |
87 | 0.00205788679946 | 0.000569015548866 | 0.000310905278904 |
88 | 0.183710391976 | 0.064023827688 | 0.060626742251 |
89 | 0.00178233605073 | 0.000442655449031 | 0.000245886262042 |
90 | 0.000657025061606 | 0.000179534851985 | 9.82442687926e-05 |
91 | 0.0016617937454 | 0.000484230680378 | 0.000257824249997 |
92 | 0.00216155807001 | 0.000497726119978 | 0.000251780586018 |
93 | 0.0399377792058 | 0.00424129259119 | 0.0022980354605 |
94 | 0.001696312239 | 0.000505838805707 | 0.000245725960378 |
95 | 0.00170892847086 | 0.000468069422908 | 0.000251289386517 |
96 | 0.00154048323664 | 0.000437756743747 | 0.000231105301037 |
97 | 0.00118768300973 | 0.000307014718068 | 0.000182232447371 |
98 | 0.000345058862592 | 9.8477628787e-05 | 7.66170850806e-05 |
99 | 0.0021831946133 | 0.000523708163651 | 0.000300669653404 |
100 | 0.00155080244134 | 0.000426820270345 | 0.0002372546167 |
101 | 0.00121249342952 | 0.000311207070534 | 0.000188144779632 |
102 | 0.00378777480988 | 0.000127035127735 | 0.000119294158966 |
103 | 0.00177612408919 | 0.000411366094189 | 0.000206867571279 |
104 | 0.00072774606662 | 0.000267187773923 | 0.000207520171866 |
105 | 0.00202490534376 | 0.000572571749474 | 0.000295801231594 |
106 | 0.000330141967794 | 0.000268032639607 | 6.95530680061e-05 |
107 | 0.000634609453139 | 0.000215587565303 | 0.000126474778376 |
108 | 0.00103426629416 | 0.000208262018861 | 0.000171135928077 |
109 | 0.0011557637601 | 0.000430938372025 | 0.000275588541744 |
110 | 6.40460848167e-07 | 6.40460848167e-07 | 6.40460848167e-07 |
111 | 0.000761010399765 | 0.000170978959975 | 8.94484992884e-05 |
112 | 0.000764613502938 | 0.000167416883861 | 9.23312601368e-05 |
113 | 0.00118366553522 | 0.000380552535501 | 0.000147333195084 |
114 | 0.00118890885997 | 0.000324630160826 | 0.00018501435438 |
115 | 0.00126634528748 | 0.000183724204396 | 0.000103683228743 |
116 | 0.00215792199713 | 0.000534991338135 | 0.000303076616815 |
117 | 0.000597499211852 | 0.000194214330131 | 0.000115793293642 |
118 | 0.00130858983674 | 0.000362961313069 | 0.000213412734403 |
119 | 0.00155372285049 | 0.000374461376045 | 0.000225404906918 |
120 | 0.00104328620689 | 0.000264027001829 | 0.000161658097782 |
121 | 0.00170853141299 | 0.000487922976012 | 0.000248209736222 |
122 | 0.00123383696364 | 0.000327263045873 | 0.000196283497081 |
123 | 0.000660171313977 | 0.000195755759693 | 0.000113979984177 |
124 | 0.0250666287768 | 0.00836366920671 | 0.00400712315015 |
125 | 0.00171230925074 | 0.00049484321323 | 0.000255193649741 |
126 | 0.00199583287599 | 0.000575071332748 | 0.000294993715881 |
127 | 0.00155100024583 | 0.000441303816781 | 0.000252911739991 |
128 | 0.000662152435539 | 0.000262801778606 | 0.000184646345433 |
129 | 0.0016902906733 | 0.000430844200397 | 0.000254822668728 |
130 | 0.00154119476133 | 0.000268758926315 | 0.000105827330214 |
131 | 0.00122453746286 | 0.000352199642116 | 0.000196900507396 |
132 | 0.00215035083819 | 0.000310861221631 | 0.000181998076929 |
133 | 0.00142932543688 | 0.000300391118365 | 0.000175883860337 |
134 | 0.000370360711541 | 0.000111589186826 | 8.48057683127e-05 |
135 | 0.00129723928929 | 0.000344510702062 | 0.000187641726294 |
136 | error | 0.00198346508985 | 0.000844815261982 |
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